Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering 279

Editorial Board Members Ozgur Akan Middle East Technical University, Ankara, Turkey Paolo Bellavista University of Bologna, Bologna, Italy Jiannong Cao Hong Kong Polytechnic University, 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, Gainesville, 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 Shuai Liu • Gelan Yang (Eds.)

Advanced Hybrid Information Processing Second EAI International Conference, ADHIP 2018 , China, October 5–6, 2018 Proceedings

123 Editors Shuai Liu Gelan Yang Normal University Hunan City University , China Yiyang, China

ISSN 1867-8211 ISSN 1867-822X (electronic) Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering ISBN 978-3-030-19085-9 ISBN 978-3-030-19086-6 (eBook) https://doi.org/10.1007/978-3-030-19086-6

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This Springer imprint is published by the registered company Springer Nature Switzerland AG The registered company address is: Gewerbestrasse 11, 6330 Cham, Switzerland Preface

We are delighted to introduce the proceedings of the second edition of the 2018 European Alliance for Innovation (EAI) International Conference on Advanced Hybrid Information processing (ADHIP 2018). This conference brought together researchers, developers, and practitioners from around the world who are leveraging and developing hybrid information processing technology for smarter and more effective research and application. The theme of ADHIP 2018 was “Hybrid Big Data Processing.” The technical program of ADHIP 2018 consisted of 64 full papers, with an acceptance ratio of about 28.1%. Aside from the high-quality technical paper presen- tations, the technical program also featured two keynote speeches. The two keynote speeches were delivered by: (a) Dr. Guangjie Han from the Department of Information and Communication System at Hohai University, P. R. China, who has served as a co-chair for more than 50 international conferences/workshops and as a Technical Program Committee member of more than 150 conferences, as well as serving on the Editorial Boards of up to 20 international journals, including the IEEE Network, IEEE Systems, IEEE ACCESS, Telecommunication Systems, among others, and has guest edited a number of special issues of IEEE journals and magazines including the IEEE Communications, IEEE Wireless Communications, IEEE Transactions on Industrial Informatics, Computer Networks; and (b) Dr. Guan Gui from Focus Lab at Nanjing University of Posts and Telecommunications (NUPT), P. R. China, who is an IEEE Senior Member, and has been an editor of Security and Communication Networks (2012–2016), IEEE Transactions on Vehicular Technology (2017*), and KSII Transactions on Internet and Information Systems (2017*), as well as editor-in-Chief of EAI Transactions on Artificial Intelligence (2018*). Coordination with the steering chairs, Imrich Chlamtac, Guanglu Sun, and Yun Lin, was essential for the success of the conference. We sincerely appreciate their constant support and guidance. It was also a great pleasure to work with an excellent Organizing Committee, and we thank them for their hard work in organizing and supporting the conference. In particular, we thank the Technical Program Committee, led by our TPC chair, Dr. Shuai Liu, who completed the peer-review process of technical papers and compiled a high-quality technical program. We are also grateful to the conference manager, Andrea Pieková, for her support and to all the authors who submitted their papers to the ADHIP 2018 conference and workshops. We strongly believe that the ADHIP conference provides a good forum for all researchers, developers, and practitioners to discuss all scientific and technological aspects relevant to hybrid information processing. We also expect that future ADHIP conferences will be as successful and stimulating as indicated by the contributions presented in this volume.

April 2019 Shuai Liu Gelan Yang Organization

Steering Committee

Imrich Chlamtac University of Trento, Italy Yun Lin Harbin Engineering University, China Guanglu Sun Harbin University of Science and Technology, China

Organizing Committee General Chair Shuai Liu , China

General Co-chair Gelan Yang Hunan City University, China

TPC Chair Shuai Liu Hunan Normal University, China

Sponsorship and Exhibit Chair Houbing Song Embry-Riddle Aeronautical University, USA

Local Chair Gelan Yang Hunan City University, China

Workshops Chair Yang Liu Hunan City University, China

Publicity and Social Media Chair Bing Jia Inner Mongolia University, China

Publications Chair Huiyu Zhou University of Leicester, UK

Web Chair Xiaochun Cheng Middlesex University, UK

Posters and PhD Track Chair Bing Jia Inner Mongolia University, China viii Organization

Panels Chair Xiaojun Deng of Technology, China

Demos Chair Bing Jia Inner Mongolia University, China

Tutorials Chair Qingxiang Wu Yiyang Vocational and Technical College, China

Technical Program Committee

Hari M. Srivastava University of Victoria, Canada Guangjie Han Dalian University of Science and Technology, China Amjad Mehmood University of Valencia, Spain Guanglu Sun Harbin University of Science and Technology, China Gautam Srivastava Brandon University, Canada Guan Gui Nanjing University of Posts and Telecommunications, China Yun Lin Harbin Engineering University, China Arun K. Sangaiah Vellore Institute of Technology, India Gelan Yang Hunan City University, China Carlo Cattani University of Tuscia, Italy Bing Jia Inner Mongolia University, China Houbing Song Embry-Riddle Aeronautical University, USA Qingxiang Wu Yiyang Vocational and Technical College, China Xiaojun Deng Hunan University of Technology, China Zhaojun Li Western New England University, USA Tieying Liu Inner Mongolia University, China Han Zou University of California, USA Weina Fu Inner Mongolia Agricultural University, China Xiaochun Cheng Middlesex University, UK Wuyungerile Li Inner Mongolia University, China Huiyu Zhou University of Leicester, UK Weidong Liu Inner Mongolia University, China Juan Augusto Middlesex University, UK Jianfeng Cui Xiamen University of Technology, China Xuanyue Tong Nanyang Institute of Technology, Singapore Qiu Jing Harbin University of Science and Technology, China Zheng Pan Inner Mongolia University, China Gaocheng Liu Inner Mongolia University, China Meng Ye Lu Inner Mongolia University, China Chunli Guo Inner Mongolia University, China Tana Inner Mongolia University, China Dongye Liu Inner Mongolia University, China Weiling Bai Inner Mongolia University, China Organization ix

Heng Li Henan Finance University, China Lei Ma Polytechnic, China Mingcheng Peng Jiangmen Vocational and Polytechnic College, China Wenbo Fu Datong University, China Yafei Wang Pingdingshan University, China Yanning Beijing Polytechnic, China Guangzhou Yu Ocean University, China Dan Zhang Xinyang Vocational and Technical College, China Fuguang Guo Henan Vocational College of Industry and Information Technology, China Weibo Yu Changchun University of Technology, China Dan Sui California State Polytechnic University–Pomona, USA Huadong Wang Inner Mongolia University, China Juan Wang Zhengzhou Institute of Technology, China Xinchun Zhou Baoji University of Arts and Sciences, China Qingmei Lu University of Louisville, USA Hong Tian Baotou Iron Steel Vocational Technical College, China Yuling Jin Chizhou Vocational and Technical College, China Yongjun Qin Guilin Normal College, China Wen da Xie Jiangmen Polytechnic, China Shuai Yang Changchun University of Technology, China Contents

‘p-ADMM Algorithm for Sparse Image Recovery Under Impulsive Noise . . . 1 Dongbin Hao, Chunjie Zhang, and Yingjun Hao

Research on the New Mode of Undergraduates’ Innovation and Entrepreneurship Education Under the Background of ‘Internet Plus’ ... 10 Liyan Tu, Lan Wu, and Xiaoqiang Wu

Automatic Summarization Generation Technology of Network Document Based on Knowledge Graph ...... 20 Yuezhong Wu, Rongrong Chen, Changyun Li, Shuhong Chen, and Wenjun Zou

Research on Two-Dimensional Code Packaging Advertising and Anti-counterfeiting Based on Blockchain ...... 28 Yuezhong Wu, Rongrong Chen, Yanxi Tan, and Zongmiao Shao

An Improved Human Action Recognition Method Based on 3D Convolutional Neural Network ...... 37 Jingmei Li, Zhenxin Xu, Jianli Li, and Jiaxiang Wang

Multi-user ALE for Future HF Radio Communication by Leveraging Wideband Spectrum Sensing and Channel Prediction...... 47 Chujie Wu, Yunpeng Cheng, Yuping Gong, Yuming Zhang, Fei Huang, and Guoru Ding

SDN Dynamic Access Control Scheme Based on Prediction...... 57 Qian Cui, Shihui Zheng, Bin Sun, and Yongmei Cai

A Single Source Point Detection Algorithm for Underdetermined Blind Source Separation Problem ...... 68 Yu Zhang, Zhaoyue Zhang, Hongxu Tao, and Yun Lin

Identification and Elimination of Abnormal Information in Electromagnetic Spectrum Cognition...... 77 Haojun Zhao, Ruowu Wu, Hui Han, Xiang Chen, Yuyao Li, and Yun Lin

Design and Implementation of Pedestrian Detection System ...... 89 Hengfeng Fu, Zhaoyue Zhang, Yongfei Zhang, and Yun Lin

1090ES ADS-B Overlapped Signal Separation Research Based on Infomax Extension ...... 99 Zhaoyue Zhang, Hongyan Guo, Yongfei Zhang, and Jicheng Dong xii Contents

Real-Time Monitoring Technology of Potato Pests and Diseases in Northern Shaanxi Based on Hyperspectral Data...... 108 Yong-heng Zhang and Xiao-yan Ai

Multi-mode Retrieval Method for Big Data of Economic Time Series Based on Machine Learning Theory ...... 118 Hai-ying Chen and Lan-fang Gong

Research on Parallel Forecasting Model of Short-Term Power Load Big Data ...... 126 Xin-jia Li, Hong Sun, Cheng-liang Wang, Si-yu Tao, and Tao Lei

Approximate Data Fusion Algorithm for Internet of Things Based on Probability Distribution ...... 137 Xiao-qiang Wu, Lan Wu, and Liyan Tu

An Adaptive Threshold VIRE Algorithm for Indoor Positioning ...... 145 Boshen Liu and Jiaqi Zhen

Two-Dimensional Super-Resolution Direction Finding Algorithm for Wideband Chirp Signals ...... 151 Baoyu Guo and Jiaqi Zhen

Research on Data Synchronism Method in Heterogeneous Database Based on Web Service...... 160 Yuze Li and Hui Xuan

Automatic Calibration System of English Lesson Plan Information Under Big Data Analysis ...... 168 Huijun Liu, Liu Yong, and Ming-fei Qu

Design of Intelligent Driving System for Variable Speed Vehicle Based on Big Data Analysis ...... 177 Nai-rong Zhang and Wen Li

Research on Trend Analysis Model of Movement Features Based onBigData...... 187 Hai Zou and Xiaofeng Xu

Research and Analysis on Comparison Scheme of IoT Encrypted Data in Cloud Computing Environment...... 195 Rong Xu and Fu-yong Bian

DDoS Attack Detection Based on RBFNN in SDN ...... 204 Jingmei Li, Mengqi Zhang, and Jiaxiang Wang Contents xiii

A Speed-up K-Nearest Neighbor Classification Algorithm for Trojan Detection ...... 214 Tianshuang Li, Xiang Ji, and Jingmei Li

A Method of Estimating Number of Signal with Small Snapshots ...... 225 Baoyu Guo and Jiaqi Zhen

A Large-Scale Image Retrieval Method Based on Image Elimination Technology and Supervised Kernel Hash ...... 233 Zhiming Yin, Jianguo Sun, Xingjian Zhang, Liu Sun, and Hanqi Yin

An Improved Eigenvalue-Based Channelized Sub-band Spectrum Detection Method ...... 244 Chunjie Zhang, Shanshuang Li, Zhian Deng, and Yingjun Hao

Research on Secure Storage of Multimedia Data Based on Block Chaining Technology...... 252 Fei Gao and Li Hui Zhen

Research on Accurate Extraction Algorithm for Fault Signal Characteristics of Mechanical Rolling Bearings ...... 261 Yunsheng Chen

Hybrid Manipulator Running Trajectory Prediction Algorithm Based on PLC Fuzzy Control...... 269 Yunsheng Chen

Construction of Design Characteristics Model of Manufacturing Structures for Complex Mechanical Parts ...... 278 Yunsheng Chen

UAV-Enabled Wireless Power Transfer for Mobile Users: Trajectory Optimization and Power Allocation ...... 287 Fei Huang, Jin Chen, Haichao Wang, Zhen Xue, Guoru Ding, and Xiaoqin Yang

Manufacturing-Oriented Network Collaboration 3D Mechanical Components Rapid Design Technology ...... 297 Yunsheng Chen

Parallel Implementation and Optimization of a Hybrid Data Assimilation Algorithm ...... 306 Jingmei Li and Weifei Wu

Research on Vectorization Method of Complex Linear Image Data ...... 315 Jinbao Shan and Weiwei Jiang xiv Contents

Modeling Analysis of Intelligent Logistics Distribution Path of Agricultural Products Under Internet of Things Environment ...... 322 Xiaoyan Ai and Yongheng Zhang

Intelligent Fusion Technology of Crop Growth Monitoring Data Under Wireless Sensor Networks ...... 330 Yongheng Zhang and Xiaoyan Ai

A QA System Based on Bidirectional LSTM with Text Similarity Calculation Model...... 340 Wenhua Xu, Hao Huang, Hao Gu, Jie Zhang, and Guan Gui

Channel Estimation for mmWave Massive MIMO via Phase Retrieval...... 348 Zhuolei Xiao, Yunyi Li, and Guan Gui

Interactive Design of Web User Interface Adaptive Display ...... 356 HuiZhen Li and Fei Gao

Method for Quickly Obtaining User Browsing Behavior Data Under Cloud Computing ...... 365 Jinbao Shan and Haitao Guo

Precipitation Prediction Based on KPCA Support Vector Machine Optimization...... 372 Fangqiong Luo, Guodong Wang, and Yu Zhang

IP Network Traffic Analysis Based on Big Data ...... 382 Hanqi Yin, Jianguo Sun, Yiqi Shi, and Liu Sun

Seam Carve Detection Using Convolutional Neural Networks...... 392 Mehtab Iqbal, Lei Chen, Hengfeng Fu, and Yun Lin

Remote Sensing Image Analysis Based on Transfer Learning: A Survey . . . . 408 Ruowu Wu, Yuyao Li, Hui Han, Xiang Chen, and Yun Lin

Longitudinal Collision Risk Assessment of Closely Spaced Parallel Runways Paired Approach ...... 416 Jingjie Teng, Zhaoning Zhang, Wenya Li, Kexuan Liu, and Yan Kang

Short-Term Traffic Flow Prediction of Airspace Sectors Based on Multiple Time Series Learning Mechanism ...... 425 Zhaoning Zhang, Kexuan Liu, Fei Lu, and Wenya Li

Electromagnetic Spectrum Threat Prediction via Deep Learning ...... 433 Chunyan Wei, Lin Qi, Ruowu Wu, and Yun Lin

Application of Nonlinear Classification Algorithm in Communication Interference Evaluation ...... 443 Yifan Chen, Zheng Dou, Hui Han, Xianglong Zhou, and Yun Lin Contents xv

The Physical Layer Identification of Communication Devices Based on RF-DNA ...... 452 Ying Li, Xiang Chen, Jie Chang, and Yun Lin

Research on Nonlinear Modeling for RF Power Amplifier ...... 461 Xiang Chen, Jie Chang, Hui Han, Ruowu Wu, and Yun Lin

High Precision Detection System of Circuit Board Based on Image Location ...... 468 Xinghua Lu, Gang Zhao, Haiying Liu, and Fangyi Zhang

Modulation Recognition Technology of Communication Signals Based on Density Clustering and Sample Reconstruction...... 476 Hui Han, Xianglong Zhou, Xiang Chen, Ruowu Wu, and Yun Lin

A Target Localization Algorithm for Wireless Sensor Network Based on Compressed Sensing ...... 485 Zhaoyue Zhang, Hongxu Tao, and Yun Lin

A News Text Clustering Method Based on Similarity of Text Labels ...... 496 Yuqiang Tong and Lize Gu

Background Error Propagation Model Based RDO for Coding Surveillance and Conference Videos ...... 504 Jian Xiong, Xianzhong Long, Ran Shi, Miaohui Wang, Jie Yang, Yunyi Li, and Guan Gui

A Stereo Matching Algorithm for Vehicle Binocular System ...... 514 Fangyi Zhang, Gang Zhao, Haiying Liu, and Wang Qin

Study on Civil Aviation Unsafe Incident Prediction Based on Markov Optimization ...... 524 Fei Lu, Wenya Li, Zhaoning Zhang, and Kexuan Liu

Risk Assessment on Vertical Collision of Paired-Approach to Closely Spaced Parallel Runways ...... 535 Fei Lu, Jing Zhang, Jun Wu, Zhaoyue Zhang, and Yan Kang

A Fine-Grained Detection Mechanism for SDN Rule Collision ...... 549 Qiu Xiaochen, Zheng Shihui, Gu Lize, and Cai Yongmei

Source Encryption Scheme in SDN Southbound ...... 560 Yanlei Wang, Shihui Zheng, Lize Gu, and Yongmei Cai

Inter-frame Tamper Forensic Algorithm Based on Structural Similarity Mean Value and Support Vector Machine ...... 570 Lan Wu, Xiao-qiang Wu, Chunyou Zhang, and Hong-yan Shi xvi Contents

An Improved VIRE Approach for Indoor Positioning Based on RSSI ...... 578 Boshen Liu and Jiaqi Zhen

Research on Data Management System for Drug Testing Based onBigData...... 584 Fu-yong Bian, Ming Zhang, Zhen Chen, and Rong Xu

Correction to: Parallel Implementation and Optimization of a Hybrid Data Assimilation Algorithm ...... C1 Jingmei Li and Weifei Wu

Author Index ...... 593