Recent Developments in Intelligent Computing, Communication and Devices: Proceedings of ICCD 2019

532 Pages·2021·23.871 MB·English

by  C. H. WU, Srikanta PATNAIK, Florin POPENTIU VLÃDICESCU, Kazumi NAKAMATSU

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