Complex Problems Solution as a Service Based on Predictive Optimization and Tasks Orchestration in Smart Cities
DC Field | Value | Language |
---|---|---|
dc.contributor.author | Ahmad, Shabir | - |
dc.contributor.author | Ali, Jehad | - |
dc.contributor.author | Jamil, Faisal | - |
dc.contributor.author | Whangbo, Taeg Keun | - |
dc.contributor.author | Kim, DoHyeun | - |
dc.date.accessioned | 2021-07-04T07:40:40Z | - |
dc.date.available | 2021-07-04T07:40:40Z | - |
dc.date.created | 2021-06-21 | - |
dc.date.issued | 2021-06 | - |
dc.identifier.issn | 1546-2218 | - |
dc.identifier.uri | https://scholarworks.bwise.kr/gachon/handle/2020.sw.gachon/81547 | - |
dc.description.abstract | Smart cities have different contradicting goals having no apparent solution. The selection of the appropriate solution, which is considered the best compromise among the candidates, is known as complex problem-solving. Smart city administrators face different problems of complex nature, such as optimal energy trading in microgrids and optimal comfort index in smart homes, to mention a few. This paper proposes a novel architecture to offer complex problem solutions as a service (CPSaaS) based on predictive model optimization and optimal task orchestration to offer solutions to different problems in a smart city. Predictive model optimization uses a machine learning module and optimization objective to compute the given problem’s solutions. The task orchestration module helps decompose the complex problem in small tasks and deploy them on real-world physical sensors and actuators. The proposed architecture is hierarchical and modular, making it robust against faults and easy to maintain. The proposed architecture’s evaluation results highlight its strengths in fault tolerance, accuracy, and processing speed. © 2021 Tech Science Press. All rights reserved. | - |
dc.language | 영어 | - |
dc.language.iso | en | - |
dc.publisher | TECH SCIENCE PRESS | - |
dc.relation.isPartOf | CMC-COMPUTERS MATERIALS & CONTINUA | - |
dc.title | Complex Problems Solution as a Service Based on Predictive Optimization and Tasks Orchestration in Smart Cities | - |
dc.type | Article | - |
dc.type.rims | ART | - |
dc.description.journalClass | 1 | - |
dc.identifier.wosid | 000659047600001 | - |
dc.identifier.doi | 10.32604/cmc.2021.017773 | - |
dc.identifier.bibliographicCitation | CMC-COMPUTERS MATERIALS & CONTINUA, v.69, no.1, pp.1271 - 1288 | - |
dc.description.isOpenAccess | N | - |
dc.identifier.scopusid | 2-s2.0-85107743541 | - |
dc.citation.endPage | 1288 | - |
dc.citation.startPage | 1271 | - |
dc.citation.title | CMC-COMPUTERS MATERIALS & CONTINUA | - |
dc.citation.volume | 69 | - |
dc.citation.number | 1 | - |
dc.contributor.affiliatedAuthor | Ahmad, Shabir | - |
dc.contributor.affiliatedAuthor | Whangbo, Taeg Keun | - |
dc.type.docType | Article | - |
dc.subject.keywordAuthor | Artificial cognition | - |
dc.subject.keywordAuthor | Complex problem solving | - |
dc.subject.keywordAuthor | Embedded IoT systems | - |
dc.subject.keywordAuthor | Internet of things | - |
dc.subject.keywordAuthor | Predictive optimization | - |
dc.subject.keywordAuthor | Task modeling | - |
dc.subject.keywordAuthor | Task orchestration | - |
dc.subject.keywordPlus | Architecture | - |
dc.subject.keywordPlus | Automation | - |
dc.subject.keywordPlus | Fault tolerance | - |
dc.subject.keywordPlus | Intelligent buildings | - |
dc.subject.keywordPlus | Microgrids | - |
dc.subject.keywordPlus | Problem solving | - |
dc.subject.keywordPlus | Smart city | - |
dc.subject.keywordPlus | Turing machines | - |
dc.subject.keywordPlus | Complex problem solving | - |
dc.subject.keywordPlus | Complex problems | - |
dc.subject.keywordPlus | Evaluation results | - |
dc.subject.keywordPlus | Machine learning module | - |
dc.subject.keywordPlus | Novel architecture | - |
dc.subject.keywordPlus | Physical sensors | - |
dc.subject.keywordPlus | Predictive modeling | - |
dc.subject.keywordPlus | Proposed architectures | - |
dc.subject.keywordPlus | Predictive analytics | - |
dc.description.journalRegisteredClass | scie | - |
dc.description.journalRegisteredClass | scopus | - |
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