Linear stochastic control with constraints

This paper concerns the control of some process driven by linear stochastic equation with a quadratic cost and an average quadratic constraint. The constraint can be for example a limitation of the average energy consumption. The existence of an optimal control is proved and an approximate solution is constructed.