Minimum variance benchmark for performance assessment of decentralized controllers
The available minimum variance (MV) benchmarks do not take the controller structure into account and thus can lead to incorrect conclusions regarding the performance of decentralized controllers. In this paper, we present a method for computing a lower bound on the least output variance achievable u...
Saved in:
Main Authors: | , |
---|---|
Other Authors: | |
Format: | Article |
Language: | English |
Published: |
2013
|
Subjects: | |
Online Access: | https://hdl.handle.net/10356/100984 http://hdl.handle.net/10220/16710 |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Institution: | Nanyang Technological University |
Language: | English |
id |
sg-ntu-dr.10356-100984 |
---|---|
record_format |
dspace |
spelling |
sg-ntu-dr.10356-1009842020-03-07T11:40:21Z Minimum variance benchmark for performance assessment of decentralized controllers Sendjaja, Antonius Yudi Kariwala, Vinay School of Chemical and Biomedical Engineering DRNTU::Engineering::Chemical engineering The available minimum variance (MV) benchmarks do not take the controller structure into account and thus can lead to incorrect conclusions regarding the performance of decentralized controllers. In this paper, we present a method for computing a lower bound on the least output variance achievable using decentralized controllers, where the nonconvexity of the optimization problem is handled using sums of squares programming. Though tight, the computation of this lower bound requires that the process model be known. As a more practical approach, we derive an MV benchmark for performance assessment of decentralized controllers on a loop by loop basis. The MV benchmark for loop by loop analysis can be estimated from the closed loop operating data with the knowledge of time delays between all the inputs and outputs. The usefulness of the proposed benchmarks is demonstrated using simulation examples. 2013-10-23T05:55:26Z 2019-12-06T20:31:44Z 2013-10-23T05:55:26Z 2019-12-06T20:31:44Z 2012 2012 Journal Article Sendjaja, A. Y., & Kariwala, V. (2012). Minimum variance benchmark for performance assessment of decentralized controllers. Industrial & Engineering Chemistry Research, 51(11), 4288-4298. 0888-5885 https://hdl.handle.net/10356/100984 http://hdl.handle.net/10220/16710 10.1021/ie201361d en Industrial & Engineering Chemistry Research © 2012 American Chemical Society |
institution |
Nanyang Technological University |
building |
NTU Library |
country |
Singapore |
collection |
DR-NTU |
language |
English |
topic |
DRNTU::Engineering::Chemical engineering |
spellingShingle |
DRNTU::Engineering::Chemical engineering Sendjaja, Antonius Yudi Kariwala, Vinay Minimum variance benchmark for performance assessment of decentralized controllers |
description |
The available minimum variance (MV) benchmarks do not take the controller structure into account and thus can lead to incorrect conclusions regarding the performance of decentralized controllers. In this paper, we present a method for computing a lower bound on the least output variance achievable using decentralized controllers, where the nonconvexity of the optimization problem is handled using sums of squares programming. Though tight, the computation of this lower bound requires that the process model be known. As a more practical approach, we derive an MV benchmark for performance assessment of decentralized controllers on a loop by loop basis. The MV benchmark for loop by loop analysis can be estimated from the closed loop operating data with the knowledge of time delays between all the inputs and outputs. The usefulness of the proposed benchmarks is demonstrated using simulation examples. |
author2 |
School of Chemical and Biomedical Engineering |
author_facet |
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 |
Minimum variance benchmark for performance assessment of decentralized controllers |
title_short |
Minimum variance benchmark for performance assessment of decentralized controllers |
title_full |
Minimum variance benchmark for performance assessment of decentralized controllers |
title_fullStr |
Minimum variance benchmark for performance assessment of decentralized controllers |
title_full_unstemmed |
Minimum variance benchmark for performance assessment of decentralized controllers |
title_sort |
minimum variance benchmark for performance assessment of decentralized controllers |
publishDate |
2013 |
url |
https://hdl.handle.net/10356/100984 http://hdl.handle.net/10220/16710 |
_version_ |
1681047468773474304 |