The problem of simultaneous system identification is posed and an efficient algorithm for its solution is formulated. Our algorithm is a blend of an A∗ search together with Simulated Annealing. The proposed algorithm returns the optimal solution while the number of required operations is usually much smaller than any other brute-force algorithm.
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