Self-Tuning Adaptive Multi-Rate Control for Energy Efficient Wireless Networked Control Systems

Detalhes bibliográficos
Autor(a) principal: Mansano, Raul K. [UNESP]
Data de Publicação: 2016
Outros Autores: Rodrigues, Renan J. [UNESP], Godoy, Eduardo P. [UNESP], Colon, Diego, IEEE
Tipo de documento: Artigo de conferência
Idioma: eng
Título da fonte: Repositório Institucional da UNESP
Texto Completo: http://hdl.handle.net/11449/159685
Resumo: Recent advances in wireless technologies and the proliferation of wireless sensors led to an increasing interest in Wireless Networked Control Systems (WNCS). A major issue in WNCS is the battery lifetime of the wireless sensors, which are a limited source of power. As the wireless transmission requires high-energy expenditure, it is imperative to reduce the number of wireless transmissions in order to save battery. This paper develops a multi-rate adaptive controller for energy efficient application of WNCS. A self-tuning adaptive controller is applied to identify the WNCS model, simulate that model and tune the controller parameters at each control step, providing robustness to disturbance and inherent nonlinearities of the WNCS. The novelty is the addition of a multi-rate control technique, so the resulting controller can process data from the simulated model to compute additional control signals, allowing the reduction of sensor sampling frequency. By reducing frequency of wireless transmissions, it is possible to reduce power expenditure of the wireless devices. Experimental results show that this strategy is effective and allow power saving for wireless sensors batteries without compromising the control performance.
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spelling Self-Tuning Adaptive Multi-Rate Control for Energy Efficient Wireless Networked Control SystemsAdaptive ControlCARIMA ModelEnergy SavingRecent advances in wireless technologies and the proliferation of wireless sensors led to an increasing interest in Wireless Networked Control Systems (WNCS). A major issue in WNCS is the battery lifetime of the wireless sensors, which are a limited source of power. As the wireless transmission requires high-energy expenditure, it is imperative to reduce the number of wireless transmissions in order to save battery. This paper develops a multi-rate adaptive controller for energy efficient application of WNCS. A self-tuning adaptive controller is applied to identify the WNCS model, simulate that model and tune the controller parameters at each control step, providing robustness to disturbance and inherent nonlinearities of the WNCS. The novelty is the addition of a multi-rate control technique, so the resulting controller can process data from the simulated model to compute additional control signals, allowing the reduction of sensor sampling frequency. By reducing frequency of wireless transmissions, it is possible to reduce power expenditure of the wireless devices. Experimental results show that this strategy is effective and allow power saving for wireless sensors batteries without compromising the control performance.Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP)Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)Univ Estadual Paulista, UNESP, Sorocaba, SP, BrazilUniv Sao Paulo, Sao Paulo, SP, BrazilUniv Estadual Paulista, UNESP, Sorocaba, SP, BrazilFAPESP: 2015/01303-2IeeeUniversidade Estadual Paulista (Unesp)Universidade de São Paulo (USP)Mansano, Raul K. [UNESP]Rodrigues, Renan J. [UNESP]Godoy, Eduardo P. [UNESP]Colon, DiegoIEEE2018-11-26T15:44:54Z2018-11-26T15:44:54Z2016-01-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/conferenceObject82016 12th Ieee/ias International Conference On Industry Applications (induscon). New York: Ieee, 8 p., 2016.http://hdl.handle.net/11449/159685WOS:000408912200139Web of Sciencereponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPeng2016 12th Ieee/ias International Conference On Industry Applications (induscon)info:eu-repo/semantics/openAccess2021-10-23T21:46:58Zoai:repositorio.unesp.br:11449/159685Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462021-10-23T21:46:58Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false
dc.title.none.fl_str_mv Self-Tuning Adaptive Multi-Rate Control for Energy Efficient Wireless Networked Control Systems
title Self-Tuning Adaptive Multi-Rate Control for Energy Efficient Wireless Networked Control Systems
spellingShingle Self-Tuning Adaptive Multi-Rate Control for Energy Efficient Wireless Networked Control Systems
Mansano, Raul K. [UNESP]
Adaptive Control
CARIMA Model
Energy Saving
title_short Self-Tuning Adaptive Multi-Rate Control for Energy Efficient Wireless Networked Control Systems
title_full Self-Tuning Adaptive Multi-Rate Control for Energy Efficient Wireless Networked Control Systems
title_fullStr Self-Tuning Adaptive Multi-Rate Control for Energy Efficient Wireless Networked Control Systems
title_full_unstemmed Self-Tuning Adaptive Multi-Rate Control for Energy Efficient Wireless Networked Control Systems
title_sort Self-Tuning Adaptive Multi-Rate Control for Energy Efficient Wireless Networked Control Systems
author Mansano, Raul K. [UNESP]
author_facet Mansano, Raul K. [UNESP]
Rodrigues, Renan J. [UNESP]
Godoy, Eduardo P. [UNESP]
Colon, Diego
IEEE
author_role author
author2 Rodrigues, Renan J. [UNESP]
Godoy, Eduardo P. [UNESP]
Colon, Diego
IEEE
author2_role author
author
author
author
dc.contributor.none.fl_str_mv Universidade Estadual Paulista (Unesp)
Universidade de São Paulo (USP)
dc.contributor.author.fl_str_mv Mansano, Raul K. [UNESP]
Rodrigues, Renan J. [UNESP]
Godoy, Eduardo P. [UNESP]
Colon, Diego
IEEE
dc.subject.por.fl_str_mv Adaptive Control
CARIMA Model
Energy Saving
topic Adaptive Control
CARIMA Model
Energy Saving
description Recent advances in wireless technologies and the proliferation of wireless sensors led to an increasing interest in Wireless Networked Control Systems (WNCS). A major issue in WNCS is the battery lifetime of the wireless sensors, which are a limited source of power. As the wireless transmission requires high-energy expenditure, it is imperative to reduce the number of wireless transmissions in order to save battery. This paper develops a multi-rate adaptive controller for energy efficient application of WNCS. A self-tuning adaptive controller is applied to identify the WNCS model, simulate that model and tune the controller parameters at each control step, providing robustness to disturbance and inherent nonlinearities of the WNCS. The novelty is the addition of a multi-rate control technique, so the resulting controller can process data from the simulated model to compute additional control signals, allowing the reduction of sensor sampling frequency. By reducing frequency of wireless transmissions, it is possible to reduce power expenditure of the wireless devices. Experimental results show that this strategy is effective and allow power saving for wireless sensors batteries without compromising the control performance.
publishDate 2016
dc.date.none.fl_str_mv 2016-01-01
2018-11-26T15:44:54Z
2018-11-26T15:44:54Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/conferenceObject
format conferenceObject
status_str publishedVersion
dc.identifier.uri.fl_str_mv 2016 12th Ieee/ias International Conference On Industry Applications (induscon). New York: Ieee, 8 p., 2016.
http://hdl.handle.net/11449/159685
WOS:000408912200139
identifier_str_mv 2016 12th Ieee/ias International Conference On Industry Applications (induscon). New York: Ieee, 8 p., 2016.
WOS:000408912200139
url http://hdl.handle.net/11449/159685
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 2016 12th Ieee/ias International Conference On Industry Applications (induscon)
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv 8
dc.publisher.none.fl_str_mv Ieee
publisher.none.fl_str_mv Ieee
dc.source.none.fl_str_mv Web of Science
reponame:Repositório Institucional da UNESP
instname:Universidade Estadual Paulista (UNESP)
instacron:UNESP
instname_str Universidade Estadual Paulista (UNESP)
instacron_str UNESP
institution UNESP
reponame_str Repositório Institucional da UNESP
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repository.name.fl_str_mv Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)
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