Quantized control via locational optimization
This paper studies state quantization schemes for feedback stabilization of control systems with limited information. The focus is on designing the least destabilizing quantizer subject to a given information constraint. We explore several ways of measuring the destabilizing effect of a quantizer on...
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Published in | IEEE transactions on automatic control Vol. 51; no. 1; pp. 2 - 13 |
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Main Authors | , |
Format | Journal Article |
Language | English |
Published |
New York, NY
IEEE
01.01.2006
Institute of Electrical and Electronics Engineers The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subjects | |
Online Access | Get full text |
ISSN | 0018-9286 1558-2523 |
DOI | 10.1109/TAC.2005.861688 |
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Abstract | This paper studies state quantization schemes for feedback stabilization of control systems with limited information. The focus is on designing the least destabilizing quantizer subject to a given information constraint. We explore several ways of measuring the destabilizing effect of a quantizer on the closed-loop system, including (but not limited to) the worst-case quantization error. In each case, we show how quantizer design can be naturally reduced to a version of the so-called multicenter problem from locational optimization. Algorithms for obtaining solutions to such problems, all in terms of suitable Voronoi quantizers, are discussed. In particular, an iterative solver is developed for a novel weighted multicenter problem which most accurately represents the least destabilizing quantizer design. A simulation study is also presented. |
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AbstractList | This paper studies state quantization schemes for feedback stabilization of control systems with limited information. The focus is on designing the least destabilizing quantizer subject to a given information constraint. We explore several ways of measuring the destabilizing effect of a quantizer on the closed-loop system, including (but not limited to) the worst-case quantization error. In each case, we show how quantizer design can be naturally reduced to a version of the so-called multicenter problem from locational optimization. Algorithms for obtaining solutions to such problems, all in terms of suitable Voronoi quantizers, are discussed. In particular, an iterative solver is developed for a novel weighted multicenter problem which most accurately represents the least destabilizing quantizer design. A simulation study is also presented. |
Author | Bullo, F. Liberzon, D. |
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Keywords | State feedback Voronoï diagram locational optimization Quantization error Information system Worst case method Quantization Feedback regulation Iterative method Information control Optimization Closed feedback quantized control Quantized signal Quantifier Feedback stabilization |
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SubjectTerms | Adaptive control Applied sciences Asymptotic stability Computer science; control theory; systems Control systems Control theory. Systems Counters Design engineering Design optimization Error analysis Exact sciences and technology Feedback stabilization Iterative algorithms locational optimization Optimization Quantization quantized control Shape control Solvers Stabilization State feedback |
Title | Quantized control via locational optimization |
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