Cyberspace Data and Intelligence, and Cyber-Living, Syndrome, and Health: International 2020 Cyberspace Congress, CyberDI/CyberLife 2020, Beijing, China, December 10–12, 2020, Proceedings PDF
Preview Cyberspace Data and Intelligence, and Cyber-Living, Syndrome, and Health: International 2020 Cyberspace Congress, CyberDI/CyberLife 2020, Beijing, China, December 10–12, 2020, Proceedings
Huansheng Ning Feifei Shi (Eds.) Communications in Computer and Information Science 1329 Cyberspace Data and Intelligence, and Cyber-Living, Syndrome, and Health International 2020 Cyberspace Congress, CyberDI/CyberLife 2020 Beijing, China, December 10–12, 2020 Proceedinggs Communications in Computer and Information Science 1329 Editorial Board Members Joaquim Filipe Polytechnic Institute of Setúbal, Setúbal, Portugal Ashish Ghosh Indian Statistical Institute, Kolkata, India Raquel Oliveira Prates Federal University of Minas Gerais (UFMG), Belo Horizonte, Brazil Lizhu Zhou Tsinghua University, Beijing, China More information about this series at http://www.springer.com/series/7899 Huansheng Ning Feifei Shi (Eds.) (cid:129) Cyberspace Data and Intelligence, and Cyber-Living, Syndrome, and Health International 2020 Cyberspace Congress, CyberDI/CyberLife 2020 Beijing, China, December 10–12, 2020 Proceedings 123 Editors Huansheng Ning Feifei Shi University of Science University of Science andTechnology Beijing andTechnology Beijing Beijing,China Beijing,China ISSN 1865-0929 ISSN 1865-0937 (electronic) Communications in Computer andInformation Science ISBN 978-981-33-4335-1 ISBN978-981-33-4336-8 (eBook) https://doi.org/10.1007/978-981-33-4336-8 ©SpringerNatureSingaporePteLtd.2020 Thisworkissubjecttocopyright.AllrightsarereservedbythePublisher,whetherthewholeorpartofthe material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storageandretrieval,electronicadaptation,computersoftware,orbysimilarordissimilarmethodologynow knownorhereafterdeveloped. Theuseofgeneraldescriptivenames,registerednames,trademarks,servicemarks,etc.inthispublication doesnotimply,evenintheabsenceofaspecificstatement,thatsuchnamesareexemptfromtherelevant protectivelawsandregulationsandthereforefreeforgeneraluse. Thepublisher,theauthorsandtheeditorsaresafetoassumethattheadviceandinformationinthisbookare believedtobetrueandaccurateatthedateofpublication.Neitherthepublishernortheauthorsortheeditors give a warranty, expressed or implied, with respect to the material contained herein or for any errors or omissionsthatmayhavebeenmade.Thepublisherremainsneutralwithregardtojurisdictionalclaimsin publishedmapsandinstitutionalaffiliations. ThisSpringerimprintispublishedbytheregisteredcompanySpringerNatureSingaporePteLtd. Theregisteredcompanyaddressis:152BeachRoad,#21-01/04GatewayEast,Singapore189721, Singapore Preface Thevolumecontainsthepapersfromthe2020CyberspaceCongress(CyberCon2020) which includes the International Conference on Cyberspace Data and Intelligence (CyberDI 2020) and the International Conference on Cyber-Living, Cyber-Syndrome and Cyber-Health (CyberLife 2020) held online during December 10–12, 2020. TherecentadvancesinSmartIoTandArtificialIntelligencehavedrivencyberspace intoanewprosperousera,andcyberspaceinturnhasexpandedtonovelandinteresting domains such as Cyberspace Intelligence, Cyber-living, and Cyber-life. The brilliant CyberCon 2020 continues to explore the cutting-edge techniques related to hot topics in cyberspace, and it consists of CyberDI 2020 and CyberLife 2020. We sincerely welcome leading experts, researchers, and scholars in cyberspace, cyber-data, cyber-intelligence, cyber-living, and other emerging technologies attending the con- gress and serving as a guide to the state of the art. To be honest, cyberspace has become the fourth space for human survival in addition to the traditional physical, social, and thinking spaces. It is attracting increasingattention,whilemeantimemanyissuesandchallengesneedtobeunderstood in depth. In CyberDI 2020 and CyberLife 2020, advanced theories, techniques, applications regarding data and intelligence, topics and researches about cyber-syndrome, cyber-health, and cyber-living are underlined and envisioned well. CyberDI 2020 mainly focused on intelligent ways of making full use of the data, dependingonalgorithmssuchasdeeplearning,neuralnetworksandknowledgegraph, and CyberLife 2020 concentrated on modern technologies like image processing or data science in Cyber-health systems. In order to ensure the high quality of both conferences, we followed a rigorous review process in CyberDI 2020 and CyberLife 2020. The CyberDI 2020 and CyberLife 2020 received 36 qualified submissions in total, and 13 papers were accepted finally, most of which are full papers. All manuscripts were reviewed by at least three peer-reviewers with a single-blind review process, on the basis of their qualifications and experiences. Theproceedingseditorswishtothankthededicatedconferencecommitteemembers andalltheotherreviewersfortheircontributions.Sincerely,wehopetheseproceedings willhelpalotforallinterestedreaders. AndwealsothankSpringerfortheirtrustand for publishing the proceeding of the CyberDI 2020 and CyberLife 2020. October 2020 Huansheng Ning Feifei Shi Organization CyberDI 2020 General Chairs Mahmoud Daneshmand Stevens Institute of Technology, USA Yinglong Xia Facebook, USA Program Committee Chairs Jie He University of Science and Technology Beijing, China Kim-Kwang Raymond The University of Texas at San Antonio, USA Choo Ravi Sandhu The University of Texas at San Antonio, USA Steering Committee Liming Chen Ulster University, UK Mahmoud Daneshmand Stevens Institute of Technology, USA Keping Long University of Science and Technology Beijing, China Huansheng Ning University of Science and Technology Beijing, China Chunming Rong University of Stavanger, Norway Program Committee Farhan Ahmad University of Derby, UK Cuneyt Gurcan Akcora University of Manitoba, Canada Valerio Arnaboldi IIT-CNR, Italy Elisa Bertino Purdue University, USA Kaigui Bian Peking University, China Licia Capra University College London, UK Fu Chen Central University of Finance and Economics, China Sahraoui Dhelim University of Science and Technology Beijing, China Giancarlo Fortino University of Calabria, Italy Jin Guo University of Science and Technology Beijing, China Octavio Loyola-González Tecnologico de Monterrey, Mexico Guangjie Han Hohai University, China Jun Han Swinburne University of Technology, Australia Richard Hill University of Huddersfield, UK Fahim Kawsar Bell Labs, Belgium Robert Kaufman The University of Texas at San Antonio, USA Mike Chieh-Jan Liang Microsoft Research, China Huai Liu Swinburne University of Technology, Australia Kai Liu Chongqing University, China viii Organization Qinghua Lu CSIRO, Australia Alessandra Mileo National University of Ireland, Ireland Changhai Nie Nanjing University, China Constantinos Patsakis University of Piraeus, Greece Siripen Pongpaichet University of California Irvine, USA Lianyong Qi Qufu Normal University, China Tie Qiu Tianjin University, China Stefanos Vrochidis Information Technologies Institute, Greece Shangguang Wang Beijing University of Posts and Telecommunications, China Xiang Wang Beihang University, China Matthew Williams University of Birmingham, UK Weiguang Wu Sun Yat-sen University, China Nicholas Yuan Microsoft Research, China Liqiang Zhang Indiana University South Bend, USA Qi Zhang IBM T J Watson, USA Yujun Zhang Chinese Academy of Sciences, China Chunsheng Zhu SouthernUniversityofScienceandTechnology,China CyberLife 2020 General Chairs Sajal K. Das Missouri University of Science and Technology, USA María Fernanda Cabrera Universidad Politécnica de Madrid, Spain Umpiérrez Program Committee Chairs Diego López-de-Ipiña Universidad de Deusto, Spain González-de-Artaza Liming Chen Ulster University, UK Steering Committee Liming Chen Ulster University, UK Huansheng Ning University of Science and Technology Beijing, China Chunming Rong University of Stavanger, Norway Program Committee Nasser Alaraje Michigan Technological University, USA Abbes Amira De Montfort University, UK Kofi Appiah University of York, UK Hussain Al-Aqrabi University of Huddersfield, UK Junaid Arshad University of West London, UK Maher Assaad Ajman University, UAE Muhammad Ajmal Azad University of Derby, UK Organization ix Xingzhen Bai Shandong University of Science and Technology, China Faycal Bensaali Qatar University, Qatar Hamza Djelouat Qatar University, Qatar Zhengchao Dong Columbia University, USA Kieren Egan University of Strathclyde, UK Liangxiu Han Manchester Metropolitan University, UK Tan Jen Hong National University of Singapore, Singapore Yong Hu The University of Hong Kong, China Chenxi Huang Xiamen University, China Yizhang Jiang Jiangnan University, China Colin Johnson University of Kent, UK Jianxin Li Beihang University, China Yuexin Li Hubei University, China Ming Ma University of Stanford, USA Klaus D. McDonald-Maier University of Essex, UK Wajid Mumtaz University of West Bohemia, Czech Republic Raymond F. Muzic, jr CaseWesternReserveUniversity,UniversityHospitals Cleveland Medical Center, USA John Panneerselvam University of Derby, UK Preetha Phillips West Virginia School of Osteopathic Medicine, USA Pengjiang Qian Jiangnan University, China Rusdi Abd Rashid University of Malaya Center for Addiction Sciences (UMCAS), Malaysia Junding Sun Henan Polytechnic University, China Li Tan Beijing Technology and Business University, China Yanghong Tan Hunan University, China Liying Wang Nanjing Normal University, China Likun Xia Capital Normal University, China Kedi Xu Zhejiang University, China Xiaosong Yang Bournemouth University, UK Susu Yao Institute for Infocomm Research, A*STAR, Singapore Bin Ye Queens University Belfast, UK Jin Yong Changshu Institute of Technology, China Wangyang Yu Shaanxi Normal University, China Bo Yuan University of Derby, UK Xiaojun Zhai University of Essex, UK Da Zhang Capital Normal University, China Shaomin Zhang Zhejiang University, China Wenbing Zhao Cleveland State University, USA Yongjun Zheng University of West London, UK Shan Zhong Changshu Institute of Technology, China Zhifeng Zhong Hubei University, China Rongbo Zhu South Central University for Nationalities, China Contents Machine Learning Safety Supervision for Coal Mines Using Machine Learning Methods. . . . . . 3 JunZhang,YunlongWang,DezhiWang,ZhigangZhao,andXiongLuo Iterative Optimization for Edge Federated Learning. . . . . . . . . . . . . . . . . . . 15 Shilong Chai, Mu Gu, Jiehan Zhou, Weishan Zhang, and Xingjie Zeng Machinery Health Prognostics of Dust Removal Fan Data Through Deep Neural Networks. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 27 Tao Yang, Jigang Wang, Liang Chen, Zenghao Cui, Jianpeng Qi, and Rui Wang Numeric CNNs: CNNs for Reading Numeric Characters on Meters. . . . . . . . 38 Hao Xiu, Jie He, Yue Qi, Xiaotong Zhang, and Long Wang DeepTSW: An Urban Traffic Safety Warning Framework Based on Bayesian Deep Learning . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 50 Guojiang Shen, Lintao Guan, Jiajia Tan, and Xiangjie Kong A Multimodal Semantic Model of Packaging Sorting Field Based on Deep Learning. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 64 Xuehao Shen, Falong Xiao, Yuezhong Wu, Changyun Li, and Honggang Dai Classification of Autism Based on fMRI Data with Feature-Fused Convolutional Neural Network . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 77 Yang You, Hongjin Liu, Shaolin Zhang, and Lizhen Shao Ubiquitous and Intelligent Computing Topic Logistics Based on Node Resource Status. . . . . . . . . . . . . . . . . . . . . 91 Fu Chen, Yujia Huo, Kun Liu, Wenying Tang, Jianming Zhu, and Weiyu Guo Summarization of Coal Mine Accident Reports: A Natural-Language-Processing-Based Approach . . . . . . . . . . . . . . . . . . . . 103 Zhigang Zhao, Yang Yang, Yunlong Wang, Jun Zhang, Dezhi Wang, and Xiong Luo The College Student Credit Evaluation Based on Characteristic Data. . . . . . . 116 Ying Xu, Yuejia Gu, Jiangpan Wang, and Xin Su
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