This paper introduces the method Safe Iterative Identification and Control, to improve the performance of an existing control law, using closed loop identification and ensuring a minimum stability margin. This method is analyzed, pointing out some of the main difficulties and outlining some solutions to make it applicable to a specific multivariable and unstable case. Afterwards, the method is applied in detail to a simulated multivariable system with those characteristics, corresponding to a submarine.