Overview of Techniques for State of Charge Estimation in Lithium-Ion Batteries and Future Directions
As Li-ion batteries age, estimating the exact state of charge (SOC) becomes more difficult due to the non-linear behavior of their components. Achieving precision while maintaining robustness and uncomplicated implementation remains of utmost importance. Much research in recent years has focused on...
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| Format: | Article |
| Language: | English |
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EDP Sciences
2025-01-01
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| Series: | EPJ Web of Conferences |
| Online Access: | https://www.epj-conferences.org/articles/epjconf/pdf/2025/15/epjconf_cistem2024_07003.pdf |
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| _version_ | 1849420567776591872 |
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| author | Errifai Nidale Rachid Aziz Boudmane Bilal Mortabit Idriss |
| author_facet | Errifai Nidale Rachid Aziz Boudmane Bilal Mortabit Idriss |
| author_sort | Errifai Nidale |
| collection | DOAJ |
| description | As Li-ion batteries age, estimating the exact state of charge (SOC) becomes more difficult due to the non-linear behavior of their components. Achieving precision while maintaining robustness and uncomplicated implementation remains of utmost importance. Much research in recent years has focused on studying and benchmarking various SOC estimation techniques tailored to commercial LiBs. This work emphasizes different SOC estimation methods, particularly model-based and AI approaches. The paper's main objective is to provide a comprehensive analysis of advanced hybrid SOC estimation techniques, a synthesized cross-analysis of the most recent studies, and a series of practical recommendations for future work. |
| format | Article |
| id | doaj-art-1be2ff76690049bb98dfd5ea1d89bb98 |
| institution | Kabale University |
| issn | 2100-014X |
| language | English |
| publishDate | 2025-01-01 |
| publisher | EDP Sciences |
| record_format | Article |
| series | EPJ Web of Conferences |
| spelling | doaj-art-1be2ff76690049bb98dfd5ea1d89bb982025-08-20T03:31:44ZengEDP SciencesEPJ Web of Conferences2100-014X2025-01-013300700310.1051/epjconf/202533007003epjconf_cistem2024_07003Overview of Techniques for State of Charge Estimation in Lithium-Ion Batteries and Future DirectionsErrifai Nidale0Rachid Aziz1Boudmane Bilal2Mortabit Idriss3LSIB Laboratory, FST, Hassan II University of CasablancaLSIB Laboratory, FST, Hassan II University of CasablancaLSIB Laboratory, FST, Hassan II University of CasablancaLSIB Laboratory, FST, Hassan II University of CasablancaAs Li-ion batteries age, estimating the exact state of charge (SOC) becomes more difficult due to the non-linear behavior of their components. Achieving precision while maintaining robustness and uncomplicated implementation remains of utmost importance. Much research in recent years has focused on studying and benchmarking various SOC estimation techniques tailored to commercial LiBs. This work emphasizes different SOC estimation methods, particularly model-based and AI approaches. The paper's main objective is to provide a comprehensive analysis of advanced hybrid SOC estimation techniques, a synthesized cross-analysis of the most recent studies, and a series of practical recommendations for future work.https://www.epj-conferences.org/articles/epjconf/pdf/2025/15/epjconf_cistem2024_07003.pdf |
| spellingShingle | Errifai Nidale Rachid Aziz Boudmane Bilal Mortabit Idriss Overview of Techniques for State of Charge Estimation in Lithium-Ion Batteries and Future Directions EPJ Web of Conferences |
| title | Overview of Techniques for State of Charge Estimation in Lithium-Ion Batteries and Future Directions |
| title_full | Overview of Techniques for State of Charge Estimation in Lithium-Ion Batteries and Future Directions |
| title_fullStr | Overview of Techniques for State of Charge Estimation in Lithium-Ion Batteries and Future Directions |
| title_full_unstemmed | Overview of Techniques for State of Charge Estimation in Lithium-Ion Batteries and Future Directions |
| title_short | Overview of Techniques for State of Charge Estimation in Lithium-Ion Batteries and Future Directions |
| title_sort | overview of techniques for state of charge estimation in lithium ion batteries and future directions |
| url | https://www.epj-conferences.org/articles/epjconf/pdf/2025/15/epjconf_cistem2024_07003.pdf |
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