For analog VLSI implementation of continuous Gaussian wavelet transform based on CMOS integrator, a novel method for Gaussian wavelet approximation based on swarm optimization algorithm is proposed. Gaussian mother wavelet is approximated by a parameterized class of function. By using a particle swarm optimization algorithm (PSO), the optimum parameters of this function are obtained. Experimental results show that the approximation approach based on PSO has superior performance.