Optimum TMD parameters for high-rise structures with SSI. Development of metaheuristic based methods. Consideration of different periods, inherent damping ratios and soil types. Comparison of harmony search and bat algorithm based methods. Significant effectiveness of TMD up to 40% reduction of displacements.