In this paper, an intelligent approach based on XCSR (accuracy-based learning classifier system with continuousvalued inputs) method is proposed for the load-frequency control (LFC) system using a modified traditional frequency response model suitable for a bilateral-based deregulation policy. Model independency and flexibility in specifying the control objectives; cause it as an interesting solution for the LFC design in new power system environment.