Song Ren

A novel remaining useful life prediction method for lithium-ion battery based on long short-term memory network optimized by improved sparrow search algorithm

Yiwei Liu, Jing Sun, Yunlong Shang et al. · Journal of Energy Storage · 2023 · 149 citations

Search Optimization, Electric Battery, Electrical Engineering +9

A novel fault prediction method based on convolutional neural network and long short-term memory with correlation coefficient for lithium-ion battery

Jing Sun, Song Ren, Yunlong Shang et al. · Journal of Energy Storage · 2023 · 50 citations

Fault Diagnosis, Electrical Engineering, Convolutional Neural Network +11

A novel state-of-health prediction method based on long short-term memory network with attention mechanism for lithium-ion battery

Xiaodong Zhang, Jing Sun, Yunlong Shang et al. · Frontiers in Energy Research · 2022 · 20 citations · Full text

Engineering, Machine Learning, Life Prediction +20

A minor-fault diagnosis approach based on modified variance for lithium-ion battery strings

Jing Sun, Gaopeng Lu, Yunlong Shang et al. · Journal of Energy Storage · 2023 · 19 citations

Modified Variance, Fault Diagnosis, Condition Monitoring +12

Multi-fault diagnosis strategy based on a non-redundant interleaved measurement circuit and improved fuzzy entropy for the battery system

Song Ren, Jing Sun · Energy · 2024 · 13 citations · Full text