A computational complexity reduction method in a noise reduction algorithm using ICA in car components is described. We examined a noise suppression system and a speech enhancement system that use frequency-domain independent component analysis (hereafter FDICA) in car compartments with speech input systems. To achieve real-time processing in a car, we must reduce the computational complexity. We solved this problem with real-time processing by controlling the adaptive timing.