A capacity fade reliability model for lithium-ion battery packs based on real-vehicle data

Data-driven prediction of battery cycle life before capacity degradation

Kristen Severson, Peter M. Attia, Norman Jin et al. · Nature Energy · 2019 · 2.6K citations · Full text

Engineering, Data Science, Life Prediction +6

Battery Lifetime Prognostics

Le Xu, Xianke Lin, Michael Pecht · Joule · 2020 · 1.1K citations · Full text

Reliability, Prognostic Evaluation, Battery Lifetime Prognostics +10

Energy consumption of current and future production of lithium-ion and post lithium-ion battery cells

Florian Degen, Martin Winter, David Bendig et al. · Nature Energy · 2023 · 617 citations · Full text

Energy Consumption, Electric Battery, Electrical Engineering +13

Deep learning to estimate lithium-ion battery state of health without additional degradation experiments

Jiahuan Lu, Rui Xiong, Jinpeng Tian et al. · Nature Communications · 2023 · 289 citations · Full text

Battery degradation prediction against uncertain future conditions with recurrent neural network enabled deep learning

Jiahuan Lu, Rui Xiong, Jinpeng Tian et al. · Energy storage materials · 2022 · 215 citations

Electrical Engineering, Engineering, Machine Learning +8