Unit commitment is a large-scale

dispersed and mixed-integer non-linear programming problem

so an improved PSO mechanism is suggested to deal with the equality and inequality in the conventional PSO is preserved.And a dynamic search-space reduction strategy is used to accelerate the optimization process.Also adjustment operator and adjustment sequence are introduced to reconstruct PSO algorithm by using the ideas of single node regulating algorithm.Numerical simulation results show the effectiveness of the proposed method.