2020 2Nd International Conference on Machine Learning, Big Data an D Business Intelligence ( MLBDBI 2020)

2020 2nd International Conference on Machine Learning, Big Data an d Business Intelligence ( MLBDBI 2020)

Taiyu an, China 23 – 25 October 2020

IEEE Catalog Number: CFP20V75-POD ISBN: 978-1-7281-9639-8

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2020 2nd International Conference on Machine Learning, Big Data and Business Intelligence (MLBDBI) MLBDBI 2020

Table of Contents

Preface xvii Committee Members xviii

IoT Machine Learning and Behavior Prediction

Application Research on Blockchain-Based Steel Structure Traceability Management 1 Ye Sun (Beijing Telecom Planning & Designing Institute Co., Ltd., China), Feng Zhang (Beijing Telecom Planning & Designing Institute Co., Ltd., China), Weijie Xia (Beijing Telecom Planning & Designing Institute Co., Ltd., China), and Yaohua Chen (Beijing Telecom Planning & Designing Institute Co., Ltd., China) End-to-end Relation Extraction Based on Part of Speech Syntax Tree 5 Chengpeng Wang (Wuhan University of Technology, China), Yuanli Wang (Wuhan University of Technology, China), Junchang Mo (Liuzhou Wuling Automobile Industry Co., Ltd, China), and Shuo Wang (Wuhan University of Technology, China) Wave Height Prediction Based on CNN-LSTM 10 Xueting Guan (Southwest University, China) Optimization of Parallel Stochastic Gradient Descent on Sunway TaihuLight 18 Minggui Wang (University of Science and Technology of China, China), Junmin Wu (University of Science and Technology of China, China), Dong Xu (University of Science and Technology of China, China), and Sai Mao (University of Science and Technology of China, China) Web Celebrity City—Cluster Analysis and Forecast of Chongqing Housing Price 24 Bing Xue Luo (Sichuan Agricultural University, China), Fang Yi Deng (Sichuan Agricultural University, China), Pei Su (Sichuan Agricultural University, China), and Fei Pan (Sichuan Agricultural University, China) Application of Data Mining in Academic Early Warning 28 Jiaxin Han (Xi'an Shiyou University, China) and Gangtao Wang (Xi'an Shiyou University, China)

v A Primality Test Based on Modular Hyperbolic Curves 32 Huiheng Li (Yunnan University, China) and Rui Wang (Yunnan University, China) Guided Learning for Efficient Optical Flow Estimation 36 Canrong Yao (AI Research Center, Xiamen Meiya Pico Information Co., Ltd., China), Junyi Wu (AI Research Center, Xiamen Meiya Pico Information Co., Ltd., China), Shiyu Miao (Xiamen University, China), Renyu Huang (AI Research Center, Xiamen Meiya Pico Information Co., Ltd., China), Zhipeng Gao (AI Research Center, Xiamen Meiya Pico Information Co., Ltd., China), and Jianqiang Zhao (AI Research Center, Xiamen Meiya Pico Information Co., Ltd., China) Epidemic Case Prediction of COVID-19: Using Regression and Deep Based Models 40 Yansong Bai (Boston University, US) Research on Chinese Movie Reviews Based on Latent Dirichlet Allocation Topic Model 46 Lan Zhao (Zhejiang Gongshang University, China), Qian Zhao (Zhejiang Gongshang University, China), and Yating Wang (Zhejiang Gongshang University, China) Analyzing the Causation of Public Accidents Caused by Urban Logistics Based on Complex Network 50 Mingjing Zhao (Beijing Jiaotong University, China), Zhenlin Wei (Beijing Jiaotong University, China), and Shouwen Ji (Beijing Jiaotong University, China) Properties and Applications of Continued Fractions 56 Lanxi Zhang (Dalian Ealing International School, China) Predicting Features of Human Mental Disorders through Methylation Profile and Machine Learning Models 67 Zihan Xiong (University of Illinois at Urbana-Champaign, United States), Xuanhua Zhang (State University of New York at Buffalo, United States), Mengxuan Zhang (Wuhan University, China), and Bosen Cao (Case Western Reserve University, United States) Walmart Sale Forecasting Model Based on LightGBM 76 Zihan Qiao (University of Edinburgh, United Kingdom) Design of Convolution Operation Accelerator Based on FPGA 80 Lei Kang (Xi'an Shiyou University, China), Hui Li (Xi'an Shiyou University, China), Xin Li (Xi'an Shiyou University, China), and Haowei Zheng (Xi'an Shiyou University, China) Analysis and Improvement of External Knowledge Usage in Machine Multi-Choice Reading Comprehension Tasks 85 Yichuan Jiang (Beijing Institute of Technology, China) and Heyan Huang (Beijing Institute of Technology, China) Study on Technologies of Overhead Line Recognition and Obstacle Distance Measurement by Patrol Robots Based on Deep Learning 89 Jun Yang (Inner Mongolia Electric Power Science Research Institute, China), Hongbin Guo (Inner Mongolia Electric Power Science Research Institute, China), Shanfu Lu (Yangtze Delta Region Institute of Tsinghua University, China), and Xufeng Zhu (Yangtze Delta Region Institute of Tsinghua University, China)

vi Finding the Key Factors for Movie Influence Using Machine Learning and Sentiment Analysis 94 Yixuan Li (Fudan University, China), Wenqi Wang (University of Warwick Coventry, China), Tian Gao (Computer Science, Southwest Forestry University, China), Jingze Ma (University of Rochester, USA), and Siqi Deng (Shanghai Pinghe School, China) Fraud Detection by Machine Learning 101 Yiheng Wei (Xiamen University, China), Yu Qi (Xiamen University, China), Qianyu Ma (South China University of Technology, China), Zhangchi Liu (Macalester College, Saint Paul, MN, the United States), Chengyang Shen (Xiamen University Malaysia, Malaysia), and Chen Fang (North Carolina State University, Raleigh, the United States) Kernel Choice in One-Class Support Vector Machines for Novelty and Outlier Detection 116 Chen Tao (Xi’an Jiao Tong University, China), Tianhao Li (Wuhan University, China), and Jiapeng Huang (Beijing Institute of Technology, China) Influence Analysis of Electronic Money on Virtual Economy Based on VEC Model 121 Tangfa Liu (Gongqing College of Nanchang University, China) and Jionghua Huang (Science and Technology College of NCHU, China) Smart Load Forecasting Methods: Comparison and Analysis 126 Jijun Dong (State Grid Huangshi Electric Power Supply Company, China), Hairong Wang (State Grid Huangshi Electric Power Supply Company, China), Yinghua Wang (State Grid Huangshi Electric Power Supply Company, China), Hao Chang (State Grid Huangshi Electric Power Supply Company, China), Pingfang Li (State Grid Huangshi Electric Power Supply Company, China), and Xing Tong (Shenzhen Orange AI Technology Co., Ltd, China) Research on Multi-Objective Storage Optimization of Dangerous Goods in Ports 131 Xinmei Zhang (China University of Petroleum, China), Junjie Zhang (China University of Petroleum, China), Mengtong Wang (China University of Petroleum, China), and Chen Chen (China University of Petroleum, China) Prognostics and Healthy Management of Electronic System on Weapons: A Literature Review 136 Yunxiang Pei (National University of Defense Technology, China), Weimin Lang (National University of Defense Technology, China), and Shuai Shang (National University of Defense Technology, China) Wind Speed Time Series Prediction Using a Single Dendritic Neuron Model 140 Zhenyu Song (Taizhou University, China), Tianle Zhou (Jiangsu University of Technology, China), Xuemei Yan (Taizhou University, China), Cheng Tang (University of Toyama, Japan), and Junkai Ji (Shenzhen University, China) An Online Retail Prediction Model Based on AGA-LSTM Neural Network 145 Keqiao Chen (Pennsylvania State University, United States) Time Series and Multiple Regression Analysis PM10 with Missing Filling 150 Yan Xu (Guangzhou Civil Aviation College, China) and Enhua Xu (Guangzhou Civil Aviation College, China)

vii The Design and Application of English Hybrid Teaching Mode in Higher Vocational Education under the Background of Internet 154 Yi Zuo (Liuzhou City Vocational College, International Institute of Education) Embedded Learning Based on RNN Network and RotatE Strategy for Relation Prediction in Knowledge Graph 158 Tao Hong (Guilin University of Electronic Technology, China), Yi Cao (Guilin University of Electronic Technology, China), Xiaodong Cai (Guilin University of Electronic Technology, China), and Shuting Zheng (Guilin University of Electronic Technology, China) Application Research of Machine Learning in Automatic Identification of Fish Parasitic Viscera Species 163 Ying Zhang (Huazhong Agricultural University, China), Yekang Zhan (Huazhong Agricultural University, China), Yuan Yang (Huazhong Agricultural University, China), and Yi Wang (Huazhong Agricultural University, China) Machine Learning in Predicting Diabetes in the Early Stage 167 Juncheng Ma (University of California Irvine, United States) Exploration of Collaborative Education Mode of Computer Professional Courses under the Concept of "Curriculum Ideological and Political" 173 Wanmei Ning (Huali College Guangdong University of Technology, Guangzhou, Guangdong) and Leyan Huang (Hunan Technical College of Rall Way High-Speed) Trend Prediction of Pumping Well Conditions Using Temporal Dynamometer Cards 177 Xia Lin (Research Institute of Petroleum Exploration & Development, China), Boyu Wu (Research Institute of Petroleum Exploration & Development, China), Lan Mi (Research Institute of Petroleum Exploration & Development, China), and Lixia Liu (Research Institute of Petroleum Exploration & Development, China) Stock Price Prediction Based on Artificial Neural Network 182 Xuefei Kan (Southwestern University of Finance and Economics, China), Miao Miao (The University of Sheffield, United Kingdom), Liangcheng Cao (Anhui Agricultural University, China), Tianhao Xu (Macau University of Science and Technology, China), Yanqing Li (Southwest Minzu University, China), and Jiyue Jiang (Beijing Jiaotong University, China) Analysis of Classification of Discretization Method 186 Xinping Chen (University of Electronic Science and Technology of China (UESTC), China) A Feature Subset Selection Method Based on the Combination of PCA and Improved GA 191 Yinghao Li (Tianjin University of Technology, China), Kai Shi (Tianjin University of Technology, China), Fuqiang Qiao (Tianjin Sino-German University of Applied Sciences, China), and Hongyu Luo (Tianjin University of Technology, China)

viii Discussion on Improving Safety in Elevator Management 195 ShuangChang Feng (Shanghai Institute of Special Equipment Inspection and Technical Research, China), Jie Chen (Shanghai Institute of Special Equipment Inspection and Technical Research, China), Yanbin Zhang (Shanghai Institute of Special Equipment Inspection and Technical Research, China), and Zheyi Li (Shanghai Institute of Special Equipment Inspection and Technical Research, China)

Big Data Deep Detection and Algorithm Application

New Word Identification Algorithm in Natural Language Processing 199 Chengke Yang (Gansu Vocational College of Finance and Trade, China) and Junlan Zhu (Gansu Vocational College of Finance and Trade, China) Research on Design of Automatic Question Answering System Based on Convolutional Neural Network 204 Shuohua Zhou (Renmin University of China, China) Semi Nonnegative Matrix Factorization Recommendation Algorithm Based on Bayesian Probability Model 208 Yan Jiang (Shenyang University of Technology, China), Jian Xiong (Shenyang University of Technology, China), and Xiaoyu Lang (Shenyang University of Technology, China) Personnel Dress Code Detection Algorithm Based on Convolutional Neural Network Cascade 215 Na Zhang (Zhejiang Sci-Tech University, China), Zechuan Yu (Zhejiang Sci-Tech University, China), Huang You (Zhejiang Sci-Tech University, China), Xiaoan Bao (Zhejiang Sci-Tech University, China), and Yifan Su (Zhejiang Sci-Tech University, China) Anonymous Privacy Protection Algorithm Based on Sensitive Attribute Classification 222 Chen Lian (Changchun University of Science and Technology, China) and Zhanfang Chen (Changchun University of Science and Technology, China) Heterogeneous Mayfly Optimization Algorithm 227 Zheng-Ming Gao (Jingchu University of Technology, China), Su-Ruo Li (Jingchu University of Technology, China), Juan Zhao (Jingchu University of Technology, China), and Yu-Rong Hu (Jingchu University of Technology, China) Knot and its Invariants 231 Tongfei Yang (Chengdu Experiemental Foreign Language School, China) Bare Bones Mayfly Optimization Algorithm 238 Juan Zhao (Jingchu University of Technology, China) and Zheng-Ming Gao (Jingchu University of Technology, China) Study on the Prediction of Electricity Stealing Based on Improved SMOTE Algorithm and Ensemble Learning 242 Shanwu Sun (Jilin University of Finance and Economics, China), Shuru Tan (Jilin University of Finance and Economics, China), and Wang Nan (Jilin University of Finance and Economics, China)

ix A Parallel Adaptive DBSCAN Algorithm Based on k-Dimensional Tree Partition 249 Xin Lu (University of Electronic Science and Technology of China, China), Yu Wang (University of Electronic Science and Technology of China, China), Jiao Yuan (China Railway Eryuan Engineering Group Co. Ltd, China), Xun Wang (China Railway Eryuan Engineering Group Co. Ltd, China), Kun Fu (China Railway Eryuan Engineering Group Co. Ltd, China), and Ke Yang (China Railway Eryuan Engineering Group Co. Ltd, China) Quantitative Fund Transaction Research Based on Fractional Order Neural Network and Deep-Q Network 257 YunHua Zhou (Yunnan University, China) and ChunNa Zhao (Yunnan University, China) Design of Municipal Solid Waste Intelligent Supervision Platform Based on Big Data 261 Dandong Wang (Southwest Petroleum University, China) and Yifan Yu (Southwest Petroleum University, China) The Application of Big Data Analytics in Online Foreign Language Learning among College Students Empirical Research on Monitoring the Learning Outcomes and Predicting Final Grades 266 Chunzi Shao (Zhuhai College of Jilin University, China), Xuanren Wang (Zhuhai College of Jilin University, China), and Ling Liu (Zhuhai College of Jilin University, China) Community Overlapping Detection Algorithm Based on Bias-Subordination 270 Xian Zeng (North China University of Technology, China) and Bing Han (North China University of Technology, China) Research on How to Strengthen Ideological and Political Education in Colleges and Universities in the Era of Big Data 274 Yan Tian (Hulunbuir University, Hulunbuir) Research on the Development Strategy of Guangfu Traditional Music Culture Based on Big Data 278 Ying Lin (Nanfang College of Sun Yat-sen University) Internationalization Process of "Double First Class" Universities Based on Big Data 283 Chan Wu (Southeast University) Design and Implementation of Big Data Visual Statistical Analysis Platform 287 Tingting Liang (Nanning University, China) Application Analysis of Big Data in Digital Media 292 Jiaogang Lin (Shandong Xiehe University, P.R. China) and Zhen Zhang (Shandong Xiehe University, P.R. China) Research on Chinese Translation of Multivariate English Passive Structure Based on Big Data 296 Siyu Liu (Tianjin Agricultural University) and Jiafu Chen (Tianjin Agricultural University) College English Teaching Reform Driven by Big Data 300 Yang Liu (Huashang College Guangdong Finance and Economics University, China) Research on Refined Sales Management, Data Analysis and Forecasting under Big Data 305 Wenhui Shan (Inner Mongolia Business & Trade Vocational College, Hohhot, Inner Mongolia)

x Research on Real Estate Marketing Innovation System in the Era of Big Data 309 Shan Yu (Inner Mongolia Technical College of Construction, Hohhot) and Chunyan Song (Inner Mongolia Technical College of Construction, Hohhot) Kindergarten Big Data System Solution Architecture 313 Dongen Zhou (Dalian Radio & TV University) Influence of Big Data on Modern Risk-Oriented Audit and Countermeasures 319 Qiuju Huang (Guangzhou College of Technology and Business) Preschool Education Model Based on Big Data Era 323 Hao Li (Shandong Normal University) and Hangyu Liu (Shandong Normal University) Research on the Protection and Utilization Evaluation of Historic and Cultural Streets Based on Big Data Technology 329 Geng Li (Dongseo University, South Korea) and Pengcheng Xue (Inje University, South Korea) Delivery Route Optimization Based on Deep Reinforcement Learning 334 Ershang Xing (McDonald's (China) Co., Ltd., China) and Boqin Cai (Nanjing Normal University; State Key Laboratory Cultivation Base of Geographical Environment Evolution (Jiangsu Province)) Design of Intelligent Recognition and Positioning Algorithm for Stairs Based on Depth Camera 339 Jia Sheng Liu (The 713th Institute of China Shipbuilding Industry Corporation, China), Jian Po Guo (The 713th Institute of China Shipbuilding Industry Corporation, China), Zhen Kai Xiong (The 713th Institute of China Shipbuilding Industry Corporation, China), and Hua Li (The 713th Institute of China Shipbuilding Industry Corporation, China) Research on Semi-Supervised Recommendation Algorithm Based on Hybrid Model 344 Zhi-hong Nan (Shanxi University of Finance and Economics, China) and Fei Zhao (Shanxi University of Finance and Economics, China) Entity Relationship Extraction Based on bi-Channel Neural Network 349 Wenlong Cheng (Wuhan Institute of Technology, Institute for Pattern Recognition and Artificial Intelligence Wuhan, China) and Junqiao Xiong (Wuhan Institute of Technology, Institute for Pattern Recognition and Artificial Intelligence Wuhan, China) Kernelized Correlation Filtering Algorithm Fused with Kalman Filter 353 Cheng-yun Wang (Naval Aeronautical University, Coast Guard Academy, China), Zu-xing Zhao (Naval Aeronautical University, Coast Guard Academy, China), Chao Sun (Naval Aeronautical University, Coast Guard Academy, China), Yu Gao (Naval Aeronautical University, Coast Guard Academy, China), Long-yun Zhang (Shandong University, China), and Yi Jiang (Naval Aeronautical University, Coast Guard Academy, China)

xi Thinking of Equipment Support Capacity Building Based on Big Data 358 Lili Yang (Shijiazhuang Campus of Army Engineering College, China), Xu Ren (Shijiazhuang Campus of Army Engineering College, China), Zichang Liu (Hebei University, China), Lu Gao (Shijiazhuang Campus of Army Engineering College, China), Lingbo Zhao (Shijiazhuang Campus of Army Engineering College, China), and Peng Yan (Shijiazhuang Campus of Army Engineering College, China) Web Service Composition in the Cloud Environment Based on Modified Beetle Antennae Particle Swarm Optimization 362 Hongwei Yang (Changchun University of Science and Technology, China), Fucheng Xue (Changchun University of Science and Technology, China), Hongmei Zhu (Changchun University of Science and Technology, China), and Li Li (Changchun University of Science and Technology, China) Kernel Subspace Clustering with Block Diagonal Prior 367 Yifang Yang (Xi’an Shiyou University, China) and Tong Wang (Xi’an Shiyou University, China) AAM: An Advanced Attention Module in Convolutional Neural Networks 371 Shuaihui Qi (National University of Defense Technology NUDT, China), Shasha Xu (National University of Defense Technology NUDT, China), Tao Xie (National University of Defense Technology NUDT, China), and Guangchuan Yin (National University of Defense Technology NUDT, China) Cluster Analysis of China Unicom Mobile Phone Users Based on K-Means Algorithm 375 Jianjun Mao (Yunxiang Technology Co., Ltd., Nanjing) The Design of University Employment Information Service System Based on Big Data 379 Jingyang Wang (Hebei University of Science and Technology, China), Ning Tian (Hebei University of Science and Technology, China), Min Zhang (Hebei University of Science and Technology, China), and Shaopeng Yuan (Hebei University of Science and Technology, China) Design and Implementation of Chinese Journal Data Analysis System 383 Shengfei Guo (Hebei University of Science and Technology, China), Xiaohong Wang (Hebei University of Science and Technology, China), and Min Huang (Hebei University of Science and Technology, China) A Research on Battlefield Situation Analysis and Decision-Making Modeling Based on a Hadoop Framework 388 Yulong Zhao (National University of Defense Technology (NUDT), China) and Weiting Lin (National University of Defense Technology (NUDT), China) Research on PCA Data Dimension Reduction Algorithm Based on Entropy Weight Method 392 Yumeng Cui (North China University of Technology, China) and Yinglan Fang (North China University of Technology, China) The Static Game Model and Application of Private Equity Companies' Compliance Management and Government Supervision 397 Min Wei (Macau University of Science and Technology, China)

xii Multi-Objective Optimization Design of Permanent Magnet Synchronous Motor Based on Genetic Algorithm 405 Xinliang Zhao (Institute of Electrical Engineering, Shanghai Dian Ji University, China), Zhen Sun (Institute of Electrical Engineering, Shanghai Dian Ji University, China), and Yufa Xu (Institute of Electrical Engineering, Shanghai Dian Ji University, China) Research on E-Commerce Security and Data Analysis Platform in the Era of Big Data 410 Qiao Tan (Shandong University of Finance and Economics, China) Probe into the Subject Service Innovation of University Library under the Background of Big Data 415 Dandan Zhao (Hulunbeier College, Hulunbeier Inner, Mongolia Autonomous Region, China) Intrusion Detection Mechanism Based on Modular Neural Network 419 Hongyu Luo (Tianjin University of Technology, China), Kai Shi (Tianjin University of Technology, China), Fuqiang Qiao (Tianjin Sino-German University of Applied Sciences, China), and Yinghao Li (Tianjin University of Technology, China) CloudMatrix Lite: A Real Trace Driven Lightweight Cloud Data Center Simulation Framework 424 Huixi Li (Guangdong University of Finance and Economics, China) and Yinhao Xiao (Guangdong University of Finance and Economics, China)

Intelligent Recognition and Image Information Processing

Research on Digital Instrument Recognition Technology of Inspection Robot 430 Peizheng Cai (Qingdao University of Science and Technology, China) and Xiangzhong Meng (Qingdao University of Science and Technology, China) sEMG Recognition Based on Multi-Channel Weight Configuration 434 Xianrong Wang (Shanghai University, China), Aiying Guo (Shanghai University, China), Jianhua Zhang (Shanghai University, China), and Zewen Li (Shanghai University, China) Decoupled Metric Learning Model Combining Tag Information for Recommendation 438 YanJun Wang (Business Intelligence and Data Management Lab, Southwest University, China), Yan Tang (Business Intelligence and Data Management Lab, Southwest University, China), and Qiang Chen (Southwest University, China) A New Design Method about the Universal Steganalysis Classifier in Digital Image 443 Yanping Tan (GuiZhou University of Commerce, China), Yong Luo (GuiZhou University of Commerce, China), Wenhua He (GuiZhou University of Commerce, China), Yan Xiong (GuiZhou University of Commerce, China), and Xianxiang Chen (GuiZhou University of Commerce, China) Comparative Experiment of Convolutional Neural Network (CNN) Models Based on Pneumonia X-ray Images Detection 449 Xiaochun Wei (Beijing National Day School, China), Yishuang Chen (Hong Kong Baptist University, China), and Zihao Zhang (Tongji University, China)

xiii A Comprehensive Training Platform Integrating Computing Science and AI 455 Wenjun Yu (Huazhong Agricultural University, China) and Yu Huang (Huazhong Agricultural University, China) Research on Scene Chinese Character Recognition Method Based on Similar Chinese Characters 459 Yan Wan (Donghua University, China), Fengli Ren (Donghua University, China), Li Yao (Donghua University, China), and Youan Zhang (Donghua University, China) Timing Scheme for Intelligent Intersection with Uncertain Traffic Flow 464 Feng-kun Li (Dalian Neusoft University of Information, China) and Yong Zhang (Dalian Neusoft University of Information, China) Multi-Temporal Remote Sensing Fire Detection Based on GBDT in Yunnan Area 469 Haidong Chen (Kunming Power Supply Bureau of Yunnan Power Grid Co. Ltd., China), Shangqi Duan (Kunming Power Supply Bureau of Yunnan Power Grid Co. Ltd., China), Xingke Ge (Kunming Power Supply Bureau of Yunnan Power Grid Co. Ltd., China), Shuangde Huang (Kunming Power Supply Bureau of Yunnan Power Grid Co. Ltd., China), Tao Wang (Kunming Power Supply Bureau of Yunnan Power Grid Co. Ltd., China), Debin Xu (Kunming Power Supply Bureau of Yunnan Power Grid Co. Ltd., China), and Baoyu Xu (Kunming Power Supply Bureau of Yunnan Power Grid Co. Ltd., China) Intelligent Detection and Recognition System for Mask Wearing Based on Improved RetinaFace Algorithm 474 Bin Xue (Shanghai University of Engineering Science, China), Jianpeng Hu (Shanghai University of Engineering Science, China), and Pengming Zhang (Shanghai University of Engineering Science, China) Chinese Named Entity Recognition in the Field of Architecture 480 Jiaxin Li (Army University of Engineering, China) and Ping Wang (Army University of Engineering, China) A Personalized Movie Recommendation System Based on LSTM-CNN 485 Haili Wang (Southwest Jiaotong University, China), Nana Lou (Peking University, China), and Zhenlin Chao (East China Normal University, China) Design and Implementation of PLUG and Play Access Information Interaction Based on FPGA 491 Xiaohui Ren (Power Science Research Institute of Fujian Electric Power Co., LTD), Zhijun Tang (Power Science Research Institute of Fujian Electric Power Co., LTD), Guodong Lin (Power Science Research Institute of Fujian Electric Power Co., LTD), Wujie Chao (Power Science Research Institute of Fujian Electric Power Co., LTD), Li Zhuang (Fujian Yirong Information Technology Co., LTD), and Yi Liang (Fujian Yirong Information Technology Co., LTD) Application Analysis of Mobile Learning Based on Smartphone in Flipped Classroom 496 Na Wei (SiChuan Electric Vocational and Technical College), Juan Yuan (SiChuan Electric Vocational and Technical College), and Chunpeng Meng (SiChuan Electric Vocational and Technical College)

xiv Research on Image Privacy Protection Algorithm Based on Generative Adversarial Network 500 Zhiqiang Wu (Yangzhou University, China), Lejun Zhang (Yangzhou University, China), Lifeng Zhang (Electronic Engineering, Kyushu Institute of Technology, China), and Seiichi Serikawa (Electronic Engineering, Kyushu Institute of Technology, China) Intelligent Processing Technology of Cross Media Intelligence Based on Deep Cognitive Neural Network and Big Data 505 Mingcan Fang (Qufu Normal University) Identification Method of Typical Dynamic Time Series Weather Scenes in Terminal Area 509 Jiaming Ge (Nanjing University of Aeronautics and Astronautics, China), Ligang Yuan (Nanjing University of Aeronautics and Astronautics, China), and Xuan Zhang (Nanjing University of Aeronautics and Astronautics, China) Application of GIS Technology to Explore the Balance Level of Residence and Commerce in Shanghai 517 Yiting Yu (Shanghai Institute of Technology, China), Shifang Shen (Shanghai Institute of Technology, China), Yonghe Li (Shanghai Institute of Technology, China), and Xiaoqing Ma (Shanghai Institute of Technology, China) Single Image Motion Deblurring Based on Modified DenseNet 521 Tao Zeng (Zhejiang University, China) and Changyu Diao (Cultural Heritage Institute, Zhejiang University, China) Research on Encryption Technology of Sensitive Information in Reserved Format 525 HaoZhe Wang (Changchun University of Science and Technology, China) and Zhanfang Chen (Changchun University of Science and Technology, China) Recognition of Side-Scan Sonar Shipwreck Image Using Convolutional Neural Network 529 Yulin Tang (Dalian Naval Academy, China), Shaohua Jin (Dalian Naval Academy, China), Fuming Xiao (Dalian Naval Academy, China), Gang Bian (Dalian Naval Academy, China), and Yonghou Zhang (Dalian Naval Academy, China) Multi-Step Reasoning for Knowledge Graph Completion 534 Mo Cheng (Hubei University of Technology, China), Liang Xiao (Hubei University of Technology, China), SiMing Chen (Hubei University of Technology, China), and JingMing Huang (Hubei University of Technology, China) Research on Intelligent Cyber Security Protection for Electric Power Dispatching and Control System 540 Yaofu Cao (State Grid Information & Telecommunication Branch, China), Xiaomeng Li (State Grid Information & Telecommunication Branch, China), Junwen Liu (State Grid Information & Telecommunication Branch, China), Chengwei Li (State Grid Information & Telecommunication Branch, China), Junlu Yan (State Grid Information & Telecommunication Branch, China), and Jingcheng Zhao (State Grid Information & Telecommunication Branch, China) Design of AI-Based Self-Learning Platform for College English Listening 544 Junping Zhou (Air Force Engineering University, China)

xv Neighbouring Constraint Deep Matrix Factorization for Sequential Multi-view Clustering 548 Guopeng Li (National University of Defense Technology, China), Fang Guo (Xi'an Insitute of MicroeIectronics TechnoIogy, China), Kun Han (National University of Defense Technology, China), and Jing Liu (National University of Defense Technology, China) Grid Message Security Recognition Method Based on Rule Self-Learning 552 Zhiming Zhong (Dongguan Electric Power Supply Bureau, China), Jie Wang (Dongguan Electric Power Supply Bureau, China), and Qiwei Li (Dongguan Electric Power Supply Bureau, China) Measurement of Dielectric Loss Factor Based on LabVIEW Signal Processing Module 557 Ronghui Hu (Shanghai Dianji University, China), Aiming Zhao (Shanghai Dianji University, China), Chao Yu (Shanghai Dianji University, China), Yawei Shi (Shanghai Dianji University, China), and Xing Zhang (Shanghai Dianji University, China) Part Recognition and Pose Estimation Based on Convolutional Neural Network 561 Changming Li (Qingdao University of Technology, China), Dongnian Li (Qingdao University of Technology, China), Chengjun Chen (Qingdao University of Technology, China), Zhengxu Zhao (Qingdao University of Technology, China), and Yang Wang (Qingdao University of Technology, China) Research on Design and Application of Brand Vision Inspection and Sorting System Based on Image Processing 568 Caixia Wu (Wuxi Vocational College of Science and Technology, China) Bank Financial Innovation and Computer Information Security Management Based on Artificial Intelligence 572 Xiaoyi Hu (Taizhou Vocational and Technical College, China) and Ke Wang (Taizhou Vocational and Technical College, China) The Statistics and Analysis of Annual Fault Repair Report of an Elevator Company 576 Yanbin Zhang (Shanghai Institute of Special Equipment Inspection and Technical Research, China), Shangchang Feng (Shanghai Institute of Special Equipment Inspection and Technical Research, China), Zheyi Li (Shanghai Institute of Special Equipment Inspection and Technical Research, China), and Kuangye Niu (Shanghai Institute of Special Equipment Inspection and Technical Research, China)

Author Index 581

xvi