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  • Energy Research
  • 13. Climate action
  • 15. Life on land
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  • TU Wien

  • 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: V. Kazukauskas; Jelena Radovanović; Konstantinos Petridis; Clas Persson; +79 Authors

    Photovoltaics is amongst the most important technologies for renewable energy sources, and plays a key role in the development of a society with a smaller environmental footprint. Key parameters for solar cells are their energy conversion efficiency, their operating lifetime, and the cost of the energy obtained from a photovoltaic system compared to other sources. The optimization of these aspects involves the exploitation of new materials and development of novel solar cell concepts and designs. Both theoretical modeling and characterization of such devices require a comprehensive view including all scales from the atomic to the macroscopic and industrial scale. The different length scales of the electronic and optical degrees of freedoms specifically lead to an intrinsic need for multiscale simulation, which is accentuated in many advanced photovoltaics concepts including nanostructured regions. Therefore, multiscale modeling has found particular interest in the photovoltaics community, as a tool to advance the field beyond its current limits. In this article, we review the field of multiscale techniques applied to photovoltaics, and we discuss opportunities and remaining challenges.

    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/ COREarrow_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/
    CORE
    Article . 2018
    License: CC BY
    Data sources: CORE
    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/
    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/
    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/
    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/
    EPJ Photovoltaics
    Article . 2018 . 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/
    EPJ Photovoltaics
    Article
    License: CC BY
    Data sources: UnpayWall
    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/
    EPJ Photovoltaics
    Article . 2018
    Data sources: VIRTA
    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/
    Recolector de Ciencia Abierta, RECOLECTA
    Article . 2018 . Peer-reviewed
    License: CC BY NC ND
    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/
    EPJ Photovoltaics
    Article . 2018
    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/
    Archivo Digital UPM
    Article . 2018
    License: CC BY NC ND
    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/
    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 . 2018 . Peer-reviewed
    https://dx.doi.org/10.60692/8f...
    Other literature type . 2018
    Data sources: Datacite
    https://dx.doi.org/10.60692/x7...
    Other literature type . 2018
    Data sources: Datacite
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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/ COREarrow_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/
      CORE
      Article . 2018
      License: CC BY
      Data sources: CORE
      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/
      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/
      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/
      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/
      EPJ Photovoltaics
      Article . 2018 . 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/
      EPJ Photovoltaics
      Article
      License: CC BY
      Data sources: UnpayWall
      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/
      EPJ Photovoltaics
      Article . 2018
      Data sources: VIRTA
      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/
      Recolector de Ciencia Abierta, RECOLECTA
      Article . 2018 . Peer-reviewed
      License: CC BY NC ND
      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/
      EPJ Photovoltaics
      Article . 2018
      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/
      Archivo Digital UPM
      Article . 2018
      License: CC BY NC ND
      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/
      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 . 2018 . Peer-reviewed
      https://dx.doi.org/10.60692/8f...
      Other literature type . 2018
      Data sources: Datacite
      https://dx.doi.org/10.60692/x7...
      Other literature type . 2018
      Data sources: Datacite
      addClaim

      This Research product is the result of merged Research products in OpenAIRE.

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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/

    Background: The correct design of electric vehicle (EV) charging infrastructures is of fundamental importance to maximize the benefits for users and infrastructure managers. In addition, the analysis and management of recharges can help evaluate integration with auxiliary systems, such as renewable energy resources and storage systems. EV charging data analysis can highlight informative behaviours and patterns for charging infrastructure planning and management. Methods: We present the analysis of two datasets about the recorded energy and duration required to charge EVs in the cities of Barcelona (Spain) and Turku (Finland). In particular, we investigated hourly, daily and seasonal patterns in charge duration and energy delivered. Simulated scenarios for the power request at charging stations (CSs) were obtained using statistical parameters of the Barcelona dataset and non-parametric distributions of the arrivals. Monte Carlo simulations were used to test different scenarios of users’ influx at the CSs, and determine the optimal size of an integrated renewable energy system (RES). Results: This study highlighted the difference between fast and slow charging users’ habits by analysing the occupancy at the charging stations. Aside from the charge duration, which was shorter for fast charges, distinct features emerged in the hourly distribution of the requests depending on whether slow or fast charges are considered. The distributions were different in the two analysed datasets. The investigation of CS power fluxes showed that results for the investment on a RES could substantially vary when considering synthetic input load profiles obtained with different approaches. The influence of incentives on the initial RES cost were investigated. Conclusions: The novelty of this work lies in testing the impact of different approach to design synthetic profiles in the determination of the optimal size of a photovoltaic (PV) system installed at a charging infrastructure, using the economic criterion of the net present value (NPV).

    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/ https://doi.org/10.1...arrow_drop_down
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    https://doi.org/10.12688/openr...
    Article . 2022 . Peer-reviewed
    License: CC BY
    Data sources: Crossref
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    https://doi.org/10.12688/openr...
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    License: CC BY
    Data sources: UnpayWall
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    https://doi.org/10.12688/openr...
    Article . 2022 . 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/
    https://doi.org/10.12688/openr...
    Article . 2021 . 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/
    https://doi.org/10.12688/openr...
    Article
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    Data sources: UnpayWall
    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/
    ZENODO
    Article . 2022
    License: CC BY
    Data sources: ZENODO
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    ZENODO
    Article . 2022
    License: CC BY
    Data sources: ZENODO
    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/
    ZENODO
    Article . 2021
    License: CC BY
    Data sources: ZENODO
    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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      https://doi.org/10.12688/openr...
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      https://doi.org/10.12688/openr...
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    Authors: Bing Dong; Yapan Liu; Wei Mu; Zixin Jiang; +53 Authors

    AbstractThis paper introduces a database of 34 field-measured building occupant behavior datasets collected from 15 countries and 39 institutions across 10 climatic zones covering various building types in both commercial and residential sectors. This is a comprehensive global database about building occupant behavior. The database includes occupancy patterns (i.e., presence and people count) and occupant behaviors (i.e., interactions with devices, equipment, and technical systems in buildings). Brick schema models were developed to represent sensor and room metadata information. The database is publicly available, and a website was created for the public to access, query, and download specific datasets or the whole database interactively. The database can help to advance the knowledge and understanding of realistic occupancy patterns and human-building interactions with building systems (e.g., light switching, set-point changes on thermostats, fans on/off, etc.) and envelopes (e.g., window opening/closing). With these more realistic inputs of occupants’ schedules and their interactions with buildings and systems, building designers, energy modelers, and consultants can improve the accuracy of building energy simulation and building load forecasting.

    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/ KITopen (Karlsruhe I...arrow_drop_down
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    Scientific Data
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    https://dx.doi.org/10.5445/ir/...
    Article . 2022
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    https://dx.doi.org/10.60692/nh...
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    Authors: Sebastian Serna-Loaiza; Manuel Dias; Laura Daza-Serna; Carla C. C. R. de Carvalho; +1 Authors

    Developing sustainable biorefineries is an urgent matter to support the transition to a sustainable society. Lignocellulosic biomass (LCB) is a crucial renewable feedstock for this purpose, and its complete valorization is essential for the sustainability of biorefineries. However, it is improbable that a single pretreatment will extract both sugars and lignin from LCB. Therefore, a combination of pretreatments must be applied. Liquid-hot-water (LHW) is highlighted as a pretreatment for hemicellulose hydrolysis, conventionally analyzed only in terms of sugars and degradation products. However, lignin is also hydrolyzed in the process. The objective of this work was to evaluate LHW at different conditions for sugars, degradation products, and lignin. We performed LHW at 160, 180, and 200 °C for 30, 60, and 90 min using wheat straw and characterized the extract for sugars, degradation products (furfural, hydroxymethylfurfural, and acetic acid), and lignin. Three conditions allowed reaching similar total sugar concentrations (~12 g/L): 160 °C for 90 min, 180 °C for 30 min, and 180 °C for 60 min. Among these, LHW performed at 160 °C for 90 min allowed the lowest concentration of degradation products (0.2, 0.01, and 1.4 g/L for furfural, hydroxymethylfurfural, and acetic acid, respectively) and lignin hydrolysis (2.2 g/L). These values indicate the potential use of the obtained sugars as a fermentation substrate while leaving the lignin in the solid phase for a following stage focused on its extraction and valorization.

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    Authors: Edivaldo Ximenes Ferreira Filho; David Wilson; Alex Berlin; Thaddeus Chukwuemeka Ezeji; +6 Authors

    Lignocellulose, the most abundant renewable carbon source on earth, is the logical candidate to replace fossil carbon as the major biofuel raw material. Nevertheless, the technologies needed to convert lignocellulose into soluble products that can then be utilized by the chemical or fuel industries face several challenges. Enzymatic hydrolysis is of major importance, and we review the progress made in fungal enzyme technology over the past few years with major emphasis on (i) the enzymes needed for the conversion of polysaccharides (cellulose and hemicellulose) into soluble products, (ii) the potential uses of lignin degradation products, and (iii) current progress and bottlenecks for the use of the soluble lignocellulose derivatives in emerging biorefineries.

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    Trends in Biochemical Sciences
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    Trends in Biochemical Sciences
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      Trends in Biochemical Sciences
      Article . 2016 . Peer-reviewed
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    Authors: Hans Puxbaum; Alexandre Caseiro; Alexandre Caseiro; Christoph Schmidl; +6 Authors

    Woodsmoke samples derived from the combustion of beech, oak, spruce, larch and softwood briquettes in a closed stove have been collected and analysed so as to derive chemical profiles for ambient particulate matter (PM) source apportionment studies, for example, by CMB modelling. Trace metals, soluble ions, carbon species total carbon (TC), elemental carbon (EC) and organic carbon (OC), anhydrosugars, polar and non-polar trace organics, cellulose and humiclike substances (HULIS) have been measured. The inorganic and most organic components were not significantly different for the different woods, so that one profile could be derived for CMB modelling. The anhydrosugar levoglucosan was present in high concentrations, 4–15% w/w, and for the mix of woods important for Austria, one conversion factor can be used to derive the mass of woodsmoke from the levoglucosan concentration in ambient air. Mannosan is also a major component, 0.3–4% w/w, which, taken together with the levoglucosan content, permits estimates to be made of the proportion of hard- and softwood smoke to ambient PM. r 2007 Elsevier Ltd. All rights reserved.

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    Atmospheric Environment
    Article . 2008 . Peer-reviewed
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      Atmospheric Environment
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    Authors: Mahdavi, Ardeshir; Berger, Christiane; Bochukova, Veselina; Bourikas, Leonidas; +4 Authors

    A discussion of sustainability in architecture cannot be meaningfully carried out without the inclusion of most buildings’ central purpose, namely the provision of indoor environments that are accommodating of occupants’ needs and requirements. To this end, building designers and operators are expected to demonstrate compliance with codes and standards pertaining to indoor environmental quality (IEQ). However, the majority of conventional IEQ standards, codes, and guidelines have a single-domain character, in that they address IEQ in terms of a number of isolated domains (i.e., thermal, visual, acoustic, air quality). In this context, the present contribution explores the current state of multi-domain IEQ evaluation approaches and the necessary conditions for their further development and application. Toward this end, a number of common building rating schemes were selected and analyzed in detail. The results of this assessment imply the necessity of both short-term improvements of the existing schemes in terms of the transparency and plausibility of the applied point allocation and weighting strategies and the fundamental need for a deeper empirically grounded understanding of the nature of occupants’ perception of and behavior in the built environments.

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    Sustainability
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    Authors: Pozzi, Will; Sheffield, Justin; Stefanski, Robert; Cripe, Douglas; +23 Authors

    Drought is a global problem that has far-reaching impacts, especially on vulnerable populations in developing regions. This paper highlights the need for a Global Drought Early Warning System (GDEWS), the elements that constitute its underlying framework (GDEWF), and the recent progress made toward its development. Many countries lack drought monitoring systems, as well as the capacity to respond via appropriate political, institutional, and technological frameworks, and these have inhibited the development of integrated drought management plans or early warning systems. The GDEWS will provide a source of drought tools and products via the GDEWF for countries and regions to develop tailored drought early warning systems for their own users. A key goal of a GDEWS is to maximize the lead time for early warning, allowing drought managers and disaster coordinators more time to put mitigation measures in place to reduce the vulnerability to drought. To address this, the GDEWF will take both a top-down approach to provide global realtime drought monitoring and seasonal forecasting, and a bottom-up approach that builds upon existing national and regional systems to provide continental-to-global coverage. A number of challenges must be overcome, however, before a GDEWS can become a reality, including the lack of in situ measurement networks and modest seasonal forecast skill in many regions, and the lack of infrastructure to translate data into useable information. A set of international partners, through a series of recent workshops and evolving collaborations, has made progress toward meeting these challenges and developing a global system.

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    Bulletin of the American Meteorological Society
    Article . 2013 . Peer-reviewed
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      Bulletin of the American Meteorological Society
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    Authors: Fernandes, Ana Patrícia; Alves, Célia; Gonçalves, Cátia; Tarelho, Luís; +3 Authors

    Smoke from residential wood burning has been identified as a major contributor to air pollution, motivating detailed emission measurements under controlled conditions. A series of experiments were performed to compare the emission levels from two types of wood-stoves to those of fireplaces. Eight types of biomass were burned in the laboratory: wood from seven species of trees grown in the Portuguese forest (Pinus pinaster, Eucalyptus globulus, Quercus suber, Acacia longifolia, Quercus faginea, Olea europaea and Quercus ilex rotundifolia) and briquettes produced from forest biomass waste. Average emission factors were in the ranges 27.5-99.2 g CO kg(-1), 552-1660 g CO(2) kg(-1), 0.66-1.34 g NO kg(-1), and 0.82-4.94 g hydrocarbons kg(-1) of biomass burned (dry basis). Average particle emission factors varied between 1.12 and 20.06 g kg(-1) biomass burned (dry basis), with higher burn rates producing significantly less particle mass per kg wood burned than the low burn rates. Particle mass emission factors from wood-stoves were lower than those from the fireplace. The average emission factors for organic and elemental carbon were in the intervals 0.24-10.1 and 0.18-0.68 g kg(-1) biomass burned (dry basis), respectively. The elemental carbon content of particles emitted from the energy-efficient "chimney type" logwood stove was substantially higher than in the conventional cast iron stove and fireplace, whereas the opposite was observed for the organic carbon fraction. Pinus pinaster, the only softwood species among all, was the biofuel with the lowest emissions of particles, CO, NO and hydrocarbons.

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    Journal of Environmental Monitoring
    Article . 2011 . Peer-reviewed
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  • Authors: Macharia, Pauline Wangui;

    Energie wird von Wasserdienstleistern (Water Services Providers; WSPs) f��r die Entnahme, Aufbereitung und Verteilung von Trinkwasser ben��tigt, am meisten (ca. 90%) wird f��r Pumpen und Pumpsysteme verwendet. Die Energiekosten k��nnten zwischen 30-50% der laufenden Kosten von WSPs liegen. Der Energieverbrauch ist jedoch der gr����te kontrollierbare Eingangsparameter innerhalb der Versorgungsgrenzen mit kurzen Amortisationszeiten bei Investitionen. Enorme Energiekosten f��r die Wasserversorgung, die haupts��chlich auf Pumpenineffizienzen, Spitzentarife und mit Wasserverlusten verbundener Energie zur��ckzuf��hren sind, beeintr��chtigen die F��higkeit der WSPs, den aktuellen und wachsenden Wasserbedarf zu decken. Im Zusammenhang mit WSPs in Afrika wurden bis zu 70% nicht einnahmenbezogene Wasserverluste in Wasserversorgungssystemen gemeldet. Dies f��hrt zu einem ��quivalenten Energieeintrag, der mit solchen Wasserverlusten verbunden ist. Dies tr��gt folglich zu einer schlechten Betriebsleistung der WSPs bei und verz��gert den Ausbau des Zugangs zu Wasserdienstleistungen und die Verwirklichung des universellen Zugangs zu sauberem Trinkwasser bis 2030 (SDG 6).Die langfristige Wasserversorgung wird stark von zahlreichen Treibern der Wassernachfrage und -versorgung beeinflusst: z. B. Bev��lkerungswachstum, Urbanisierung, Klimawandel und technologischem Wandel. F��r Afrika wird wird ein beschleunigtes Bev��lkerungswachstum mit der h��chsten globalen st��dtischen Wachstumsrate prognostiziert, wobei bis 2050 etwa 60% der Gesamtbev��lkerung in urbanen Siedlungen leben. Dies impliziert ein enormes Wachstum der Wassernachfrage und erfordert Investitionen in Technologien, Infrastruktur und ein besseres Verst��ndnis der Energieoptimierung in der Wasserversorgung. Daf��r ist ein datengest��tztes Verst��ndnis der betrieblichen Treiber f��r die Wasserversorgung und das Energiemanagement erforderlich, um eine anchhaltige Wasser-Energie-Politik zu formulieren und die Chancen des Wasser-Energie-Nexus zu nutzen.Diese Doktorarbeit untersucht daher die m��gliche Anwendung des Wasser-Energie-Nexus-Konzepts als operatives Werkzeug in der Praxis der Wasserversorgung, um ein Verst��ndnis des Energieverbrauchs f��r die Trinkwasserversorgung in Afrika zu vermitteln und untersucht die Treiber von Wasserangebot und -nachfrage und wie sie den Energiebedarf f��r die Wasserversorgung beeinflussen. Dar��ber hinaus untersucht und bewertet die Studie den Einfluss des prognostizierten Anstiegs des aktuellen Wasserbedarfs auf den Energieeinsatz f��r die Wasserversorgung in der Zukunft unter verschiedenen Entwicklungsszenarien.Eingangs wurde eine Literaturrecherche zur Anwendung des Water-Energy Nexus-Konzepts f��r die Wasserversorgung im afrikanischen Kontext durchgef��hrt. Es stellte sich heraus, dass es nur begrenzte Literatur ��ber die Operationalisierung des Konzepts in der Region gibt und der Energieverbrauch von Wasserregulierungsbeh��rden und WSPs nicht als wichtiger Leistungsindikator angesehen wird. Regional wurden die meisten Studien im n��rdlichen und s��dlichen Afrika durchgef��hrt, wo der Energiebedarf f��r die Entsalzung und die Nutzung des Tiefengrundwassers hoch ist. Dar��ber hinaus wurden Treiber der kommunalen Wasserversorgung und deren Wechselwirkung mit dem Energieeinsatz f��r die kommunale Wasserversorgung in Afrika untersucht. Mehrere wichtige zusammengesetzte Indikatoren wurden parametrisiert, um statistische Auswertungen f��r 52 L��nder in Afrika durchzuf��hren, um die Auswirkungen von Wasserversorgungs- und Nachfragetreibern auf die kommunale Wasserversorgung und den damit verbundenen Energieeinsatz zu demonstrieren. Es wurde ein analytischer Rahmen entwickelt, um die Auswirkungen der Einflussfaktoren auf den Energieeinsatz f��r kommunales Wasser zu bewerten, wobei konkurrierende Nutzungsaspekte und Wasserverluste nachweislich die gr����ten Auswirkungen zeigen. Folglich k��nnten die Erkenntnisse genutzt werden, um Planungsprozesse zum Aufbau einer resilienten Trinkwasserinfrastruktur in Entwicklungsl��ndern mit schlechter Datenlage zu unterst��tzen.Die Doktorarbeit entwickelte drei plausible Szenarien als Basis f��r die betrachtungen: Current State Extends (CSE), Current State Improves (CSI) und Current State Deteriorates (CSD). Neun quantifizierbare Indikatoren wurden f��r Wasserbedarfsprojektionen und die damit verbundenen Auswirkungen auf den Energieeinsatz f��r die Wasserversorgung f��r f��nf WSPs in Kenia angewandt, um die Machbarkeit des Ansatzes auf der Grundlage realer Daten in Subsahara-Afrika zu demonstrieren. Es wird erwartet, dass der prognostizierte Wasserbedarf um mindestens das Zw��lffache des aktuellen Bedarfs steigen wird, um bis 2030 eine fl��chendeckende Abdeckung und einen durchschnittlichen t��glichen Pro-Kopf-Verbrauch von 120 l f��r die Stadtbev��lkerung zu erreichen. Folglich k��nnte sich der Energieeinsatz mit dem CSI-Szenario fast verzw��lffachten oder mit dem CSE-Szenario f��r WSPs, bei denen eine Entsalzung oder zus��tzliche Grundwasserentnahme notwendig ist, bis zu f��nfzigfach erh��hen. Der verwendete Ansatz kann auf andere WSPs angewendet werden, die eine ��hnliche Entwicklung ihrer Wasserversorgungs- und Nachfragetreiber in Subsahara-Afrika erleben. WSPs in der Subregion sollten aggressive Strategien untersuchen, um gemeinsam gegen anhaltende Wasserverluste und den damit verbundenen Energieeinsatz vorzugehen. Dies w��rde die derzeitige L��cke zwischen Wasserangebot und -nachfrage verringern und den Energieeinsatz minimieren, der mit der Erkundung zus��tzlicher Wasserquellen verbunden ist, die typischerweise energieintensiv sind.Ein beschleunigter Anstieg des Energiebedarfs f��r die Wasserversorgung aufgrund des erh��hten Wasserbedarfs erfordert ein holistisches Energiemanagementprogramm unter den WSPs. Solche Programme erfordern systematische Energieverbrauchsbewertungen, die Bereiche der Optimierung und Bereiche mit Energieverlust identifizieren. Solche Bewertungen reichen von der Anwendung einfach zu verwendender Metrices, die keine Modelle erfordern, bis hin zu umfassenden Energiebewertungen, die eine Modellierung der Wasserversorgungssysteme erfordern. Diese Studie verwendete ausgew��hlte Energiemetrices, die in die routinem����ige Leistungsbewertung und das Benchmarking des Energieverbrauchs bei WSPs in Afrika einbezogen werden k��nnen. Der Ansatz wurde f��r 42 WSPs in Kenia (von 93 registrierten WSPs) angewendet. Die durchschnittliche Energie f��r die Grundwasserentnahme, -aufbereitung und -verteilung betrug 1,08 kWh/m3 (Bereich 0,94 kWh/m3-1,4 kWh/m3) gegen��ber 0,15 kWh/m3 (0,005 kWh/m3���0,61 kWh/m3) f��r Oberfl��chenwasser. Der durchschnittliche spezifische Energieverbrauch pro abgerechnetem Wasservolumen betrug 1,59 kWh/m3 (0,35-2,29) bzw. 0,39 kWh/m3 (0,02-0,61) f��r Grundwasser bzw. Oberfl��chenwasser. Bei Grundwasserentnahme waren jedoch 14-53% des Energieeinsatzes mit Wasserverlusten ohne Einnahmen f��r WSPs verbunden, und bis zu 43% f��r diejenigen, die Oberfl��chenwasser als Rohwasser nutzen. Die durchschnittlichen Stromkosten f��r die Wasserversorgung betrugen 0,09 US$/m3, was auf durchschnittlich 13% der Betriebskosten gesch��tzt wird, aber bis zu 36% f��r WSPs, die Grundwasser nutzen. Der Ansatz zeigt das Potenzial der Anwendung einfacher Energiemetriken, um WSPs in Afrika dabei zu unterst��tzen, schnelle Energieinventare durchzuf��hren, Ineffizienzen zu identifizieren und den Energiebedarf zu senken.Es besteht ein klarer Bedarf f��r WSPs und Regulierungsbeh��rden, die Aufmerksamkeit auf ein Verst��ndnis des Energieeinsatzes f��r die Wasserversorgung und die Auswirkungen auf das Benchmarking der Leistung von WSPs im Vergleich zur Energieeffizienz zu richten. Die Energieeffizienz k��nnte als Key Performance Indicator (KPI) in die Bewertung von Wasserversorgern einbezogen werden, wobei Metrices in bestehende Benchmarking-Ans��tze integriert werden k��nnten. Zu den unmittelbaren Vorteilen geh��ren Verbesserungen der betrieblichen Effizienz energieverbrauchender Prozesse und die Senkung der mit dem Energieverbrauch verbundenen Kosten. Langfristig hilft eine umfassende Bewertung des Energieverbrauchs im Rahmen des Water-Energy Nexus einer Entscheidungsfindung in Politik und betrieblicher Praxis und in weiterer Folge einer Reduzierung des Energiebedarfs und der treibhausgasbedingten Emissionen im Zusammenhang mit der Wasserversorgung. Dar��ber hinaus ist ein ad��quates Verst��ndnis dar��ber, inwieweit die Treiber f��r den Wasserbedarf den Energiebedarf beeinflussen, entscheidend f��r eine langfristige Planung der Wasserversorgung. Energy is required by Water Services Providers (WSPs) for abstraction, treatment, and distribution of drinking water - about 90% of which is used by pumps and pumping systems. Energy costs could range between 30-50% of running costs of WSPs. However, energy use is the largest controllable input within the boundaries of WSPs with short payback periods on investment. The high costs associated with water supply, which is largely due to pump inefficiencies, peak-tariff water pumping, and energy associated with water losses compromise the ability of WSPs to meet the growing water demand. For WSPs in Africa, up to 70% non-revenue water losses in water supply systems have been reported. This translates into an equivalent energy input associated with such water losses. Consequently, water losses and associated energy input contributes to poor operational performance of WSPs and delays expansion of access to water services and achievement of universal access to safe drinking water by 2030 (SDG 6). At the same time, long-term water provision is highly influenced by water demand and supply drivers, e.g., population growth, urbanization, climate change and technological change. Accelerated population growth is projected for Africa, the region with the highest global urban growth rate, where about 60% of the total population is expected to be urban by 2050. This implies huge growth in water demand that calls for investment in technology, infrastructure, and improved understanding of energy use optimization for water supply. Therefore, an adequate understanding of the extent to which the water demand drivers influence energy demand is crucial for the long-term planning of water supply systems. Consequently, a data-driven understanding of the operational drivers for water supply and energy management to inform water-energy policies and to exploit the opportunities at the nexus of water and energy is required.Therefore, this PhD thesis explores the potential application of the Water-Energy Nexus concept as an operational tool to provide an understanding of energy use for drinking water supply in Africa and examines the drivers of water supply and demand and how they influence energy input for water supply. In addition, the study evaluates the influence of projected increase in current water demand on energy input for water supply in the future under different scenarios. To set the stage, a literature review was conducted on the application of the Water-Energy Nexus concept for water supply in the African context. It emerged that there is limited literature available on the operationalization of the concept in the region, and energy use is not considered a key performance indicator by water regulators and WSPs in Africa. Most of the studies identified and evaluated have been undertaken in northern and southern Africa, where energy demand for desalination and deep groundwater exploitation is high compared to other regions of the continent.To examine the relative impact of water supply and demand drivers on energy input for water supply in Africa, several key compound indicators were parameterized to generate cluster centres for 52 countries in Africa. The cluster analysis produced impact scores with five cluster centres that grouped countries with similar key compound indicators and impact scores. Three countries (Gambia, Libya, & Mauritius) were classified as outliers. Libya presented a unique case with the highest impact score on energy input for raw water abstraction, associated with largescale pumping from deep groundwater aquifers. Multivariate analysis of the key indicators for 20 countries in sub-Saharan Africa that are either water-secure or water-stressed illustrated the relative impact of drivers on energy input for municipal water supply. An analytical framework was developed to assess the impact of drivers on energy input for municipal water, with competing users and water losses in the distribution system exhibiting the highest impact. Three plausible scenarios, namely, Current State Extends (CSE), Current State Improves (CSI) and Current State Deteriorates (CSD) were developed and nine quantifiable indicators for water demand projections were applied for five WSPs in Kenya to demonstrate the feasibility of the approach based on real data in sub-Saharan Africa. The projected water demand is expected to increase by at least twelve times the current demand to achieve universal coverage and an average daily per capita consumption of 120 l/p/d for the urban population by 2030. Consequently, the energy input could increase almost twelve-folds with the CSI scenario or up to fifty-folds with the CSE scenario for WSPs where desalination or additional groundwater abstraction is proposed. The approach used can be applied for other WSPs experiencing a similar evolution of their water supply and demand drivers in sub-Saharan Africa.An accelerated increase in energy demand for water supply calls for wholistic energy management programs that are informed by energy checks and energy analysis. Consequently, selected energy metrics with potential to be incorporated in the routine performance assessment and benchmarking WSPs were applied for 42 out of 93 registered WSPs in Kenya. The average embedded energy for groundwater abstraction, treatment and distribution was 1.08 kWh/m3 (range 0.94 kWh/m3���1.4 kWh/m3) compared to 0.15 kWh/m3 (0.005 kWh/m3���0.61 kWh/m3) for surface water. The average specific energy use per volume billed was 1.59 kWh/m3 (0.35���2.29 kWh/m3) and 0.39 kWh/m3 (0.02���0.61 kWh/m3) for groundwater and surface water, respectively. However, 14-53% of energy input was associated with non-revenue water loss for WSPs supplying groundwater and up to 43% for those supplying surface water. The average electricity cost for water supply was US$ 0.09/m3, estimated at an average 13% of the operational costs but up to 36% for WSPs supplying groundwater. The approach demonstrates the potential of applying simple energy metrics to guide WSPs to undertake rapid energy inventories, identify inefficiencies and develop comprehensive energy management programs.The findings could be used to support planning processes to build resilient drinking water infrastructure in developing countries with data challenges. There is a clear need for WSPs and the regulators to increase attention towards an understanding of energy input for water supply and the implications for benchmarking performance of WSPs against energy use efficiency. WSPs in the sub-region could explore aggressive strategies to jointly address persistent water losses and associated energy input. This would reduce the current water supply-demand gap and minimize energy input that will be associated with exploring additional water sources that are typically energy intensive. Such programs require systematic energy use assessments that identify areas of energy loss and energy efficiency optimization. The assessments could range from application of simple to use metrics that do not necessary require models and supporting tools to comprehensive energy assessments which require complex modelling of the water supply systems. Energy use could be included as a key performance indicator (KPI) with metrics incorporated into existing benchmarking exercises. The immediate benefits include improvements in operational efficiency of energy-consuming processes and reduction in cost associated with energy use. In the long-term, a comprehensive assessment of energy use could inform Water-Energy Nexus policies on reducing energy demand associated with water supply.

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    Authors: V. Kazukauskas; Jelena Radovanović; Konstantinos Petridis; Clas Persson; +79 Authors

    Photovoltaics is amongst the most important technologies for renewable energy sources, and plays a key role in the development of a society with a smaller environmental footprint. Key parameters for solar cells are their energy conversion efficiency, their operating lifetime, and the cost of the energy obtained from a photovoltaic system compared to other sources. The optimization of these aspects involves the exploitation of new materials and development of novel solar cell concepts and designs. Both theoretical modeling and characterization of such devices require a comprehensive view including all scales from the atomic to the macroscopic and industrial scale. The different length scales of the electronic and optical degrees of freedoms specifically lead to an intrinsic need for multiscale simulation, which is accentuated in many advanced photovoltaics concepts including nanostructured regions. Therefore, multiscale modeling has found particular interest in the photovoltaics community, as a tool to advance the field beyond its current limits. In this article, we review the field of multiscale techniques applied to photovoltaics, and we discuss opportunities and remaining challenges.

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    EPJ Photovoltaics
    Article . 2018 . Peer-reviewed
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    Recolector de Ciencia Abierta, RECOLECTA
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      EPJ Photovoltaics
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      Recolector de Ciencia Abierta, RECOLECTA
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      Aaltodoc Publication Archive
      Article . 2018 . Peer-reviewed
      https://dx.doi.org/10.60692/8f...
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    Background: The correct design of electric vehicle (EV) charging infrastructures is of fundamental importance to maximize the benefits for users and infrastructure managers. In addition, the analysis and management of recharges can help evaluate integration with auxiliary systems, such as renewable energy resources and storage systems. EV charging data analysis can highlight informative behaviours and patterns for charging infrastructure planning and management. Methods: We present the analysis of two datasets about the recorded energy and duration required to charge EVs in the cities of Barcelona (Spain) and Turku (Finland). In particular, we investigated hourly, daily and seasonal patterns in charge duration and energy delivered. Simulated scenarios for the power request at charging stations (CSs) were obtained using statistical parameters of the Barcelona dataset and non-parametric distributions of the arrivals. Monte Carlo simulations were used to test different scenarios of users’ influx at the CSs, and determine the optimal size of an integrated renewable energy system (RES). Results: This study highlighted the difference between fast and slow charging users’ habits by analysing the occupancy at the charging stations. Aside from the charge duration, which was shorter for fast charges, distinct features emerged in the hourly distribution of the requests depending on whether slow or fast charges are considered. The distributions were different in the two analysed datasets. The investigation of CS power fluxes showed that results for the investment on a RES could substantially vary when considering synthetic input load profiles obtained with different approaches. The influence of incentives on the initial RES cost were investigated. Conclusions: The novelty of this work lies in testing the impact of different approach to design synthetic profiles in the determination of the optimal size of a photovoltaic (PV) system installed at a charging infrastructure, using the economic criterion of the net present value (NPV).

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    Authors: Bing Dong; Yapan Liu; Wei Mu; Zixin Jiang; +53 Authors

    AbstractThis paper introduces a database of 34 field-measured building occupant behavior datasets collected from 15 countries and 39 institutions across 10 climatic zones covering various building types in both commercial and residential sectors. This is a comprehensive global database about building occupant behavior. The database includes occupancy patterns (i.e., presence and people count) and occupant behaviors (i.e., interactions with devices, equipment, and technical systems in buildings). Brick schema models were developed to represent sensor and room metadata information. The database is publicly available, and a website was created for the public to access, query, and download specific datasets or the whole database interactively. The database can help to advance the knowledge and understanding of realistic occupancy patterns and human-building interactions with building systems (e.g., light switching, set-point changes on thermostats, fans on/off, etc.) and envelopes (e.g., window opening/closing). With these more realistic inputs of occupants’ schedules and their interactions with buildings and systems, building designers, energy modelers, and consultants can improve the accuracy of building energy simulation and building load forecasting.

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    https://dx.doi.org/10.5445/ir/...
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      https://dx.doi.org/10.60692/nh...
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    Authors: Sebastian Serna-Loaiza; Manuel Dias; Laura Daza-Serna; Carla C. C. R. de Carvalho; +1 Authors

    Developing sustainable biorefineries is an urgent matter to support the transition to a sustainable society. Lignocellulosic biomass (LCB) is a crucial renewable feedstock for this purpose, and its complete valorization is essential for the sustainability of biorefineries. However, it is improbable that a single pretreatment will extract both sugars and lignin from LCB. Therefore, a combination of pretreatments must be applied. Liquid-hot-water (LHW) is highlighted as a pretreatment for hemicellulose hydrolysis, conventionally analyzed only in terms of sugars and degradation products. However, lignin is also hydrolyzed in the process. The objective of this work was to evaluate LHW at different conditions for sugars, degradation products, and lignin. We performed LHW at 160, 180, and 200 °C for 30, 60, and 90 min using wheat straw and characterized the extract for sugars, degradation products (furfural, hydroxymethylfurfural, and acetic acid), and lignin. Three conditions allowed reaching similar total sugar concentrations (~12 g/L): 160 °C for 90 min, 180 °C for 30 min, and 180 °C for 60 min. Among these, LHW performed at 160 °C for 90 min allowed the lowest concentration of degradation products (0.2, 0.01, and 1.4 g/L for furfural, hydroxymethylfurfural, and acetic acid, respectively) and lignin hydrolysis (2.2 g/L). These values indicate the potential use of the obtained sugars as a fermentation substrate while leaving the lignin in the solid phase for a following stage focused on its extraction and valorization.

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    Authors: Edivaldo Ximenes Ferreira Filho; David Wilson; Alex Berlin; Thaddeus Chukwuemeka Ezeji; +6 Authors

    Lignocellulose, the most abundant renewable carbon source on earth, is the logical candidate to replace fossil carbon as the major biofuel raw material. Nevertheless, the technologies needed to convert lignocellulose into soluble products that can then be utilized by the chemical or fuel industries face several challenges. Enzymatic hydrolysis is of major importance, and we review the progress made in fungal enzyme technology over the past few years with major emphasis on (i) the enzymes needed for the conversion of polysaccharides (cellulose and hemicellulose) into soluble products, (ii) the potential uses of lignin degradation products, and (iii) current progress and bottlenecks for the use of the soluble lignocellulose derivatives in emerging biorefineries.

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    Trends in Biochemical Sciences
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    Trends in Biochemical Sciences
    Article . 2016 . Peer-reviewed
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      Trends in Biochemical Sciences
      Article . 2016 . Peer-reviewed
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    Authors: Hans Puxbaum; Alexandre Caseiro; Alexandre Caseiro; Christoph Schmidl; +6 Authors

    Woodsmoke samples derived from the combustion of beech, oak, spruce, larch and softwood briquettes in a closed stove have been collected and analysed so as to derive chemical profiles for ambient particulate matter (PM) source apportionment studies, for example, by CMB modelling. Trace metals, soluble ions, carbon species total carbon (TC), elemental carbon (EC) and organic carbon (OC), anhydrosugars, polar and non-polar trace organics, cellulose and humiclike substances (HULIS) have been measured. The inorganic and most organic components were not significantly different for the different woods, so that one profile could be derived for CMB modelling. The anhydrosugar levoglucosan was present in high concentrations, 4–15% w/w, and for the mix of woods important for Austria, one conversion factor can be used to derive the mass of woodsmoke from the levoglucosan concentration in ambient air. Mannosan is also a major component, 0.3–4% w/w, which, taken together with the levoglucosan content, permits estimates to be made of the proportion of hard- and softwood smoke to ambient PM. r 2007 Elsevier Ltd. All rights reserved.

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    Atmospheric Environment
    Article . 2008 . Peer-reviewed
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    Authors: Mahdavi, Ardeshir; Berger, Christiane; Bochukova, Veselina; Bourikas, Leonidas; +4 Authors

    A discussion of sustainability in architecture cannot be meaningfully carried out without the inclusion of most buildings’ central purpose, namely the provision of indoor environments that are accommodating of occupants’ needs and requirements. To this end, building designers and operators are expected to demonstrate compliance with codes and standards pertaining to indoor environmental quality (IEQ). However, the majority of conventional IEQ standards, codes, and guidelines have a single-domain character, in that they address IEQ in terms of a number of isolated domains (i.e., thermal, visual, acoustic, air quality). In this context, the present contribution explores the current state of multi-domain IEQ evaluation approaches and the necessary conditions for their further development and application. Toward this end, a number of common building rating schemes were selected and analyzed in detail. The results of this assessment imply the necessity of both short-term improvements of the existing schemes in terms of the transparency and plausibility of the applied point allocation and weighting strategies and the fundamental need for a deeper empirically grounded understanding of the nature of occupants’ perception of and behavior in the built environments.

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    Authors: Pozzi, Will; Sheffield, Justin; Stefanski, Robert; Cripe, Douglas; +23 Authors

    Drought is a global problem that has far-reaching impacts, especially on vulnerable populations in developing regions. This paper highlights the need for a Global Drought Early Warning System (GDEWS), the elements that constitute its underlying framework (GDEWF), and the recent progress made toward its development. Many countries lack drought monitoring systems, as well as the capacity to respond via appropriate political, institutional, and technological frameworks, and these have inhibited the development of integrated drought management plans or early warning systems. The GDEWS will provide a source of drought tools and products via the GDEWF for countries and regions to develop tailored drought early warning systems for their own users. A key goal of a GDEWS is to maximize the lead time for early warning, allowing drought managers and disaster coordinators more time to put mitigation measures in place to reduce the vulnerability to drought. To address this, the GDEWF will take both a top-down approach to provide global realtime drought monitoring and seasonal forecasting, and a bottom-up approach that builds upon existing national and regional systems to provide continental-to-global coverage. A number of challenges must be overcome, however, before a GDEWS can become a reality, including the lack of in situ measurement networks and modest seasonal forecast skill in many regions, and the lack of infrastructure to translate data into useable information. A set of international partners, through a series of recent workshops and evolving collaborations, has made progress toward meeting these challenges and developing a global system.

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    Bulletin of the American Meteorological Society
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      Bulletin of the American Meteorological Society
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    Authors: Fernandes, Ana Patrícia; Alves, Célia; Gonçalves, Cátia; Tarelho, Luís; +3 Authors

    Smoke from residential wood burning has been identified as a major contributor to air pollution, motivating detailed emission measurements under controlled conditions. A series of experiments were performed to compare the emission levels from two types of wood-stoves to those of fireplaces. Eight types of biomass were burned in the laboratory: wood from seven species of trees grown in the Portuguese forest (Pinus pinaster, Eucalyptus globulus, Quercus suber, Acacia longifolia, Quercus faginea, Olea europaea and Quercus ilex rotundifolia) and briquettes produced from forest biomass waste. Average emission factors were in the ranges 27.5-99.2 g CO kg(-1), 552-1660 g CO(2) kg(-1), 0.66-1.34 g NO kg(-1), and 0.82-4.94 g hydrocarbons kg(-1) of biomass burned (dry basis). Average particle emission factors varied between 1.12 and 20.06 g kg(-1) biomass burned (dry basis), with higher burn rates producing significantly less particle mass per kg wood burned than the low burn rates. Particle mass emission factors from wood-stoves were lower than those from the fireplace. The average emission factors for organic and elemental carbon were in the intervals 0.24-10.1 and 0.18-0.68 g kg(-1) biomass burned (dry basis), respectively. The elemental carbon content of particles emitted from the energy-efficient "chimney type" logwood stove was substantially higher than in the conventional cast iron stove and fireplace, whereas the opposite was observed for the organic carbon fraction. Pinus pinaster, the only softwood species among all, was the biofuel with the lowest emissions of particles, CO, NO and hydrocarbons.

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    Journal of Environmental Monitoring
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  • Authors: Macharia, Pauline Wangui;

    Energie wird von Wasserdienstleistern (Water Services Providers; WSPs) f��r die Entnahme, Aufbereitung und Verteilung von Trinkwasser ben��tigt, am meisten (ca. 90%) wird f��r Pumpen und Pumpsysteme verwendet. Die Energiekosten k��nnten zwischen 30-50% der laufenden Kosten von WSPs liegen. Der Energieverbrauch ist jedoch der gr����te kontrollierbare Eingangsparameter innerhalb der Versorgungsgrenzen mit kurzen Amortisationszeiten bei Investitionen. Enorme Energiekosten f��r die Wasserversorgung, die haupts��chlich auf Pumpenineffizienzen, Spitzentarife und mit Wasserverlusten verbundener Energie zur��ckzuf��hren sind, beeintr��chtigen die F��higkeit der WSPs, den aktuellen und wachsenden Wasserbedarf zu decken. Im Zusammenhang mit WSPs in Afrika wurden bis zu 70% nicht einnahmenbezogene Wasserverluste in Wasserversorgungssystemen gemeldet. Dies f��hrt zu einem ��quivalenten Energieeintrag, der mit solchen Wasserverlusten verbunden ist. Dies tr��gt folglich zu einer schlechten Betriebsleistung der WSPs bei und verz��gert den Ausbau des Zugangs zu Wasserdienstleistungen und die Verwirklichung des universellen Zugangs zu sauberem Trinkwasser bis 2030 (SDG 6).Die langfristige Wasserversorgung wird stark von zahlreichen Treibern der Wassernachfrage und -versorgung beeinflusst: z. B. Bev��lkerungswachstum, Urbanisierung, Klimawandel und technologischem Wandel. F��r Afrika wird wird ein beschleunigtes Bev��lkerungswachstum mit der h��chsten globalen st��dtischen Wachstumsrate prognostiziert, wobei bis 2050 etwa 60% der Gesamtbev��lkerung in urbanen Siedlungen leben. Dies impliziert ein enormes Wachstum der Wassernachfrage und erfordert Investitionen in Technologien, Infrastruktur und ein besseres Verst��ndnis der Energieoptimierung in der Wasserversorgung. Daf��r ist ein datengest��tztes Verst��ndnis der betrieblichen Treiber f��r die Wasserversorgung und das Energiemanagement erforderlich, um eine anchhaltige Wasser-Energie-Politik zu formulieren und die Chancen des Wasser-Energie-Nexus zu nutzen.Diese Doktorarbeit untersucht daher die m��gliche Anwendung des Wasser-Energie-Nexus-Konzepts als operatives Werkzeug in der Praxis der Wasserversorgung, um ein Verst��ndnis des Energieverbrauchs f��r die Trinkwasserversorgung in Afrika zu vermitteln und untersucht die Treiber von Wasserangebot und -nachfrage und wie sie den Energiebedarf f��r die Wasserversorgung beeinflussen. Dar��ber hinaus untersucht und bewertet die Studie den Einfluss des prognostizierten Anstiegs des aktuellen Wasserbedarfs auf den Energieeinsatz f��r die Wasserversorgung in der Zukunft unter verschiedenen Entwicklungsszenarien.Eingangs wurde eine Literaturrecherche zur Anwendung des Water-Energy Nexus-Konzepts f��r die Wasserversorgung im afrikanischen Kontext durchgef��hrt. Es stellte sich heraus, dass es nur begrenzte Literatur ��ber die Operationalisierung des Konzepts in der Region gibt und der Energieverbrauch von Wasserregulierungsbeh��rden und WSPs nicht als wichtiger Leistungsindikator angesehen wird. Regional wurden die meisten Studien im n��rdlichen und s��dlichen Afrika durchgef��hrt, wo der Energiebedarf f��r die Entsalzung und die Nutzung des Tiefengrundwassers hoch ist. Dar��ber hinaus wurden Treiber der kommunalen Wasserversorgung und deren Wechselwirkung mit dem Energieeinsatz f��r die kommunale Wasserversorgung in Afrika untersucht. Mehrere wichtige zusammengesetzte Indikatoren wurden parametrisiert, um statistische Auswertungen f��r 52 L��nder in Afrika durchzuf��hren, um die Auswirkungen von Wasserversorgungs- und Nachfragetreibern auf die kommunale Wasserversorgung und den damit verbundenen Energieeinsatz zu demonstrieren. Es wurde ein analytischer Rahmen entwickelt, um die Auswirkungen der Einflussfaktoren auf den Energieeinsatz f��r kommunales Wasser zu bewerten, wobei konkurrierende Nutzungsaspekte und Wasserverluste nachweislich die gr����ten Auswirkungen zeigen. Folglich k��nnten die Erkenntnisse genutzt werden, um Planungsprozesse zum Aufbau einer resilienten Trinkwasserinfrastruktur in Entwicklungsl��ndern mit schlechter Datenlage zu unterst��tzen.Die Doktorarbeit entwickelte drei plausible Szenarien als Basis f��r die betrachtungen: Current State Extends (CSE), Current State Improves (CSI) und Current State Deteriorates (CSD). Neun quantifizierbare Indikatoren wurden f��r Wasserbedarfsprojektionen und die damit verbundenen Auswirkungen auf den Energieeinsatz f��r die Wasserversorgung f��r f��nf WSPs in Kenia angewandt, um die Machbarkeit des Ansatzes auf der Grundlage realer Daten in Subsahara-Afrika zu demonstrieren. Es wird erwartet, dass der prognostizierte Wasserbedarf um mindestens das Zw��lffache des aktuellen Bedarfs steigen wird, um bis 2030 eine fl��chendeckende Abdeckung und einen durchschnittlichen t��glichen Pro-Kopf-Verbrauch von 120 l f��r die Stadtbev��lkerung zu erreichen. Folglich k��nnte sich der Energieeinsatz mit dem CSI-Szenario fast verzw��lffachten oder mit dem CSE-Szenario f��r WSPs, bei denen eine Entsalzung oder zus��tzliche Grundwasserentnahme notwendig ist, bis zu f��nfzigfach erh��hen. Der verwendete Ansatz kann auf andere WSPs angewendet werden, die eine ��hnliche Entwicklung ihrer Wasserversorgungs- und Nachfragetreiber in Subsahara-Afrika erleben. WSPs in der Subregion sollten aggressive Strategien untersuchen, um gemeinsam gegen anhaltende Wasserverluste und den damit verbundenen Energieeinsatz vorzugehen. Dies w��rde die derzeitige L��cke zwischen Wasserangebot und -nachfrage verringern und den Energieeinsatz minimieren, der mit der Erkundung zus��tzlicher Wasserquellen verbunden ist, die typischerweise energieintensiv sind.Ein beschleunigter Anstieg des Energiebedarfs f��r die Wasserversorgung aufgrund des erh��hten Wasserbedarfs erfordert ein holistisches Energiemanagementprogramm unter den WSPs. Solche Programme erfordern systematische Energieverbrauchsbewertungen, die Bereiche der Optimierung und Bereiche mit Energieverlust identifizieren. Solche Bewertungen reichen von der Anwendung einfach zu verwendender Metrices, die keine Modelle erfordern, bis hin zu umfassenden Energiebewertungen, die eine Modellierung der Wasserversorgungssysteme erfordern. Diese Studie verwendete ausgew��hlte Energiemetrices, die in die routinem����ige Leistungsbewertung und das Benchmarking des Energieverbrauchs bei WSPs in Afrika einbezogen werden k��nnen. Der Ansatz wurde f��r 42 WSPs in Kenia (von 93 registrierten WSPs) angewendet. Die durchschnittliche Energie f��r die Grundwasserentnahme, -aufbereitung und -verteilung betrug 1,08 kWh/m3 (Bereich 0,94 kWh/m3-1,4 kWh/m3) gegen��ber 0,15 kWh/m3 (0,005 kWh/m3���0,61 kWh/m3) f��r Oberfl��chenwasser. Der durchschnittliche spezifische Energieverbrauch pro abgerechnetem Wasservolumen betrug 1,59 kWh/m3 (0,35-2,29) bzw. 0,39 kWh/m3 (0,02-0,61) f��r Grundwasser bzw. Oberfl��chenwasser. Bei Grundwasserentnahme waren jedoch 14-53% des Energieeinsatzes mit Wasserverlusten ohne Einnahmen f��r WSPs verbunden, und bis zu 43% f��r diejenigen, die Oberfl��chenwasser als Rohwasser nutzen. Die durchschnittlichen Stromkosten f��r die Wasserversorgung betrugen 0,09 US$/m3, was auf durchschnittlich 13% der Betriebskosten gesch��tzt wird, aber bis zu 36% f��r WSPs, die Grundwasser nutzen. Der Ansatz zeigt das Potenzial der Anwendung einfacher Energiemetriken, um WSPs in Afrika dabei zu unterst��tzen, schnelle Energieinventare durchzuf��hren, Ineffizienzen zu identifizieren und den Energiebedarf zu senken.Es besteht ein klarer Bedarf f��r WSPs und Regulierungsbeh��rden, die Aufmerksamkeit auf ein Verst��ndnis des Energieeinsatzes f��r die Wasserversorgung und die Auswirkungen auf das Benchmarking der Leistung von WSPs im Vergleich zur Energieeffizienz zu richten. Die Energieeffizienz k��nnte als Key Performance Indicator (KPI) in die Bewertung von Wasserversorgern einbezogen werden, wobei Metrices in bestehende Benchmarking-Ans��tze integriert werden k��nnten. Zu den unmittelbaren Vorteilen geh��ren Verbesserungen der betrieblichen Effizienz energieverbrauchender Prozesse und die Senkung der mit dem Energieverbrauch verbundenen Kosten. Langfristig hilft eine umfassende Bewertung des Energieverbrauchs im Rahmen des Water-Energy Nexus einer Entscheidungsfindung in Politik und betrieblicher Praxis und in weiterer Folge einer Reduzierung des Energiebedarfs und der treibhausgasbedingten Emissionen im Zusammenhang mit der Wasserversorgung. Dar��ber hinaus ist ein ad��quates Verst��ndnis dar��ber, inwieweit die Treiber f��r den Wasserbedarf den Energiebedarf beeinflussen, entscheidend f��r eine langfristige Planung der Wasserversorgung. Energy is required by Water Services Providers (WSPs) for abstraction, treatment, and distribution of drinking water - about 90% of which is used by pumps and pumping systems. Energy costs could range between 30-50% of running costs of WSPs. However, energy use is the largest controllable input within the boundaries of WSPs with short payback periods on investment. The high costs associated with water supply, which is largely due to pump inefficiencies, peak-tariff water pumping, and energy associated with water losses compromise the ability of WSPs to meet the growing water demand. For WSPs in Africa, up to 70% non-revenue water losses in water supply systems have been reported. This translates into an equivalent energy input associated with such water losses. Consequently, water losses and associated energy input contributes to poor operational performance of WSPs and delays expansion of access to water services and achievement of universal access to safe drinking water by 2030 (SDG 6). At the same time, long-term water provision is highly influenced by water demand and supply drivers, e.g., population growth, urbanization, climate change and technological change. Accelerated population growth is projected for Africa, the region with the highest global urban growth rate, where about 60% of the total population is expected to be urban by 2050. This implies huge growth in water demand that calls for investment in technology, infrastructure, and improved understanding of energy use optimization for water supply. Therefore, an adequate understanding of the extent to which the water demand drivers influence energy demand is crucial for the long-term planning of water supply systems. Consequently, a data-driven understanding of the operational drivers for water supply and energy management to inform water-energy policies and to exploit the opportunities at the nexus of water and energy is required.Therefore, this PhD thesis explores the potential application of the Water-Energy Nexus concept as an operational tool to provide an understanding of energy use for drinking water supply in Africa and examines the drivers of water supply and demand and how they influence energy input for water supply. In addition, the study evaluates the influence of projected increase in current water demand on energy input for water supply in the future under different scenarios. To set the stage, a literature review was conducted on the application of the Water-Energy Nexus concept for water supply in the African context. It emerged that there is limited literature available on the operationalization of the concept in the region, and energy use is not considered a key performance indicator by water regulators and WSPs in Africa. Most of the studies identified and evaluated have been undertaken in northern and southern Africa, where energy demand for desalination and deep groundwater exploitation is high compared to other regions of the continent.To examine the relative impact of water supply and demand drivers on energy input for water supply in Africa, several key compound indicators were parameterized to generate cluster centres for 52 countries in Africa. The cluster analysis produced impact scores with five cluster centres that grouped countries with similar key compound indicators and impact scores. Three countries (Gambia, Libya, & Mauritius) were classified as outliers. Libya presented a unique case with the highest impact score on energy input for raw water abstraction, associated with largescale pumping from deep groundwater aquifers. Multivariate analysis of the key indicators for 20 countries in sub-Saharan Africa that are either water-secure or water-stressed illustrated the relative impact of drivers on energy input for municipal water supply. An analytical framework was developed to assess the impact of drivers on energy input for municipal water, with competing users and water losses in the distribution system exhibiting the highest impact. Three plausible scenarios, namely, Current State Extends (CSE), Current State Improves (CSI) and Current State Deteriorates (CSD) were developed and nine quantifiable indicators for water demand projections were applied for five WSPs in Kenya to demonstrate the feasibility of the approach based on real data in sub-Saharan Africa. The projected water demand is expected to increase by at least twelve times the current demand to achieve universal coverage and an average daily per capita consumption of 120 l/p/d for the urban population by 2030. Consequently, the energy input could increase almost twelve-folds with the CSI scenario or up to fifty-folds with the CSE scenario for WSPs where desalination or additional groundwater abstraction is proposed. The approach used can be applied for other WSPs experiencing a similar evolution of their water supply and demand drivers in sub-Saharan Africa.An accelerated increase in energy demand for water supply calls for wholistic energy management programs that are informed by energy checks and energy analysis. Consequently, selected energy metrics with potential to be incorporated in the routine performance assessment and benchmarking WSPs were applied for 42 out of 93 registered WSPs in Kenya. The average embedded energy for groundwater abstraction, treatment and distribution was 1.08 kWh/m3 (range 0.94 kWh/m3���1.4 kWh/m3) compared to 0.15 kWh/m3 (0.005 kWh/m3���0.61 kWh/m3) for surface water. The average specific energy use per volume billed was 1.59 kWh/m3 (0.35���2.29 kWh/m3) and 0.39 kWh/m3 (0.02���0.61 kWh/m3) for groundwater and surface water, respectively. However, 14-53% of energy input was associated with non-revenue water loss for WSPs supplying groundwater and up to 43% for those supplying surface water. The average electricity cost for water supply was US$ 0.09/m3, estimated at an average 13% of the operational costs but up to 36% for WSPs supplying groundwater. The approach demonstrates the potential of applying simple energy metrics to guide WSPs to undertake rapid energy inventories, identify inefficiencies and develop comprehensive energy management programs.The findings could be used to support planning processes to build resilient drinking water infrastructure in developing countries with data challenges. There is a clear need for WSPs and the regulators to increase attention towards an understanding of energy input for water supply and the implications for benchmarking performance of WSPs against energy use efficiency. WSPs in the sub-region could explore aggressive strategies to jointly address persistent water losses and associated energy input. This would reduce the current water supply-demand gap and minimize energy input that will be associated with exploring additional water sources that are typically energy intensive. Such programs require systematic energy use assessments that identify areas of energy loss and energy efficiency optimization. The assessments could range from application of simple to use metrics that do not necessary require models and supporting tools to comprehensive energy assessments which require complex modelling of the water supply systems. Energy use could be included as a key performance indicator (KPI) with metrics incorporated into existing benchmarking exercises. The immediate benefits include improvements in operational efficiency of energy-consuming processes and reduction in cost associated with energy use. In the long-term, a comprehensive assessment of energy use could inform Water-Energy Nexus policies on reducing energy demand associated with water supply.

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