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We present a model of rule-changing cellular automata (CA) to study dynamical structure of CA in detail. In our model calculation the edge of chaos is observed on the basis of the source rule 22 which yields the most interesting behavior. We find that the edge of chaos is generated through competition between two rule-changing behaviors. These rule-changing behaviors are analyzed quantitatively...