a self - organizing control system suitable for nonlinear control of a physical object is described . the control system calculates the entropy production difference between a time differentiation of the entropy inside the controlled object and a time differentiation of the entropy given to the controlled object from a pid controller that controls the object . the entropy production difference is used to generate an evolving control rule by using the entropy production difference as a performance function for a genetic optimizer .