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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Main Authors: Pareek, Parikshit, Sampath, L. P. Mohasha Isuru, Singh, Anshuman, Goel, Lalit, Gooi, Hoay Beng, Nguyen, Hung Dinh
Other Authors: School of Electrical and Electronic Engineering
Format: Article
Language:English
Published: 2025
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Online Access:https://hdl.handle.net/10356/182334
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Institution: Nanyang Technological University
Language: English
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spelling 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.
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Engineering
Degradation-aware dispatch
Energy portfolio allocation
spellingShingle 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
description 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.
author2 School of Electrical and Electronic Engineering
author_facet School of Electrical and Electronic Engineering
Pareek, Parikshit
Sampath, L. P. Mohasha Isuru
Singh, Anshuman
Goel, Lalit
Gooi, Hoay Beng
Nguyen, Hung Dinh
format Article
author 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
title_fullStr Degradation-infused energy portfolio allocation framework: risk-averse fair storage participation
title_full_unstemmed Degradation-infused energy portfolio allocation framework: risk-averse fair storage participation
title_sort degradation-infused energy portfolio allocation framework: risk-averse fair storage participation
publishDate 2025
url https://hdl.handle.net/10356/182334
_version_ 1823108731296022528