Online state-of-health estimation of lithium-ion battery based on dynamic parameter identification at multi timescale and support vector regression

Hyperparameter tuning and performance assessment of statistical and machine-learning algorithms using spatial data

Patrick Schratz, Jannes Muenchow, Eugenia Iturritxa et al. · Ecological Modelling · 2019 · 540 citations · Full text

Hyperparameter Estimation, Machine-learning Algorithms, Machine Learning +12

An online method for lithium-ion battery remaining useful life estimation using importance sampling and neural networks

Ji Wu, Chenbin Zhang, Zonghai Chen · Applied Energy · 2016 · 511 citations

Engineering, Machine Learning, Data Science +13

The Co-estimation of State of Charge, State of Health, and State of Function for Lithium-Ion Batteries in Electric Vehicles

Ping Shen, Minggao Ouyang, Languang Lu et al. · IEEE Transactions on Vehicular Technology · 2017 · 509 citations

State Estimation, Nonlinear System Identification, Electrical Engineering +12

Online State-of-Health Estimation for Li-Ion Battery Using Partial Charging Segment Based on Support Vector Machine

Xuning Feng, Caihao Weng, Xiangming He et al. · IEEE Transactions on Vehicular Technology · 2019 · 459 citations

Artificial Intelligence, Engineering, Machine Learning +26

Behavior and state-of-health monitoring of Li-ion batteries using impedance spectroscopy and recurrent neural networks

Akram Eddahech, Olivier Briat, Nicolas Bertrand et al. · International Journal of Electrical Power & Energy Systems · 2012 · 444 citations

Electric Battery, Electrical Engineering, Engineering +9