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This work deals with a novel load-frequency control (LFC) using the fuzzy-based predictive scheme in a two-area interconnected power system. At first, the power system needs to be modeled and subsequently the Takagi-Sugeno-Kang (TSK) fuzzy-based approach using the linear generalized predictive control (LGPC) scheme is realized to implement on the system presented. In order to demonstrate the effectiveness of the proposed strategy, simulations are carried out and the results are compared with those obtained using the nonlinear GPC (NLGPC) as a benchmark approach. The results verify the validity of the proposed fuzzy-based predictive control scheme in comparison with the previous one.