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By subspace identification technique, this article investigates the problem of control variance performance monitoring for multivariable systems. Based on LQG benchmark, an improved strategy is developed to overcome the deficiency of the conventional LQG benchmark based methods in practical applications. The multivariable system is first decomposed into multiple multi-input single-output (MISO) subsystems...