Proceedings of the 2nd International Conference on Cognitive Based Information Processing and Applications (CIPA 2022): Volume 2

Description

This book contains papers presented at the 2nd International Conference on Cognitive based Information Processing and Applications (CIPA) in Changzhou, China, from September 22 to 23, 2022. The book is divided into a 2-volume series and the papers represent the various technological advancements in network information processing, graphics and image processing, medical care, machine learning, smart cities. It caters to postgraduate students, researchers, and practitioners specializing and working in the area of cognitive-inspired computing and information processing. Conference Committee Preface Keynotes Contents About the Editors Cognitive Environment, Sensing and Data Data-Driven Fuzzy Clustering Approach in Logistic Regression Model 1 Introduction 2 Method Introduction 3 Experiments 4 Conclusion References Digital Storage of Minority Image Based on Hadoop Technology 1 Introduction 2 Hadoop Architecture 3 Digital Storage Conceptual Structure Design 4 Digital Storage Logic Structure Design 5 Conclusion References Application and Exploration of NC Machining Under Industrial Robot 1 Introduction 2 Industrial Robot 3 Characteristics of NC Machining 3.1 High Precision 3.2 High Production Efficiency 4 Application of Industrial Robot in NC Machining 4.1 CNC Loading and Unloading 4.2 NC Turning Process 4.3 Logic Control in Operation 5 Simulation 6 Application of Industrial Robot in NC Machining 6.1 Integration of Industrial Robot and NC Multi-axis Machine Tool 6.2 Online Inspection of NC Machining Using Intelligent Industrial Robot 7 Epilogue References Grid Voice Interaction Platform Based on Voice Recognition Engine 1 Introduction 2 Speech Recognition Engine and Speech Signal Processing Process 2.1 PocketSphinx Speech Recognition Engine 2.2 Speech Signal Analysis and Processing 3 Power Grid Voice Interaction Platform Design 3.1 Design of HMM-Based Power Grid Speech Recognition Interaction Platform 3.2 Grid Voice Signal Integrity Design 3.3 Design of Voice and Audio Interface Unit 4 Test and Application of Power Grid Voice Interaction Platform 4.1 Platform Noise Immunity Test 4.2 Platform Application 5 Conclusion References BIM Prefabricated Building Construction Quality Control Simulation System 1 Introduction 2 BIM Technology and Construction Quality of Prefabricated Buildings 2.1 Features of BIM 2.2 Factors Affecting Construction Quality Control 2.3 Upper Approximate Set and Lower Approximate Set of Rough Set Theory 3 BIM Prefabricated Building Construction Quality Control Simulation Research 3.1 Research Purpose 3.2 Research Methods 4 BIM Prefabricated Building Construction Quality Control Experiment Analysis 4.1 Statistics and Analysis of Construction Quality Problems of Prefabricated Buildings 4.2 Analysis of Control Measures for Construction Quality Problems 5 Conclusion References Correlation Filter Detection and Tracking Model Based on Dynamic Spatial Feature Selection 1 Introduction 2 Design and Research of Correlation Filter Detection and Tracking Model Based on Dynamic Spatial Feature Selection 2.1 The Basic Framework of Target Tracking 2.2 Extraction of Target Features 2.3 Research on Related Algorithms 3 Experimental Research on Correlation Filter Detection Tracking Model Based on Dynamic Spatial Feature Selection 3.1 Target Tracking Algorithm Performance Test Platform 3.2 Correlation Filter-Based Target Tracking Algorithm Based on Spatiotemporal Regularization 3.3 Correlation Filter-Like Target Tracking Algorithm Fused with Color Statistical Features 4 Experimental Analysis of Correlation Filter Detection Tracking Model Based on Dynamic Spatial Feature Selection 4.1 Dynamic Spatial Feature Selection Tracking Models with Different Learning Rates on Datasets 4.2 Algorithm Comparison on Datasets 5 Conclusion References Image Extraction of Mural Line Drawing Based on Color Image Segmentation Algorithm 1 Introduction 2 Research on Image Extraction of Mural Line Drawing Based on Color Image Segmentation Algorithm 2.1 Application of Color Image Segmentation Technology in Mural Line Drawing 2.2 GrabCut Algorithm 3 Research and Design Experiment of Mural Line Drawing Image Extraction Based on Color Image Segmentation Algorithm 3.1 Generating the Framework 3.2 Framework Evaluation 4 Experimental Analysis of Mural Line Drawing Image Extraction Based on Color Image Segmentation Algorithm 4.1 Framework Satisfaction Comparison 4.2 Comparison of the Algorithm Performance 5 Conclusion References 3D Virtual Modeling Technology of Environmental Art Based on Intelligent Algorithm 1 Introduction 2 Definition of Smart Optimization Algorithms 3 Typical IOA Analysis 3.1 Ant Colony Algorithm 3.2 Genetic Algorithm 4 The Advantages of VR in Environmental Art Modeling Design 5 The Specific VR Application in Environmental Art Modeling Design 5.1 In the Pre-design Stage 5.2 In the Virtual Design Stage 5.3 During the Design Presentation Stage 5.4 During the Design Evaluation Stage 6 Conclusion References Geographical Origin Traceability of Urechis Unicinctus Based on Cluster Analysis and Linear Discriminant Analysis 1 Introduction 2 Materials and Methods 2.1 Sample Collection and Pretreatment 2.2 Determination of Heavy Metals and Nutrients Contents 2.3 Statistical Analyses 3 Results and Discussions 3.1 Contents of Heavy Metals and Nutrients in Urechis Unicinctus 3.2 The Causes of Regional Differences 3.3 Cluster Analysis (CA) 3.4 Fisher Linear Discriminant Analysis (FLD) 4 Conclusion References Based on FPGA Laser Spectrum Analysis System 1 Introduction 2 Principle of Static Spectrometer 3 FPGA Structure Design 3.1 Overall Structure 3.2 Apodization Function 3.3 Implementation of Spectral Analysis Algorithm 4 Experiments 5 Conclusion References A Method for Building Indoor Environment Adjustment Based on Machine Vision 1 Introduction 2 Methodology 2.1 The Heart Rate Recognition Module 2.2 The Environmental Health Modeling 2.3 The Environmental Health Discrimination and Adjustment Module 3 Conclusion References Optimal Placement of Bridge Monitoring Sensors Based on Improved Steady-State Genetic Algorithm 1 Introduction 2 Discussion on Optimization of Bridge Monitoring Sensors Based on Improved Steady-State Genetic Algorithm 2.1 Bridge Monitoring and Sensing 2.2 Improved Steady-State Genetic Algorithm 2.3 Sensor Optimal Layout Method 3 Experimental Process of Bridge Monitoring Sensors Based on Improved Steady-State Genetic Algorithm 3.1 Principle of Optimal Sensor Layout 3.2 Optimization Model of Bridge Monitoring Sensors Based on Improved Steady-State Genetic Algorithm 4 Experimental Analysis of Bridge Monitoring Sensors Based on Improved Steady-State Genetic Algorithm 4.1 Optimization Test of Bridge Monitoring Sensor 5 Conclusion References Application of Nonlinear Prediction and Linearization MPC in Path Planning 1 Introduction 2 Discussion on Nonlinear Prediction and Linearization MPC in Path Planning 2.1 Path Planning 2.2 Nonlinear Prediction 2.3 Linearizing MPC Along Trajectory 3 Experimental Process of Nonlinear Prediction and Linearization MPC in Path Planning 3.1 Experimental Environment 3.2 Experimental Steps 4 Experimental Analysis on the Application of Nonlinear Prediction and Linearization MPC in Path Planning 4.1 Shortest Path Analysis of Path Planning 4.2 Performance of Linearized MPC Along Trajectory in Path Planning 5 Conclusion References Investment Optimization and Auxiliary Decision Support System of Power Grid Construction Project Under Double Carbon Target 1 Introduction 2 Multi Attribute Decision Model for Investment Optimization of Power Grid Construction Projects 2.1 Establishment of Multi-level Dynamic Tracking Comprehensive Evaluation System 3 Comprehensive Evaluation Model for Investment Optimization of Power Grid Construction Projects 3.1 Evaluation Process of Analytic Hierarchy Process 3.2 Calculation Process of Evaluation Index Weight at Each Level of Improved AHP Method 4 Investment Optimization Method of Power Grid Construction Project 5 Summary References Construction Project Management Process Optimization System Based on Information Fusion Technology 1 Introduction 2 Information Fusion Technology and Optimization of Construction Project Management Process 2.1 Information Fusion Technology 2.2 Optimization of Construction Project Management Process 2.3 Application of Process Mining Algorithm in the Optimization of Construction Project Management Process 3 Questionnaire Survey on Optimization of Construction Project Management Process 3.1 Questionnaire Design Process 3.2 Questionnaire Survey Content 4 Questionnaire Survey Analysis on Optimization of Construction Project Management Process 5 Conclusion References Simulation and Analysis of Induced Voltage of 500 kV Bus 1 Introduction 2 Parameter Calculation Based on Carson Formula 3 Characteristics of Ground Mode and Induced Voltage of Overhead Transmission Lines 3.1 Both Ends of the Outage Maintenance Circuit Are not Grounded 3.2 Single-End Grounding at the Beginning and End of the Outage Maintenance Loop 3.3 Both Ends of the Outage Maintenance Loop Are Grounded 4 Modeling and Analysis 5 Induced Voltage Analysis 5.1 Wiring Capacitance 5.2 Overhead Ground Wire 6 Conclusion References Security Issue in Cognitive-Inspired Computing Application of Big Data Technology in Computer Network Information Security 1 Introduction 2 Challenges of Big Data to Computer Network Information Security 2.1 Big Data is Becoming a Hard Hit in Cyber Attacks 2.2 Big Data Storage Security Faces Serious Challenges 2.3 Big Data Increase the Risk of Information Disclosure 2.4 Big Data Technology Can Be the Carrier of Continued Hacker Attacks 3 Computer Network Information Security Protection Path Based on Big Data 3.1 Strengthening Physical and Virtual Protection of Key Information Data 3.2 Defense Against Key Information Data Network Attacks Using Big Data Technology 3.3 Building Big Data Platform to Improve the Ability of Defusing Network Attacks 3.4 Create Big Data Analysis Projects to Enhance the Ability to Respond to Network Threats 4 Conclusion References Risk Assessment Model of Accounting Resource Sharing Management Based on Big Data Association Rule Algorithm 1 Introduction 2 Research on the Accounting Resource Sharing Management Risk Assessment Model Based on the BD Association Rule Algorithm 2.1 Definition of Accounting Shared Resources 2.2 Accounting Sharing Resource Mode 2.3 Build an Accounting Resource Sharing Risk Assessment Index System 2.4 Algorithmic Application 2.5 Risk Assessment Method 3 Design Experiment of Accounting Resource Sharing Management Risk Assessment Model Based on BD Association Rule Algorithm 3.1 Comparison Experiment Between Old and New Algorithms 3.2 Operation Experiment of Real Machine 4 Research and Analysis of Accounting Resource Sharing Management Risk Assessment Model Based on BD Association Rule Algorithm 4.1 Time-Consuming Comparison of the Results of the Two Algorithms 4.2 Comparison of Experiment Results of System Actual Machine Operation 5 Conclusions References Computer Network (CN) Security Privacy Data Fusion (DF) Method in Cloud Computing Environment 1 Introduction 2 Background Analysis of Computer Network Security DF 2.1 Characteristics of Computer Network Information Security 2.2 Factors Affecting Computer Network Security 2.3 Classification of DF Methods 2.4 Algorithm Research 3 Experimental Research on DF Structure Classification 3.1 JDL Structure 3.2 Fusion Structure Based on I/O Characteristics 3.3 Tertiary Fusion Structure 4 Comparative Experimental Analysis of Prediction Method and Fusion Method 4.1 Comparison with Other Time Series Forecasting Methods 4.2 Comparison Experiment of Fusion Methods 5 Conclusions References Privacy Information Protection System Based on Data Collection Algorithm 1 Introduction 2 Theoretical Basis of Privacy Protection 2.1 Definition and Classification of Privacy 2.2 Reasons for Privacy Leaks 2.3 M-Diversity Anonymous Model 3 Common Technologies for Privacy Protection 3.1 Experimental Background 3.2 Test Method 4 Privacy Protection System Performance Test 4.1 Anonymization Model for Privacy Protection 4.2 Analysis of the Number of Privacy Protection Data Platform System Functions Leaking Victims’ Privacy 5 Conclusions References Regional Financial Risk Early Warning Model Based on Neural Network 1 Introduction 2 Research on Regional Financial Risk Early Warning Model Based on Neural Network 2.1 RBF Neural Network 2.2 Regional Financial Risk Early Warning 3 Investigation and Research on Regional Financial Risk Early Warning Model Based on Neural Network 3.1 Construction of the Indicator System 3.2 Construction of Regional Financial Risk Early Warning Model 4 Analysis and Research of Regional Financial Risk Early Warning Model Based on Neural Network 4.1 Model Simulation 4.2 Fitting Effect 5 Conclusions References Product Design System of 3D Image Experience for the Elderly with Multi-dimensional Perception of Users 1 Introduction 2 Related Theoretical Overview and Research 2.1 3D Image Display Technology 2.2 Research on the Visual Characteristics of Human Images 3 Experiment and Research 3.1 Experimental Method 3.2 Experimental Requirements 4 Analysis and Discussion 4.1 Analysis of the Distribution of Content Preferred by the Elderly 4.2 Comparative Analysis of Database Performance 5 Conclusions References Improved Human-Object Interaction Detection Based on YOLO v5 1 Introduction 2 Introduction to YOLO v5 2.1 Target Detection Model 2.2 YOLO v5 Model 3 Introduction to PPDM 3.1 Traditional Two-Stage Approach 3.2 One-Stage Approach 3.3 PPDM 4 Single-Stage Character Interaction Detection Incorporating YOLO V5 5 Analysis of Tests and Results 5.1 Hardware Requirements 5.2 Experimental Preparation 5.3 Experimental Steps 5.4 Experimental Effects 5.5 Comparative Analysis 6 Conclusion References Reliability System of CNC Machine Tool Based on BP-AdaBoost Algorithm 1 Introduction 2 Proposed Method 2.1 The BP Neural Network Model 2.2 Structure of the BP Algorithm 2.3 AdaBoost Algorithm 2.4 Brief Introduction of CNC Machine Tools 3 Experiments 3.1 Experimental Content 3.2 Experimental Methods 4 Discussion 4.1 Analysis of Reliability Based on BP-AdaBoost Algorithm 4.2 Impact and Hazard Analysis and Reliability Function Model of a Series of CNC Lathe Based on BP-AdaBoost Algorithm 5 Conclusions References Short-Term Electricity Price Forecasting Method Based on Genetic Algorithm Optimized Neural Network Model 1 Introduction 2 Methodology of This Article 2.1 High Percentage of Wind Power Short-Term Tariff Information Screening 2.2 Analysis of Forecasting Methods for Short-Term Electricity Prices 3 Experimental Analysis 3.1 Experimental Protocol 3.2 Analysis of Experimental Results 4 Conclusion References Student Management Information Security System Based on Artificial Intelligence and Cloud Computing 1 Introduction 2 Design and Research of Student Management Information Security System Based on Artificial Intelligence and Cloud Computing 2.1 Current Problems 2.2 Advantages of Cloud Computing 2.3 Research on Security Algorithms 3 Experimental Research on Student Management Information Security System Based on Artificial Intelligence and Cloud Computing 3.1 System Module Design 3.2 System Function Analysis 4 Experimental Analysis of Student Management Information Security System Based on Artificial Intelligence and Cloud Computing 4.1 SCl-90 Result Analysis 4.2 Family Factors and Help Options 5 Conclusions References Simulation System of Underwater Robot Control Based on Neural Network 1 Introduction 2 Research on the Underwater Robot Control Simulation System Based on Neural Network 2.1 Application of Intelligent Control in the Underwater Robot Field 2.2 Algorithmic Application of Neural Networks 2.3 Fuzzy Neural Control Algorithm 2.4 Development of Underwater Robot System Identification 3 Research and Design Experiment of Underwater Robot Control Simulation System Based on Neural Network 3.1 Introduction of the Experimental Environment 3.2 Experimental Design 4 Research and Experimental Analysis of the Underwater Robot Control Simulation System Based on the Neural Network 4.1 Identification and Performance Comparison of Various Neural Network Systems 4.2 Time-Consuming Comparison of the Algorithm Calculation 5 Conclusions References Simulation Analysis of Infectious Disease Trend Based on Improved SEIR Model 1 Introduction 2 Construct the Dynamic Transmission Model of Infectious Diseases 2.1 Characteristics of Infectious Disease Virus 2.2 Construction of the Improved SEIR Model 2.3 Parameters Estimation of the Improved SEIR Model 3 Analysis and Selection of Initial Data of the Model 4 Data Simulation 5 Conclusions References Network Security Situation Awareness Model Based on Fuzzy Neural Network (FNN) 1 Introduction 2 Network Security Situation Awareness Model Based on FNN 2.1 Combination of Fuzzy Logic System and Neural Network 2.2 Design of Network Security Situation Awareness System 2.3 Scheme Design of Network Security Situation Awareness Model Based on FNN 3 PSO-BP Algorithm 4 Simulation Experiment Analysis of NSSA 5 Conclusions References Movement Trajectory Data Analysis Method Based on Traffic Overload Prediction 1 Introduction 2 Related Theoretical Overview and Research 2.1 Analysis Method of Moving Trajectory Data 2.2 Prediction and Analysis of Traffic Overload 3 Experiment and Research 3.1 Experimental Method 3.2 Experimental Requirements 4 Analysis and Discussion 4.1 Evaluation and Analysis of Movement Trajectory Prediction Efficiency 4.2 Comparative Analysis of Test Time Under Different Dataset Sizes 5 Conclusions References Computer Network Security Situation Based on K-means Clustering Algorithm 1 Introduction 2 Analysis of Computer Network Security Situation Based on K-means Clustering Algorithm 2.1 Situation Assessment Technology 2.2 Categories of Network Intrusion Detection 2.3 Network Security Situation Prediction Method 3 Experiment 4 Discussion 5 Conclusions References Urban Road Traffic Simulation Based on Robot Motion 1 Introduction 2 Related Theoretical Overview and Research 2.1 Overview of Traffic Simulation Overview of Related Theories 2.2 Analysis of Robot Motion Planning Model 3 Experiment and Research 3.1 Experimental Method 3.2 Experimental Requirements 4 Analysis and Discussion 4.1 SRL-CACA+, SRL-CACA, and SRL-ACA Path Optimization Parameter Analysis 4.2 Value Analysis of Related Indicators of Sight Distance Design 5 Conclusions References Local Path Planning and Path Tracking Control Based on Explicit MPC 1 Introduction 2 LPP and PT Control Based on Explicit MPC 2.1 Model Predictive Control (MPC) 2.2 Local Obstacle Avoidance Path Planning of Autonomous Vehicles Based on MPC 2.3 MPC-Based Automatic Vehicle PT 2.4 Selection of Vehicle Model 3 Preview Control of PT Based on Pure Tracking Method 4 Integrated Verification of Local Obstacle Avoidance Path Planning and PT 4.1 Establishment of Integrated Simulation Platform 4.2 Comparison and Verification of Obstacle Avoidance Function of Planning Layer 5 Conclusions References A New Integrated Monitoring System for Network Services 1 Introduction 2 Related Work 2.1 CIDF Detection 2.2 UEBA Technology 2.3 P2DR Model 3 Technology 3.1 AI Intelligent Diagnosis 3.2 Outlier Detection Method Implementation 3.3 Automatic Closed-Loop Control Technology 3.4 NLP Algorithm Application 3.5 Threat Detection Technology 3.6 Intelligent Screening Technology 4 Function 4.1 Comprehensive Situational Awareness 4.2 Asset Portrait Analysis 4.3 Performance Diagnostic Analysis 4.4 Asset Risk Assessment 4.5 Asset Vulnerability Discovery 4.6 Unknown Threat Detection 4.7 Security Incident Tracking 5 Conclusion References A Service Chain Path Planning Method for the Dispatching and Control Cloud 1 Instruction 2 Existing Service Chain Invocation Analysis 3 Two-Level Classification and Identification for the Service of Dispatching and Control Cloud 4 Path Planning for Service Chain Invocation 4.1 Cost Calculation 4.2 Path Planning 5 Conclusions References The Framework Design of Electronic Health Card in Regional Medical System 1 Introduction 2 Project Background 3 System Framework 4 Application Performance References Test-Bed, Prototype Implementation and Applications Analysis on Induced Voltage of 500 kV Double Circuit on the Same Tower 1 Introduction 2 Inductive Voltage 3 Spearman Correlation Coefficient Method 4 Simulation and Analysis 4.1 Model and Parameters of Yingyi Double-Circuit Tower 4.2 Simulation of Influence Factors of Electromagnetic Induction Voltage 4.3 Trend Analysis of Inductive Voltage Change 5 Conclusion References Practice of Virtual Simulation Technology (VST) Based on Proteus in Digital Circuit (DC) 1 Introduction 2 Concept and Significance of Proteus VST 2.1 Virtual Simulation Technology 2.2 Digital Circuit Design 3 Measurement DC Algorithm 4 The Application of Proteus VST and the Investigation Results of DC 5 Conclusions References A Reinforcement Learning-Based Portfolio Return Prediction Model 1 Background 2 Data Source and Model Preparation 3 Deep Reinforcement Learning 4 Comprehensive Analysis 5 Conclusion References Design of Composite Structure Optimization Model Based on Particle Swarm Optimization 1 Introduction 2 Design of Composite Structure Optimization Model Based on Particle Swarm Optimization 2.1 Particle Swarm Optimization 2.2 Optimal Design of Composite Structure 2.3 Finite Element Modeling of Marine Composites 3 Application of Hybrid PSO Algorithm in Ship Structure Optimization 3.1 Structural Type of the Ship 3.2 Design Variables 3.3 Optimization Process 4 Optimization Results and Analysis 4.1 Design Variable Optimization Results 5 Conclusion References Design and Research on Health Code System Architecture Based on Microservices 1 Introduction 2 Principle Introduction 2.1 Introduction to Microservices 2.2 Cluster 2.3 Load Balancing 3 Architecture Design of Health Code System 3.1 Requirement Analysis 3.2 Architecture Design 4 Conclusion References Clothing Image Recognition and Classification Based on Deep Learning 1 Introduction 2 Research on Clothing Image Recognition and Classification Based on Deep Learning 2.1 Convolutional Neural Networks 2.2 Residual Network 3 Investigation and Research on Clothing Image Recognition and Classification Based on Deep Learning 3.1 Dataset 3.2 Data Preprocessing 4 Analysis and Research of Clothing Image Recognition and Classification Based on Deep Learning 4.1 Apparel Image Recognition 4.2 Apparel Image Classification 5 Conclusions References 3D Rapid Modeling Method of Urban Buildings Based on Digital Photogrammetry 1 Introduction 2 The Rapid Modeling Method of Urban Buildings 2.1 Scheme Preparation 2.2 Determine the Surface of the Building 3 Test and Inspection 4 Conclusion References Application Development of Android Mobile Terminal Based on RFID Technology 1 Introduction 2 RFID Technology and Its Application Analysis in Logistics 2.1 Introduction of Related Technologies 2.2 The Application of RFID in the Logistics Industry 3 Design of Product Information System Based on RFID Technology and Android Mobile Terminal 3.1 The Overall Structure Design of the System 3.2 System Model Design 4 System Application 4.1 Comparison of Recognition Accuracy 4.2 Comparison of Recognition Efficiency 5 Conclusion References Topic Model with Fully-Connected Layers for Short-Text Classification 1 Introduction 2 Related Work 3 Biterm Fully-Connected Topic Network (BFTN) 3.1 Biterm Topic Model (BTM) 3.2 Convolutional Neural Networks (CNN) 3.3 Biterm Fully-Connected Topic Network 4 Experiments Comparisons 4.1 News Classification on 20 Newsgroup 4.2 News Classification on Reuters-21578 5 Conclusions References The Application of Decision Tree ID3 Algorithm in the Analysis of Enterprise Marketing Strategy 1 Introduction 2 Research on the Application of Decision Tree IA in Enterprise Marketing Strategy Analysis 2.1 Algorithm Analysis and Description of the Decision Tree 2.2 IA 2.3 Application of IA in Enterprise Marketing Strategy 3 Application Design Experiment Based on Decision Tree IA in Enterprise Marketing Strategy Analysis 3.1 Classification Performance Analysis 3.2 Improved IA 4 Experimental Analysis of IA Based on Decision Tree in Enterprise Marketing Strategy Analysis 4.1 Comparative Analysis of the Number of Nodes of the Algorithm 4.2 Improve the IA Evaluation 5 Conclusions References Analysis of a Carbon Neutralization Model Based on Neural Network 1 Carbon Neutralization Connotation 2 BP Neural Network 3 Carbon Neutralization Model 3.1 Variable Selection 3.2 Modeling and Analysis 4 Conclusion References Technology and System Development of 3D Visualization of Medical Images 1 Introduction 2 Research on Technology and System Development of 3D Visualization of Medical Images 2.1 3D Visualization of Medical Images 2.2 DICOM Standard 3 Investigation and Research on Technology and System Development of 3D Visualization of Medical Images 3.1 Software Development Environment 3.2 System Test Data Source 3.3 Drawing Method 4 Analysis and Research on Technology and System Development of 3D Visualization of Medical Images 4.1 Software Functional Framework 4.2 Test Results and Analysis 5 Conclusions References Global Seawater Corrosivity Classification and Visualization Based on ArcGIS Technology 1 Introduction 2 Corrosivity Classification Methods for Seawater 2.1 The Standard Metal Corrosion Rate Method 2.2 The Environmental Factor Method 2.3 The Image Identification Method 3 Calculation and Visualization of Seawater Corrosivity Classification 3.1 Data Collection and Collation 3.2 Relevance Calculation 3.3 Visualization of Corrosivity Classification Results 4 The Results and Discussion 5 Conclusion References Virtual Reality Platform of Vehicle Handling Stability Simulation Based on Genetic Algorithm 1 Introduction 2 Related Theoretical Overview and Research 2.1 Research on the Composition of Virtual Reality Platform 2.2 Basic Principles of Genetic Algorithms 3 Experiment and Research 3.1 Experimental Method 3.2 Experimental Requirements 4 Analysis and Discussion 4.1 Comparative Analysis of Simulation Value and Target Value of Vehicle Handling Parameters 4.2 Simulation Analysis Evaluation Index Value Analysis 5 Conclusions References Design and Implementation of Distributed Web Crawler for Knowledge Entity 1 Introduction 2 Characteristics and Structure of Distributed System 2.1 Architecture of Distributed System 2.2 Basic Structure and Workflow of Web Crawler 3 Normalization and De-weighting of Uniform Resource Locators 4 Design of the Relationship Between Knowledge Points 5 Analysis of Test Results 6 Summary References Interactive Architecture Design Model Based on Multi-objective Genetic Algorithm 1 Introduction 2 Related Theoretical Overview and Research 2.1 Definition of Related Concepts of Interactive Architectural Design Model 2.2 Clustering Method of Multi-objective Genetic Algorithm 3 Experiment and Research 3.1 Experimental Method 3.2 Experimental Requirements 4 Analysis and Discussion 4.1 Analysis of the Proportion of Commercial Building Planned Consumption 4.2 Interactive and Participatory Analysis of Architectural Design Models 5 Conclusions References Application and Research of Liquid OTN Technology in Power Communication 1 Introduction 2 Liquid OTN Technical Advantages 2.1 Liquid OTN Frame Structure 2.2 Advantages of Liquid OTN Over Traditional OTN 2.3 Advantages of Liquid OTN Over MS-OTN 3 Application of Liquid OTN Technology in Power Communication 3.1 Introduction to Communication Services 3.2 Liquid OTN Industry Application 4 Conclusion References High-Voltage Bus Simulation and Grounding State Recognition Based on Induction Electricity 1 Introduction 2 Bus Induction Calculation 2.1 Traditional Bus Induction Calculation Method 2.2 Bus Model Based on Electrostatic Induction 3 Bus Model Simulation 3.1 Simulation Model and Parameter Settings 3.2 Simulation Results 4 Criterion of Busbar Grounding State 4.1 Bus Grounding Simulation 4.2 Outage Bus Grounding Status Recognition 5 Conclusion References Experimental Research on Outdoor Sweeping Robot 1 Introduction 2 Design and Research of Solar Outdoor Sweeping Robot 2.1 Main Controller Module Process 2.2 Functional Requirements of Control System 2.3 Calculation of Robot Wheel Resistance 3 Experimental Research on Solar Outdoor Sweeping Robot 3.1 Positioning Technology 3.2 Design of Motion Control System 4 Experimental Analysis of Solar Outdoor Sweeping Robot 4.1 Comparison of Navigation and Obstacle Avoidance Between DWA and TEB 4.2 Comparison of DWA Before and After Improvement 5 Conclusions References A New Pneumonia Detection Model Based on Transformer with Improved Self-Attention Mechanism 1 Introduction 2 Related Work 2.1 Transformer 2.2 Swin Transformer 2.3 Axial-Self-Attention Mechanism 3 Methodology 4 Experiments and Analysis 4.1 Dataset 4.2 Assessment Indicators 4.3 Procedures 4.4 Experiment Results 5 Conclusion References Short Paper Session Big Data of Urban Waterlogging Public Opinion Monitoring and Early Warning Method Detection 1 Introduction 2 Data and Methods 2.1 Data Source 2.2 Whole-Network Data Collection Based on Web Crawler Technology 2.3 Obmicroblog Data Using Microblog API 2.4 Data Processing Technology 2.5 Calculation Method of Urban Landmark Production and Flow: 3 Public Opinion Monitoring of Urban Waterlogging 3.1 The Transmission Characteristics of Urban Waterlogging 3.2 The Evolution Mechanism of the Public Opinion on Urban Waterlogging 4 Conclusion References Face Detection System Based on Deep Learning 1 Introduction 2 Model Structure 2.1 Faster RCNN Principles 2.2 ResNet50 2.3 Srgan 3 Experiment and Result Analysis 3.1 Data Set and Experimental Environment 3.2 Experimental Analysis 4 Conclusions References Preparation and Assembly of Reusable Components Based on Software Architecture 1 Introduction 2 The Main Types of Software Architecture 3 Overview of the Reusable Components of the Software 4 Research on Multiple Members Based on Software Architecture 4.1 Preparation of Reusable Components 4.2 Assembly of the Reusable Components 5 Conclusion References Data Sharing System Based on Blockchain Technology 1 Introduction 2 Related Work 2.1 Blockchain Technology 2.2 Data Set Sharing 3 Data Sharing System Based on Blockchain Technology 4 Simulation Analysis 5 Conclusion References Thinking on Construction and Design of Network Resources in Japanese Teaching 1 Introduction 2 The Value of Network Resources in Japanese Teaching 2.1 Improve Learning Efficiency of Students 2.2 Stimulate Japanese Learning Interest of Students 2.3 Cultivate Independent Learning Ability of Students 3 Analysis on the Application of Network Resources in Japanese Teaching 4 Thinking on the Construction and Design of Network Resources in Japanese Teaching 5 Conclusion References Application of Intelligent Algorithm Big Data Analysis in Intelligent Campus Construction 1 Introduction 2 Related Work 2.1 Basic Characteristics of Intelligent Campus 2.2 Intelligent Campus and Its Architecture 3 Application of Intelligent Algorithm Big Data Analysis in Intelligent Campus Construction 3.1 Overview of Security System 3.2 System Design Scheme of Network System 4 Conclusion References Design and Application of Service Recommendation Algorithm in Tourism Market Based on Cloud Computing 1 Introduction 2 Related Work 2.1 Basic Concepts of Cloud Model Theory 2.2 Advantages of Cloud Computing 3 Design of Service Recommendation Algorithm in Tourism Market 3.1 Composition of Personalized Recommendation System 3.2 Construction of Urban Tourism Flow Network 4 Conclusion References Research on Key Performance Index Prediction of Distributed Database Based on Machine Learning Algorithm 1 Introduction 2 Related Work 2.1 Overview of Distributed Database System 2.2 Distributed Database Architecture 3 Prediction of Key Performance Indicators of Distributed Database Based on Machine Learning Algorithm 3.1 Parallel Scanning in Database System 3.2 Prediction of Key Performance Indicators of Distributed Database 4 Conclusion References Construction of Financial Early Warning System Based on Binary Time Series Algorithm 1 Introduction 2 Related Work 2.1 Financial Crisis and Financial Early Warning 2.2 Time Series Analysis 3 Importance Measurement of Financial Indicators 4 Build a Financial Early Warning System Based on Binary Time Series Algorithm 5 Conclusion References Research on Cloud Accounting System Design in Enterprise Information Construction Under the Background of Big Data 1 Introduction 2 Related Work 3 Research on Cloud Accounting System Design in Enterprise Informatization Construction Under the Background of Big Data 4 Frame Design 5 Conclusion References Research on Student Management in Cross-Border Education Based on Internet Under Major Epidemic Situation 1 Introduction 2 Related Work 2.1 Internet 2.2 College Student Education Management 3 Internet Cross-Border Education Under Major Epidemic Situations 3.1 Connotation and Significance of Novel Coronavirus Pneumonia Management in Cross-Border Higher Education 3.2 Novel Coronavirus Pneumonia: Major Challenges for Student Management in Cross-Border Higher Education 4 Trends and Thoughts on Student Management in Cross-Border Higher Education in the Era of Epidemic 5 Conclusion References Research on Transformer-Based Lane Segmentation System 1 Introduction 2 Methods 2.1 Overall Architecture 2.2 Image Size Change in Transformer 3 Experiments 4 Conclusions References Study on the Development Path of Digital Innovation of Shenhou Jun Porcelain Production Technique Under Virtual Reality Technology 1 Overview of Production Techniques 1.1 Selection of Raw Materials 1.2 Glaze System 2 Feasibility Analysis of Virtual Reality Technology Applied in Jun Porcelain Manufacturing Technology Ecosystem 2.1 The Natural Ecology 2.2 Cultural Ecology 3 Jun Porcelain Production Technology Digital Innovation Development Path 3.1 Application of Virtual Reality Technology to Traditional Jun Porcelain Intangible Heritage Firing Technology Analysis 4 Conclusion References Aerial Photography Transmission Line Defect Bolt Detection Method Based on Faster R-CNN 1 Introduction 2 Research Methods 2.1 Feature Fusion 2.2 Experimental Procedure 3 Conclusion References Research on Image Processing Technology Based on Artificial Intelligence Algorithm 1 Introduction 2 Basic Concepts of Artificial Intelligence Algorithm and Its Application Advantages in Image Processing 2.1 Basic Concepts 2.2 Application Advantages 3 Artificial Intelligence Image Processing Technology System Construction and Application Methods 3.1 System Construction 3.2 Application Method 4 Conclusion References Research on the Development Theory of Media Deep Integration Based on 5g Technology 1 Introduction 2 Related Work 2.1 5g Technology 2.2 Media Deep Integration 3 Research on the Development Theory of Media Deep Integration Based on 5g Technology 4 Media Deep Integration Solution Path 5 Conclusion References Explore the Framework Construction of Multi-dimensional Data Classification Security Management 1 Introduction 2 Related Work 2.1 Importance of Data Classification 2.2 Brief Analysis of Data Security Law 3 Explore the Framework Construction of Multi-dimensional Data Classification Security Management 4 Conclusion References Application of Data Analysis Technology in Smart City Space 1 Introduction 2 Related Work 2.1 Intelligent Technology Progress 2.2 Aging Housing and Apartments for the Elderly 3 Application of Big Data in Smart City Spatial Planning 3.1 Municipal Decision Making and Management 3.2 Improve Resource Utilization 3.3 Key Points of Smart City Spatial Planning Using Big Data 4 Conclusion References Design and Development of Computer-Aided Reservoir Engineering Control System 1 Introduction 2 Related Work 2.1 Brief Introduction of Reservoir Numerical Simulation 2.2 Types of Reservoir Numerical Simulation 3 Design and Development of Computer-Aided Reservoir Engineering Control System 3.1 Material Balance Theory and Method 3.2 Design of Reservoir Engineering Control System 4 Conclusion References Analysis of Motor Car Detection System Based on Artificial Intelligence 1 Introduction 2 Related Work 3 Analysis of Motor Car Detection System Based on Artificial Intelligence 4 Data Fusion Processing Technology 5 Conclusion References Multimodal Discourse Analysis of Tourism Publicity Video Based on Computer Technology 1 Introduction 2 Related Work 3 Multimodal Discourse Analysis of Tourism Publicity Video Based on Computer Technology 4 Data Collection 5 Conclusion References Research on Mathematical Modeling Optimization Based on Different Artificial Intelligence Algorithms 1 Introduction 2 Related Work 2.1 Genetic Algorithm 2.2 Particle Swarm Optimization 3 Mathematical Modeling and Optimization Based on Different Artificial Intelligence Algorithms 3.1 Modeling Software 3.2 General Form of Optimization Model 4 Conclusion References Application of Three-Dimensional Construction Technology in Vocational Education of Mechanical Specialty 1 Introduction 2 Take Mechanical Manufacturing Technology as an Example 3 3D Construction Technology and Machinery 3.1 Principles of 3D Construction 3.2 The Selection and Application of 3D Modeling Technology Are of Great Significance to the Development of Machinery Specialty 4 Application Analysis of 3D Construction Technology 5 Conclusion References Application Research of Enterprise Management Based on Improved RBF Neural Network Algorithm 1 Introduction 2 Related Work 2.1 Neural Network 2.2 RBF Neural Network Algorithm 3 Application of Enterprise Management Based on Improved RBF Neural Network Algorithm 3.1 Data Processing of Enterprise Management 3.2 Implementation Process of Rough Set RBF Neural Network Algorithm 4 Conclusion References Key Technologies of Image Recognition and Detection of Defects in Power Grid Inspection 1 Introduction 2 Discussion on Key Technologies of Image Recognition and Detection of Defects in Power Grid Inspection 2.1 Power Grid Patrol Inspection 2.2 Image Recognition and Monitoring Technology 3 Experiment 4 Discussion 5 Conclusion References Research on Video Background Music Automatic Recommendation Algorithm Based on Deep Learning 1 Introduction 2 Related Work 2.1 Principles of Deep Learning 2.2 Deep Learning Training Process 3 Research on Automatic Recommendation Algorithm 4 User Interest Information 5 Conclusion References Research on Hybrid Learning Evaluation Mechanism Based on Inquiry Community Model 1 Introduction 2 Related Work 2.1 Community Model 2.2 Blended Learning 3 Research on Hybrid Learning Evaluation Mechanism Based on Inquiry Community Model 4 Conclusion References Research on Water Moving Target Tracking Based on Fuzzy Adaptive Interactive Multi-model Algorithm 1 Introduction 2 Related Work 2.1 Fuzzy Adaptive 2.2 Moving Target Tracking 3 Research on Adaptive Multi-Target Tracking Algorithm Based on Fuzzy Model 4 Conclusion References Research on the Construction of UHVDC Control and Protection Simulation Platform Based on Genetic Algorithm 1 Introduction 2 Related Work 2.1 Generation Principle of UHV Substation 2.2 Genetic Algorithm 3 Research on the Construction of UHVDC Control and Protection Simulation Platform Based on Genetic Algorithm 4 Conclusion References Prediction of Auto Insurance Claim Probability and Cumulative Compensation Based on Machine Learning Algorithm 1 Introduction 2 Related Work 2.1 Application of Machine Learning Algorithm 2.2 Claim Frequency Model 3 Prediction of Auto Insurance Claim Probability and Cumulative Compensation Based on Machine Learning Algorithm 4 Simulation Analysis 5 Conclusion References Machine Learning Technology is Used to Classify Respiratory Patterns According to EEG Signals 1 Introduction 2 Related Work 2.1 Characteristics and Analysis of Audio Signal of Breathing Mode 2.2 Noise Reduction Processing of Respiratory Signal 3 Use Machine Learning Technology to Classify Breathing Patterns According to EEG Signals 4 Conclusion References Design and Construction of Recyclable Comprehensive Energy Platform Based on Network GIS 1 Introduction 2 Related Work 2.1 Overview of GIS System 2.2 Collection and Processing of GIS Spatial Data 3 Design of Recyclable Comprehensive Energy Platform Based on Network GIS 4 Conclusion References Design and Application of Regional Economic Data Analysis System Based on Ant Colony Algorithm 1 Introduction 2 Related Work 2.1 Ant Colony Algorithm 2.2 Regional Economy 3 Design and Application of Regional Economic Data Analysis System Based on Ant Colony Algorithm 4 Database 5 Conclusion References Research on Key Technologies of Dynamic Maintenance of Urban and Rural Planning Data Based on Mobile GIS 1 Introduction 2 Mobile GIS 3 Dynamic Maintenance of Urban and Rural Planning Data 4 Conclusion 5 Conclusion References Research on Statistical Machine Translation of Bilingual Resources Lacking Language Pairs Based on Active Learning 1 Introduction 2 Related Work 2.1 Translation Model 2.2 Research Status of Statistical Machine Translation 3 Bilingual Resources Based on Active Learning Lack Statistical Machine Translation of Language Pairs 4 Conclusion References A Genetic Algorithm-Based Network Traffic Prediction Method for Digital Computer Room 1 Introduction 2 Related Work 2.1 Research Background and Significance of Network Traffic Prediction 2.2 Characteristics of Network Traffic 3 Network Traffic Prediction of Digital Computer Room Based on Genetic Algorithm 4 Conclusion References Design of the Injection Mold for Mobile Phone Back Cover 1 Introduction 2 Plastic Part of Mobile Phone Back Shell 3 The Mold Design 4 Injection Mold Assembly of Mobile Phone Back Cover 5 Conclusion References