Neural network extended state-observer for energy system monitoring

Data-driven prediction of battery cycle life before capacity degradation

Kristen Severson, Peter M. Attia, Norman Jin et al. · Nature Energy · 2019 · 2.9K citations · Full text

Engineering, Data Science, Lifecycle Engineering +15

Overview of model-based online state-of-charge estimation using Kalman filter family for lithium-ion batteries

Prashant Shrivastava, Mohd Yamani Idna Idris, Saad Mekhilef · Renewable and Sustainable Energy Reviews · 2019 · 681 citations

Engineering, Chemical Engineering, Systems Engineering +16

Data-driven probabilistic machine learning in sustainable smart energy/smart energy systems: Key developments, challenges, and future research opportunities in the context of smart grid paradigm

Tanveer Ahmad, Rafał Madoński, Dongdong Zhang et al. · Renewable and Sustainable Energy Reviews · 2022 · 669 citations

Computing, Computer Science, Data Science +17

Deep learning for load forecasting with smart meter data: Online Adaptive Recurrent Neural Network

Mohammad Navid Fekri, Harsh Patel, Katarina Grolinger et al. · Applied Energy · 2020 · 362 citations

Computing, Data Science, Forecasting +16

An improved feedforward-long short-term memory modeling method for the whole-life-cycle state of charge prediction of lithium-ion batteries considering current-voltage-temperature variation

Shunli Wang, Paul Takyi‐Aninakwa, Siyu Jin et al. · Energy · 2022 · 348 citations · Full text

Engineering, Computational Engineering, Materials Science +17