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Robustness Analysis and Design for Systems with Parametric Uncertainties | ||||||||||
Researchers at the LIST lab have developed both robustness
analysis as well as synthesis for systems with highly-structured uncertainties.
These were open problems which have attracted much interest in control
engineering but have made limited progress in the past two decades.
The research extended the newly developed Critical Direction Theory. Given general uncertainties from modeling error or practical implementation inaccuracy, this theory helps to identify the critical components that are of relevance to stability analysis and disregard all other irrelevant uncertain parts. We explored advantages of this theory over other existing approaches for robustness analysis of systems with parameters having uncertain complex or real values, and solved for the maximum stability margin in an exact manner. Our research on robustness analysis provided not only real ? and mixed ? analysis methods, but also established a sound foundation for robustness synthesis research. We
finally tackled robustness synthesis problems, and constructed a robust
controller design methodology which combined the essence of the new theory
and H8 design. An important attempt reported in literature on robust controller
design was to use standard H8 design while replacing a family of uncertainties
with the maximum uncertainty value. We exposed the mechanism leading to
conservatism of this over-bounding operation according to the principle
of the critical direction theory. Further research resulted in an exact
representation of the family of uncertainties. The previous conservatism
was dramatically reduced and a much larger allowable uncertainty size
was achieved. This research equips engineers and researchers a systematic
methodology to design a robust controller in an exact fashion for highly
complicated uncertain systems, resulting in good performance and cost-effectiveness. |
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Other
Resources: [1.] Latchman, Haniph A., Oscar D. Crisalle, Chuck Baab* and Baowei Ji*, “The Exact Calculation of Real Stability Radii of Systems with Affine Parametric Uncertainties”, Proceedings of the IEEE Southeastern Symposium on System Theory, pp. 279-286, Huntsville Alabama, March 2002. [2.] Ji, B., H. A. Latchman, and O. D. Crisalle, ``Robust H-Infinity Stabilization for Interval Plants,'' Proceedings of the 2002 IEEE International Conference on Control Applications and International Symposium on Computer Aided Control Systems Design, Glasgow, Scotland, pp. 1112-1117, 2002. [3.] Ji, B., H. A. Latchman, and O. D. Crisalle, "Interpretation of Static-Weighting H -Infinity Design Approaches for Interval Plants," Proceedings of the 41st IEEE Conference on Decision and Control, Las Vegas, Nevada USA, pp. 1434-1439, 2002. |
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