An optimization technique that embeds CSO and Powell’s search (PS) method is proposed. The proposed technique is applied to solve combined heat and power dispatch problem. CSO is having attributes of PSO and society civilization algorithm. Initially, search is performed by CSO and then PS is applied to improve the solution. The test systems having valve point loading effect and POZs constraint.