Experimental verification of multirate and Model Predictive Control for discrete-valued control systems
A plant with discrete-valued control is considered in this study. In discrete-valued control systems, the control input resolution, which is determined by the minimum value of the amplitude of the discrete-valued input and period, directly affects the control performance. If insufficiently short per...
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The Japan Society of Mechanical Engineers
2021
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oai:doaj.org-article:42439292b060419ba3350aa1f21c6a4e2021-11-09T00:01:15ZExperimental verification of multirate and Model Predictive Control for discrete-valued control systems2187-974510.1299/mej.21-00043https://doaj.org/article/42439292b060419ba3350aa1f21c6a4e2021-10-01T00:00:00Zhttps://www.jstage.jst.go.jp/article/mej/8/5/8_21-00043/_pdf/-char/enhttps://doaj.org/toc/2187-9745A plant with discrete-valued control is considered in this study. In discrete-valued control systems, the control input resolution, which is determined by the minimum value of the amplitude of the discrete-valued input and period, directly affects the control performance. If insufficiently short periods are specified, the control performance decreases due to the poor resolution of the discrete-valued input. To overcome such decrease, multirate control, which employs individual periods for output measurement and control input switching, was adopted in this study. We analyzed a decrease in the discrete-valued control performance caused by the poor control input resolution in pneumatic isolation table control, and numerical simulations and experiments showed that the use of multirate control is effective despite a long output period. The multirate control input was determined based on the Model Predictive Control, and a Kalman filter was employed in the experiments to reduce sensor noise for the pressure sensors.Nijihiko ISHIHARAYuichi CHIDAMasaya TANEMURAThe Japan Society of Mechanical Engineersarticlediscrete actuatorsdiscrete-valued controlmultirate controlmodel predictive controlquantized signalspneumatic isolation tableMechanical engineering and machineryTJ1-1570ENMechanical Engineering Journal, Vol 8, Iss 5, Pp 21-00043-21-00043 (2021) |
institution |
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DOAJ |
language |
EN |
topic |
discrete actuators discrete-valued control multirate control model predictive control quantized signals pneumatic isolation table Mechanical engineering and machinery TJ1-1570 |
spellingShingle |
discrete actuators discrete-valued control multirate control model predictive control quantized signals pneumatic isolation table Mechanical engineering and machinery TJ1-1570 Nijihiko ISHIHARA Yuichi CHIDA Masaya TANEMURA Experimental verification of multirate and Model Predictive Control for discrete-valued control systems |
description |
A plant with discrete-valued control is considered in this study. In discrete-valued control systems, the control input resolution, which is determined by the minimum value of the amplitude of the discrete-valued input and period, directly affects the control performance. If insufficiently short periods are specified, the control performance decreases due to the poor resolution of the discrete-valued input. To overcome such decrease, multirate control, which employs individual periods for output measurement and control input switching, was adopted in this study. We analyzed a decrease in the discrete-valued control performance caused by the poor control input resolution in pneumatic isolation table control, and numerical simulations and experiments showed that the use of multirate control is effective despite a long output period. The multirate control input was determined based on the Model Predictive Control, and a Kalman filter was employed in the experiments to reduce sensor noise for the pressure sensors. |
format |
article |
author |
Nijihiko ISHIHARA Yuichi CHIDA Masaya TANEMURA |
author_facet |
Nijihiko ISHIHARA Yuichi CHIDA Masaya TANEMURA |
author_sort |
Nijihiko ISHIHARA |
title |
Experimental verification of multirate and Model Predictive Control for discrete-valued control systems |
title_short |
Experimental verification of multirate and Model Predictive Control for discrete-valued control systems |
title_full |
Experimental verification of multirate and Model Predictive Control for discrete-valued control systems |
title_fullStr |
Experimental verification of multirate and Model Predictive Control for discrete-valued control systems |
title_full_unstemmed |
Experimental verification of multirate and Model Predictive Control for discrete-valued control systems |
title_sort |
experimental verification of multirate and model predictive control for discrete-valued control systems |
publisher |
The Japan Society of Mechanical Engineers |
publishDate |
2021 |
url |
https://doaj.org/article/42439292b060419ba3350aa1f21c6a4e |
work_keys_str_mv |
AT nijihikoishihara experimentalverificationofmultirateandmodelpredictivecontrolfordiscretevaluedcontrolsystems AT yuichichida experimentalverificationofmultirateandmodelpredictivecontrolfordiscretevaluedcontrolsystems AT masayatanemura experimentalverificationofmultirateandmodelpredictivecontrolfordiscretevaluedcontrolsystems |
_version_ |
1718441379350183936 |