Degradation-infused energy portfolio allocation framework: risk-averse fair storage participation
This work proposes a novel degradation-infused energy portfolio allocation (DI-EPA) framework for enabling the participation of battery energy storage systems in multi-service electricity markets. The proposed framework attempts to address the challenge of including the rainflow algorithm for cycle...
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sg-ntu-dr.10356-1823342025-01-22T03:08:26Z Degradation-infused energy portfolio allocation framework: risk-averse fair storage participation Pareek, Parikshit Sampath, L. P. Mohasha Isuru Singh, Anshuman Goel, Lalit Gooi, Hoay Beng Nguyen, Hung Dinh School of Electrical and Electronic Engineering Engineering Degradation-aware dispatch Energy portfolio allocation This work proposes a novel degradation-infused energy portfolio allocation (DI-EPA) framework for enabling the participation of battery energy storage systems in multi-service electricity markets. The proposed framework attempts to address the challenge of including the rainflow algorithm for cycle counting by directly developing a closed-form of marginal degradation as a function of dispatch decisions. Further, this closed-form degradation profile is embedded into an energy portfolio allocation (EPA) problem designed for making the optimal dispatch decisions for all the batteries together, in a shared economy manner. We term the entity taking these decisions as ‘facilitator’ which works as a link between storage units and market operators. The proposed EPA formulation is quipped with a conditional-value-at-risk (CVaR)-based mechanism to bring risk-averseness against uncertainty in market prices. The proposed DI-EPA problem introduces fairness by dividing the profits into various units using the idea of marginal contribution. Simulation results regarding the accuracy of the closed-form of degradation, effectiveness of CVaR in handling uncertainty within the EPA problem, and fairness in the context of degradation awareness are discussed. Numerical results indicate that the DI-EPA framework improves the net profit of the storage units by considering the effect of degradation in optimal market participation. Agency for Science, Technology and Research (A*STAR) This work was supported by the Agency for Science, Technology and Research (A*STAR) Singapore under the awards M23M6c0114 and Toyota North America. 2025-01-22T03:08:26Z 2025-01-22T03:08:26Z 2024 Journal Article Pareek, P., Sampath, L. P. M. I., Singh, A., Goel, L., Gooi, H. B. & Nguyen, H. D. (2024). Degradation-infused energy portfolio allocation framework: risk-averse fair storage participation. Energy, 313, 133688-. https://dx.doi.org/10.1016/j.energy.2024.133688 0360-5442 https://hdl.handle.net/10356/182334 10.1016/j.energy.2024.133688 2-s2.0-85208687784 313 133688 en M23M6c0114 Energy © 2024 Elsevier Ltd. All rights are reserved, including those for text and data mining, AI training, and similar technologies. |
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Engineering Degradation-aware dispatch Energy portfolio allocation Pareek, Parikshit Sampath, L. P. Mohasha Isuru Singh, Anshuman Goel, Lalit Gooi, Hoay Beng Nguyen, Hung Dinh Degradation-infused energy portfolio allocation framework: risk-averse fair storage participation |
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This work proposes a novel degradation-infused energy portfolio allocation (DI-EPA) framework for enabling the participation of battery energy storage systems in multi-service electricity markets. The proposed framework attempts to address the challenge of including the rainflow algorithm for cycle counting by directly developing a closed-form of marginal degradation as a function of dispatch decisions. Further, this closed-form degradation profile is embedded into an energy portfolio allocation (EPA) problem designed for making the optimal dispatch decisions for all the batteries together, in a shared economy manner. We term the entity taking these decisions as ‘facilitator’ which works as a link between storage units and market operators. The proposed EPA formulation is quipped with a conditional-value-at-risk (CVaR)-based mechanism to bring risk-averseness against uncertainty in market prices. The proposed DI-EPA problem introduces fairness by dividing the profits into various units using the idea of marginal contribution. Simulation results regarding the accuracy of the closed-form of degradation, effectiveness of CVaR in handling uncertainty within the EPA problem, and fairness in the context of degradation awareness are discussed. Numerical results indicate that the DI-EPA framework improves the net profit of the storage units by considering the effect of degradation in optimal market participation. |
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School of Electrical and Electronic Engineering |
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School of Electrical and Electronic Engineering Pareek, Parikshit Sampath, L. P. Mohasha Isuru Singh, Anshuman Goel, Lalit Gooi, Hoay Beng Nguyen, Hung Dinh |
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Article |
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Pareek, Parikshit Sampath, L. P. Mohasha Isuru Singh, Anshuman Goel, Lalit Gooi, Hoay Beng Nguyen, Hung Dinh |
author_sort |
Pareek, Parikshit |
title |
Degradation-infused energy portfolio allocation framework: risk-averse fair storage participation |
title_short |
Degradation-infused energy portfolio allocation framework: risk-averse fair storage participation |
title_full |
Degradation-infused energy portfolio allocation framework: risk-averse fair storage participation |
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Degradation-infused energy portfolio allocation framework: risk-averse fair storage participation |
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Degradation-infused energy portfolio allocation framework: risk-averse fair storage participation |
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degradation-infused energy portfolio allocation framework: risk-averse fair storage participation |
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2025 |
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https://hdl.handle.net/10356/182334 |
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