A study on the significance of backlash width values to the performance of the MIQP-based design of MPC

One of the main contributors to the serious degradation in any control loop performance is the existence of actuator backlash. Most techniques in compensating the backlash effect includes the utilization of backlash nonlinear inverse, which is normally inserted prior to the control valves such...

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Main Authors: H., Zabiri, Y., Samyudia
Format: Conference or Workshop Item
Published: 2005
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Online Access:http://eprints.utp.edu.my/3767/1/haslinda_icis2005.pdf
http://eprints.utp.edu.my/3767/
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spelling my.utp.eprints.37672017-01-19T08:27:30Z A study on the significance of backlash width values to the performance of the MIQP-based design of MPC H., Zabiri Y., Samyudia TP Chemical technology One of the main contributors to the serious degradation in any control loop performance is the existence of actuator backlash. Most techniques in compensating the backlash effect includes the utilization of backlash nonlinear inverse, which is normally inserted prior to the control valves such that the net effect is a pure input/output gain. Though this technique proved efficient, one of the main disadvantages is when the control valve is operating near its saturation limits. As such, total compensation is not possible and the backlash effect may not be eliminated. An approach that has been recently developed involved the integration of the actuator backlash within the framework of Model Predictive Control (MPC) controller algorithm itself. This method, so-called the Mixed-Integer Quadratic Programming (MIQP)-based design of MPC, has been shown through extensive simulation on industrial case studies to be able to handle efficiently actuator saturation and actuator backlash nonlinearities simultaneously. In most cases, superior performance is achieved by the MIQP-based MPC in comparison to other existing backlash compensation methods. The simulation studies so far, however, assumed that the actual value of the backlash width is known exactly. In this paper, the performance of the MIQP-based MPC design is investigated against under- and over-estimation of the backlash width values. Simulation results via an industrial Fluidized Catalytic Cracking Unit (FCCU) case study are presented to show the significance of precise estimation of the backlash width in ensuring successful implementation of the MIQP-based design of MPC. 2005 Conference or Workshop Item PeerReviewed application/pdf http://eprints.utp.edu.my/3767/1/haslinda_icis2005.pdf H., Zabiri and Y., Samyudia (2005) A study on the significance of backlash width values to the performance of the MIQP-based design of MPC. In: Proceedings of International Conference on Intelligent Systems (ICIS 2005), December 2005, Kuala Lumpur. http://eprints.utp.edu.my/3767/
institution Universiti Teknologi Petronas
building UTP Resource Centre
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Petronas
content_source UTP Institutional Repository
url_provider http://eprints.utp.edu.my/
topic TP Chemical technology
spellingShingle TP Chemical technology
H., Zabiri
Y., Samyudia
A study on the significance of backlash width values to the performance of the MIQP-based design of MPC
description One of the main contributors to the serious degradation in any control loop performance is the existence of actuator backlash. Most techniques in compensating the backlash effect includes the utilization of backlash nonlinear inverse, which is normally inserted prior to the control valves such that the net effect is a pure input/output gain. Though this technique proved efficient, one of the main disadvantages is when the control valve is operating near its saturation limits. As such, total compensation is not possible and the backlash effect may not be eliminated. An approach that has been recently developed involved the integration of the actuator backlash within the framework of Model Predictive Control (MPC) controller algorithm itself. This method, so-called the Mixed-Integer Quadratic Programming (MIQP)-based design of MPC, has been shown through extensive simulation on industrial case studies to be able to handle efficiently actuator saturation and actuator backlash nonlinearities simultaneously. In most cases, superior performance is achieved by the MIQP-based MPC in comparison to other existing backlash compensation methods. The simulation studies so far, however, assumed that the actual value of the backlash width is known exactly. In this paper, the performance of the MIQP-based MPC design is investigated against under- and over-estimation of the backlash width values. Simulation results via an industrial Fluidized Catalytic Cracking Unit (FCCU) case study are presented to show the significance of precise estimation of the backlash width in ensuring successful implementation of the MIQP-based design of MPC.
format Conference or Workshop Item
author H., Zabiri
Y., Samyudia
author_facet H., Zabiri
Y., Samyudia
author_sort H., Zabiri
title A study on the significance of backlash width values to the performance of the MIQP-based design of MPC
title_short A study on the significance of backlash width values to the performance of the MIQP-based design of MPC
title_full A study on the significance of backlash width values to the performance of the MIQP-based design of MPC
title_fullStr A study on the significance of backlash width values to the performance of the MIQP-based design of MPC
title_full_unstemmed A study on the significance of backlash width values to the performance of the MIQP-based design of MPC
title_sort study on the significance of backlash width values to the performance of the miqp-based design of mpc
publishDate 2005
url http://eprints.utp.edu.my/3767/1/haslinda_icis2005.pdf
http://eprints.utp.edu.my/3767/
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