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  • Energy Research
  • 2025-2025
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  • Aalto University

  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Bruno, Martina; Fiore, Silvia; Santasalo-Aarnio, Annukka;

    Efficient discharge of Lithium-ion Batteries (LIBs) ensures safe recycling. Electrochemical discharge commonly uses NaCl solutions, causing severe corrosion of battery casing and a release of hazardous gases. This work proposes a novel setup to explore a gaseous product formation during electrochemical discharge processes with low gas quantities, in non-corrosive carbonates solutions (Na2CO3 and K2CO3). Two discharge setups were tested over 120 h: a conventional setup with a single battery completely immersed in the electrolyte; and a novel half-cells setup with two batteries in series, connected through a platinum wire, and partially immersed in the electrolyte. The two setups showed consistent discharge curves and pH trends, without corrosion. After 70 h, the residual voltage of new LIBs (3.8 V) dropped below the safety threshold (2V, 45 ± 1 % of initial voltage for Na2CO3 and 50 % ± 1 % for K2CO3). H2 production was observed during the first 11 h for Na2CO3 (1722 ± 400 ppm/h) and 9 h for K2CO3 (1519 ± 670 ppm/h), with peaks at 2000–2300 ppm/h after 3–5 h while O2 and CO2 production was below the detection limit of the detector (0.1 %-vol for O2, 50 ppm for CO2). pH trends in the aqueous electrolytes (pH increased from 11.5 to 11.6 to 12.5 ± 0.48 pH units after 3 h in Na2CO3, and 12.06 ± 0.06 after 4 h in K2CO3) matched H2 production and the formulation of the hydroxyl ions. The half-cell setup confirmed that H2 release at negative half-cell, increasing the pH of discharge solution. These results presented a safe method for LIBs discharge, avoiding corrosion and hazardous gases release.

    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ Publications Open Re...arrow_drop_down
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Cleaner Engineering and Technology
    Article . 2025 . Peer-reviewed
    License: CC BY
    Data sources: Crossref
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Aaltodoc Publication Archive
    Article . 2025 . Peer-reviewed
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      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ Publications Open Re...arrow_drop_down
      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
      Cleaner Engineering and Technology
      Article . 2025 . Peer-reviewed
      License: CC BY
      Data sources: Crossref
      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
      Aaltodoc Publication Archive
      Article . 2025 . Peer-reviewed
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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Bruno, Martina; Fiore, Silvia; Santasalo-Aarnio, Annukka;

    Efficient discharge of Lithium-ion Batteries (LIBs) ensures safe recycling. Electrochemical discharge commonly uses NaCl solutions, causing severe corrosion of battery casing and a release of hazardous gases. This work proposes a novel setup to explore a gaseous product formation during electrochemical discharge processes with low gas quantities, in non-corrosive carbonates solutions (Na2CO3 and K2CO3). Two discharge setups were tested over 120 h: a conventional setup with a single battery completely immersed in the electrolyte; and a novel half-cells setup with two batteries in series, connected through a platinum wire, and partially immersed in the electrolyte. The two setups showed consistent discharge curves and pH trends, without corrosion. After 70 h, the residual voltage of new LIBs (3.8 V) dropped below the safety threshold (2V, 45 ± 1 % of initial voltage for Na2CO3 and 50 % ± 1 % for K2CO3). H2 production was observed during the first 11 h for Na2CO3 (1722 ± 400 ppm/h) and 9 h for K2CO3 (1519 ± 670 ppm/h), with peaks at 2000–2300 ppm/h after 3–5 h while O2 and CO2 production was below the detection limit of the detector (0.1 %-vol for O2, 50 ppm for CO2). pH trends in the aqueous electrolytes (pH increased from 11.5 to 11.6 to 12.5 ± 0.48 pH units after 3 h in Na2CO3, and 12.06 ± 0.06 after 4 h in K2CO3) matched H2 production and the formulation of the hydroxyl ions. The half-cell setup confirmed that H2 release at negative half-cell, increasing the pH of discharge solution. These results presented a safe method for LIBs discharge, avoiding corrosion and hazardous gases release.

    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ Publications Open Re...arrow_drop_down
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Cleaner Engineering and Technology
    Article . 2025 . Peer-reviewed
    License: CC BY
    Data sources: Crossref
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Aaltodoc Publication Archive
    Article . 2025 . Peer-reviewed
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      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ Publications Open Re...arrow_drop_down
      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
      Cleaner Engineering and Technology
      Article . 2025 . Peer-reviewed
      License: CC BY
      Data sources: Crossref
      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
      Aaltodoc Publication Archive
      Article . 2025 . Peer-reviewed
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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Alexis Pengfei Zhao; Shuangqi Li; Zhengmao Li; Zhaoyu Wang; +8 Authors

    In this paper, we introduce an innovative framework for the strategic planning of electric vehicle (EV) charging infrastructure within interconnected energy-transportation networks. By harnessing the small-world network model and the advanced optimization capabilities of the Non-dominated Sorting Genetic Algorithm III (NSGA-III), we address the complex challenges of station placement and network design. Our application of the small-world theory ensures that charging stations are optimally interconnected, fostering network resilience and ensuring consistent service availability. We approach the infrastructure planning as a multi-objective optimization task with NSGA-III, focusing on cost minimization and the enhancement of network resilience and connectivity. Through simulations and empirical case studies, we demonstrate the efficacy of our model, which markedly improves the reliability and operational efficiency of EV charging networks. The findings of this study significantly advance the integrated planning and operation of energy and transportation networks, offering insightful contributions to the domain of sustainable urban mobility. Peer reviewed

    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ Aaltodoc Publication...arrow_drop_down
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Aaltodoc Publication Archive
    Article . 2025 . Peer-reviewed
    image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
    IEEE Transactions on Smart Grid
    Article . 2025 . Peer-reviewed
    License: IEEE Copyright
    Data sources: Crossref
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      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ Aaltodoc Publication...arrow_drop_down
      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
      Aaltodoc Publication Archive
      Article . 2025 . Peer-reviewed
      image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
      IEEE Transactions on Smart Grid
      Article . 2025 . Peer-reviewed
      License: IEEE Copyright
      Data sources: Crossref
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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Alexis Pengfei Zhao; Shuangqi Li; Zhengmao Li; Zhaoyu Wang; +8 Authors

    In this paper, we introduce an innovative framework for the strategic planning of electric vehicle (EV) charging infrastructure within interconnected energy-transportation networks. By harnessing the small-world network model and the advanced optimization capabilities of the Non-dominated Sorting Genetic Algorithm III (NSGA-III), we address the complex challenges of station placement and network design. Our application of the small-world theory ensures that charging stations are optimally interconnected, fostering network resilience and ensuring consistent service availability. We approach the infrastructure planning as a multi-objective optimization task with NSGA-III, focusing on cost minimization and the enhancement of network resilience and connectivity. Through simulations and empirical case studies, we demonstrate the efficacy of our model, which markedly improves the reliability and operational efficiency of EV charging networks. The findings of this study significantly advance the integrated planning and operation of energy and transportation networks, offering insightful contributions to the domain of sustainable urban mobility. Peer reviewed

    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ Aaltodoc Publication...arrow_drop_down
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Aaltodoc Publication Archive
    Article . 2025 . Peer-reviewed
    image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
    IEEE Transactions on Smart Grid
    Article . 2025 . Peer-reviewed
    License: IEEE Copyright
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      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ Aaltodoc Publication...arrow_drop_down
      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
      Aaltodoc Publication Archive
      Article . 2025 . Peer-reviewed
      image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
      IEEE Transactions on Smart Grid
      Article . 2025 . Peer-reviewed
      License: IEEE Copyright
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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Reio Praats; Jani Sainio; Milla Vikberg; Lassi Klemettinen; +4 Authors

    Li-ion batteries (LIBs) are one of the most deployed energy storage technologies worldwide, providing power for a wide range of applications—from portable electronic devices to electric vehicles (EVs). The growing demand for LIBs, coupled with a shortage of critical battery materials, has prompted the scientific community to seek ways to improve material utilization through the recycling of end-of-life LIBs. While valuable battery metals are already being recycled on an industrial scale, graphite—a material classified as a critical resource—continues to be discarded. In this study, graphite waste recovered from the recycling of LIBs was successfully upcycled into an active graphite/rGO (reduced graphene oxide) composite oxygen electrocatalyst. The precursor graphite for rGO synthesis was also extracted from LIBs. Incorporating rGO into the graphite significantly enhanced the specific surface area and porosity of the resulting composite, facilitating effective doping with residual metals during subsequent nitrogen doping via pyrolysis. These composite catalysts enhanced both the oxygen reduction and oxygen evolution reactions, enabling their use as air electrode catalyst materials in zinc–air batteries (ZABs). The best-performing composite catalyst demonstrated an impressive power density of 100 mW cm−2 and exceptional cycling stability for 137 h. This research further demonstrates the utilization of waste fractions from LIB recycling to drive advancements in energy conversion technologies.

    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ Batteriesarrow_drop_down
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Batteries
    Article . 2025 . Peer-reviewed
    License: CC BY
    Data sources: Crossref
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Batteries
    Article . 2025
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    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Aaltodoc Publication Archive
    Article . 2025 . Peer-reviewed
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      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ Batteriesarrow_drop_down
      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
      Batteries
      Article . 2025 . Peer-reviewed
      License: CC BY
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      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
      Batteries
      Article . 2025
      Data sources: DOAJ
      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
      Aaltodoc Publication Archive
      Article . 2025 . Peer-reviewed
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    Authors: Reio Praats; Jani Sainio; Milla Vikberg; Lassi Klemettinen; +4 Authors

    Li-ion batteries (LIBs) are one of the most deployed energy storage technologies worldwide, providing power for a wide range of applications—from portable electronic devices to electric vehicles (EVs). The growing demand for LIBs, coupled with a shortage of critical battery materials, has prompted the scientific community to seek ways to improve material utilization through the recycling of end-of-life LIBs. While valuable battery metals are already being recycled on an industrial scale, graphite—a material classified as a critical resource—continues to be discarded. In this study, graphite waste recovered from the recycling of LIBs was successfully upcycled into an active graphite/rGO (reduced graphene oxide) composite oxygen electrocatalyst. The precursor graphite for rGO synthesis was also extracted from LIBs. Incorporating rGO into the graphite significantly enhanced the specific surface area and porosity of the resulting composite, facilitating effective doping with residual metals during subsequent nitrogen doping via pyrolysis. These composite catalysts enhanced both the oxygen reduction and oxygen evolution reactions, enabling their use as air electrode catalyst materials in zinc–air batteries (ZABs). The best-performing composite catalyst demonstrated an impressive power density of 100 mW cm−2 and exceptional cycling stability for 137 h. This research further demonstrates the utilization of waste fractions from LIB recycling to drive advancements in energy conversion technologies.

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    Batteries
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      Batteries
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    Authors: Qiang Cheng; Akram Muhammad; Ossi Kaario; Zeeshan Ahmad; +1 Authors

    Publisher Copyright: © 2024 The Authors Ammonia is increasingly recognized as a viable alternative fuel that could significantly reduce greenhouse gas emissions without requiring major modifications to existing engine technologies. However, its high auto-ignition temperature, slow flame speed, and narrow flammability range present significant barriers, particularly under high-speed combustion conditions. This review explores the potential of ammonia as a sustainable fuel for internal combustion engines, focusing on its advantages and challenge. The review draws on a wide range of studies, from NH3 production, application, to the combustion mechanisms, that explore various strategies for enhancing NH₃ combustion in both spark ignition and compression ignition engines. Fundamentals and key approaches discussed include using hydrogen and hydrocarbon fuels as combustion promoters, which have been shown to improve ignition and flame propagation. Literature on fuel injection strategies, such as port fuel injection, direct injection, and dual-fuel injection, are examined to highlight their influence on NH₃-air mixing and combustion efficiency. Furthermore, the review delves into advanced ignition technologies, such as low-temperature plasma ignition, turbulent jet ignition, and laser ignition, which are explored for the potential to overcome the ignition difficulties associated with NH₃. After a comprehensive analysis based on the literature, the intelligent liquid-gas twin-fluid co-injection system (iTFI) emerges as a promising approach, offering improved combustion stability and efficiency through better fuel-air mixture preparation. By synthesizing the existing research, this review outlines the progress made in NH₃ combustion and identifies areas where further study is needed to fully realize its potential as a sustainable fuel. Peer reviewed

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    Renewable and Sustainable Energy Reviews
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      Renewable and Sustainable Energy Reviews
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    Authors: Qiang Cheng; Akram Muhammad; Ossi Kaario; Zeeshan Ahmad; +1 Authors

    Publisher Copyright: © 2024 The Authors Ammonia is increasingly recognized as a viable alternative fuel that could significantly reduce greenhouse gas emissions without requiring major modifications to existing engine technologies. However, its high auto-ignition temperature, slow flame speed, and narrow flammability range present significant barriers, particularly under high-speed combustion conditions. This review explores the potential of ammonia as a sustainable fuel for internal combustion engines, focusing on its advantages and challenge. The review draws on a wide range of studies, from NH3 production, application, to the combustion mechanisms, that explore various strategies for enhancing NH₃ combustion in both spark ignition and compression ignition engines. Fundamentals and key approaches discussed include using hydrogen and hydrocarbon fuels as combustion promoters, which have been shown to improve ignition and flame propagation. Literature on fuel injection strategies, such as port fuel injection, direct injection, and dual-fuel injection, are examined to highlight their influence on NH₃-air mixing and combustion efficiency. Furthermore, the review delves into advanced ignition technologies, such as low-temperature plasma ignition, turbulent jet ignition, and laser ignition, which are explored for the potential to overcome the ignition difficulties associated with NH₃. After a comprehensive analysis based on the literature, the intelligent liquid-gas twin-fluid co-injection system (iTFI) emerges as a promising approach, offering improved combustion stability and efficiency through better fuel-air mixture preparation. By synthesizing the existing research, this review outlines the progress made in NH₃ combustion and identifies areas where further study is needed to fully realize its potential as a sustainable fuel. Peer reviewed

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    Renewable and Sustainable Energy Reviews
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    Authors: Wang, Haichao; Han, Jianbo; Wang, Tianyu; Luo, Zhiwen; +3 Authors

    Publisher Copyright: © 2025 The Authors The integration of wind power into energy systems is a critical global challenge in the context of limited peak shaving capacity of cogeneration units, observed in many regions with high wind energy potential. This study explores thermoelectric decoupling strategies to enhance wind power utilization and improve system efficiency. Four integrated thermoelectric peak shaving schemes are investigated, including electric boiler, electric heat pump, absorption heat pump, and mechanical heat pump, each integrated with thermal energy storage. A mathematical model was developed and validated using data from a combined heat and power plant in Jilin Province, China, demonstrating its scalability and applicability. The results indicate that the mechanical heat pump and electric heat pump schemes achieved the highest net incomes, with exergic efficiencies exceeding 65 %. The electric boiler scheme achieved the highest wind power utilization, reducing the wind curtailment rate to 0.1 %. All schemes contributed to significant coal savings, with the mechanical heat pump reducing standard coal consumption by 16.91 kg/MWh of electricity and 1.22 kg/GJ of heat. Furthermore, the schemes demonstrated substantial carbon emission reductions and improvements in overall energy efficiency. These findings provide more insights into enhancing the operational flexibility of combined heat and power systems and integrating renewable energy sources, offering a scalable solution for regions seeking to transition to low-carbon energy systems. Peer reviewed

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    Energy Conversion and Management
    Article . 2025 . Peer-reviewed
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      Energy Conversion and Management
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    Authors: Wang, Haichao; Han, Jianbo; Wang, Tianyu; Luo, Zhiwen; +3 Authors

    Publisher Copyright: © 2025 The Authors The integration of wind power into energy systems is a critical global challenge in the context of limited peak shaving capacity of cogeneration units, observed in many regions with high wind energy potential. This study explores thermoelectric decoupling strategies to enhance wind power utilization and improve system efficiency. Four integrated thermoelectric peak shaving schemes are investigated, including electric boiler, electric heat pump, absorption heat pump, and mechanical heat pump, each integrated with thermal energy storage. A mathematical model was developed and validated using data from a combined heat and power plant in Jilin Province, China, demonstrating its scalability and applicability. The results indicate that the mechanical heat pump and electric heat pump schemes achieved the highest net incomes, with exergic efficiencies exceeding 65 %. The electric boiler scheme achieved the highest wind power utilization, reducing the wind curtailment rate to 0.1 %. All schemes contributed to significant coal savings, with the mechanical heat pump reducing standard coal consumption by 16.91 kg/MWh of electricity and 1.22 kg/GJ of heat. Furthermore, the schemes demonstrated substantial carbon emission reductions and improvements in overall energy efficiency. These findings provide more insights into enhancing the operational flexibility of combined heat and power systems and integrating renewable energy sources, offering a scalable solution for regions seeking to transition to low-carbon energy systems. Peer reviewed

    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ Energy Conversion an...arrow_drop_down
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    Energy Conversion and Management
    Article . 2025 . Peer-reviewed
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      Energy Conversion and Management
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    Authors: Ju, Yuchen; Hu, Xinyi; Jokisalo, Juha; Kosonen, Risto; +3 Authors

    Publisher Copyright: © 2025 The growing need for environmentally-friendly energy solutions encourages the integration of various renewable energy sources in buildings. District heating (DH) systems, widely applied in northern and central European countries, are efficient in transforming and integrating renewable energy sources in large-scale energy systems. With the growth of hydrogen (H2) production, there is great potential for utilizing H2 production excess heat. However, the cost-optimal dimensioning of hybrid heat pump systems considering H2 production excess heat is still in its infancy. This study examined the cost-optimal dimensioning of energy systems based on the 25-year life cycle cost (LCC). Two types of heat pumps, ground source heat pump (GSHP) and air-to-water heat pump (A2WHP) equipped with photovoltaic (PV) panels have been used in tandem with a DH system to provide heat to a kindergarten in the Nordic region. The comparison included two DH tariffs: the commercial DH prices from a DH company and the zero-emission DH price derived from waste heat generated during H2 production. The results found that the GSHP with PV and waste heat from H2 production has the lowest LCC. The utilization of H2 production waste heat can decrease up to 10 % of HP dimensioning because of a lower DH price in the heating season. Peer reviewed

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    Energy and Buildings
    Article . 2025 . Peer-reviewed
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      Energy and Buildings
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    Authors: Ju, Yuchen; Hu, Xinyi; Jokisalo, Juha; Kosonen, Risto; +3 Authors

    Publisher Copyright: © 2025 The growing need for environmentally-friendly energy solutions encourages the integration of various renewable energy sources in buildings. District heating (DH) systems, widely applied in northern and central European countries, are efficient in transforming and integrating renewable energy sources in large-scale energy systems. With the growth of hydrogen (H2) production, there is great potential for utilizing H2 production excess heat. However, the cost-optimal dimensioning of hybrid heat pump systems considering H2 production excess heat is still in its infancy. This study examined the cost-optimal dimensioning of energy systems based on the 25-year life cycle cost (LCC). Two types of heat pumps, ground source heat pump (GSHP) and air-to-water heat pump (A2WHP) equipped with photovoltaic (PV) panels have been used in tandem with a DH system to provide heat to a kindergarten in the Nordic region. The comparison included two DH tariffs: the commercial DH prices from a DH company and the zero-emission DH price derived from waste heat generated during H2 production. The results found that the GSHP with PV and waste heat from H2 production has the lowest LCC. The utilization of H2 production waste heat can decrease up to 10 % of HP dimensioning because of a lower DH price in the heating season. Peer reviewed

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    Energy and Buildings
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      Energy and Buildings
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    Authors: Amin Moghimy Fam; Amir Safdarian; Mahmud Fotuhi-Firuzabad; Matti Lehtonen; +1 Authors

    Publisher Copyright: © 2025 The Authors Distribution system (DS) reliability has the greatest impact on customer service availability. Enhancing the reliability level of a DS is a costly task, thus, determining an efficient and economical target levels for reliability indices is of high importance. To achieve this goal, this paper proposes a comprehensive Data Envelopment Analysis (DEA) based method (DBM). DBM integrates the effect of technical factors in the target determination process for the level of reliability indices in addition to including the conventional average method as one of its steps. By introducing a reliability–cost curve, DBM becomes capable of setting reliability targets based on the practical effect of investment in the system. Furthermore, this feature enables the estimation of the additional investment required to meet the targets. The results indicate the superiority of the proposed method in comparison with the conventional average method from the economic aspect and show the value of integrating the technical factors into it. The determined reliability targets are at least 2.85 % more cost-efficient and technically sounder for the feeders with a high value of reliability. The proposed method, due to its general features, can be applied in the benchmarking of other engineering systems where similar units are being operated and a relation between the unit's inputs and outputs can be established. Peer reviewed

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    Applied Energy
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      Applied Energy
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    Authors: Amin Moghimy Fam; Amir Safdarian; Mahmud Fotuhi-Firuzabad; Matti Lehtonen; +1 Authors

    Publisher Copyright: © 2025 The Authors Distribution system (DS) reliability has the greatest impact on customer service availability. Enhancing the reliability level of a DS is a costly task, thus, determining an efficient and economical target levels for reliability indices is of high importance. To achieve this goal, this paper proposes a comprehensive Data Envelopment Analysis (DEA) based method (DBM). DBM integrates the effect of technical factors in the target determination process for the level of reliability indices in addition to including the conventional average method as one of its steps. By introducing a reliability–cost curve, DBM becomes capable of setting reliability targets based on the practical effect of investment in the system. Furthermore, this feature enables the estimation of the additional investment required to meet the targets. The results indicate the superiority of the proposed method in comparison with the conventional average method from the economic aspect and show the value of integrating the technical factors into it. The determined reliability targets are at least 2.85 % more cost-efficient and technically sounder for the feeders with a high value of reliability. The proposed method, due to its general features, can be applied in the benchmarking of other engineering systems where similar units are being operated and a relation between the unit's inputs and outputs can be established. Peer reviewed

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    Applied Energy
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    Buildings account for 40% of global energy consumption. A considerable portion of building energy consumption stems from heating, ventilation, and air conditioning (HVAC), and thus implementing smart, energy-efficient HVAC systems has the potential to significantly impact the course of climate change. In recent years, model-free reinforcement learning algorithms have been increasingly assessed for this purpose due to their ability to learn and adapt purely from experience. They have been shown to outperform classical controllers in terms of energy cost and consumption, as well as thermal comfort. However, their weakness lies in their relatively poor data efficiency, requiring long periods of training to reach acceptable policies, making them inapplicable to real-world controllers directly. In this paper, we demonstrate that using federated learning to train the reinforcement learning controller of HVAC systems can improve the learning speed, as well as improve their ability to generalize, which in turn facilitates transfer learning to unseen building environments. In our setting, a global control policy is learned by aggregating local policies trained on multiple data centers located in different climate zones. The goal of the policy is to minimize energy consumption and maximize thermal comfort. We perform experiments evaluating three different optimizers for local policy training, as well as three different federated learning algorithms against two alternative baselines. Our experiments show that these effects lead to a faster learning speed, as well as greater generalization capabilities in the federated policy compared to any individually trained policy. Furthermore, the learning stability is significantly improved, with the learning process and performance of the federated policy being less sensitive to the choice of parameters and the inherent randomness of reinforcement learning.

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    Energy and Buildings
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    https://dx.doi.org/10.48550/ar...
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      Energy and Buildings
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      https://dx.doi.org/10.48550/ar...
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    Buildings account for 40% of global energy consumption. A considerable portion of building energy consumption stems from heating, ventilation, and air conditioning (HVAC), and thus implementing smart, energy-efficient HVAC systems has the potential to significantly impact the course of climate change. In recent years, model-free reinforcement learning algorithms have been increasingly assessed for this purpose due to their ability to learn and adapt purely from experience. They have been shown to outperform classical controllers in terms of energy cost and consumption, as well as thermal comfort. However, their weakness lies in their relatively poor data efficiency, requiring long periods of training to reach acceptable policies, making them inapplicable to real-world controllers directly. In this paper, we demonstrate that using federated learning to train the reinforcement learning controller of HVAC systems can improve the learning speed, as well as improve their ability to generalize, which in turn facilitates transfer learning to unseen building environments. In our setting, a global control policy is learned by aggregating local policies trained on multiple data centers located in different climate zones. The goal of the policy is to minimize energy consumption and maximize thermal comfort. We perform experiments evaluating three different optimizers for local policy training, as well as three different federated learning algorithms against two alternative baselines. Our experiments show that these effects lead to a faster learning speed, as well as greater generalization capabilities in the federated policy compared to any individually trained policy. Furthermore, the learning stability is significantly improved, with the learning process and performance of the federated policy being less sensitive to the choice of parameters and the inherent randomness of reinforcement learning.

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    Energy and Buildings
    Article . 2025 . Peer-reviewed
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    https://dx.doi.org/10.48550/ar...
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      https://dx.doi.org/10.48550/ar...
      Article . 2024
      License: CC BY
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      Article . 2025 . Peer-reviewed
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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Bertè, Emanuele; Püvi, Verner; Jokinen, Ilkka; Lehtonen, Matti;

    Publisher Copyright: © 2024 The Authors This study explores the implications of reducing power capacity limits at the Point of Common Coupling (PCC) on residential energy systems, emphasizing the vital roles of both individual prosumers and energy communities in the transition towards distributed energy landscapes. As the integration of renewable energy sources and Home Energy Management Systems become increasingly common, Distribution System Operators (DSOs) encounter significant challenges in maintaining grid stability and operational efficiency. The analysis is structured to first examine individual users with diverse configurations and installation sizes. This initial focus reveals how limiting the power at the PCC restricts the prosumers’ local energy exports and grid imports, while simultaneously increasing net operating costs. Following this, the research expands to investigate the collective dynamics of an energy community, with a particular focus on the Community Connection Point (CCP). Employing a Mixed Integer Linear Programming optimization framework implemented in Python, the study demonstrates that strategic reductions in PCC capacity can effectively mitigate peak power demands. However, similarly to single households, this is achieved by the expense of the community, as their operating costs increase, while the exports of local generation and grid imports are restricted. The findings highlight the critical need for DSOs to adopt capacity management strategies that not only enhance grid stability but also empower energy communities to fully leverage their resource utilization. Otherwise, the grid may become a bottleneck for the sustainable energy transition, by hindering the adaption of local generation and preventing the flexible prosumer resources to assist the power system. Peer reviewed

    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ Energy Reportsarrow_drop_down
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    Energy Reports
    Article . 2025 . Peer-reviewed
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      Energy Reports
      Article . 2025 . Peer-reviewed
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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Bertè, Emanuele; Püvi, Verner; Jokinen, Ilkka; Lehtonen, Matti;

    Publisher Copyright: © 2024 The Authors This study explores the implications of reducing power capacity limits at the Point of Common Coupling (PCC) on residential energy systems, emphasizing the vital roles of both individual prosumers and energy communities in the transition towards distributed energy landscapes. As the integration of renewable energy sources and Home Energy Management Systems become increasingly common, Distribution System Operators (DSOs) encounter significant challenges in maintaining grid stability and operational efficiency. The analysis is structured to first examine individual users with diverse configurations and installation sizes. This initial focus reveals how limiting the power at the PCC restricts the prosumers’ local energy exports and grid imports, while simultaneously increasing net operating costs. Following this, the research expands to investigate the collective dynamics of an energy community, with a particular focus on the Community Connection Point (CCP). Employing a Mixed Integer Linear Programming optimization framework implemented in Python, the study demonstrates that strategic reductions in PCC capacity can effectively mitigate peak power demands. However, similarly to single households, this is achieved by the expense of the community, as their operating costs increase, while the exports of local generation and grid imports are restricted. The findings highlight the critical need for DSOs to adopt capacity management strategies that not only enhance grid stability but also empower energy communities to fully leverage their resource utilization. Otherwise, the grid may become a bottleneck for the sustainable energy transition, by hindering the adaption of local generation and preventing the flexible prosumer resources to assist the power system. Peer reviewed

    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ Energy Reportsarrow_drop_down
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    Energy Reports
    Article . 2025 . Peer-reviewed
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    Article . 2025 . Peer-reviewed
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      Energy Reports
      Article . 2025 . Peer-reviewed
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      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: An Nguyen; Isabell Tunn; Merja Penttilä; Alexander D. Frey;

    Often, the value of the whole biomass from fermentation processes is not exploited, as commercial interests are focused on the main product that is typically either accumulated within cells or secreted into the medium. One underutilized fraction of yeast cells is the cell wall that contains valuable polysaccharides, such as chitin, known for its biocompatibility and biodegradability, which are thought of as valuable properties in diverse industries. Therefore, the valorization of waste biomass from fermentation to coproduce chitin could significantly improve the overall profitability and sustainability of biomanufacturing processes. Previous studies revealed that environmental stresses trigger the cell wall integrity (CWI) response, leading to an increased level of chitin synthesis as a protective measure. In this study, we evaluated the use of the key regulatory genes of the CWI response, RHO1 and PKC1, and their mutant forms RHO1Q68H and PKC1R398A, to design a genetic switch that provides control over the CWI response to maximize the chitin content in the cell wall. The generated genetic control elements were introduced into different yeast strains, among others, for the coproduction of chitin with either storage lipids or recombinant proteins. Overall, we successfully increased the chitin content in the yeast cell wall up to five times with our optimized setup. Furthermore, similar improvements in chitin production were seen when coproducing chitin with either storage lipids or a secreted acid phosphatase. Our results successfully demonstrated the potential of maximizing the chitin content in the cell wall fraction while producing other intra- or extracellular compounds, showcasing a promising approach for enhancing the efficiency and sustainability of fermentation processes. Moreover, the chitin produced in the cell wall is indistinguishable from the chitin isolated from crustaceans.

    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ ACS Synthetic Biolog...arrow_drop_down
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    ACS Synthetic Biology
    Article . 2025 . Peer-reviewed
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    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
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    Article . 2025 . Peer-reviewed
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      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ ACS Synthetic Biolog...arrow_drop_down
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      ACS Synthetic Biology
      Article . 2025 . Peer-reviewed
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      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
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      Article . 2025 . Peer-reviewed
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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: An Nguyen; Isabell Tunn; Merja Penttilä; Alexander D. Frey;

    Often, the value of the whole biomass from fermentation processes is not exploited, as commercial interests are focused on the main product that is typically either accumulated within cells or secreted into the medium. One underutilized fraction of yeast cells is the cell wall that contains valuable polysaccharides, such as chitin, known for its biocompatibility and biodegradability, which are thought of as valuable properties in diverse industries. Therefore, the valorization of waste biomass from fermentation to coproduce chitin could significantly improve the overall profitability and sustainability of biomanufacturing processes. Previous studies revealed that environmental stresses trigger the cell wall integrity (CWI) response, leading to an increased level of chitin synthesis as a protective measure. In this study, we evaluated the use of the key regulatory genes of the CWI response, RHO1 and PKC1, and their mutant forms RHO1Q68H and PKC1R398A, to design a genetic switch that provides control over the CWI response to maximize the chitin content in the cell wall. The generated genetic control elements were introduced into different yeast strains, among others, for the coproduction of chitin with either storage lipids or recombinant proteins. Overall, we successfully increased the chitin content in the yeast cell wall up to five times with our optimized setup. Furthermore, similar improvements in chitin production were seen when coproducing chitin with either storage lipids or a secreted acid phosphatase. Our results successfully demonstrated the potential of maximizing the chitin content in the cell wall fraction while producing other intra- or extracellular compounds, showcasing a promising approach for enhancing the efficiency and sustainability of fermentation processes. Moreover, the chitin produced in the cell wall is indistinguishable from the chitin isolated from crustaceans.

    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ ACS Synthetic Biolog...arrow_drop_down
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    ACS Synthetic Biology
    Article . 2025 . Peer-reviewed
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    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
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    Article . 2025 . Peer-reviewed
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      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ ACS Synthetic Biolog...arrow_drop_down
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      ACS Synthetic Biology
      Article . 2025 . Peer-reviewed
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      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Bruno, Martina; Fiore, Silvia; Santasalo-Aarnio, Annukka;

    Efficient discharge of Lithium-ion Batteries (LIBs) ensures safe recycling. Electrochemical discharge commonly uses NaCl solutions, causing severe corrosion of battery casing and a release of hazardous gases. This work proposes a novel setup to explore a gaseous product formation during electrochemical discharge processes with low gas quantities, in non-corrosive carbonates solutions (Na2CO3 and K2CO3). Two discharge setups were tested over 120 h: a conventional setup with a single battery completely immersed in the electrolyte; and a novel half-cells setup with two batteries in series, connected through a platinum wire, and partially immersed in the electrolyte. The two setups showed consistent discharge curves and pH trends, without corrosion. After 70 h, the residual voltage of new LIBs (3.8 V) dropped below the safety threshold (2V, 45 ± 1 % of initial voltage for Na2CO3 and 50 % ± 1 % for K2CO3). H2 production was observed during the first 11 h for Na2CO3 (1722 ± 400 ppm/h) and 9 h for K2CO3 (1519 ± 670 ppm/h), with peaks at 2000–2300 ppm/h after 3–5 h while O2 and CO2 production was below the detection limit of the detector (0.1 %-vol for O2, 50 ppm for CO2). pH trends in the aqueous electrolytes (pH increased from 11.5 to 11.6 to 12.5 ± 0.48 pH units after 3 h in Na2CO3, and 12.06 ± 0.06 after 4 h in K2CO3) matched H2 production and the formulation of the hydroxyl ions. The half-cell setup confirmed that H2 release at negative half-cell, increasing the pH of discharge solution. These results presented a safe method for LIBs discharge, avoiding corrosion and hazardous gases release.

    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ Publications Open Re...arrow_drop_down
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Cleaner Engineering and Technology
    Article . 2025 . Peer-reviewed
    License: CC BY
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    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
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    Article . 2025 . Peer-reviewed
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      Cleaner Engineering and Technology
      Article . 2025 . Peer-reviewed
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    Authors: Bruno, Martina; Fiore, Silvia; Santasalo-Aarnio, Annukka;

    Efficient discharge of Lithium-ion Batteries (LIBs) ensures safe recycling. Electrochemical discharge commonly uses NaCl solutions, causing severe corrosion of battery casing and a release of hazardous gases. This work proposes a novel setup to explore a gaseous product formation during electrochemical discharge processes with low gas quantities, in non-corrosive carbonates solutions (Na2CO3 and K2CO3). Two discharge setups were tested over 120 h: a conventional setup with a single battery completely immersed in the electrolyte; and a novel half-cells setup with two batteries in series, connected through a platinum wire, and partially immersed in the electrolyte. The two setups showed consistent discharge curves and pH trends, without corrosion. After 70 h, the residual voltage of new LIBs (3.8 V) dropped below the safety threshold (2V, 45 ± 1 % of initial voltage for Na2CO3 and 50 % ± 1 % for K2CO3). H2 production was observed during the first 11 h for Na2CO3 (1722 ± 400 ppm/h) and 9 h for K2CO3 (1519 ± 670 ppm/h), with peaks at 2000–2300 ppm/h after 3–5 h while O2 and CO2 production was below the detection limit of the detector (0.1 %-vol for O2, 50 ppm for CO2). pH trends in the aqueous electrolytes (pH increased from 11.5 to 11.6 to 12.5 ± 0.48 pH units after 3 h in Na2CO3, and 12.06 ± 0.06 after 4 h in K2CO3) matched H2 production and the formulation of the hydroxyl ions. The half-cell setup confirmed that H2 release at negative half-cell, increasing the pH of discharge solution. These results presented a safe method for LIBs discharge, avoiding corrosion and hazardous gases release.

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    Cleaner Engineering and Technology
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      Cleaner Engineering and Technology
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    Authors: Alexis Pengfei Zhao; Shuangqi Li; Zhengmao Li; Zhaoyu Wang; +8 Authors

    In this paper, we introduce an innovative framework for the strategic planning of electric vehicle (EV) charging infrastructure within interconnected energy-transportation networks. By harnessing the small-world network model and the advanced optimization capabilities of the Non-dominated Sorting Genetic Algorithm III (NSGA-III), we address the complex challenges of station placement and network design. Our application of the small-world theory ensures that charging stations are optimally interconnected, fostering network resilience and ensuring consistent service availability. We approach the infrastructure planning as a multi-objective optimization task with NSGA-III, focusing on cost minimization and the enhancement of network resilience and connectivity. Through simulations and empirical case studies, we demonstrate the efficacy of our model, which markedly improves the reliability and operational efficiency of EV charging networks. The findings of this study significantly advance the integrated planning and operation of energy and transportation networks, offering insightful contributions to the domain of sustainable urban mobility. Peer reviewed

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    IEEE Transactions on Smart Grid
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      IEEE Transactions on Smart Grid
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    Authors: Alexis Pengfei Zhao; Shuangqi Li; Zhengmao Li; Zhaoyu Wang; +8 Authors

    In this paper, we introduce an innovative framework for the strategic planning of electric vehicle (EV) charging infrastructure within interconnected energy-transportation networks. By harnessing the small-world network model and the advanced optimization capabilities of the Non-dominated Sorting Genetic Algorithm III (NSGA-III), we address the complex challenges of station placement and network design. Our application of the small-world theory ensures that charging stations are optimally interconnected, fostering network resilience and ensuring consistent service availability. We approach the infrastructure planning as a multi-objective optimization task with NSGA-III, focusing on cost minimization and the enhancement of network resilience and connectivity. Through simulations and empirical case studies, we demonstrate the efficacy of our model, which markedly improves the reliability and operational efficiency of EV charging networks. The findings of this study significantly advance the integrated planning and operation of energy and transportation networks, offering insightful contributions to the domain of sustainable urban mobility. Peer reviewed

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    IEEE Transactions on Smart Grid
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    Authors: Reio Praats; Jani Sainio; Milla Vikberg; Lassi Klemettinen; +4 Authors

    Li-ion batteries (LIBs) are one of the most deployed energy storage technologies worldwide, providing power for a wide range of applications—from portable electronic devices to electric vehicles (EVs). The growing demand for LIBs, coupled with a shortage of critical battery materials, has prompted the scientific community to seek ways to improve material utilization through the recycling of end-of-life LIBs. While valuable battery metals are already being recycled on an industrial scale, graphite—a material classified as a critical resource—continues to be discarded. In this study, graphite waste recovered from the recycling of LIBs was successfully upcycled into an active graphite/rGO (reduced graphene oxide) composite oxygen electrocatalyst. The precursor graphite for rGO synthesis was also extracted from LIBs. Incorporating rGO into the graphite significantly enhanced the specific surface area and porosity of the resulting composite, facilitating effective doping with residual metals during subsequent nitrogen doping via pyrolysis. These composite catalysts enhanced both the oxygen reduction and oxygen evolution reactions, enabling their use as air electrode catalyst materials in zinc–air batteries (ZABs). The best-performing composite catalyst demonstrated an impressive power density of 100 mW cm−2 and exceptional cycling stability for 137 h. This research further demonstrates the utilization of waste fractions from LIB recycling to drive advancements in energy conversion technologies.

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    Batteries
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    Authors: Reio Praats; Jani Sainio; Milla Vikberg; Lassi Klemettinen; +4 Authors

    Li-ion batteries (LIBs) are one of the most deployed energy storage technologies worldwide, providing power for a wide range of applications—from portable electronic devices to electric vehicles (EVs). The growing demand for LIBs, coupled with a shortage of critical battery materials, has prompted the scientific community to seek ways to improve material utilization through the recycling of end-of-life LIBs. While valuable battery metals are already being recycled on an industrial scale, graphite—a material classified as a critical resource—continues to be discarded. In this study, graphite waste recovered from the recycling of LIBs was successfully upcycled into an active graphite/rGO (reduced graphene oxide) composite oxygen electrocatalyst. The precursor graphite for rGO synthesis was also extracted from LIBs. Incorporating rGO into the graphite significantly enhanced the specific surface area and porosity of the resulting composite, facilitating effective doping with residual metals during subsequent nitrogen doping via pyrolysis. These composite catalysts enhanced both the oxygen reduction and oxygen evolution reactions, enabling their use as air electrode catalyst materials in zinc–air batteries (ZABs). The best-performing composite catalyst demonstrated an impressive power density of 100 mW cm−2 and exceptional cycling stability for 137 h. This research further demonstrates the utilization of waste fractions from LIB recycling to drive advancements in energy conversion technologies.

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    Batteries
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    Authors: Qiang Cheng; Akram Muhammad; Ossi Kaario; Zeeshan Ahmad; +1 Authors

    Publisher Copyright: © 2024 The Authors Ammonia is increasingly recognized as a viable alternative fuel that could significantly reduce greenhouse gas emissions without requiring major modifications to existing engine technologies. However, its high auto-ignition temperature, slow flame speed, and narrow flammability range present significant barriers, particularly under high-speed combustion conditions. This review explores the potential of ammonia as a sustainable fuel for internal combustion engines, focusing on its advantages and challenge. The review draws on a wide range of studies, from NH3 production, application, to the combustion mechanisms, that explore various strategies for enhancing NH₃ combustion in both spark ignition and compression ignition engines. Fundamentals and key approaches discussed include using hydrogen and hydrocarbon fuels as combustion promoters, which have been shown to improve ignition and flame propagation. Literature on fuel injection strategies, such as port fuel injection, direct injection, and dual-fuel injection, are examined to highlight their influence on NH₃-air mixing and combustion efficiency. Furthermore, the review delves into advanced ignition technologies, such as low-temperature plasma ignition, turbulent jet ignition, and laser ignition, which are explored for the potential to overcome the ignition difficulties associated with NH₃. After a comprehensive analysis based on the literature, the intelligent liquid-gas twin-fluid co-injection system (iTFI) emerges as a promising approach, offering improved combustion stability and efficiency through better fuel-air mixture preparation. By synthesizing the existing research, this review outlines the progress made in NH₃ combustion and identifies areas where further study is needed to fully realize its potential as a sustainable fuel. Peer reviewed

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    Authors: Qiang Cheng; Akram Muhammad; Ossi Kaario; Zeeshan Ahmad; +1 Authors

    Publisher Copyright: © 2024 The Authors Ammonia is increasingly recognized as a viable alternative fuel that could significantly reduce greenhouse gas emissions without requiring major modifications to existing engine technologies. However, its high auto-ignition temperature, slow flame speed, and narrow flammability range present significant barriers, particularly under high-speed combustion conditions. This review explores the potential of ammonia as a sustainable fuel for internal combustion engines, focusing on its advantages and challenge. The review draws on a wide range of studies, from NH3 production, application, to the combustion mechanisms, that explore various strategies for enhancing NH₃ combustion in both spark ignition and compression ignition engines. Fundamentals and key approaches discussed include using hydrogen and hydrocarbon fuels as combustion promoters, which have been shown to improve ignition and flame propagation. Literature on fuel injection strategies, such as port fuel injection, direct injection, and dual-fuel injection, are examined to highlight their influence on NH₃-air mixing and combustion efficiency. Furthermore, the review delves into advanced ignition technologies, such as low-temperature plasma ignition, turbulent jet ignition, and laser ignition, which are explored for the potential to overcome the ignition difficulties associated with NH₃. After a comprehensive analysis based on the literature, the intelligent liquid-gas twin-fluid co-injection system (iTFI) emerges as a promising approach, offering improved combustion stability and efficiency through better fuel-air mixture preparation. By synthesizing the existing research, this review outlines the progress made in NH₃ combustion and identifies areas where further study is needed to fully realize its potential as a sustainable fuel. Peer reviewed

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    Authors: Wang, Haichao; Han, Jianbo; Wang, Tianyu; Luo, Zhiwen; +3 Authors

    Publisher Copyright: © 2025 The Authors The integration of wind power into energy systems is a critical global challenge in the context of limited peak shaving capacity of cogeneration units, observed in many regions with high wind energy potential. This study explores thermoelectric decoupling strategies to enhance wind power utilization and improve system efficiency. Four integrated thermoelectric peak shaving schemes are investigated, including electric boiler, electric heat pump, absorption heat pump, and mechanical heat pump, each integrated with thermal energy storage. A mathematical model was developed and validated using data from a combined heat and power plant in Jilin Province, China, demonstrating its scalability and applicability. The results indicate that the mechanical heat pump and electric heat pump schemes achieved the highest net incomes, with exergic efficiencies exceeding 65 %. The electric boiler scheme achieved the highest wind power utilization, reducing the wind curtailment rate to 0.1 %. All schemes contributed to significant coal savings, with the mechanical heat pump reducing standard coal consumption by 16.91 kg/MWh of electricity and 1.22 kg/GJ of heat. Furthermore, the schemes demonstrated substantial carbon emission reductions and improvements in overall energy efficiency. These findings provide more insights into enhancing the operational flexibility of combined heat and power systems and integrating renewable energy sources, offering a scalable solution for regions seeking to transition to low-carbon energy systems. Peer reviewed

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    Energy Conversion and Management
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      Energy Conversion and Management
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    Authors: Wang, Haichao; Han, Jianbo; Wang, Tianyu; Luo, Zhiwen; +3 Authors

    Publisher Copyright: © 2025 The Authors The integration of wind power into energy systems is a critical global challenge in the context of limited peak shaving capacity of cogeneration units, observed in many regions with high wind energy potential. This study explores thermoelectric decoupling strategies to enhance wind power utilization and improve system efficiency. Four integrated thermoelectric peak shaving schemes are investigated, including electric boiler, electric heat pump, absorption heat pump, and mechanical heat pump, each integrated with thermal energy storage. A mathematical model was developed and validated using data from a combined heat and power plant in Jilin Province, China, demonstrating its scalability and applicability. The results indicate that the mechanical heat pump and electric heat pump schemes achieved the highest net incomes, with exergic efficiencies exceeding 65 %. The electric boiler scheme achieved the highest wind power utilization, reducing the wind curtailment rate to 0.1 %. All schemes contributed to significant coal savings, with the mechanical heat pump reducing standard coal consumption by 16.91 kg/MWh of electricity and 1.22 kg/GJ of heat. Furthermore, the schemes demonstrated substantial carbon emission reductions and improvements in overall energy efficiency. These findings provide more insights into enhancing the operational flexibility of combined heat and power systems and integrating renewable energy sources, offering a scalable solution for regions seeking to transition to low-carbon energy systems. Peer reviewed

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    Energy Conversion and Management
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    Authors: Ju, Yuchen; Hu, Xinyi; Jokisalo, Juha; Kosonen, Risto; +3 Authors

    Publisher Copyright: © 2025 The growing need for environmentally-friendly energy solutions encourages the integration of various renewable energy sources in buildings. District heating (DH) systems, widely applied in northern and central European countries, are efficient in transforming and integrating renewable energy sources in large-scale energy systems. With the growth of hydrogen (H2) production, there is great potential for utilizing H2 production excess heat. However, the cost-optimal dimensioning of hybrid heat pump systems considering H2 production excess heat is still in its infancy. This study examined the cost-optimal dimensioning of energy systems based on the 25-year life cycle cost (LCC). Two types of heat pumps, ground source heat pump (GSHP) and air-to-water heat pump (A2WHP) equipped with photovoltaic (PV) panels have been used in tandem with a DH system to provide heat to a kindergarten in the Nordic region. The comparison included two DH tariffs: the commercial DH prices from a DH company and the zero-emission DH price derived from waste heat generated during H2 production. The results found that the GSHP with PV and waste heat from H2 production has the lowest LCC. The utilization of H2 production waste heat can decrease up to 10 % of HP dimensioning because of a lower DH price in the heating season. Peer reviewed

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    Energy and Buildings
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    Authors: Ju, Yuchen; Hu, Xinyi; Jokisalo, Juha; Kosonen, Risto; +3 Authors

    Publisher Copyright: © 2025 The growing need for environmentally-friendly energy solutions encourages the integration of various renewable energy sources in buildings. District heating (DH) systems, widely applied in northern and central European countries, are efficient in transforming and integrating renewable energy sources in large-scale energy systems. With the growth of hydrogen (H2) production, there is great potential for utilizing H2 production excess heat. However, the cost-optimal dimensioning of hybrid heat pump systems considering H2 production excess heat is still in its infancy. This study examined the cost-optimal dimensioning of energy systems based on the 25-year life cycle cost (LCC). Two types of heat pumps, ground source heat pump (GSHP) and air-to-water heat pump (A2WHP) equipped with photovoltaic (PV) panels have been used in tandem with a DH system to provide heat to a kindergarten in the Nordic region. The comparison included two DH tariffs: the commercial DH prices from a DH company and the zero-emission DH price derived from waste heat generated during H2 production. The results found that the GSHP with PV and waste heat from H2 production has the lowest LCC. The utilization of H2 production waste heat can decrease up to 10 % of HP dimensioning because of a lower DH price in the heating season. Peer reviewed

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      Energy and Buildings
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    Authors: Amin Moghimy Fam; Amir Safdarian; Mahmud Fotuhi-Firuzabad; Matti Lehtonen; +1 Authors

    Publisher Copyright: © 2025 The Authors Distribution system (DS) reliability has the greatest impact on customer service availability. Enhancing the reliability level of a DS is a costly task, thus, determining an efficient and economical target levels for reliability indices is of high importance. To achieve this goal, this paper proposes a comprehensive Data Envelopment Analysis (DEA) based method (DBM). DBM integrates the effect of technical factors in the target determination process for the level of reliability indices in addition to including the conventional average method as one of its steps. By introducing a reliability–cost curve, DBM becomes capable of setting reliability targets based on the practical effect of investment in the system. Furthermore, this feature enables the estimation of the additional investment required to meet the targets. The results indicate the superiority of the proposed method in comparison with the conventional average method from the economic aspect and show the value of integrating the technical factors into it. The determined reliability targets are at least 2.85 % more cost-efficient and technically sounder for the feeders with a high value of reliability. The proposed method, due to its general features, can be applied in the benchmarking of other engineering systems where similar units are being operated and a relation between the unit's inputs and outputs can be established. Peer reviewed

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    Applied Energy
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    Authors: Amin Moghimy Fam; Amir Safdarian; Mahmud Fotuhi-Firuzabad; Matti Lehtonen; +1 Authors

    Publisher Copyright: © 2025 The Authors Distribution system (DS) reliability has the greatest impact on customer service availability. Enhancing the reliability level of a DS is a costly task, thus, determining an efficient and economical target levels for reliability indices is of high importance. To achieve this goal, this paper proposes a comprehensive Data Envelopment Analysis (DEA) based method (DBM). DBM integrates the effect of technical factors in the target determination process for the level of reliability indices in addition to including the conventional average method as one of its steps. By introducing a reliability–cost curve, DBM becomes capable of setting reliability targets based on the practical effect of investment in the system. Furthermore, this feature enables the estimation of the additional investment required to meet the targets. The results indicate the superiority of the proposed method in comparison with the conventional average method from the economic aspect and show the value of integrating the technical factors into it. The determined reliability targets are at least 2.85 % more cost-efficient and technically sounder for the feeders with a high value of reliability. The proposed method, due to its general features, can be applied in the benchmarking of other engineering systems where similar units are being operated and a relation between the unit's inputs and outputs can be established. Peer reviewed

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    Buildings account for 40% of global energy consumption. A considerable portion of building energy consumption stems from heating, ventilation, and air conditioning (HVAC), and thus implementing smart, energy-efficient HVAC systems has the potential to significantly impact the course of climate change. In recent years, model-free reinforcement learning algorithms have been increasingly assessed for this purpose due to their ability to learn and adapt purely from experience. They have been shown to outperform classical controllers in terms of energy cost and consumption, as well as thermal comfort. However, their weakness lies in their relatively poor data efficiency, requiring long periods of training to reach acceptable policies, making them inapplicable to real-world controllers directly. In this paper, we demonstrate that using federated learning to train the reinforcement learning controller of HVAC systems can improve the learning speed, as well as improve their ability to generalize, which in turn facilitates transfer learning to unseen building environments. In our setting, a global control policy is learned by aggregating local policies trained on multiple data centers located in different climate zones. The goal of the policy is to minimize energy consumption and maximize thermal comfort. We perform experiments evaluating three different optimizers for local policy training, as well as three different federated learning algorithms against two alternative baselines. Our experiments show that these effects lead to a faster learning speed, as well as greater generalization capabilities in the federated policy compared to any individually trained policy. Furthermore, the learning stability is significantly improved, with the learning process and performance of the federated policy being less sensitive to the choice of parameters and the inherent randomness of reinforcement learning.

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    Energy and Buildings
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    https://dx.doi.org/10.48550/ar...
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      Energy and Buildings
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    Buildings account for 40% of global energy consumption. A considerable portion of building energy consumption stems from heating, ventilation, and air conditioning (HVAC), and thus implementing smart, energy-efficient HVAC systems has the potential to significantly impact the course of climate change. In recent years, model-free reinforcement learning algorithms have been increasingly assessed for this purpose due to their ability to learn and adapt purely from experience. They have been shown to outperform classical controllers in terms of energy cost and consumption, as well as thermal comfort. However, their weakness lies in their relatively poor data efficiency, requiring long periods of training to reach acceptable policies, making them inapplicable to real-world controllers directly. In this paper, we demonstrate that using federated learning to train the reinforcement learning controller of HVAC systems can improve the learning speed, as well as improve their ability to generalize, which in turn facilitates transfer learning to unseen building environments. In our setting, a global control policy is learned by aggregating local policies trained on multiple data centers located in different climate zones. The goal of the policy is to minimize energy consumption and maximize thermal comfort. We perform experiments evaluating three different optimizers for local policy training, as well as three different federated learning algorithms against two alternative baselines. Our experiments show that these effects lead to a faster learning speed, as well as greater generalization capabilities in the federated policy compared to any individually trained policy. Furthermore, the learning stability is significantly improved, with the learning process and performance of the federated policy being less sensitive to the choice of parameters and the inherent randomness of reinforcement learning.

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    Energy and Buildings
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    https://dx.doi.org/10.48550/ar...
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    Authors: Bertè, Emanuele; Püvi, Verner; Jokinen, Ilkka; Lehtonen, Matti;

    Publisher Copyright: © 2024 The Authors This study explores the implications of reducing power capacity limits at the Point of Common Coupling (PCC) on residential energy systems, emphasizing the vital roles of both individual prosumers and energy communities in the transition towards distributed energy landscapes. As the integration of renewable energy sources and Home Energy Management Systems become increasingly common, Distribution System Operators (DSOs) encounter significant challenges in maintaining grid stability and operational efficiency. The analysis is structured to first examine individual users with diverse configurations and installation sizes. This initial focus reveals how limiting the power at the PCC restricts the prosumers’ local energy exports and grid imports, while simultaneously increasing net operating costs. Following this, the research expands to investigate the collective dynamics of an energy community, with a particular focus on the Community Connection Point (CCP). Employing a Mixed Integer Linear Programming optimization framework implemented in Python, the study demonstrates that strategic reductions in PCC capacity can effectively mitigate peak power demands. However, similarly to single households, this is achieved by the expense of the community, as their operating costs increase, while the exports of local generation and grid imports are restricted. The findings highlight the critical need for DSOs to adopt capacity management strategies that not only enhance grid stability but also empower energy communities to fully leverage their resource utilization. Otherwise, the grid may become a bottleneck for the sustainable energy transition, by hindering the adaption of local generation and preventing the flexible prosumer resources to assist the power system. Peer reviewed

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    Energy Reports
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      Energy Reports
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    Authors: Bertè, Emanuele; Püvi, Verner; Jokinen, Ilkka; Lehtonen, Matti;

    Publisher Copyright: © 2024 The Authors This study explores the implications of reducing power capacity limits at the Point of Common Coupling (PCC) on residential energy systems, emphasizing the vital roles of both individual prosumers and energy communities in the transition towards distributed energy landscapes. As the integration of renewable energy sources and Home Energy Management Systems become increasingly common, Distribution System Operators (DSOs) encounter significant challenges in maintaining grid stability and operational efficiency. The analysis is structured to first examine individual users with diverse configurations and installation sizes. This initial focus reveals how limiting the power at the PCC restricts the prosumers’ local energy exports and grid imports, while simultaneously increasing net operating costs. Following this, the research expands to investigate the collective dynamics of an energy community, with a particular focus on the Community Connection Point (CCP). Employing a Mixed Integer Linear Programming optimization framework implemented in Python, the study demonstrates that strategic reductions in PCC capacity can effectively mitigate peak power demands. However, similarly to single households, this is achieved by the expense of the community, as their operating costs increase, while the exports of local generation and grid imports are restricted. The findings highlight the critical need for DSOs to adopt capacity management strategies that not only enhance grid stability but also empower energy communities to fully leverage their resource utilization. Otherwise, the grid may become a bottleneck for the sustainable energy transition, by hindering the adaption of local generation and preventing the flexible prosumer resources to assist the power system. Peer reviewed

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    Authors: An Nguyen; Isabell Tunn; Merja Penttilä; Alexander D. Frey;

    Often, the value of the whole biomass from fermentation processes is not exploited, as commercial interests are focused on the main product that is typically either accumulated within cells or secreted into the medium. One underutilized fraction of yeast cells is the cell wall that contains valuable polysaccharides, such as chitin, known for its biocompatibility and biodegradability, which are thought of as valuable properties in diverse industries. Therefore, the valorization of waste biomass from fermentation to coproduce chitin could significantly improve the overall profitability and sustainability of biomanufacturing processes. Previous studies revealed that environmental stresses trigger the cell wall integrity (CWI) response, leading to an increased level of chitin synthesis as a protective measure. In this study, we evaluated the use of the key regulatory genes of the CWI response, RHO1 and PKC1, and their mutant forms RHO1Q68H and PKC1R398A, to design a genetic switch that provides control over the CWI response to maximize the chitin content in the cell wall. The generated genetic control elements were introduced into different yeast strains, among others, for the coproduction of chitin with either storage lipids or recombinant proteins. Overall, we successfully increased the chitin content in the yeast cell wall up to five times with our optimized setup. Furthermore, similar improvements in chitin production were seen when coproducing chitin with either storage lipids or a secreted acid phosphatase. Our results successfully demonstrated the potential of maximizing the chitin content in the cell wall fraction while producing other intra- or extracellular compounds, showcasing a promising approach for enhancing the efficiency and sustainability of fermentation processes. Moreover, the chitin produced in the cell wall is indistinguishable from the chitin isolated from crustaceans.

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    Authors: An Nguyen; Isabell Tunn; Merja Penttilä; Alexander D. Frey;

    Often, the value of the whole biomass from fermentation processes is not exploited, as commercial interests are focused on the main product that is typically either accumulated within cells or secreted into the medium. One underutilized fraction of yeast cells is the cell wall that contains valuable polysaccharides, such as chitin, known for its biocompatibility and biodegradability, which are thought of as valuable properties in diverse industries. Therefore, the valorization of waste biomass from fermentation to coproduce chitin could significantly improve the overall profitability and sustainability of biomanufacturing processes. Previous studies revealed that environmental stresses trigger the cell wall integrity (CWI) response, leading to an increased level of chitin synthesis as a protective measure. In this study, we evaluated the use of the key regulatory genes of the CWI response, RHO1 and PKC1, and their mutant forms RHO1Q68H and PKC1R398A, to design a genetic switch that provides control over the CWI response to maximize the chitin content in the cell wall. The generated genetic control elements were introduced into different yeast strains, among others, for the coproduction of chitin with either storage lipids or recombinant proteins. Overall, we successfully increased the chitin content in the yeast cell wall up to five times with our optimized setup. Furthermore, similar improvements in chitin production were seen when coproducing chitin with either storage lipids or a secreted acid phosphatase. Our results successfully demonstrated the potential of maximizing the chitin content in the cell wall fraction while producing other intra- or extracellular compounds, showcasing a promising approach for enhancing the efficiency and sustainability of fermentation processes. Moreover, the chitin produced in the cell wall is indistinguishable from the chitin isolated from crustaceans.

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    ACS Synthetic Biology
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      ACS Synthetic Biology
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