Pico-second gain and refractive index nonlinearities in semiconductor optical amplifiers (SOAs) were simulated using a multi-section model from the start of the rate equation. Carrier density variation induced by pulse injection, aberration of the temporal profile of the output pulse, gain and phase change induced by pulse injection, and frequency chirp on the output pulse were analyzed.