Stochastic control problems on a finite horizon with exponential cost criteria are considered. By taking a kind of singular limit a Hamilton-Jacobi-Isaacs equation is obtained. Its solution is characterized as the lower value function of a deterministic differential game related to robust control of nonlinear systems.