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The ergodic Bellman's (HJB) equation} is proved for a $d\ge 1$ controlled diffusion with switching with variable diffusion and drift coefficients both depending on control, where the diffusion coefficient is isotropic, and convergence of the iteration improvement algorithm to its solution is established.