Recent Developments in Intelligent Computing, Communication and Devices: Proceedings of ICCD 2019 PDF
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Advances in Intelligent Systems and Computing 1185 C. H. WU Srikanta PATNAIK Florin POPENTIU VLÃDICESCU Kazumi NAKAMATSU Editors Recent Developments in Intelligent Computing, Communication and Devices Proceedings of ICCD 2019 Advances in Intelligent Systems and Computing Volume 1185 Series Editor Janusz Kacprzyk, Systems Research Institute, Polish Academy of Sciences, Warsaw, Poland Advisory Editors Nikhil R. Pal, Indian Statistical Institute, Kolkata, India Rafael Bello Perez, Faculty of Mathematics, Physics and Computing, Universidad Central de Las Villas, Santa Clara, Cuba Emilio S. Corchado, University of Salamanca, Salamanca, Spain Hani Hagras, School of Computer Science and Electronic Engineering, University of Essex, Colchester, UK László T. Kóczy, Department of Automation, Széchenyi István University, Gyor, Hungary Vladik Kreinovich, Department of Computer Science, University of Texas at El Paso, El Paso, TX, USA Chin-Teng Lin, Department of Electrical Engineering, National Chiao Tung University, Hsinchu, Taiwan Jie Lu, Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, NSW, Australia Patricia Melin, Graduate Program of Computer Science, Tijuana Institute of Technology, Tijuana, Mexico NadiaNedjah,DepartmentofElectronicsEngineering,UniversityofRiodeJaneiro, Rio de Janeiro, Brazil Ngoc Thanh Nguyen , Faculty of Computer Science and Management, Wrocław University of Technology, Wrocław, Poland Jun Wang, Department of Mechanical and Automation Engineering, The Chinese University of Hong Kong, Shatin, Hong Kong Theseries“AdvancesinIntelligentSystemsandComputing”containspublications on theory, applications, and design methods of Intelligent Systems and Intelligent Computing.Virtuallyalldisciplinessuchasengineering,naturalsciences,computer and information science, ICT, economics, business, e-commerce, environment, healthcare,lifesciencearecovered.Thelistoftopicsspansalltheareasofmodern intelligentsystemsandcomputingsuchas:computationalintelligence,softcomput- ingincludingneuralnetworks,fuzzysystems,evolutionarycomputingandthefusion of these paradigms, social intelligence, ambient intelligence, computational neuro- science, artificial life, virtual worlds and society, cognitive science and systems, Perception and Vision, DNA and immune based systems, self-organizing and adaptive systems, e-Learning and teaching, human-centered and human-centric computing, recommender systems, intelligent control, robotics and mechatronics including human-machine teaming, knowledge-based paradigms, learning para- digms,machineethics,intelligentdataanalysis,knowledgemanagement,intelligent agents, intelligent decision making and support, intelligent network security, trust management,interactiveentertainment,Webintelligenceandmultimedia. The publications within “Advances in Intelligent Systems and Computing” are primarily proceedings of important conferences, symposia and congresses. They cover significant recent developments in the field, both of a foundational and applicable character. An important characteristic feature of the series is the short publication time and world-wide distribution. This permits a rapid and broad dissemination of research results. Indexed by SCOPUS, DBLP, EI Compendex, INSPEC, WTI Frankfurt eG, zbMATH, Japanese Science and Technology Agency (JST), SCImago. AllbookspublishedintheseriesaresubmittedforconsiderationinWebofScience. More information about this series at http://www.springer.com/series/11156 C. H. WU Srikanta PATNAIK (cid:129) (cid:129) Ã Florin POPENTIU VL DICESCU (cid:129) Kazumi NAKAMATSU Editors Recent Developments in Intelligent Computing, Communication and Devices Proceedings of ICCD 2019 123 Editors C. H.WU Srikanta PATNAIK Department ofSupply Chain Department ofComputer Science andInformation Management(SCM) andEngineering TheHang SengUniversity of HongKong Faculty of Engineering andTechnology (HSUHK) Siksha‘O’ AnusandhanUniversity Shatin, NewTerritories,Hong Kong Bhubaneswar, Odisha, India Florin POPENTIUVLÃDICESCU Kazumi NAKAMATSU Information andCommunication Schoolof Human ScienceandEnvironment Engineering University of Hyogo Faculty Automatic Control Himeji,Japan andComputer Science University of Oradea Oradea, Romania ISSN 2194-5357 ISSN 2194-5365 (electronic) Advances in Intelligent Systems andComputing ISBN978-981-15-5886-3 ISBN978-981-15-5887-0 (eBook) https://doi.org/10.1007/978-981-15-5887-0 ©TheEditor(s)(ifapplicable)andTheAuthor(s),underexclusivelicensetoSpringerNature SingaporePteLtd.2021 Thisworkissubjecttocopyright.AllrightsaresolelyandexclusivelylicensedbythePublisher,whether thewholeorpartofthematerialisconcerned,specificallytherightsoftranslation,reprinting,reuseof illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmissionorinformationstorageandretrieval,electronicadaptation,computersoftware,orbysimilar ordissimilarmethodologynowknownorhereafterdeveloped. The use of general descriptive names, registered names, trademarks, service marks, etc. in this publicationdoesnotimply,evenintheabsenceofaspecificstatement,thatsuchnamesareexemptfrom therelevantprotectivelawsandregulationsandthereforefreeforgeneraluse. The publisher, the authors and the editors are safe to assume that the advice and information in this book are believed to be true and accurate at the date of publication. Neither the publisher nor the authors or the editors give a warranty, expressed or implied, with respect to the material contained hereinorforanyerrorsoromissionsthatmayhavebeenmade.Thepublisherremainsneutralwithregard tojurisdictionalclaimsinpublishedmapsandinstitutionalaffiliations. ThisSpringerimprintispublishedbytheregisteredcompanySpringerNatureSingaporePteLtd. The registered company address is: 152 Beach Road, #21-01/04 Gateway East, Singapore 189721, Singapore Preface The integration of Machine Learning, Big Data and cloud computing has lead to evolution of new paradigms of Intelligent Computing, Communication and Devices, as well as their extensive applications. Although, technically these tech- nologies are distinct and very vast, but when integrated with each other, together they lead to disruptive and next generation devices and technologies with appli- cations in various sectors. Thiseditionofproceedingscoveracollectionofrecentresearchworkspresented at the 5th International Conference on Intelligent Computing, Communication and Devices (ICCD 2018) held at Xi’an, China during November 22–24, 2019. The research papers provide a wide coverage to all the aspects of next generation computing, communication and intelligent devices. The papers are broadly cate- gorized into three major parts (i) Intelligent Computing (ii) Next Generation Communication and Networking and (iii) Intelligent Devices. The first part “Intelligent Computing” addresses research works on intelligent computing in distributed networks and cloud-based networks. It further includes papers on soft computing, data mining, data exchange systems, data crawling, clusteranalysis,context-basedadaptivefilters,automaticdecisionsupportsystems, collaborative systems etc. The second part namely, “Next generation Communication and Networking” covers recent research and trends being developed in various areas such as M2M communications and networks, signal transmissions, signal processing of mechanicalvibrations,artificialintelligencebasednetworksecurity,faultdetection anddiagnosis.Itfurtherexhibitsworkonad-hocnetworks,radarsignals,wideband differentialphaseshifters,Dual-bandantennaarray,miniaturizedantennaunitsand their transmission lines etc. v vi Preface Lastbutnottheleast,parton“IntelligentDevices”coversvarioushybriddevices developedforvariousindustrialsectorstoincreaseproductivityofthesectorwhile coping with various challenges and circumstances. Editors Shatin, Hong Kong C. H. WU Bhubaneswar, India Srikanta PATNAIK Oradea, Romania Florin POPENTIU VLÃDICESCU Himeji, Japan Kazumi NAKAMATSU Acknowledgements The contributions covered in this proceeding are the outcome of the contributions from more than one hundred researchers. We are thankful to the authors, paper contributors of this volume and the departments which support the event a lot. WearethankfultotheEditor-in-ChiefoftheSpringerBookserieson“Advances in Intelligent Systems and Computing” Prof. Janusz Kacprzyk for his support to bring out the fourth volume of the conference i.e. ICCD 2019. It is noteworthy to mentionherethatconstantsupportfromtheEditor-in-Chiefandthemembersofthe publishing house makes the conference fruitful for its fifth edition. WewouldliketoextendourheartfeltthankstoDr.AnindaBose,SeniorEditor, Interdisciplinary and Applied Sciences, Computational Intelligence, Springer and his publishing team. for his encouragement and support. We are thankful to Hamido Fujita, Director of Intelligent Software Systems Iwate Prefectural University, Japan, for his well-researched keynote address “New Challenges in Machine Learning: Multiclass-Classification for Risk Predictions in Health Care Applications” and equally thankful to Prof. Gang Sun, University of Electronic Science and Technology of China (UESTC), for his path breaking talk. Lastly but not the least, we are thankful to our friend Prof. Dr. Sc. Kazumi Nakamatsu, School of Human Science and Environment, University of Hyogo, Japan, Prof. Dr. Andrew W. H. Ip, University of Saskatchewan, Department of Mechanical Engineering, Canada, for their support and guidance, We are also thankful to the experts and reviewers who have worked for this volume despite of the veil of their anonymity. We are also thankful our academic partners: Interscience Research Network (IRNet),HunanUniversityofFinanceandEconomics,Changsha,China;Schoolof Electrical and Information Engineering, Hunan University of Technology, Zhuzhou, China; IRnet International Academic Communication Center, China; Financial Big Data Science and Technology Key Laboratory of Hunan Province, Changsha, China; Hunan provincial 2011 Collaborative Innovation Center for Development and Utilization of Finance and Economics Big Data Property, Changsha,China;HunanProvinceHigherEducationalInstitutionsKeyLaboratory vii viii Acknowledgements “Information Technology and Information Security”, Changsha, China; Key Laboratory for Electric Drive Control and Intelligent Equipment of Hunan Province, China; Guangdong Graphic Image Association, China; Guangdong Massive Biometric Information Processing Engineering Technology Research Center; Jiangmen Computer Federation, China and lastly, but not the least Interscience Institute of Management and Technology, Bhubaneswar, India. Welookforwardtoyourvaluedcontributionandsupporttonexteditionsofthe 6th International Conference of Intelligent Computing, Communication and Devices (ICCD 2020), whose venue will be announced shortly. We are sure that the readers shall get immense benefit and knowledge from the fourth volume of the area Intelligent Computing, Communication and Devices. Editors C. H. WU Srikanta PATNAIK Florin POPENTIU VLÃDICESCU Kazumi NAKAMATSU Contents Intelligent Computing Multi-SoftMax Convolutional Neural Network and Its Application in the Diagnosis of Planetary Gearbox Complicated Faults . . . . . . . . . . 3 Shixin Zhang, Qingquan Lv, Shenlin Zhang, and Jianhua Shan Signal Complexity Measure Based on Construction Creep Rate in 3s Feature Space . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 12 Jinwei Cai, Xueqin Chen, Peng Ming, and Wenshi Li ResearchonPartitionTechnologyofReal-TimeDatabaseinBigData Environment . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 18 Yuxuan Li and Suling Li RCS Sequence Period Estimation Method Based on Constant False Alarm Detection. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 23 Xinbing Fang, Sifang Liu, and Xiquan Wang Target Recognition of RCS Sequence Based on Neural Network . . . . . . 29 Gaofeng Pan, Sheng Liang, Sifang Liu, and Xie Yong Encouraging Cooperation in Participatory Sensing with Reputation and Game Analysis . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 36 Tianqi Zhang, Rong Zhang, and Jin Wang Multi-granularity Attribute Sentiment Analysis Based on Neural Network . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 43 Runxue Chen, Peng Yan, and Lian Xu Study on Fuzzy Crop Planning Problems Based on Credibility Theory . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 55 Hai Tao Zhong, Ming Fa Zheng, Fang Chi Liang, and Ya Nan Wang ix
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