An optimized long short-term memory-weighted fading extended Kalman filtering model with wide temperature adaptation for the state of charge estimation of lithium-ion batteries
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Adaptive filtering techniques include extended Kalman filters (EKF), Unscented Kalman Filter (UKF), and particle filters.
“These are the extended Kalman filters (EKF) [75], [76], [77], [78], Unscented Kalman Filter (UKF), [79], [80] and particle filters [81] of the adaptive filtering techniques.”
From Review Paper for SOC Estimation Techniques: Challenges and Future Areas for Improvement (2024) · cites this paper as [75]
Cites
Tran, M.-K., Mathew, M., Janhunen, S., Panchal, S., Raahemifar, K., Fraser, R., & Fowler, M. (2021) · Journal of Energy Storage · doi:10.1016/j.est.2021.103252 · Cited by 564 · see citing works
Deng, Z., Hu, X., Lin, X., Che, Y., Xu, L., & Guo, W. (2020) · Energy · doi:10.1016/j.energy.2020.118000 · Cited by 423 · see citing works
A method for state-of-charge estimation of lithium-ion batteries based on PSO-LSTM
Ren, X., Liu, S., Yu, X., & Dong, X. (2021) · Energy · doi:10.1016/j.energy.2021.121236 · Cited by 375 · see citing works
Ma, L., Wang, Z., Yang, F., Cheng, Y., Lu, C., Tao, L., & Zhou, T. (2020) · Journal of Power Sources · doi:10.1016/j.jpowsour.2020.228691 · Cited by 28 · see citing works
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Review Paper for SOC Estimation Techniques: Challenges and Future Areas for Improvement
Rehman, A. (2024) · Power System Technology · doi:10.52783/pst.906 · Cited by 12 · see citing works
- Authors
- Takyi-Aninakwa, P., Wang, S., Zhang, H., Yang, X., & Fernandez, C.
- Affiliations
- Southwest University of Science and Technology (CN)
- Corresponding author
- Wang, Shunli
- Venue
- Applied Energy
- Publisher
- Elsevier BV
- Published
- 2022-11
- Volume
- 326
- Pages
- 120043
- ISSN
- 0306-2619 (ISSN-L)
- OpenAlex
- W4300818585
- Cited by
- 75
- References
- 4
- Citations by year
- 2026: 13 · 2025: 19 · 2024: 23 · 2023: 19 · 2022: 1
- FWCI
- 4.23
- Type
- journal article
- Language
- en
- Open access
- Licence
- Locations
- Applied Energy (publishedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- Open Access Institutional Repository at Robert Gordon University (Robert Gordon University) (submittedVersion, cc-by-nc-nd)
- Topics
- Physical Sciences › Engineering › Automotive Engineering › Advanced Battery Technologies Research
- Physical Sciences › Engineering › Electrical and Electronic Engineering › Advancements in Battery Materials
- Physical Sciences › Engineering › Control and Systems Engineering › Control Systems and Identification
- Keywords
- state of charge estimation, lithium-ion batteries, long short-term memory, attention mechanism, transfer learning, thermal adaptation, battery management systems, electric vehicles, data denoising
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