The method proposed can be adopted for different physical activities. The heart rate estimation bias is decreased compared with former publications. The spectrum based on short time Fourier transform provides a higher frequency resolution. The spectral peak tracking based on the natural heart rate is efficient for healthy subjects. The proposed method can be used for wearable devices for lower energy loss.