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This chapter presents detailed step-by-step description of an intelligent search algorithm namely Adaptive Tabu Search (ATS). The proof of its convergence, and its performance evaluation are illustrated. The chapter demonstrates the effectiveness and usefulness of the ATS through various engineering applications and designs in the following fields: power system, identification, and control.