An improvement of the single particle model using piecewise linearization technique. Optimal knot-placement algorithm for continuous piecewise-linear models. Model parameters dependencies on the electrode's state of charge. Experimental validation of the model for automotive operating conditions. The computational cost (CPU run-time) is highly reduced while maintaining accuracy.