Implementing Battery SOC Prediction with SVR: From Code to Simulink Simulation
1. Why Choose SVR for SOC Prediction? SOC prediction is essentially a regression problem — predicting the remaining battery percentage based on features such as voltage, current, temperature, and time. Support Vector Regression (SVR) performs excellently in small sample, nonlinear problems, making it particularly suitable for batteries, which are influenced by multiple factors and have … Read more