Cloud-based robotic system for crowd control in smart cities using hybrid intelligent generic algorithm
In recent years, cloud robotics in smart cities emerged with the technology of cloud computing and robotic enabled services such as ubiquitous computing based on internet resources, wireless sensor network, communication technologies, and large scale storage system for smart systems. The Internet of...
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| Published in | Journal of ambient intelligence and humanized computing Vol. 11; no. 12; pp. 6293 - 6306 |
|---|---|
| Main Authors | , |
| Format | Journal Article |
| Language | English |
| Published |
Berlin/Heidelberg
Springer Berlin Heidelberg
01.12.2020
Springer Nature B.V |
| Subjects | |
| Online Access | Get full text |
| ISSN | 1868-5137 1868-5145 |
| DOI | 10.1007/s12652-020-01758-w |
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| Abstract | In recent years, cloud robotics in smart cities emerged with the technology of cloud computing and robotic enabled services such as ubiquitous computing based on internet resources, wireless sensor network, communication technologies, and large scale storage system for smart systems. The Internet of things is a complement to generate an enhanced system where robots offload the pervasive cloud to ensure the quality of the service from the data-intensive computation. In general the robots offloading is a crucial issue because of their skill learning, decision-making capabilities, a unique feature of mobility, and data collection. In this paper, a cloud-based robotic system for the crowd control system in smart cities using the hybrid intelligent generic algorithm has been proposed for smart crowd management. The cloud enhanced robots are employed to execute the essential task while taking into consideration of different complexity in a smart city. Furthermore, the integrated framework has been introduced to handling the task offloading and task completion through the robotics movement with minimum time and energy. The experimental results shows that the proposed system achieves powerful computation, storage, energy-efficient and reduce the cost with the help of cloud computing for smart city management. |
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| AbstractList | In recent years, cloud robotics in smart cities emerged with the technology of cloud computing and robotic enabled services such as ubiquitous computing based on internet resources, wireless sensor network, communication technologies, and large scale storage system for smart systems. The Internet of things is a complement to generate an enhanced system where robots offload the pervasive cloud to ensure the quality of the service from the data-intensive computation. In general the robots offloading is a crucial issue because of their skill learning, decision-making capabilities, a unique feature of mobility, and data collection. In this paper, a cloud-based robotic system for the crowd control system in smart cities using the hybrid intelligent generic algorithm has been proposed for smart crowd management. The cloud enhanced robots are employed to execute the essential task while taking into consideration of different complexity in a smart city. Furthermore, the integrated framework has been introduced to handling the task offloading and task completion through the robotics movement with minimum time and energy. The experimental results shows that the proposed system achieves powerful computation, storage, energy-efficient and reduce the cost with the help of cloud computing for smart city management. |
| Author | Manikanda Kumaran, K. Chinnadurai, M. |
| Author_xml | – sequence: 1 givenname: K. surname: Manikanda Kumaran fullname: Manikanda Kumaran, K. email: manikandakumarank31@gmail.com organization: Department of Information Technology, E.G.S. Pillay Engineering College – sequence: 2 givenname: M. surname: Chinnadurai fullname: Chinnadurai, M. organization: Department of Computer Science and Engineering, E.G.S. Pillay Engineering College |
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| Cites_doi | 10.1109/TSC.2018.2803826 10.1109/ACCESS.2016.2631152 10.1007/s12652-019-01635-1 10.3233/AIS-160374 10.1109/PIMRC.2017.8292655 10.1109/GLOCOM.2016.7841487 10.1007/s12652-019-01622-6 10.1109/ACCESS.2016.2514263 10.1007/s12369-016-0349-8 10.2316/P.2011.752-062 10.1109/TII.2018.2874693 10.1109/ACCESS.2018.2868250 10.1109/CSE-EUC.2017.209 10.1109/CloudNet.2016.49 10.3390/jsan5040020 10.3390/robotics7030047 10.1007/s13755-018-0054-0 10.1109/GLOCOM.2017.8255040 10.1109/IEEE.ICIOT.2017.15 |
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| Copyright | Springer-Verlag GmbH Germany, part of Springer Nature 2020 Springer-Verlag GmbH Germany, part of Springer Nature 2020. |
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| Keywords | Cloud computing Storage Energy Smart city Robotics |
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| References_xml | – reference: ErmacoraGRosaSTomaAFly4smartcity: a cloud robotics service for smart city applicationsJ Ambient Intell Smart Environ20168334735810.3233/AIS-160374 – reference: Chen W, Yaguchi Y, Naruse K, Watanobe Y, Nakamura K (2018) QoS-aware robotic streaming workflow allocation in cloud robotics systems. In: IEEE transactions on services computing – reference: LimosaniRManziAFioriniLCavalloFDarioPEnabling global robot navigation based on a cloud robotics approachInt J Soc Robot20168337138010.1007/s12369-016-0349-8 – reference: Merle P, Gourdin C, Mitton N (2017) Mobile cloud robotics as a service with OCCIware. In: 2017 IEEE International Congress on Internet of Things (ICIOT). IEEE, pp 50–57 – reference: Ng MK, Primatesta S, Giuliano L, Lupetti ML, Russo LO, Farulla GA, Bona B (2015) A cloud robotics system for telepresence enabling mobility impaired people to enjoy the whole museum experience. In: 2015 10th International conference on design and technology of integrated systems in nanoscale era (DTIS). IEEE, pp 1–6 – reference: Beigi NK, Partov B, Farokhi S (2017) Real-time cloud robotics in practical smart city applications. In: 2017 IEEE 28th annual international symposium on personal, indoor, and mobile radio communications (PIMRC). IEEE, pp 1–5 – reference: Rahman A, Jin J, Cricenti A, Rahman A, Panda M (2017) Motion and connectivity aware offloading in cloud robotics via genetic algorithm. In: GLOBECOM 2017-2017 IEEE global communications conference. IEEE, pp 1–6 – reference: ErmacoraGTomaABonaBChiabergeMSilvagniMGaspardoneMAntoniniRA cloud robotics architecture for an emergency management and monitoring service in a smart city environment, Tech. Rep2013TurinPolytechnic University of Turin – reference: Silvagni M, Chiaberge M, Sanguedolce C, Dara G (2017) A modular cloud robotics architecture for data management and mission handling of unmanned robotic services. 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IEEE, pp 208–211 – reference: RahmanAJinJCricentiALRahmanAKulkarniACommunication-aware cloud robotic task offloading with on-demand mobility for smart factory maintenanceIEEE Trans Ind Inform20181552500251110.1109/TII.2018.2874693 – reference: Kulshrestha T, Saxena D, Niyogi R, Misra M, Patel D (2017) An improved smartphone-based non-participatory crowd monitoring system in smart environments. In: 2017 IEEE international conference on computational science and engineering (CSE) and IEEE international conference on embedded and ubiquitous computing (EUC), vol 2. IEEE, pp 132–139 – reference: ShakeelPMBaskarSDhulipalaVSJaberMMCloud based framework for diagnosis of diabetes mellitus using K-means clusteringHealth Inf Sci Syst2018611610.1007/s13755-018-0054-0 – reference: RahmanAJinJCricentiARahmanAPalaniswamiMLuoTCloud-enhanced robotic system for smart city crowd controlJ Sens Actuator Netw2016542010.3390/jsan5040020 – reference: SamaniHZhuRRobotic automated external defibrillator ambulance for emergency medical service in smart citiesIEEE Access2016426828310.1109/ACCESS.2016.2514263 – reference: Quintas J, Menezes P, Dias J (2011) Cloud robotics: towards context aware robotic networks. In: International conference on robotics, pp 420–427 – reference: WanJTangSYanHLiDWangSVasilakosAVCloud robotics: current status and open issuesIEEE Access201642797280710.1109/ACCESS.2016.2631152 – reference: RenYLiuWLiuYXiongNNLiuALiuXAn effective crowdsourcing data reporting scheme to compose cloud-based services in mobile robotic systemsIEEE Access20186546835470010.1109/ACCESS.2018.2868250 – reference: Wang Y (2019) Robot algorithm based on neural network and intelligent predictive control. J Ambient Intell Hum Comput, 1–12 – ident: 1758_CR3 doi: 10.1109/TSC.2018.2803826 – volume: 4 start-page: 2797 year: 2016 ident: 1758_CR21 publication-title: IEEE Access doi: 10.1109/ACCESS.2016.2631152 – ident: 1758_CR2 doi: 10.1007/s12652-019-01635-1 – volume-title: A cloud robotics architecture for an emergency management and monitoring service in a smart city environment, Tech. Rep year: 2013 ident: 1758_CR4 – volume: 8 start-page: 347 issue: 3 year: 2016 ident: 1758_CR5 publication-title: J Ambient Intell Smart Environ doi: 10.3233/AIS-160374 – ident: 1758_CR1 doi: 10.1109/PIMRC.2017.8292655 – ident: 1758_CR12 doi: 10.1109/GLOCOM.2016.7841487 – ident: 1758_CR22 doi: 10.1007/s12652-019-01622-6 – ident: 1758_CR10 – volume: 4 start-page: 268 year: 2016 ident: 1758_CR18 publication-title: IEEE Access doi: 10.1109/ACCESS.2016.2514263 – volume: 8 start-page: 371 issue: 3 year: 2016 ident: 1758_CR7 publication-title: Int J Soc Robot doi: 10.1007/s12369-016-0349-8 – ident: 1758_CR11 doi: 10.2316/P.2011.752-062 – volume: 15 start-page: 2500 issue: 5 year: 2018 ident: 1758_CR15 publication-title: IEEE Trans Ind Inform doi: 10.1109/TII.2018.2874693 – volume: 6 start-page: 54683 year: 2018 ident: 1758_CR16 publication-title: IEEE Access doi: 10.1109/ACCESS.2018.2868250 – ident: 1758_CR6 doi: 10.1109/CSE-EUC.2017.209 – ident: 1758_CR8 doi: 10.1109/CloudNet.2016.49 – ident: 1758_CR20 – volume: 5 start-page: 20 issue: 4 year: 2016 ident: 1758_CR13 publication-title: J Sens Actuator Netw doi: 10.3390/jsan5040020 – volume: 7 start-page: 47 issue: 3 year: 2018 ident: 1758_CR17 publication-title: Robotics doi: 10.3390/robotics7030047 – volume: 6 start-page: 16 issue: 1 year: 2018 ident: 1758_CR19 publication-title: Health Inf Sci Syst doi: 10.1007/s13755-018-0054-0 – ident: 1758_CR14 doi: 10.1109/GLOCOM.2017.8255040 – ident: 1758_CR9 doi: 10.1109/IEEE.ICIOT.2017.15 |
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| SubjectTerms | Algorithms Artificial Intelligence Cities Cloud computing Communication Computation offloading Computational Intelligence Control systems Crowd control Crowdsourcing Data collection Energy consumption Energy storage Engineering Genetic algorithms Internet of Things Internet resources Neural networks Original Research Quality of service Remote computing Robotics Robotics and Automation Robots Sensors Smart cities Ubiquitous computing User Interfaces and Human Computer Interaction Wireless communications Wireless sensor networks |
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| Title | Cloud-based robotic system for crowd control in smart cities using hybrid intelligent generic algorithm |
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