2021 4th International Conference on Artificial Intelligence and Big Data (ICAIBD 2021) - Chengdu, China 28 - 31 May 2021
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2021 4th International Conference
on Artificial Intelligence and Big
Data (ICAIBD 2021)
Chengdu, China
28 – 31 May 2021
IEEE Catalog Number: CFP21Q12-POD
ISBN: 978-1-6654-3038-8Copyright © 2021 by the Institute of Electrical and Electronics Engineers, Inc. All Rights Reserved Copyright and Reprint Permissions: Abstracting is permitted with credit to the source. Libraries are permitted to photocopy beyond the limit of U.S. copyright law for private use of patrons those articles in this volume that carry a code at the bottom of the first page, provided the per-copy fee indicated in the code is paid through Copyright Clearance Center, 222 Rosewood Drive, Danvers, MA 01923. For other copying, reprint or republication permission, write to IEEE Copyrights Manager, IEEE Service Center, 445 Hoes Lane, Piscataway, NJ 08854. All rights reserved. *** This is a print representation of what appears in the IEEE Digital Library. Some format issues inherent in the e-media version may also appear in this print version. IEEE Catalog Number: CFP21Q12-POD ISBN (Print-On-Demand): 978-1-6654-3038-8 ISBN (Online): 978-1-6654-1515-6 Additional Copies of This Publication Are Available From: Curran Associates, Inc 57 Morehouse Lane Red Hook, NY 12571 USA Phone: (845) 758-0400 Fax: (845) 758-2633 E-mail: curran@proceedings.com Web: www.proceedings.com
2021 4th International Conference on Artificial
Intelligence and Big Data
Table of Contents
Preface……………………………..…………………………………………………………………………………..………xiii
Conference Committees……………………………………………………………………………………...……....……xv
Chapter I: Big Data and Engineering
How to Realize Precision Marketing in Catering Industry through Big Data ......................................................1
Siyang Liu
Technical Architecture of Big Data Cloud Platform for Intelligent Washing Factory ...........................................8
Chuanxing Zheng
Analysis of the Security Strategy of Computer Network Data under the Background of Big Data ...................13
Xiaolan Yu
Research on the Impact of Digital Interactive Media on the Stock Market Based on Big Data Text ................17
Jinshui Huang, Jujun Qian, Yangqing Liu
A Novel Algorithm using Content-based filtering Technology in Apache Spark for Big Data Analysis..............22
Yolamu Kamukwamba, Liu Chunxiao
Chapter II: Data Analysis and Data mining
Weighted Cross-Product Constraint Transformation to Optimize Spatial Structure of Data ............................27
Siqing Wang, Deqi Li, Xin Zhang, Shutao Zhang
Overview: The Databases of Chemical Components of Traditional Chinese Medicine ...................................32
Yang Li, Xiaomeng Li, Ping Ma, Jingang Ma
Microservice Anomaly Detection Based on Tracing Data Using Semi-supervised Learning ...........................38
Min Li, Dingyong Tang, Zepeng Wen, Yunchang Cheng
Automatic Market Prediction System Via an Ensembled Model ......................................................................45
Jinxi Liu, Peng Yang, Jingyao Fan, Xiaohan Dou
iiiEarly Warning and Prevention of non-Compliance of Internal Control Information Disclosure based on data
Mining..............................................................................................................................................................49
Na Liu, Lianxi Wang
A Novel Scheme for Crawling and Mining of Housing Transaction Data .........................................................54
Luyao Chen, Tao Xu
A Fast-Mining Method for Target Behavior Pattern Based on Trajectory Data ................................................59
Qiaowen Jiang, Yu Liu, Shun Sun, Daning Tan
Application of Data Mining in Predicting College Graduates Employment ......................................................65
Shouwu He, Xiaoying Li, Jia Chen
Chapter III: Machine Learning
Real Time Face Mask Detection System using Transfer Learning with Machine Learning Method in the Era of
Covid-19 Pandemic .........................................................................................................................................70
Sohaib Asif, Yi Wenhui, Yi Tao, Si Jinhai, Kamran Amjad
Static Analysis of Source Code Vulnerability Using Machine Learning Techniques: A Survey ........................76
Jingjing Wang, Minhuan Huang, Yuanping Nie, Jin Li
Studying the Reinforcement Learning Techniques for the Problem of Intrusion Detection ..............................87
Quang-Vinh Dang, Thanh-Hai Vo
IoT-Based Disaster Detection Model Using Social Networks and Machine Learning ......................................92
Khalid Alfalqi, Martine Bellaiche
An Ensemble Machine Learning Method for the Prediction of Heart Disease .................................................98
Sohaib Asif, Yi Wenhui, Yi Tao, Si Jinhai, Hou Jin
Recursive Least Squares Policy Control with Echo State Network ...............................................................104
Chunyuan Zhang, Chao Liu, Qi Song, Jie Zhao
The Method of Selecting the Evaluation Model for the State of Children's Growth Based on Machine Learning
......................................................................................................................................................................109
Yubin Chen, Dancheng Li, Ning Wang, Changyuan Wu, Zhong Wang
Research on Employee Turnover Prediction Based on Machine Learning Algorithms .................................. 114
Jia Yuan
ivChapter IV: Intelligent Algorithm and Calculation
Research on Path Planning of AUV Based on Improved Ant Colony Algorithm ............................................121
Shaokun Yan
Incremental Learning Algorithm Based on Graph Regularized Non-negative Matrix Factorization with
Sparseness Constraints ................................................................................................................................125
Jintao Wang, Meng Zhang, Xusheng Hu, Tianwei Ni
Elastic Network Regression Based on Differential Evolution Dragonfly Algorithm with T-Distribution
Parameters ....................................................................................................................................................129
Jiayi Zhang, Wei Nai, Kairui Luo, Peiran Leng, Zan Yang, Dan Li, Chi Zhang
Optimization and Integration of Logistics Facilities Resources Based on Genetic-Simulated Annealing Hybrid
Algorithm .......................................................................................................................................................135
Qingran Ji, Fanchao Meng, Hongzhen Zheng, Dianhui Chu
Optimization of Assembly Scheduling Based on an Improved Adaptive Genetic Algorithm ..........................143
Shanliang Xue, Liuyan Wu, Guangxin Chen, Sijia Cheng, Yong Yuan
Modeling and Algorithm Research on Stowage of Emergency Rescue Vehicles on Ro-Ro Ship ..................149
HAN Can, LIU Qinhui, HAO Tong, XU Qiang, LIU Jingqiao, LI Qiangkun, SHI Han
A Intrusion Detection Algorithm Based on Improved Slime Mould Algorithm and Weighted Extreme Learning
Machine.........................................................................................................................................................157
Tang Xiong, Ge Lina, Zhang Guifen, Qin Donghong
Locally Linear Embedding Based on Seagull Optimization Algorithm with T-distribution Parameters ...........162
Minhui Ye, Zan Yang, Hanwei Jiang, Shuhan Zhou, Wei Nai, Dan Li, Yidan Xing
PID Parameter Optimization of Secondary Cooling Water Distribution Model for Continuous Casting Based on
Improved Artificial Bee Colony Algorithm.......................................................................................................167
Yibing Wang, Xiangwei Kong, Peifeng Hao
Improved Grey Wolf Optimization Algorithm for Solving Cloud Manufacturing Scheduling Problem with Limit
Logistics Resource ........................................................................................................................................174
Xiaohui Li, Xueru Wang, Yi Zhao, Yuan Dong, Ping Wang
An Adaptive Clustering Algorithm Based on Circular Units............................................................................179
Fang Wang, Yongqiang Xie, Zhihui Hu, Kai Zhang, Yunchao Zhang
Traffic Anomaly Detection Algorithm Based on Improved Salp Swarm Optimal Density Peak Clustering .....187
Xin Li, Peng Yi, Yiming Jiang, Xiangyu Lu
vHighway Traffic Flow Prediction Based on Optimized KNN of Spark ............................................................192
Zhang Liping, Feng Yongxiang, Li Leixiao, Bai Xiaoman
Chapter V: Computer Modeling and Mathematical Calculation
A Method of Load Forecasting Based on Temporal Convolutional Network ..................................................198
Ganghong Zhang, Wenbin Chen, Chao Huo, Huifeng Bai, Jian Gao, Jinhong He, Shuaiying Ma, Tonglei
Liu
Dynamically Mixed Group Convolution to Lighten Convolution Operation ....................................................203
Hang Wei, Zulin Wang, Gengxin Hua
Reachability Analysis of Linear Systems with Rational Eigenvalues .............................................................207
Xinyu Ge, Shiping Chen
Incorporating Pre-trained Model into Neural Machine Translation .................................................................212
Tailai An, Jiaxing Song, Weidong Liu
Zipf Matrix Factorization: Matrix Factorization with Matthew Effect Reduction ..............................................217
Hao Wang
Self-Adaptive Word Segmentation Model in Military Domain Based on Conditional Random Field ..............221
Kexiang Guo, Hengjun Wang, Zhixu Bai, Yejie Xue
A Novel Large Neighborhood Search for Solving Green Vehicle Routing Problem .......................................227
Xiaohui Li, Peifan Li, Yi Zhao, Yuan Dong, Ping Wang
An Electromagnetic Situation Calculation Method Based on Edge Computing and Cloud Computing .........232
Zhe Li, Le Yang
Tracing Asian Giant Hornet: From a Data-Driven Perspective ......................................................................237
Yuanyuan Deng, Linqing Zeng, Qi Fu, Haoxuan Li
Complex-Valued Vectors for Word Representation .......................................................................................242
Guangcheng Liu, Yuexian Hou
Chapter VI: Deep Learning and Recommendation System
Applying Deep Learning to Autonomous Vehicles: A Survey .........................................................................247
Jing Ren, Hossam Gaber, Sk Sami Al Jabar
Traffic Signal Control Based on Deep Reinforcement Learning with Simplified State and Reward Definitions ...
......................................................................................................................................................................253
Salah Bouktif, Abderraouf Cheniki, Ali Ouni, Hesham El-Sayed
viResearch on Bearing Fault Diagnosis Base on Deep Learning ....................................................................261
Weipeng Xu
An Overview of Landslide Detection: Deep Learning and Machine Learning Approaches ............................265
Hong Zhang, Mingzhe Liu, Tao Wang, Xin Jiang, Bingqi Liu, Pengyu Dai
Graph Neural Network Recommendation Model Based on Long- and Short-Term Interests ........................272
Qi Feng, Yuan Tan, Ming Zhou, Guangjun Zeng, Zhe Chen
Multi-behavior Recommendation Based on Simplified Graph Convolutional Networks .................................277
Hongfei Yu, Xinhua E, Xiaoli Li, Kang Wang, Siyang Zhang
A Model Hybrid Recommendation Approach Based on Knowledge Graph Convolution Networks ...............283
Zhen Hou, Tong Li, Huilin Fu, Qidong Liu, Zehui Zhang, Mengjie Hu
Chapter VII: New Generation Neural Network and Technology
Exponential Synchronization of Switched Inertial Reaction-Diffusion Neural Networks with Time Varying
Delays via Intermittent Control ......................................................................................................................289
Jiefei Yan, Meng Hui, Jiahuang Zhang, Chen Wei, Ning Yao
The Interpretability of Quantum-Inspired Neural Network .............................................................................294
Shikai Song, Yuexian Hou, Guangcheng Liu
Multi Resolution Prediction Model Based on Wavelet Analysis and Neural Network .....................................299
Chengzhao Zhang, Heping Pan
An Automatic Detection Method of Bird’s Nest on Electric Tower Based on Attention Full Convolutional Neural
Networks .......................................................................................................................................................304
Wuzhong Dong, Lie Wu, Qi Wang, Sen Cheng
Finite-Time Projective Synchronization of Stochastic Complex-Valued Neural Networks with Time Varying
Delays ...........................................................................................................................................................309
Jiahuang Zhang, Meng Hui, Chen Wei, Jiefei Yan, Ning Yao
Predicting Trend of High Frequency CSI 300 Index: Based on Empirical Mode Decomposition and BP Neural
Network .........................................................................................................................................................315
Guangyan Gan, Xueyu Zhou, Haoxuan Li
Few-shot Learning for Rolling Bearing Fault Diagnosis Based on Residual Convolutional Neural Network .320
Zihao Cui, Xiangwei Kong, Peifeng Hao
Semi-supervised Text Classification Based On Graph Attention Neural Networks ........................................325
Jian Huang, Nana Tao,Hui Chen,Qingshan Deng,Wei Wang,Jing Wang
viiSemantic Analysis on Product Review Headlines Based on Review Association Mechanism and Convolutional
Neural Network .............................................................................................................................................331
Yanghao Xiao, Xueyu Zhou, Haoxuan Li
Chapter VIII: Sentiment Analysis and Classification
A Novel Microblog Sentiment Classification Method Based on Top-k Pooling ...............................................335
Binyan Zhang, Xiaofei Zhu, Xianying Huang, Wanping Liu
Sentiment Classification Algorithm of Danmaku Comment Based on Modified Bayes Model .......................342
Ziyi Wang, Guanying Huang
Quantum-Inspired Model Based on Convolutional Neural Network for Sentiment Analysis ..........................347
Si Li, Yuexian Hou
Live Comments Emotional Analysis based on EE-RNN ................................................................................352
Pengcheng Tan, Hongguang Xu, Ke Xu
Sentiment Assessment of Brand Advertising on Gender Issues on Social Network: A Case Study of
Femvertising on Sina Weibo in China ...........................................................................................................360
Yuan Chen, Zhisheng Zhang, Zhijie Xia
PHARN: A Probabilistic Graph Model Based Hierarchical Affective Reasoning Network for Conversational
Sentiment Analysis ........................................................................................................................................365
Peng Guo,Yuexian Hou,Xiujun Gong
Aspect Extraction in Sentiment Analysis Based on Emotional Affect Using Supervised Approach ...............372
Jaafar Zubairu Maitama, Norisma Idris, Asad Abdi, Andrew Thomas Bimba
Research on Semantic Sentiment Analysis Based on BiLSTM .....................................................................377
Chenyue Zhang,Lizhi Liu
Chapter IX: Target Recognition
Comparative Study on Different Dimension Reduction Methods in Remote Sensing Ground Object
Recognition ...................................................................................................................................................382
Lei Kang, Xin Zhang, Kai Zhang, Biao Yuan
Hyperspectral Object Recognition Based on Optimized Gabor Spatial-spectral Feature ..............................387
Quanwei Xu, Xiaoqing Hu, Kai Zhang, Biao Yuan
An Application for Identification of Malignant Weeds in Cereal Fields Based on Neural Network .................392
Chao Zhang, Kai Fu, Zengguanqi Duan, Yansong Zhai, Ziping Tian, Jing Huang
Railway Driver Behavior Recognition System Based on Deep Learning Algorithm .......................................398
Li He, Jie Zhang
viiiApplication of Active Learning in Carbonate Lithologic Identification .............................................................404
Biao Yuan, Zhongyuan Wu,Kai Zhang,Deqi Li,Qiaoyu Ma
Research on Detection and Identification Technology of Intelligent Devices in Cyberspace: A Survey .........409
Le Yao, Honglin Zhuang, Zhechao Lin, Jiaxiang Gu, Fang Wang, Qinbo Chen
Chapter X: Image Analysis and Methods
Fusion Algorithm for Foggy Image Enhancement based on Transmittance Weight Factor ...........................419
Wei Sun, Meng Zhang, Jintao Wang
An Image Defog Network Based on Multi-scale Feature Extraction and Weighting ......................................423
Chen Yu, Cai Qiong, Qianqian Huang, GuoQing Chen, Xingbao Fu
Improved Genetic Algorithm Otsu for Power Transmission Line Foreign Body Image Segmentation ...........428
Zhou Hao, Zhang Hongmin,Li Shunyuan,Li Pingping
Medical Records Classification Model Based on Text-Image Dual-Mode Fusion ..........................................432
Yang Chen, Xinyue Zhang, Tao Li
Deep Learning Approach for Breast Ultrasound Image Segmentation ..........................................................437
Yahya Alzahrani, Boubakeur Boufama
First-Order Meta-Learning in Node Classification with Graph Convolutional Network ..................................443
Jing Cao, Yi Xu, Xuening Song
New Mechanism of Visual Motion Direction Detection Based on McCulloch-Pitts Neuron Model .................448
Yi Chen, Zheng Tang, Hiroyoshi Todo
PO-SLAM: A Novel Monocular Visual SLAM with Points and Objects...........................................................454
Xiaohan Li, Shiqi Lin, Meng Xu, Deyun Dai, Jikai Wang
A Neuron for Velocity Detection Based on Inhibitory Mechanism in Retina Ganglion ...................................459
Mianzhe Han, Yuki Todo, Zheng Tang
Chapter XI: Computer Graphics and Photography Technology
Investigating the Efficiency of a Three-Dimensional Facial Tracker Using Stereo Camera Arrangements ....463
Faleh AlQahtani, Jasmine Banks, Vinod Chandran, Jinglan Zhang
Feature Extraction of Hyperspectral Image Structure Based on Spatial-Spectral Fusion..............................469
Shutao Zhang, Xin Zhang, Kai Zhang, Biao Yuan
Channel Attention Residual Network for diagnosing Pneumonia ..................................................................474
Zhaoxia Guo, Jianjun Zhang, Yiming Zuo, Peishun Liu, Ruichun Tang, Xiaoxia Li
ixFast Welding Defect Inspection on Digital Radiography Images Using Saliency Detection ..........................480
Yi Zhao, Pu Zhao, XiaoHui Li, JinPing Zhai
Multi-transformation Consistency Regularization for Semi-supervised Medical Image Segmentation ..........485
Yi Zhang, Bin Zhou, Lei Chen, Yulin Wu, Hongchao Zhou
An End-to-End Practice of Remote Sensing Object Detection with NVIDIA Embedded System ...................490
Jingyao Huang, Hao Su, Xun Liu, Wei Li, Yi Cai, Lingxue Wang
Visual Saliency Prediction of Global Attention Based on Relevance Perception ...........................................495
Chenzhou Deng, Xiangyang Chen, Cao Qianqian
Multi-classification of fNIRS Signals in Four body parts Motor Imagery Tasks Measured From Motor Cortex ....
......................................................................................................................................................................500
Yuan Li, Hui Shen, Yang Yu, Dewen Hu
Chapter XII: Advanced Information Theory and Technology
An Interpretable Regularization Method Based on Minimizing Mutual Information .......................................505
Nan Xie, Yuexian Hou
A VCT Discovery Algorithm of Renju .............................................................................................................510
Zhikun Zhao, Fan Zhang, Quansheng Wu, Yuan Zhang
Analysis of Microblog User Influence Based on Multivariate Interaction Counting Framework Model ..........515
Zhikai Wang, Xuemin Zi
CRW-NER: Exploiting Multiple Embeddings for Chinese Named Entity Recognition ....................................520
Aiguo Chen, Chenglong Yin
Enhancing Collaborative Filtering Recommendation by User Interest Probability .........................................525
Jing Yu, Jingjing Shi, Yunwen Chen, Wenhai Liu, Kai Liu, Zhijun Xie
SAFS: Social-Article Features-Stacking Model for Fake News Detection .....................................................530
Xiaojun Wu, Jimin Wang
Micro-course Evaluation Index System based on User Experience ..............................................................536
Yu Sun, Dongmei Yang, Yaowen Xia
Studying the Fuzzy Clustering Methods to Understand Employee Performance ..........................................541
Quang-Vinh Dang, Minh-Tuan Truong, Minh-Hoang Huynh
Rounding Shift Channel Post-Training Quantization using Layer Search .....................................................545
Mengmeng Xu, Mingxin Zhao, Shuangming Yu, Xuemin Zheng, Nanjian Wu, Liyuan Liu
HyperEA: Hyperbolic Entity Alignment between Knowledge Graphs ............................................................550
Shuai Gao
xResearch on Named Entity Recognition Technology of Knowledge Graph for Flipped Classroom ...............555
Yifeng Li, Yuan Tan, Ming Zhou, Guangjun Zeng, Zhe Chen
Chapter XIII: Information Network and Application Technology
A Deep Intrusion Detection System in Lambda Architecture Based on Edge Cloud Computing for IoT ........561
Rubayyi Alghamdi, Martine Bellaiche
A Double Stream Module in Backbone for Object Detection Network ...........................................................567
Xuanfang He, Yan Ding, Yating Yuan, Weidong Liang, Xinliang Huang, Jiayuan Shan
Encrypted Traffic Classification Based on Traffic Reconstruction ..................................................................572
Qianli Ma, Wei Huang, Yanliang Jin, Jianhua Mao
Research on System Log Anomaly Detection Combining Two-way Slice GRU and GA-Attention Mechanism
......................................................................................................................................................................577
Shijing Gu, Yuchun Chu, Wenbin Zhang, Peishun Liu, Qilin Yin, Qi Li
Chapter XIV: Information Engineering and Information
Management
Movement Stimulation through Social Media: The Tweeted Perspective and Road Safety Movement in
Bangladesh ...................................................................................................................................................584
Afsana Begum, Md. Alamgir Hossain, A.U. M. Tuhin, Md. Fakrul Abedin Bhuiyan
Removal of Rain Streaks in Air Using GAN ...................................................................................................589
Pin Cao, Jie Zhang, Peng Zou, Donglin Li, Wuchang Li, Chengli Zhong, Lei Ma, He Cui
Network Characteristics and Risk Analysis of Logistics Sharing Economy ...................................................594
Ming Dai, Runjie Xu, Jian Du, Yuchang Liu, Hongwei Xing
Lithology Classification System for Well Logging Based on Bidirectional Gated Recurrent Unit ...................599
Rui Zhou, Xiaoqing Hu, Biao Yuan, Quanwei Xu
Hierarchical Cost-Sensitive Techniques for Class Imbalance Learning .........................................................604
Huan Xu
Research on Interval Estimation of Trip Fuel Consumption Based on Irregularly Distributed Samples .........610
Guodong Liang, Jingjie Chen, Jiaxue Liu
Research on the Interaction Design of Mobile APP for Second-hand Luxury Goods Transaction .................617
Wen Qi, Pengpeng Yang
Shear Wave Velocity Prediction of Carbonate Reservoirs Based on CatBoost .............................................622
Chengcheng Zhong, Fengjie Geng, Xin Zhang, Zitong Zhang, Zhongyuan Wu, Yanan Jiang
xiChapter XV: Artificial Intelligence and Application
Blockchain-Based Infrastructure for Artificial Intelligence with Quantum Resistant .......................................627
Bo Yuan, Faguo Wu, Wangjie Qiu, Wendi Wang, Hong Zhu, Dongxu Zhou
Robot Mapping and Navigation System Based on Multi-sensor Fusion ........................................................632
Bo Zhang, Jie Zhang
Research on VSLAM of UAV in Coal Mine Based on ROS ...........................................................................637
Minghui Zhao, Qijun Chen, Shihong Zhang
Intelligent Control System of Coal Mine Main Transportation Based on Machine Vision...............................641
Yongqing Lv, Ning Liu, Cungen Xi, Minghui Zhao
Research and Exploration of Land Use in Core Area of Urban Central Rail Transit Station Based on AI
Technology ....................................................................................................................................................645
Yuan He, Hong Yuan, Qiang Yao, Zelin Wang
Chapter XVI: Computer and Electrical Engineering
A Method of Equipment Safety Certification Based on Daily Cycle Activity ...................................................651
Nan Ye, Chenhao Sun, Runjie Xu, Fangling Sun
Study on Common Factors Identification of Aerospace Quality Problems Based on Similarity .....................659
Fengsheng JIA, Yuming WANG, Jiaqi YOU
Design of Electronic Device Life Test Monitoring System Based on Optical Character Recognition Technology
......................................................................................................................................................................665
Jiawei JI, He LV
CrossNet: Computing-Friendly Lightweight Anchor-Free Detector ................................................................670
Yuncong Yao, Qiang Wang, Jiren Mai,Wankou Yang
Modeling and Simulation of Wide Area Backup Protection System Based on UPPAA ..................................676
Xiong Haijun, Ye Xinyu, Jiang He, Wang Yao
Window-Based Dynamic Streaming Tensor Analysis Based on CP Decomposition......................................681
Xuemei Zhong, Junhua Chen, Lei Zhang, Yan Zhang
A Multi-objective Task-Driven Vehicle Routing Problem with Recirculating Delivery and its Solution
Approaches ...................................................................................................................................................687
Lei Wang, Fanchao Meng, Xiaochuan Min, Dianhui Chu
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