IoT as a Service: 4th EAI International Conference, IoTaaS 2018, Xi’an, China, November 17–18, 2018, Proceedings

502 Pages·2019·36.923 MB·English

by  Bo Li, Mao Yang, Hui Yuan, Zhongjiang Yan

Bo Li · Mao Yang ·
Hui Yuan · Zhongjiang Yan (Eds.)
271
IoT as a Service
4th EAI International Conference, IoTaaS 2018
Xi’an, China, November 17–18, 2018
Proceedings
123
Lecture Notes of the Institute
for Computer Sciences, Social Informatics
and Telecommunications Engineering 271
Editorial Board
Ozgur Akan
Middle East Technical University, Ankara, Turkey
Paolo Bellavista
University of Bologna, Bologna, Italy
Jiannong Cao
Hong Kong Polytechnic University, Hong Kong, Hong Kong
Geoffrey Coulson
Lancaster University, Lancaster, UK
Falko Dressler
University of Erlangen, Erlangen, Germany
Domenico Ferrari
Università Cattolica Piacenza, Piacenza, Italy
Mario Gerla
UCLA, Los Angeles, USA
Hisashi Kobayashi
Princeton University, Princeton, USA
Sergio Palazzo
University of Catania, Catania, Italy
Sartaj Sahni
University of Florida, Florida, USA
Xuemin Sherman Shen
University of Waterloo, Waterloo, Canada
Mircea Stan
University of Virginia, Charlottesville, USA
Jia Xiaohua
City University of Hong Kong, Kowloon, Hong Kong
Albert Y. Zomaya
University of Sydney, Sydney, Australia
More information about this series at http://www.springer.com/series/8197
Bo Li Mao Yang
(cid:129) (cid:129)
Hui Yuan Zhongjiang Yan (Eds.)
(cid:129)
IoT as a Service
4th EAI International Conference, IoTaaS 2018
’ –
Xi an, China, November 17 18, 2018
Proceedings
123
Editors
BoLi MaoYang
Northwestern Polytechnical University Northwestern Polytechnical University
Xi’an,China Xi’an,China
HuiYuan ZhongjiangYan
Shandong University Northwestern Polytechnical University
Jinan,Qinghai, China Xi’an,Shaanxi, China
ISSN 1867-8211 ISSN 1867-822X (electronic)
Lecture Notesof the Institute for Computer Sciences, Social Informatics
andTelecommunications Engineering
ISBN 978-3-030-14656-6 ISBN978-3-030-14657-3 (eBook)
https://doi.org/10.1007/978-3-030-14657-3
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Preface
IoTaaS is endorsed by the European Alliance for Innovation, a leading
community-basedorganizationdevotedtotheadvancementofinnovationinthefieldof
ICT.The4thInternationalConferenceonIoTasaService(IoTaaS)aimedtocontribute
to the discussion on the challenges posed by the Internet of Things (IoT). The IoTaaS
conference aims to bring together researchers and practitioners interested in IoT from
academiaandindustry.IoTaaSattendeespresentnovelideas,exchangepointsofview,
and foster collaborations. In 2018, the city of Xi’an, a famous historical and cultural
city of China, hosted IoTaaS 2018.
IoTaaS 2018 consisted of two technical tracks and three workshops: Networking
and Communications Technologies for IoT, IoT as a Service, International Workshop
on Edge Computing for 5G/IoT, International Workshop on Green Communications
forInternetofThings,andInternationalWorkshoponSpace-BasedInternetofThings.
IoTaaShasbecomeoneofthemajoreventsintheseareasintheAsia-Pacificregion.It
has been successful in encouraging interactions among participants, exchanging novel
ideas, and disseminating knowledge.
Following the great success of the past IoTaaS 2014–2017 events, IoTaaS 2018
received more than 80 submitted papers, out of which 58 papers were selected for
presentation. The Technical Program Committee (TPC) did an outstanding job in
organizingadiversetechnicalprogramconsistingof12symposiathatcoveredabroad
rangeofresearchareasinIoTtechnologies.UndertheexcellentleadershipoftheTPC
co-chairs, Prof. Song Xiao and Prof. Yong Li, the TPC members handled the reviews
of papers, with more than three reviews per paper on average.
The technical program featured three outstanding keynote speakers, who presented
their vision of IoT in theory and practice: Prof. Yi-Bing Lin, Chiao Tung University
(NCTU), Taiwan; Prof. Der-Jiunn Deng, Changhua University of Education, China;
Prof. Pinyi Ren, Xi’an Jiaotong University, China.
We would like to thank the TPC co-chairs, TPC members, all the reviewers, the
workshop co-chairs, the Web chairs, the publication chair, the local chairs, and all the
members of the Organizing Committee, for their assistance and efforts to make the
conference succeed. The continuing sponsorship by EAI and Springer is gratefully
acknowledged. We also express our appreciation to the conference keynote speakers,
tutorial speakers, paper presenters, and authors.
February 2019 Bo Li
Conference Organization
Steering Committee
Imrich Chlamtac University of Trento, Italy
Organizing Committee
General Chair
Bo Li Northwestern Polytechnical University, China
General Co-chair
Chilian Chen China Electronics Technology Group Corporation (CETC),
China
TPC Chair and Co-chairs
Song Xiao Xidian University, China
Yong Li Tsinghua University, China
Sponsorship and Exhibit Chair
Xiaoya Zuo Northwestern Polytechnical University, China
Local Chair
Zhongjiang Yan Northwestern Polytechnical University, China
Workshops Chair
Yong Li Tsinghua University, China
Publicity and Social Media Chair
Hongwei Zhao Northwestern Polytechnical University, China
Publications Chair
Hui Yuan Shandong University, China
Web Chair
Mao Yang Northwestern Polytechnical University, China
VIII Conference Organization
Technical Program Committee
Jinglun Shi South China University of Technology, China
Jialiang Lu Shanghai Jiao Tong University, China
Zhenyu Xiao Beijing University of Aeronautics and Astronautics, China
Xiang Chen Sun Yat-sen University, China
Shaohui Mei Northwestern Polytechnical University, China
Zhong Shen Xidian University, China
Qinghe Du Xi’an Jiaotong University, China
Jianchao Du Xidian University, China
Yong Niu Beijing Jiaotong University, China
Yongqiang Hei Xidian University, China
Guifang Li Northwestern Polytechnical University, China
Zhengchuan Chen Singapore University of Technology and Design, Singapore
Xiaoyan Pang Northwestern Polytechnical University, China
Yongqian Du Northwestern Polytechnical University, China
Mingwu Yao Xidian University, China
He Guan Northwestern Polytechnical University, China
Min Zhu Xidian University, China
Zhongjin Liu Coordination Center of China, China
Shimin Li Winona State University, USA
Rongfei Fan Beijing Institute of Technology, China
Zhou Zhang China Electronic System Engineering Company, China
Xiaoya Zuo Northwestern Polytechnical University, China
Ruonan Zhang Northwestern Polytechnical University, China
Jie Zheng Northwest University, China
Jingling Li China Academy of Space Technology, Xi’an, China
Yiming Liu China Academy of Electronics and Information Technology,
China
Contents
IoT as a Service
FrameTalk: Human and Picture Frame Interaction Through
the IoT Technology. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 3
Wen-Shu Lai, Yi-Bing Lin, Chung-Yun Hsiao, Li-Kuan Chen,
Chao-Fan Wu, and Shu-Min Lin
Physiognomy in New Era: A Survey of Automatic Personality Prediction
Based on Facial Image. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 12
Xu Jia, Weijian Tian, and Yangyu Fan
The Design and Implementation of Dive Maneuver. . . . . . . . . . . . . . . . . . . 30
Weihao Liang, Jianhua He, Lei Yang, Siqi Tao, and Libin Chen
Security Enhancement for IoT Video Streaming via Joint Network Coding
and Retransmission Design. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 40
Pengxiang Qin, Pinyi Ren, Qinghe Du, and Li Sun
Actor-Critic for Multi-agent System with Variable Quantity of Agents. . . . . . 48
Guihong Wang and Jinglun Shi
Video Captioning Using Hierarchical LSTM and Text-Based
Sliding Window . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 57
Huanhou Xiao and Jinglun Shi
Missing Data Imputation for Machine Learning . . . . . . . . . . . . . . . . . . . . . 67
Shaoqian Wang, Bo Li, Mao Yang, and Zhongjiang Yan
Development of 3D Exhibition System for IoT-Oriented
Simulation Platform. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 73
Wenjun Yang, Qinghe Du, Xinlei Xiong, Li Sun, and Pinyi Ren
An Extreme Learning Approach for Electronic Music Classification . . . . . . . 81
Jing Wang
Quality Assessment for Networked Video Streaming Based
on Deep Learning. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 90
Jinkun Guo and Shuai Wan
X Contents
Networking Technology for IoT
A Novel Next-Hop Selection Scheme Based on GPSR in VANETs. . . . . . . . 101
Ruiyan Han, Jinglun Shi, Farhad Banoori, and Weiqiang Shen
Learning-to-Rank Based Strategy for Caching in Wireless
Small Cell Networks. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 111
Chenxi Zhang, Pinyi Ren, and Qinghe Du
Multi-network Communication Gateway of IoT for Complex Environment. . . 120
Jinhong Li, Xiaoyan Pang, and Zhou Hu
An Integrated Architecture for IoT Malware Analysis and Detection . . . . . . . 127
Zhongjin Liu, Le Zhang, Qiuying Ni, Juntai Chen, Ru Wang, Ye Li,
and Yueying He
Ant Colony Optimization Based Delay-Sensitive Routing Protocol
in Vehicular Ad Hoc Networks. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 138
Zhihao Ding, Pinyi Ren, and Qinghe Du
Reinforcement Learning-Based Cooperative Spectrum Sensing . . . . . . . . . . . 149
Wenli Ning, Xiaoyan Huang, Fan Wu, Supeng Leng, and Lixiang Ma
Path Planning Algorithm for UAV Sensing Data Collection Based
on the Efficacy Function . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 162
Siqi Tao, Jianhua He, Yiting Zhang, Wensheng Ji, and Libin Chen
A Distributed Algorithm for Constructing Underwater Strong
k-Barrier Coverage . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 179
Weiqiang Shen, Chuanlin Zhang, Jinglun Shi, Xiaona Zhang,
and Zhihong Wang
Constructing Underwater Weak k-Barrier Coverage. . . . . . . . . . . . . . . . . . . 195
Weiqiang Shen, Chuanlin Zhang, Jinglun Shi, and Ruiyan Han
Multi-objective Heuristic Multicast Routing Algorithm in NDN . . . . . . . . . . 211
Xuming An, Yu Zhang, Yanxiang Chen, and Yadong Wang
Performance Evaluation of Dual Connectivity in Non-standalone
5G IoT Networks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 215
Liangrong Zhao, Zhangdui Zhong, Yong Niu, and Hong Zhou
Multiple Access and Communication Technologies for IoT
Slot Assign Algorithm with Threshold Based on Irregular Repetition
Slotted ALOHA (IRSA). . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 225
Huaicui Zheng, Changle Li, Ni Tian, and Jun Cheng