Model order deduction algorithms have been developed in an effort to automate the production of accurate, minimal complexity models of dynamic systems in order to aid in the design of these systems. Previous algorithms, MODA and Extended MODA, deduce models independent of system inputs and outputs. FD-MODA uses frequency response methods to deduce models of a single input-output pair. In this paper, an input-output criterion based on controllability and observability is combined with the frequency based criterion used by MODA. The new model deduction algorithm, IO-MODA, compares the ratio of the adjacent diagonal values of the system gramian to a user specified threshold. The gramian is computed from a balanced realization of the system. IO-MODA generates an accurate multiple-input multiple-output model of minimum order with physically meaningful states. This model is called a proper MIMO model. An example problem is used to demonstrate this new model deduction algorithm. [S0022-0434(00)02103-1]
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September 2000
Technical Papers
An Input-Output Criterion for Linear Model Deduction
Douglas G. Walker,
Douglas G. Walker
Department of Mechanical Engineering and Applied Mechanics, The University of Michigan, Ann Arbor, MI 48109
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Jeffrey L. Stein,
Jeffrey L. Stein
Department of Mechanical Engineering and Applied Mechanics, The University of Michigan, Ann Arbor, MI 48109
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A. Galip Ulsoy
A. Galip Ulsoy
Department of Mechanical Engineering and Applied Mechanics, The University of Michigan, Ann Arbor, MI 48109
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Douglas G. Walker
Department of Mechanical Engineering and Applied Mechanics, The University of Michigan, Ann Arbor, MI 48109
Jeffrey L. Stein
Department of Mechanical Engineering and Applied Mechanics, The University of Michigan, Ann Arbor, MI 48109
A. Galip Ulsoy
Department of Mechanical Engineering and Applied Mechanics, The University of Michigan, Ann Arbor, MI 48109
Contributed by the Dynamic Systems and Control Division for publication in the JOURNAL OF DYNAMIC SYSTEMS, MEASUREMENT, AND CONTROL. Manuscript received by the Dynamic Systems and Control Division August 6, 1996. Associate Technical Editor: G. Rizzoni.
J. Dyn. Sys., Meas., Control. Sep 2000, 122(3): 507-513 (7 pages)
Published Online: August 6, 1996
Article history
Received:
August 6, 1996
Citation
Walker , D. G., Stein , J. L., and Ulsoy, A. G. (August 6, 1996). "An Input-Output Criterion for Linear Model Deduction ." ASME. J. Dyn. Sys., Meas., Control. September 2000; 122(3): 507–513. https://doi.org/10.1115/1.1286819
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