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Lecture Notes in Electrical Engineering Volume 517 Series Editors Leopoldo Angrisani, Department of Electrical and Information Technologies Engineering, University of Napoli Federico II, Napoli, Italy Marco Arteaga, Departament de Control y Robótica, Universidad Nacional Autónoma de México, Coyoacán, Mexico Bijaya Ketan Panigrahi, Electrical Engineering, Indian Institute of Technology Delhi, New Delhi, Delhi, India Samarjit Chakraborty, Fakultät für Elektrotechnik und Informationstechnik, TU München, München, Germany Jiming Chen, Zhejiang University, Hangzhou, Zhejiang, China Shanben Chen, Materials Science & Engineering, Shanghai Jiao Tong University, Shanghai, China Tan Kay Chen, Department of Electrical and Computer Engineering, National University of Singapore, Singapore, Singapore Rüdiger Dillmann, Humanoids and Intelligent Systems Lab, Karlsruhe Institute for Technology, Karlsruhe, Baden-Württemberg, Germany Haibin Duan, Beijing University of Aeronautics and Astronautics, Beijing, China Gianluigi Ferrari, Università di Parma, Parma, Italy Manuel Ferre, Centre for Automation and Robotics CAR (UPM-CSIC), Universidad Politécnica de Madrid, Madrid, Madrid, Spain Sandra Hirche, Department of Electrical Engineering and Information Science, Technische Universität München, München, Germany Faryar Jabbari, Department of Mechanical and Aerospace Engineering, University of California, Irvine, CA, USA Limin Jia, State Key Laboratory of Rail Traffic Control and Safety, Beijing Jiaotong University, Beijing, China Janusz Kacprzyk, Systems Research Institute, Polish Academy of Sciences, Warsaw, Poland Alaa Khamis, German University in Egypt El Tagamoa El Khames, New Cairo City, Egypt Torsten Kroeger, Stanford University, Stanford, CA, USA Qilian Liang, Department of Electrical Engineering, University of Texas at Arlington, Arlington, TX, USA Ferran Martin, Departament d’Enginyeria Electrònica, Universitat Autònoma de Barcelona, Bellaterra, Barcelona, Spain Tan Cher Ming, College of Engineering, Nanyang Technological University, Singapore, Singapore Wolfgang Minker, Institute of Information Technology, University of Ulm, Ulm, Germany Pradeep Misra, Department of Electrical Engineering, Wright State University, Dayton, OH, USA Sebastian Möller, Quality and Usability Lab, TU Berlin, Berlin, Germany Subhas Mukhopadhyay, School of Engineering & Advanced Technology, Massey University, Palmerston North, Manawatu-Wanganui, New Zealand Cun-Zheng Ning, Electrical Engineering, Arizona State University, Tempe, AZ, USA Toyoaki Nishida, Graduate School of Informatics, Kyoto University, Kyoto, Kyoto, Japan Federica Pascucci, Dipartimento di Ingegneria, Università degli Studi “Roma Tre”, Rome, Italy Yong Qin, State Key Laboratory of Rail Traffic Control and Safety, Beijing Jiaotong University, Beijing, China Gan Woon Seng, School of Electrical & Electronic Engineering, Nanyang Technological University, Singapore, Singapore Joachim Speidel, Institute of Telecommunications, Universität Stuttgart, Stuttgart, Baden-Württemberg, Germany Germano Veiga, Campus da FEUP, INESC Porto, Porto, Portugal Haitao Wu, Academy of Opto-electronics, Chinese Academy of Sciences, Beijing, China Junjie James Zhang, Charlotte, NC, USA
The book series Lecture Notes in Electrical Engineering (LNEE) publishes the latest developments in Electrical Engineering - quickly, informally and in high quality. While original research reported in proceedings and monographs has traditionally formed the core of LNEE, we also encourage authors to submit books devoted to supporting student education and professional training in the various fields and applications areas of electrical engineering. The series cover classical and emerging topics concerning: • Communication Engineering, Information Theory and Networks • Electronics Engineering and Microelectronics • Signal, Image and Speech Processing • Wireless and Mobile Communication • Circuits and Systems • Energy Systems, Power Electronics and Electrical Machines • Electro-optical Engineering • Instrumentation Engineering • Avionics Engineering • Control Systems • Internet-of-Things and Cybersecurity • Biomedical Devices, MEMS and NEMS For general information about this book series, comments or suggestions, please contact leontina. dicecco@springer.com. To submit a proposal or request further information, please contact the Publishing Editor in your country: China Jasmine Dou, Associate Editor (jasmine.dou@springer.com) India Swati Meherishi, Executive Editor (swati.meherishi@springer.com) Aninda Bose, Senior Editor (aninda.bose@springer.com) Japan Takeyuki Yonezawa, Editorial Director (takeyuki.yonezawa@springer.com) South Korea Smith (Ahram) Chae, Editor (smith.chae@springer.com) Southeast Asia Ramesh Nath Premnath, Editor (ramesh.premnath@springer.com) USA, Canada: Michael Luby, Senior Editor (michael.luby@springer.com) All other Countries: Leontina Di Cecco, Senior Editor (leontina.dicecco@springer.com) Christoph Baumann, Executive Editor (christoph.baumann@springer.com) ** Indexing: The books of this series are submitted to ISI Proceedings, EI-Compendex, SCOPUS, MetaPress, Web of Science and Springerlink ** More information about this series at http://www.springer.com/series/7818
Qilian Liang Xin Liu • • Zhenyu Na Wei Wang • • Jiasong Mu Baoju Zhang • Editors Communications, Signal Processing, and Systems Proceedings of the 2018 CSPS Volume III: Systems 123
Editors Qilian Liang Xin Liu Department of Electrical Engineering School of Information University of Texas at Arlington and Communication Engineering Arlington, TX, USA Dalian University of Technology Dalian, China Zhenyu Na School of Information Science Wei Wang and Technology College of Electronic Dalian Maritime University and Communication Engineering Dalian, China Tianjin Normal University Tianjin, China Jiasong Mu College of Electronic Baoju Zhang and Communication Engineering College of Electronic Tianjin Normal University and Communication Engineering Tianjin, China Tianjin Normal University Tianjin, China ISSN 1876-1100 ISSN 1876-1119 (electronic) Lecture Notes in Electrical Engineering ISBN 978-981-13-6507-2 ISBN 978-981-13-6508-9 (eBook) https://doi.org/10.1007/978-981-13-6508-9 Library of Congress Control Number: 2019930976 © Springer Nature Singapore Pte Ltd. 2020 This work is subject to copyright. All rights are reserved by the Publisher, whether the whole or part of the 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 storage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology now known or hereafter developed. The use of general descriptive names, registered names, trademarks, service marks, etc. in this publication does not imply, even in the absence of a specific statement, that such names are exempt from the relevant protective laws and regulations and therefore free for general use. 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 herein or for any errors or omissions that may have been made. The publisher remains neutral with regard to jurisdictional claims in published maps and institutional affiliations. This Springer imprint is published by the registered company Springer Nature Singapore Pte Ltd. The registered company address is: 152 Beach Road, #21-01/04 Gateway East, Singapore 189721, Singapore
Contents Artificial Intelligence and Deep Learning Based on Deep Learning CSI Recovery for Uplink Massive Device Dynamic Internet of Thing . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 3 Yue Xiu, Wenyuan Wang, Yongliang Shen, and Zhongpei Zhang DEEP: Detection of Environmental Pollution Using Cooperative Neural Network . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 10 Yang Zhang Imbalanced Data Classification Method Based on Ensemble Learning . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 18 Yu Xiang and Yongping Xie Bayesian Method-Based Learning Automata for Two-Player Stochastic Games with Incomplete Information . . . . . . . . . . . . . . . . . . 25 Hua Ding, Chong Di, and Li Shenghong A Double Competitive Strategy-Based Learning Automata Algorithm . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 34 Chong Di, Mingda Guo, Jinchao Huang, and Shenghong Li A Learning Automata-Based Compression Scheme for Convolutional Neural Network . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 42 Shuai Feng, Haonan Guo, Jichao Yang, Zhengwu Xu, and Shenghong Li Improved Efficient Dictionary Learning with Cross-Label and Group Regularization . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 50 Tian Zhou, Sujuan Yang, Jian Xiong, Jie Yang, and Guan Gui Multi-task Cascaded Convolutional Neural Networks for Real-Time Dynamic Face Recognition Method . . . . . . . . . . . . . . . . . . . . . . . . . . . 59 Bin Jiang, Qiang Ren, Fei Dai, Jian Xiong, Jie Yang, and Guan Gui v
vi Contents Based on the Predicted Blocking Virtual Machine Load Balancing Scheduling Strategy . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 67 Youhui Jiang Research on Fault Diagnosis Based on Artificial Neural Network . . . . 73 Rui Liu Virtual Samples for Cloud Classification via Supervised Learning . . . . 80 Shuang Liu, Mei Li, Zhong Zhang, Mingzhu Shi, and Xiaozhong Cao Deep Learning for Optical Character Recognition and Its Application to VAT Invoice Recognition . . . . . . . . . . . . . . . . . 87 Yu Wang, Guan Gui, Nan Zhao, Yue Yin, Hao Huang, Yunyi Li, Jie Wang, Jie Yang, and Haijun Zhang Deep Learning Based Detection Method for SDN Malicious Applications . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 96 Chi Yaping, Yu Yuzhou, and Yang Jianxi Survey of Big Data Application Technology on Multimedia Data of Public Security . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 105 Huibo Li, Yinan Jiang, Yunxiang Yang, Jing Guo, Xiaocheng Hu, Ke Guo, Bo Zhang, and Jing Cheng Pedestrian Detection Based on Deep Neural Network in Video Surveillance . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 113 Bo Zhang, Ke Guo, Yunxiang Yang, Jing Guo, Xueying Zhang, Xiaocheng Hu, Yinan Jiang, and Xinhai Zhang Robust Model for Chinese License Plate Character Recognition Using Deep Learning Techniques . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 121 Amr Abdussalam, Songlin Sun, Meixia Fu, Yasir Ullah, and Safwan Ali A Multi-label Scene Categorization Model Based on Deep Convolutional Neural Network . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 128 Gaofeng Zhao, Wang Luo, Yang Cui, Qiang Fan, Qiwei Peng, Zhen Kong, Liang Zhu, and Tai Zhang Discriminative Structured Dictionary Learning for Face Recognition . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 136 Ying Zhu An Improving Data Stream Classification Algorithm Based on BP Neural Network . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 145 Baoju Zhang, Guilin Wang, and Lei Xue Facial Fatigue Detection Based on Machine Learning . . . . . . . . . . . . . 154 Dewei Zheng, Shaohua Cui, and Chenglin Zhao
Contents vii Genetic Algorithm-Based Beamforming Using Power Pattern Function . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 159 Shuoguang Wang, Shiyong Li, and Houjun Sun Short-Text Sentiment Analysis Based on Windowed Word Vector . . . . 168 Dongmei Zhao, Yingli Shen, Yabo Shen, Yong Ma, Yun Jin, Shidang Li, and Mingliang Gu FFnet: Residual Block-Based Convolutional Neural Network for Crowd Counting . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 175 Fei Lei, Qinyu Zhang, Peng Zhao, Dongqiang Chen, Xiu Chen, and Xiao Han Deep Learning-Based V2V Channel Estimations Using VNETs . . . . . . 184 Qi Song, Tian Lan, Xuanxuan Tian, and Tingting Zhang Research on Optimization of Evacuation Path Based on Fuzzy Control and Intelligent Agent Technology—With Open Block Emergency Evacuation as Example . . . . . . . . . . . . . . . . . . . . . . . . . . . 193 Fu Erkang, Zhang Lingfei, Li Xinyun, and Zhang Yujia Feature Engineering of Click-through-rate Prediction for Advertising . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 204 Jie Ren, Jian Zhang, and Jing Liang Application of Fuzzy C-Means Algorithm in Complex Background Image Segmentation of Forensic Science . . . . . . . . . . . . . . . . . . . . . . . 212 Zhuang Chen, ChunYu Li, ZhanQing Jiang, and Yongqiang Zhao Steady-State Performance Analysis of Quaternion-Valued Least Mean Square Adaptive Algorithm . . . . . . . . . . . . . . . . . . . . . . . . . . . . 218 Sen Li, Fengzhi Liu, Bin Lin, Rongxi He, and Xiaomei Zhu Research on Concept-Drifting Data Stream Based on Fuzzy Integral Ensemble Classifier System . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 225 Baoju Zhang, Yidi Chen, and Lei Xue An Improved Speech Synthesis Algorithm with Post filter Parameters Based on Deep Neural Network . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 233 Shunjie Dong, Chunyang Li, and Hong Zhang Research on Machine Translation Model Based on Neural Network . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 244 Zhuoran Han and Shenghong Li Multi-node Repair Based on GA PSO with Fractional Regenerating Code Combined with Prior Replication . . . . . . . . . . . . . . . . . . . . . . . . 252 Niannian Wang, Ye Wang, Jia Yu, and Siyun Chen
viii Contents A Super-Resolution Reconstruction Algorithm Based on Learning Improvement . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 261 Han Gao, Xinwei Li, and Aiping Jiang Construction of the Intelligent Small-Sized Plant . . . . . . . . . . . . . . . . . 270 Yadi He, Yuanyuan Wang, Pengli Zhu, Shuangshuang Zhang, Feichao Zhao, and Lidong Zhang Integrating Heterogeneous Datasets by Using Multimodal Deep Learning . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 279 Fariba Khoshghalbvash and Jean X. Gao A Multi-view Deep Learning Approach for Detecting Threats on 3D Human Body . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 286 Zhicong Yan, Shuai Feng, Fangqi Li, Zhengwu Xu, and Shenghong Li An Incremental Scheme with Weight Pruning to Train Deep Neural Network . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 295 Haonan Guo, Zhicong Yan, Jichao Yang, and Shenghong Li A Deep Learning Method of Moving Target Classification in Clutter Background . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 303 Ningyuan Su, Xiaolong Chen, Xiaoqian Mou, Lin Zhang, and Jian Guan Optical System Three-Dimensional Laser Scanning for the Bridge Deformation of Shanghai Maglev Train . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 315 Yanwen Wu, Lei Zhang, V. Badenko, and R. D. Garg Access Control System Based on Visible Light Communication . . . . . . 330 Xinpeng Xue, Jinpeng Wang, Ying Yu, and Nianyu Zou Portable 3D Laser Scanner for Volume Measurement of Coal Pile . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 340 Wang Zhang, Deshan Yang, Ying Li, and Wenhai Xu Development of a New Type of Long Base Stress Sensor for Hull Structure . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 348 Wei Wang, Libo Qiao, and Yuliang Li Research of Single-Phase Photovoltaic Grid-Connected System Based on MATLAB . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 354 Hao Yang Analysis of Output Characteristics of Photovoltaic Arrays Under Shaded Conditions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 363 Hao Yang
Contents ix A Novel Fiber Polarization Splitter Based on Orthogonal Dual Core . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 378 Yu Hou Theoretical Research on the Strain Characteristics of the Selective-Filling Birefringent Photonic Crystal Fiber . . . . . . . . . 384 Jin Zuo, Tingting Han, and Jingping Yang Design and Analysis of a Novel Metamaterial Structure Realized in Low-Frequency Band . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 392 Xiu Zhang, Honghao Sun, and Xin Zhang Evanescent-Mode Waveguide Filter with Transmission Zeroes Created by Shorted Waveguide Shunted in Coupling Region . . . . . . . . 399 Liu He, Xingjian Zhong, Zhendong Fan, Quan Zhang, and Wei Zhang Time-Aware Routing and Spectrum Assignment Assisted by 3D-Spectrum Auxiliary Graph in Elastic Optical Networks . . . . . . 405 Li Zhang, Cunqian Yu, and Rongxi He Routing and Spectrum Assignment for Software-Defined Elastic Optical Networks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 413 Ziwei Lin, Rongxi He, and Tongtong Liu Numerical Implementation of a Wideband Chaotic Light Based Ring-and-Spur Long-Reach Passive Optical Network: Architectures and Real-Time Secure Communications . . . . . . . . . . . . . 422 Xinyu Dou, Hongxi Yin, and Bin Wu A Theoretical Method for Constructing the Boundary of the Color Domain of the System . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 429 Sile Liu, Yan Li, Yali Huang, and Dan Zhen Research and Evaluation of Color Gamut Extension Algorithm Based on Image . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 436 Yali Huang, Yan Li, Sile Liu, and Dan Zhen A Novel Hinge Structure of Fiber Bragg Grating Acceleration Sensor . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 445 Yuliang Li, Wei Wang, and Libo Qiao Circuit System Design Study of Giant Magnetostrictive Thin Film Pressure Sensor Based on Villari Effect . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 459 Liyuan Dong, Shaopeng Yu, Tingting Han, Bowen Wang, and Xinxin Cui Research on ATML-Oriented Test Application Development Platform . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 468 Jin Luo, Hua Yang, and Jing Huang
x Contents A School Violence Detection Algorithm Based on a Single MEMS Sensor . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 474 Jifu Shi, Liang Ye, Hany Ferdinando, Tapio Seppänen, and Esko Alasaarela Multichannel High-Speed Data Caching System on FPGA for RAID Storage . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 482 Haixin Wang, Xue Bai, and Qiongzhi Wu Research on Multiple Switched Flat-Top Beam Smart Antenna . . . . . . 492 Wei Liang, Xiuzhen Luan, and Kejun Tan Design of Portable Power Supply System . . . . . . . . . . . . . . . . . . . . . . . 499 Xinqiang Zhang, Jiaqi Li, Ya Tu, Changyun Ge, and Xiujie Zhao Design of Direct Current Motor Servo Control System Based on SOPC . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 505 Tu Ya, Jialu Du, and Peng Cui Design and Implementation of a Numerical Control High-Precision Low-Temperature Drift Constant Current Source . . . . . . . . . . . . . . . . 513 Xiwei Guo, Chaochao Yang, and Deliang Liu Compact Hybrid-Integrated Circular Polarized Double-Ring Antenna for Satellite Application . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 523 Sihao Chen, Dongliang Fei, and Lianxing He Influence of Center of Mass Movement on Steering Characteristics of Front-Wheel Steering Vehicles and Four-Wheel Steering Vehicles . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 529 Shuaijun Yang, Yinshan Wang, and Shaoyun Lu Reflectors for Multiple Applications Based on Flux Compensation Method . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 538 Wang Guangzhen, Hou Yu, and Li Jia The Design of Low-Power and High-Precision Electronic Scale Based on Single Chip . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 549 Dun Liu and Fang Qu The Main Damage Characteristics of Semiconductor Devices Under High-Power Microwave . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 558 Kaibai Chen A Configuration-Based Automatic Test System for Armored Vehicle Information Acquisition Devices . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 564 Linghui Zhang, Ruina Zhao, Lei Guo, Shao Li, and Weizheng An
Contents xi Efficient Sensitivity Analysis of Dynamic Neuro-space Mapping for Transistor Modeling . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 575 Lin Zhu, Jian Zhao, and Wenyuan Liu Open-Loop Carrier Synchronization Design and Its FPAG Implementation for Short Burst Communication at Low SNR . . . . . . . 584 Wen Che and Jinhui Fang Design and Simulation of a Sector-Shaped Microstrip Antenna Fed by a T-Shaped Probe . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 592 Weiying Mao and Lizhong Song Design of a Wideband Receiving Antenna for High-Frequency Ground Wave Radar . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 599 Hongbo Li, Yang Song, and Changjun Yu Optimal Design of S Band with Graphene Frequency Multiplier . . . . . 606 Huili Chen, Yong Fang, Xiaoling Zhong, Qingyan Song, Xueshi Hou, and Haoxuan Sheng Intelligent Street Lamp Management System . . . . . . . . . . . . . . . . . . . . 612 Shimin Wang and Yongjie Yang Control System Design of Reactor Robot for Object Salvaging Underwater . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 621 Xiaochen Huang, Lingyu Sun, Xiaojun Zhang, Manhong Li, and Minglu Zhang Application of EWT and PSO-SVM in Fault Diagnosis of HV Circuit Breakers . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 628 Bing Li, Mingliang Liu, Zijian Guo, and Yamin Ji A Dynamic Programming Track-Before-Detect Algorithm with Adaptive State Transition Set . . . . . . . . . . . . . . . . . . . . . . . . . . . . 638 Hao Xing, Jidong Suo, and Xiaoming Liu New Processing Method Based on Intelligently Manufacturing Blade with Multiple Space and Compound Angles . . . . . . . . . . . . . . . . . . . . . 647 Yuanyuan Wang, Yadi He, Pengli Zhu, Lidong Zhang, and Feichao Zhao Design of Three-Phase AC-Voltage Regulator Energy-Saving System by SOPC . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 656 Tu Ya, Jialu Du, and Peng Cui A Flexible Broadband Single RF Architecture Based on Time-Modulated Array . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 665 Xiaofeng Ling and Nan Wang
xii Contents An Open Integrated Electronic System Software Architecture Design for Launch Vehicle . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 673 Feng Zhang, Guo-wei Yao, Qian Wang, and Yun Xia Read and Write Performance Research and Optimization for eMMC Device Driver . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 683 Yanlin Chen, Songyan Liu, Yifei Niu, Huan Liu, and Xiaowen Wang Power Analysis Method Based on DC Bus Voltage Waveform . . . . . . . 687 Yicheng Wang, Zhiyong Huang, Xiaolong Luo, and Yinguo Huang Automatic Rapid Electrokinetic Pattern System . . . . . . . . . . . . . . . . . . 699 Yanwei Wang and Jiaqi Zhen Wireless System A Secondary Surveillance Radar Data Analysis Technique Based on Geometrical Method . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 707 Jing Gao, Jie Zou, and Ning Guo Spectral Efficiency Analysis of Hybrid Precoding in Millimeter Wave MIMO Systems . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 716 Jing Li, Dianwu Yue, and Meng Wang An FPGA-Based Balanced and High-Efficiency Two-Dimensional Data Access Technology for Real-Time Spaceborne SAR . . . . . . . . . . . 724 Tianyuan Sun, Bingyi Li, Xiaoning Liu, and Yizhuang Xie Research on the Realization of Excitation Signal SPWM of Radar Synchronous Motor Based on DSP . . . . . . . . . . . . . . . . . . . . . . . . . . . . 733 Liang Zhao and ShiHui Zheng Sensitivity of Radar Variables to Signal-to-Noise Ratio in Dual-Polarization Weather Radar . . . . . . . . . . . . . . . . . . . . . . . . . . 740 Xiao-yi Wang and De-bin Su Analysis of Characteristics of Atmospheric Structure Constant of Refractive Index Based on Wind Profiler Radar in Precipitation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 745 Yating Li, Debin Su, and Xingang Fan Modeling and Simulation of Auto Parts Production Line Based on Petri Net . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 753 Shuqi Jin, Shaohua Cui, and Chenglin Zhao A Radar Electromagnetic Environment Sensing Method Based on Cyclic Spectral Algorithm . . . . . . . . . . . . . . . . . . . . . . . . . . . 759 Jurong Hu, Yu Zhang, Xujie Li, Xiaoyong Ni, and Evans Baidoo
Contents xiii Performance Analysis of Mid-Far Infrared Wave in Satellite-Ground Link . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 769 Meng Jing, Li Shuai, Lin Qingqing, and Liu Shuai Seawater Antenna for High-Frequency Surface Wave Radar . . . . . . . . 776 Linwei Wang, Changjun Yu, and Haorong Wang An Underwater Sensor Networks Based Cooperative Positioning System for Falling Water Containers . . . . . . . . . . . . . . . . . . . . . . . . . . 784 Manyu Xu and Ying Wang Internet of Things Wisdom Farm Internet of Things Software Design and Selection Program . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 791 Chaoyan Man, Li Guo, Yang Gao, and Yu Zhang Architecture Design of Modern Marine IoT Cloud Server Software . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 799 Ling Yu, Yang Gao, Chaoyan Man, and Yu Zhang Three-Dimensional Structure Measurement and Optimization Method of Indoor Scene Based on Single Image . . . . . . . . . . . . . . . . . . 804 Ronghe Wang, Xinhai Zhang, Bo Zhang, Jianning Bi, and Xiaolei Guo The Intelligent Supervision System of Farm Based on “Internet + BDS + GIS” . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 813 Wei Fu, X. R. Dong, Weiyi Shuai, Mingqi Yang, and Jun Wang A Platoon-Based Vehicle-to-Vehicle Connectivity Enhancing Scheme Under Bidirectional Highway Scene . . . . . . . . . . . . . . . . . . . . 821 Kun Xu An Intelligent Water Regimen Monitoring System . . . . . . . . . . . . . . . . 829 Yaping Fan, Heng Dong, Ying Jiang, Jinqiu Pan, Shangang Fan, and Guan Gui Attitude Stabilization Control Method for Quadrotor UAV Based on ADRC . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 836 Sen Yang, Leiping Xi, Guanghong Gong, and Hairui Dong Fuzzy Adaptive PID Control for Translational Flight of a Tail-Sitter UAV . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 845 Leiping Xi, Dizhou Zhang, and Sen Yang Renewable Energy-Aware IoT Data Aggregation for Fog Computing . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 852 Yusong Fu, Dapeng Li, Feng Tian, and Yongan Guo
xiv Contents Renewable Energy Powered IoT Data Traffic Aggregation for Edge Computing . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 861 Cunchao Peng, Dapeng Li, Feng Tian, and Yongan Guo Design and Implementation of Sensory Data Collection and Storage Based on Hadoop Platform . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 870 Zhen Bai, Shaohua Cui, and Chenglin Zhao Design of a Data Acquisition and Transmission System for Smart Factory Based on NB-IoT . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 875 Ruijian Zhang, Shaohua Cui, and Chenglin Zhao Design of Laboratory Monitoring Management System Based on Internet of Things . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 881 Nannan Chong Online Taxi-Hailing Platform Using Blockchain Technology . . . . . . . . 891 Chuang Ma, Dou Hu, Xinyi Wang, and Wenlong Liu The Intangible Culture Heritage “New Ecology” Under Emotional Demand of Interactive Experience . . . . . . . . . . . . . . . . . . . . . . . . . . . . 898 Dongna Cai, Yuning Li, Zhi Li, and Yongjian Huai Research on Optimization Model of Storage Capacity Based on the Consortium Blockchain . . . . . . . . . . . . . . . . . . . . . . . . . . 911 Xiaotian Wei, Jiahua Chen, and Zhihuai Li Blockchain Storage Analysis and Optimization of Bitcoin Miner Node . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 922 Junying Gao, Bo Li, and Zhihuai Li Improved Ant Colony Optimization Algorithm for Optimized Nodes Deployment of HAP-Based Marine Monitoring Sensor Networks . . . . . 933 Jianli Duan, Yuxiang Liu, Bin Lin, Yuan Jiang, Fen Hou, and Wantong Li A Resource Allocation Algorithm for D2D Multicast in Internet of Vehicles . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 942 Wei Wu, Muchen Yu, Xuanli Wu, and Guoan Bi Services Ranking Based Random Access Scheme for Machine-Type Communication . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 950 Lu Dai, Yunjian Jia, Zhengchuan Chen, Liang Liang, and Guojun Li A Novel Energy Harvesting Scheme in Interference Networks with UAVs . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 962 Bingcai Chen, Manrou Yang, and Yu Chen Low-Power Wide Area Networks: Changes for Smart Grid . . . . . . . . . 967 Liang Wan, Yirui Huang, Weihua Li, Yu Zhang, and Zhijian Zhang
Contents xv A Low Energy Consumption Ocean Environment Information Collection System Designing . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 975 Qiuming Zhao, Hongjuan Yang, and Bo Li System Security Cyberspace Security Evaluation Technology on the Condition of Attack and Defense Confrontation . . . . . . . . . . . . . . . . . . . . . . . . . . 983 Zhang Bo, Wen Tao, Lei Jing, Yang Yunxiang, and Guo Jing Interoperability Performance Analysis and Assessment of B2a/L5/E5a . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 990 Weiyi Shuai, X. R. Dong, Di Yan, Jun Wang, and Wei Fu Physical Layer Security of a Buffer-Aided Relay Selection for Underlay Cognitive Radio Network . . . . . . . . . . . . . . . . . . . . . . . . 999 Jian Jia, Ting Jiang, Wei Guo, and Xiaoying Qiu Generative Adversarial Network-Based Credit Card Fraud Detection . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1007 Xiaobo Xie, Jian Xiong, Liguo Lu, Guan Gui, Jie Yang, Shangan Fan, and Haibo Li A Novel Improved System Based on CVSS . . . . . . . . . . . . . . . . . . . . . 1015 Wen Tao, Zhang Yuqing, Zhang Bo, Lei Jing, Yang Yunxiang, and Guo Jing Efficient Traffic Coordination Strategies at Intersections Using Multiple Collision Sets . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1022 Yangan Mo, Mengqi Wang, Tingting Zhang, and Hongguang Xu Key-Controlled PEG-LDPC Algorithm Design and Its Application in Secure Communication . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1031 Zhiping Shi, Shujun Zhang, Fengcheng Lyu, Fan Bu, Hongxia Sun, and Qian Zhang User Relationship Privacy Protection on Trajectory Data . . . . . . . . . . 1038 Zi Yang, Mingda Yang, and Bo Ning Research on Modulation Algorithm Based on Physical Layer Encryption . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1046 Xiang Li and Yueyong Zhang Threat Modeling for Cyber Range: An Ontology-Based Approach . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1055 Lei Gong and Yu Tian An Analysis of a New Detection Method for Spear Phishing Attack . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1063 Yaping Chi, Zhiting Ling, Xuejing Ba, and Shuhao Li
xvi Contents Memory Confidentiality and Integrity Protection Technology . . . . . . . 1073 Hongjin Wang, Huimin Meng, Nianmin Yao, and Yishun Cheng Privacy Preservation of Semi-structured Data Based on XML . . . . . . . 1081 Cheng Shi, Mingda Yang, and Bo Ning A Research on Detection Algorithm of Vehicle Illegal U-Turn . . . . . . . 1089 Wenrui Wang, Yiran Zhou, Qiurun Cai, and Yiying Zhou A Dredge Traffic Algorithm for Maintaining Network Stability . . . . . . 1100 Yanan Zhao, Fusheng Dai, and Jun Shi Attacks Detection Method Based on Free Space Quantum Secure Direct Communication . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1109 Jinlong Liu, Zhutian Yang, and Zhilu Wu Research on Model and Application of Elevator Safety Remaining Service Life . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1117 Qi Li, Zhenfeng Shi, and Shang Sun Safety Evaluation Model of Intelligent Elevator Cloud Management Platform . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1126 Shang Sun, Zhenfeng Shi, and Qi Li A Chatbot Design Method Using Combined Model for Business Promotion . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1133 Jie Zhang, Hao Huang, and Guan Gui Design of Monitoring and Warning System for Dangerous Gases in Oil Tank . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1141 Yuelan Ji, Yongjie Yang, and Zhongxing Huo Design of Standard Cell for Anti-radiation . . . . . . . . . . . . . . . . . . . . . . 1153 Bei Cao, Pengfei Wu, and Danyang Qin Design and Implementation of Intelligent Crib-Based on Android . . . . 1168 Junjiao Zhang, Yongjie Yang, and Zhongxing Huo Big Data-Based Attack Scenario Reconstruction Architecture in Smart Grid . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1178 Liang Guo, Qianqian Jin, Ying Liu, Yuanyi Xia, and Han Hu Present Situation Analysis and Future Development of the Command and Control Console . . . . . . . . . . . . . . . . . . . . . . . . . 1188 Wenli Jin and Fang Bai Research on Comprehensive Defense Technology of the Emergency Command Vehicle . . . . . . . . . . . . . . . . . . . . . . . . . . 1194 Fang Bai, Yangyang Hu, and Ruigang Zhao
Contents xvii An Introduction of Cognitive Electronic Warfare System . . . . . . . . . . 1202 Huaji Zhou The Application of Geomagnetic Models in Flight Path Planning . . . . 1211 Zhiyuan Hang and Zhifang Wang Author Index . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1215
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