Achievable PID performance using sums of squares programming
In addition to process elements like time delay, the PID structure of the controller can pose fundamental limitations on the achievable control performance. A key difficulty in characterizing the limitations due to controller structure is the non-convexity of the resulting optimization problem. In t...
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sg-ntu-dr.10356-909972023-12-29T06:53:04Z Achievable PID performance using sums of squares programming Sendjaja, Antonius Yudi Kariwala, Vinay School of Chemical and Biomedical Engineering DRNTU::Engineering::Chemical engineering DRNTU::Engineering::Electrical and electronic engineering::Control and instrumentation::Control engineering DRNTU::Science::Mathematics::Applied mathematics::Optimization In addition to process elements like time delay, the PID structure of the controller can pose fundamental limitations on the achievable control performance. A key difficulty in characterizing the limitations due to controller structure is the non-convexity of the resulting optimization problem. In this paper, we present a global lower bound on the achievable PID performance, defined in terms of output variance, by solving a series of convex programs using sums of squares programming. This result is also extended to minimize the weighted sum of the variances of input rate and output. The tightness of the proposed bounds is demonstrated using several benchmark examples drawn from literature. Accepted version 2009-06-09T04:06:08Z 2019-12-06T17:57:51Z 2009-06-09T04:06:08Z 2019-12-06T17:57:51Z 2008 2008 Journal Article Sendjaja, A. Y., & Kariwala, V. (2008). Achievable PID performance using sums of squares programming. Journal of Process Control, 19(6), 1061-1065. 0959-1524 https://hdl.handle.net/10356/90997 http://hdl.handle.net/10220/4618 10.1016/j.jprocont.2008.12.005 en Journal of process control Journal of Process Control Copyright © 2008 Elsevier Ltd All rights reserved. The journal's website is located at http://www.sciencedirect.com/science/journal/09591524. 12 p. application/pdf |
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DRNTU::Engineering::Chemical engineering DRNTU::Engineering::Electrical and electronic engineering::Control and instrumentation::Control engineering DRNTU::Science::Mathematics::Applied mathematics::Optimization Sendjaja, Antonius Yudi Kariwala, Vinay Achievable PID performance using sums of squares programming |
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In addition to process elements like time delay, the PID structure of the controller can pose fundamental limitations on the achievable control performance. A key difficulty in characterizing the limitations due to controller structure is the non-convexity of the resulting optimization problem. In this paper, we present a global lower bound on the achievable PID performance, defined in terms of output variance, by solving a series of convex programs using sums of squares programming. This result is also extended to minimize the weighted sum of the variances of input rate and output. The tightness of the proposed bounds is demonstrated using several benchmark examples drawn from literature. |
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School of Chemical and Biomedical Engineering |
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School of Chemical and Biomedical Engineering Sendjaja, Antonius Yudi Kariwala, Vinay |
format |
Article |
author |
Sendjaja, Antonius Yudi Kariwala, Vinay |
author_sort |
Sendjaja, Antonius Yudi |
title |
Achievable PID performance using sums of squares programming |
title_short |
Achievable PID performance using sums of squares programming |
title_full |
Achievable PID performance using sums of squares programming |
title_fullStr |
Achievable PID performance using sums of squares programming |
title_full_unstemmed |
Achievable PID performance using sums of squares programming |
title_sort |
achievable pid performance using sums of squares programming |
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2009 |
url |
https://hdl.handle.net/10356/90997 http://hdl.handle.net/10220/4618 |
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1787136796896788480 |