Collaborative actuation of wireless sensor and actuator networks for the agriculture industry.

Hdl Handle:
http://hdl.handle.net/10545/622067
Title:
Collaborative actuation of wireless sensor and actuator networks for the agriculture industry.
Authors:
Bai, Xingzhen; Liu, Lu ( 0000-0003-1013-4507 ) ; Cao, Maoyong ( 0000-0001-6754-8490 ) ; Panneerselvam, John ( 0000-0002-0332-1681 ) ; Sun, Qiao; Wang, Haixia
Abstract:
This paper investigates the deployment of collaborative estimation and actuation scheme of wireless sensor and actuator networks for the agriculture industry. In our proposed scheme, sensor nodes conduct a local estimation based on the Kalman filter for enhancing the estimation stability and further transmit data to the actuator nodes under a multi-rate transmission mode for enhancing the overall energy efficiency of the wireless network. Considering the mutual effect of related clusters, a collaborative actuation scheme of actuator nodes is integrated into our proposed scheme for improving the estimation accuracy and convergence speed. With an accurate estimation of the changes in the environmental parameters, combining the fuzzy neural network with the PID control algorithm, the actuator exerts reliable control over the environmental parameters. Performance evaluations and simulation analysis conducted based on the effects of temperature demonstrate the effectiveness of our proposed scheme in controlling the greenhouse environmental changes for in the agriculture industry.
Affiliation:
Shandong University of Science and Technology; University of Derby
Citation:
Bai, X. et al (2017) 'Collaborative Actuation of Wireless Sensor and Actuator Networks for the Agriculture Industry', IEEE Access, 5 pp.13286-13296
Publisher:
IEEE
Journal:
IEEE Access
Issue Date:
11-Jul-2017
URI:
http://hdl.handle.net/10545/622067
DOI:
10.1109/ACCESS.2017.2725342
Additional Links:
http://ieeexplore.ieee.org/document/7973153/
Type:
Article
Language:
en
ISSN:
21693536
Sponsors:
N/A
Appears in Collections:
Department of Electronics, Computing & Maths

Full metadata record

DC FieldValue Language
dc.contributor.authorBai, Xingzhenen
dc.contributor.authorLiu, Luen
dc.contributor.authorCao, Maoyongen
dc.contributor.authorPanneerselvam, Johnen
dc.contributor.authorSun, Qiaoen
dc.contributor.authorWang, Haixiaen
dc.date.accessioned2018-01-22T15:23:31Z-
dc.date.available2018-01-22T15:23:31Z-
dc.date.issued2017-07-11-
dc.identifier.citationBai, X. et al (2017) 'Collaborative Actuation of Wireless Sensor and Actuator Networks for the Agriculture Industry', IEEE Access, 5 pp.13286-13296en
dc.identifier.issn21693536-
dc.identifier.doi10.1109/ACCESS.2017.2725342-
dc.identifier.urihttp://hdl.handle.net/10545/622067-
dc.description.abstractThis paper investigates the deployment of collaborative estimation and actuation scheme of wireless sensor and actuator networks for the agriculture industry. In our proposed scheme, sensor nodes conduct a local estimation based on the Kalman filter for enhancing the estimation stability and further transmit data to the actuator nodes under a multi-rate transmission mode for enhancing the overall energy efficiency of the wireless network. Considering the mutual effect of related clusters, a collaborative actuation scheme of actuator nodes is integrated into our proposed scheme for improving the estimation accuracy and convergence speed. With an accurate estimation of the changes in the environmental parameters, combining the fuzzy neural network with the PID control algorithm, the actuator exerts reliable control over the environmental parameters. Performance evaluations and simulation analysis conducted based on the effects of temperature demonstrate the effectiveness of our proposed scheme in controlling the greenhouse environmental changes for in the agriculture industry.en
dc.description.sponsorshipN/Aen
dc.language.isoenen
dc.publisherIEEEen
dc.relation.urlhttp://ieeexplore.ieee.org/document/7973153/en
dc.rightsArchived with thanks to IEEE Accessen
dc.subjectCollaborative actuationen
dc.subjectWireless networksen
dc.subjectAgricultural industryen
dc.titleCollaborative actuation of wireless sensor and actuator networks for the agriculture industry.en
dc.typeArticleen
dc.contributor.departmentShandong University of Science and Technologyen
dc.contributor.departmentUniversity of Derbyen
dc.identifier.journalIEEE Accessen
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