With the aim of achieving stable operation of circular saws, this study finds the solution for the optimization problem of choosing a set of parameters for tensioning in a rotating circular saw that is subjected to both a local temperature distribution arising from the thermal load caused by the blade-workpiece friction and the in-plane plastic strain introduced by tensioning over multiple annular domain. The solution for in-plane forces is obtained on the basis of plate bending theory, and modal analysis for the out-of-plane behavior affected by the in-plane forces is performed. Numerical calculations are performed to investigate the effects of tensioning on the natural frequencies. The optimization problem to maximize, with respect to the intensity, location, and width of tensioning, the natural frequency of the most critical mode is solved by use of a geneticalgorithm.