Battery
State of Health (SoH) and Remaining Useful Life (RUL) prediction for Li-ion batteries based on Physics-Informed Neural Networks (PINN).
Remaining Useful Life (RUL) estimation of Lithium-ion batteries using deep LSTMs
This folder contains the codes and data used for papers: Shi, Yuanyuan, Bolun Xu, Yushi Tan, Daniel Kirschen, and Baosen Zhang. "Optimal Battery Control Under Cycle Aging Mechanisms in Pay for Perf…
We try to fit a Neural Network model based on simulation data of batteries, and use it for real-time battery degradation assessment and optimal control.
This folder contains the codes and data used for papers: Shi, Yuanyuan, Bolun Xu, Di Wang, and Baosen Zhang. "Using battery storage for peak shaving and frequency regulation: Joint optimization for…
Master Thesis for the MSc Sustainable Energy Futures, Imperial College London