A new approach for finding an exact analytical solution to the modified Hamilton-Jacobi-Bellman equation is proposed. Together with the recently developed hybrid solution method, the proposed strategy allows to find a solution to a whole class of stochastic optimal control problems with bounded in magnitude control force. (C) 2009 Elsevier Ltd. All rights reserved.