SoH estimation of Lithium-ion battery

• This project is designed to predict State of health (SoH) for identifying remaining useful life of Li-ion batteries.
• Linear Regression, LSTM

Process

1. Calculating and Visualizing SoH with 7 Li-ion battery datasets | Code

2. Eliminating outliers with quantile | Code

3. Linear Regression | Code

• Start at 50% Cycle

• Start at 70% Cycle

4. Long Short Term Memory | Code

• Start at 50% Cycle

• Start at 70% Cycle

Results

Dataset

[1] NASA Prognostic Center: Experiments on Li-ion Batteries, https://ti.arc.nasa.gov/tech/dash/groups/pcoe/prognostic-data-repository/