This document outlines a method for solving the permutation switching problem that can occur with online independent component analysis (ICA) under non-stationary environments. The method takes correlations of the overlap between signal blocks and connects the separated signals by checking the correlation values. Numeric experiments show the method successfully solves the permutation switching problem under both stationary and small non-stationary environments. Future work is needed to address separating signals under more significantly changing environments.