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Energy Conversion and Management: X
Article . 2024 . Peer-reviewed
License: CC BY
Data sources: Crossref
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Article . 2024
License: CC BY
Research Collection
Article . 2024
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Optimal economic and environmental arbitrage of grid-scale batteries with a degradation-aware model

Authors: Keske, Cem; Srinivasan, Arvind; Sansavini, Giovanni; id_orcid0000-0002-8801-9667; Gabrielli, Paolo;

Optimal economic and environmental arbitrage of grid-scale batteries with a degradation-aware model

Abstract

Energy arbitrage is a potential revenue stream for battery operators with access to variable electricity prices. However, the power shifted by grid-scale energy storage has the potential to influence the production mix in real time, impacting the carbon emissions of the electricity system. Little research is available on the CO₂ emissions induced by arbitrage operations, and studies that consider arbitrage-related CO₂ emissions often neglect battery degradation. To address this gap, this study proposes a novel modeling and assessment framework based on mixed-integer linear programming to analyze the trade-offs between profit and CO₂ emissions of battery arbitrage operations as well as the impact of degradation on arbitrage profit and emissions. We present the results in terms of Pareto-optimal solutions that identify maximum profit and minimum CO₂ emissions. We illustrate our model through a case study in Germany and we show that performing maximum-profit arbitrage increases the system emissions by up to 7.5 tCO₂ per MWh of storage capacity (or about 12% of battery life cycle emissions per year). 60% of the added emissions can be avoided by sacrificing only 1.5% to 2.7% of the net arbitrage profit, and CO₂-neutral operation can be achieved by sacrificing about 7% of the profit. Our findings also highlight the importance of modeling battery degradation, as degradation-unaware arbitrage models may lead to a substantial profit loss (potentially to negative profits) and higher CO₂ emissions (up to +260%) with respect to degradation-aware models.

Energy Conversion and Management: X, 22

ISSN:2590-1745

ISSN:0196-8904

Countries
Switzerland, Switzerland
Related Organizations
Keywords

Energy storage, Battery degradation, Energy transition; Energy storage; Net-zero emissions; Market arbitrage; Battery energy storage system; Battery degradation, Net-zero emissions, Energy transition, Battery energy storage system, Market arbitrage

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citations
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
1
Average
Average
Average
Green
gold
Related to Research communities
Energy Research