Auto-tuning and adaptive control of sheet metal forming |
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Authors: | Yongseob Lim Ravinder VenugopalA. Galip Ulsoy |
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Affiliation: | a Department of Mechanical Engineering, University of Michigan, Ann Arbor, 2350 Hayward St., Ann Arbor, MI 48109-2125, USA b Intellicass Inc., 1804 Rue Tupper, Suite 4, Montreal, Que., Canada H3H 1N4 |
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Abstract: | This paper describes the design and implementation of automatic controller tuning and model reference adaptive control (MRAC) to improve part quality in stamping and extends previous work on a manually-tuned fixed-gain process controller. Automatic tuning is described with a discussion of implementation issues in the presence of plant disturbances. Design of a direct MRAC, whose controller gains are continuously adjusted to accommodate changes in process dynamics and disturbances, is investigated, including simulation-based robustness analysis of the adaptation law and a consideration of constrained estimation in the recursive least squares algorithm to address practical implementation issues. The performance of the MRAC process controller designed through simulation is experimentally validated. Good tracking of the reference process variable (i.e., punch force), and significant part quality improvement in the presence of disturbances, is achieved. |
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Keywords: | Stamping (Sheet Metal Forming) Auto-tuning Model reference adaptive control Process dynamics and disturbances Recursive least squares |
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