A new blind separation algorithm without nonlinear functions is proposed. The algorithm is derived using the decorrelation process near an equilibrium point. The algorithm uses the correlation between its outputs and the sensor signals in the decorrelation process. The validity and performance of the algorithm are confirmed through computer simulations.