The Unit Commitment problem (UC) is a complex mixed-integer nonlinear programming problem, so the main challenge faced by many researchers obtaining optimal solution. Therefore, this dissertation proposes new methodology combining multi-dimensional firefly algorithm with local search called LS-MFA and utilizes it to solve UC problem. In addition, adaptive adjustment, tolerance mechanism, pit-ju...