Li-ion battery voltage curve reconstruction using partial charge profiles: Actual v/s truncated data

Voltage reconstruction is a common technique used in estimation of degradation modes for aged Li-ion batteries. For real-life implementation, it is desirable for voltage reconstruction to work for partial charging as real-life batteries are rarely charged fully. In this pursuit, the presented work investigates a common practice of using truncated data from full charge as a representation of partial charging in voltage reconstruction. Usage of truncated data is prevalent despite known deviations between data collected from partial and full charge cycles and has resulted in a misconception that accurate voltage reconstruction is achievable using partial charging data. Therefore, voltage reconstruction errors between models parametrised using truncated data and actual partial charging data were compared. Results show a four-fold increase in error when using truncated data, which indicates that truncated data is an inappropriate proxy of partial charge. The findings also imply that partial charging is a limitation of voltage reconstruction modelling not highlighted before due to usage of truncated data. This limitation must be addressed to improve the applicability of voltage reconstruction. The study also emphasises the need to generate new battery degradation datasets with appropriate inclusion of partial charging data to enable the development of accurate and holistic models. • Truncated and actual partial charging data compared for voltage reconstruction. • Disparate model parameters estimated for actual partial charging from full charge. • Use of truncated data as proxy for actual partial charging found invalid. • Partial charging highlighted as limitation of voltage reconstruction modelling.

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Publication Details

Journal
Journal of Power Sources Advances
Published
2025-04-05
DOI
https://doi.org/10.1016/j.powera.2025.100175
Citations
3
Primary Topic
Advanced Battery Technologies Research
Type
article
Field-Weighted Citation Impact
2.05

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article

Li-ion battery voltage curve reconstruction using partial charge profiles: Actual v/s truncated data

Puritut Nakhanivej, Melanie Loveridge, Anubhav Singh, Anup Barai et al.
3 citations
Journal of Power Sources Advances
Advanced Battery Technologies Research
2.05
article

Li-ion battery voltage curve reconstruction using partial charge profiles: Actual v/s truncated data

Puritut Nakhanivej, Melanie Loveridge, Anubhav Singh, Anup Barai, Yazmin Monaghan
article en
3 citations

Abstract

Voltage reconstruction is a common technique used in estimation of degradation modes for aged Li-ion batteries. For real-life implementation, it is desirable for voltage reconstruction to work for partial charging as real-life batteries are rarely charged fully. In this pursuit, the presented work investigates a common practice of using truncated data from full charge as a representation of partial charging in voltage reconstruction. Usage of truncated data is prevalent despite known deviations between data collected from partial and full charge cycles and has resulted in a misconception that accurate voltage reconstruction is achievable using partial charging data. Therefore, voltage reconstruction errors between models parametrised using truncated data and actual partial charging data were compared. Results show a four-fold increase in error when using truncated data, which indicates that truncated data is an inappropriate proxy of partial charge. The findings also imply that partial charging is a limitation of voltage reconstruction modelling not highlighted before due to usage of truncated data. This limitation must be addressed to improve the applicability of voltage reconstruction. The study also emphasises the need to generate new battery degradation datasets with appropriate inclusion of partial charging data to enable the development of accurate and holistic models. • Truncated and actual partial charging data compared for voltage reconstruction. • Disparate model parameters estimated for actual partial charging from full charge. • Use of truncated data as proxy for actual partial charging found invalid. • Partial charging highlighted as limitation of voltage reconstruction modelling.

Journal of Power Sources AdvancesVol. 33
University of Warwick (GB), University of Bath (GB)
Aerospace Technology Institute
Affordable and clean energy
Openalex Percentile: Top 14%
Advanced Battery Technologies Research
2.05
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