EVバッテリーパックの性能を制約するセル間のばらつきを定量化(Study Quantifies How Cell-to-Cell Inconsistency Constrains EV Battery Pack Performance)

2026-09-09 中国科学院(CAS)

EV用バッテリーパックでは、材料・製造工程・温度分布・使用条件などの違いにより、セルごとに劣化速度が異なる。この「セル間不均一性」がパック全体の性能・寿命・資源利用効率をどの程度制約するかを、Nature Energy掲載の研究が実車データに基づいて定量化した。中国科学院大連化学物理研究所、チャルマース工科大学などの研究チームは、NMC電池を搭載した乗用車とLFP電池を搭載したバスについて、3年以上・最大30万kmの運用データを解析。電圧、電流、温度、SOCに加え、電池モデルとニューラルネットワークを組み合わせ、個々のセルの容量・内部抵抗の劣化軌跡を推定した。さらに6指標を構築し、少数の急速劣化セルが充放電制約や安全限界を早期に招き、パック全体の寿命・出力・エネルギー資源利用を大きく制約する「最弱セル効果」を体系的に評価した。

EVバッテリーパックの性能を制約するセル間のばらつきを定量化(Study Quantifies How Cell-to-Cell Inconsistency Constrains EV Battery Pack Performance)
Quantitative evaluation of the impacts of cell-to-cell inconsistency on EV battery pack state of health, lifetime, state-of-charge utilization, power capability, and lifetime energy-resource utilization based on real-world operation data. (Image by ZHOU Litao)

<関連情報>

セル間のばらつきが電気自動車用バッテリーの劣化と利用に及ぼす影響の定量化 Quantifying the impact of cell-to-cell inconsistency on electric vehicle battery degradation and utilization

Litao Zhou,Xiaolei Bian,Yizhou Zhang,Zhenpo Wang,Zhongwei Chen,Zhiyu Mao & Changfu Zou
Nature Energy  Published:25 August 2026
DOI:https://doi.org/10.1038/s41560-026-02131-5

Abstract

Enhancing utilization rates of battery systems in electric vehicles (EVs) substantially benefits economic efficiency and environmental sustainability. However, cell-to-cell inconsistency remains a critical barrier to fully realizing these advantages, and its system-level impact under real-world EV operation is still poorly quantified. Here we present a dataset containing 116 passenger cars and 17 buses, encompassing operational data spanning more than 3 years and up to 300,000 km per vehicle. Using practical measurements, we estimate individual cell capacity and resistance and construct a diagnostic framework of six metrics capturing variability in cell health, pack capacity retention, lifetime degradation, state-of-charge utilization, power capability and energy utilization. Our analysis reveals substantial performance degradation, including battery health reductions of 6.2% for passenger cars and 7.5% for buses, lifetime shortening by 17.7% and 22.8% and power capability decreases of 12.9% and 15.1%, respectively. Consequently, energy-resource utilization is limited to 80.7% for cars and 72.9% for buses over their operational lifespans. These findings underscore the necessity of consistency control for advancing EV battery technologies.

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