Tractable lithium-ion storage models for optimizing energy systems
Abstract Model-based optimization of energy systems with batteries requires a battery model that is accurate, tractable, and easy to calibrate. Developing such a model is challenging because electrochemical batteries exhibit complex behaviours. In this paper, we propose and evaluate a family of batt...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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SpringerOpen
2019-05-01
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| Series: | Energy Informatics |
| Subjects: | |
| Online Access: | http://link.springer.com/article/10.1186/s42162-019-0070-6 |
| _version_ | 1818035392028344320 |
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| author | Fiodar Kazhamiaka Catherine Rosenberg Srinivasan Keshav |
| author_facet | Fiodar Kazhamiaka Catherine Rosenberg Srinivasan Keshav |
| author_sort | Fiodar Kazhamiaka |
| collection | DOAJ |
| description | Abstract Model-based optimization of energy systems with batteries requires a battery model that is accurate, tractable, and easy to calibrate. Developing such a model is challenging because electrochemical batteries exhibit complex behaviours. In this paper, we propose and evaluate a family of battery models that have different trade-offs between accuracy and complexity. We derive our models from a recently developed battery model, which is accurate and easy to calibrate but is not tractable. We evaluate our models against the commonly-used benchmark tractable model using a set of experiments that characterize the cycling behaviour of two Lithium-ion battery chemistries, as well as dynamic charge/discharge experiments. We further compare the models for two typical energy system applications, solar farm firming and grid regulation, to show the impact of the choice of battery model on the results. Finally, we evaluate the increase in accuracy when battery models are calibrated with the proper operating range. |
| first_indexed | 2024-12-10T06:54:19Z |
| format | Article |
| id | doaj.art-c15adaaf086a491e8cd197603d63b8c7 |
| institution | Directory Open Access Journal |
| issn | 2520-8942 |
| language | English |
| last_indexed | 2024-12-10T06:54:19Z |
| publishDate | 2019-05-01 |
| publisher | SpringerOpen |
| record_format | Article |
| series | Energy Informatics |
| spelling | doaj.art-c15adaaf086a491e8cd197603d63b8c72022-12-22T01:58:29ZengSpringerOpenEnergy Informatics2520-89422019-05-012112210.1186/s42162-019-0070-6Tractable lithium-ion storage models for optimizing energy systemsFiodar Kazhamiaka0Catherine Rosenberg1Srinivasan Keshav2University of WaterlooUniversity of WaterlooUniversity of WaterlooAbstract Model-based optimization of energy systems with batteries requires a battery model that is accurate, tractable, and easy to calibrate. Developing such a model is challenging because electrochemical batteries exhibit complex behaviours. In this paper, we propose and evaluate a family of battery models that have different trade-offs between accuracy and complexity. We derive our models from a recently developed battery model, which is accurate and easy to calibrate but is not tractable. We evaluate our models against the commonly-used benchmark tractable model using a set of experiments that characterize the cycling behaviour of two Lithium-ion battery chemistries, as well as dynamic charge/discharge experiments. We further compare the models for two typical energy system applications, solar farm firming and grid regulation, to show the impact of the choice of battery model on the results. Finally, we evaluate the increase in accuracy when battery models are calibrated with the proper operating range.http://link.springer.com/article/10.1186/s42162-019-0070-6Battery modelOptimizationEnergy |
| spellingShingle | Fiodar Kazhamiaka Catherine Rosenberg Srinivasan Keshav Tractable lithium-ion storage models for optimizing energy systems Energy Informatics Battery model Optimization Energy |
| title | Tractable lithium-ion storage models for optimizing energy systems |
| title_full | Tractable lithium-ion storage models for optimizing energy systems |
| title_fullStr | Tractable lithium-ion storage models for optimizing energy systems |
| title_full_unstemmed | Tractable lithium-ion storage models for optimizing energy systems |
| title_short | Tractable lithium-ion storage models for optimizing energy systems |
| title_sort | tractable lithium ion storage models for optimizing energy systems |
| topic | Battery model Optimization Energy |
| url | http://link.springer.com/article/10.1186/s42162-019-0070-6 |
| work_keys_str_mv | AT fiodarkazhamiaka tractablelithiumionstoragemodelsforoptimizingenergysystems AT catherinerosenberg tractablelithiumionstoragemodelsforoptimizingenergysystems AT srinivasankeshav tractablelithiumionstoragemodelsforoptimizingenergysystems |