Battery Cell Health Estimation Using Cycle Life Data
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recent works
Interpolate the data for a smooth curve and visualize the battery's capacity loss over different cycles.
How to estimate the health of a battery cell by analyzing cycle life data. The data consists of cycle life (the number of cycles) and the corresponding capacity loss in percentage. To create a smooth curve, we'll use interpolation techniques. The interpolated curve will provide us with a continuous estimation of the capacity loss for any number of cycles within a given range.
Step-by-step, we will cover:
- Importing the cycle life data and capacity loss data.
- Interpolating the data using MATLAB's 'interp1' function with the 'pchip' method.
- Visualizing the interpolated curve and original data points on a plot.
- Adding data point labels and annotations for important points on the curve.
- Providing insights into the estimated capacity loss at a specific number of cycles.
引用
recent works (2025). Battery Cell Health Estimation Using Cycle Life Data (https://www.mathworks.com/matlabcentral/fileexchange/132837-battery-cell-health-estimation-using-cycle-life-data), MATLAB Central File Exchange. に取得済み.
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