Tenth International Conference on Applications and Techniques in Cyber Intelligence (ICATCI 2022): Volume 2

Description

This book presents innovative ideas, cutting-edge findings, and novel techniques, methods, and applications in a broad range of cybersecurity and cyberthreat intelligence areas. As our society becomes smarter, there is a corresponding need to secure our cyberfuture. The book describes approaches and findings that are of interest to business professionals and governments seeking to secure our data and underpin infrastructures, as well as to individual users. Foreword Organization The 10th International Conference on Applications and Techniques in Cyber Intelligence (ATCI2022) ATCI 2022 Keynotes Contents Cyber Intelligence for Industrial, IoT, and Smart City D Modeling and Simulation of Intelligent Building Robot Based on Star Algorithm 1 Introduction 2 Method 2.1 D Star Algorithm 2.2 Intelligent Building Robot 2.3 Vibration Modal Analysis of Suspended High-Altitude Platform 3 Experience 3.1 Object Extraction 3.2 Experimental Analysis 4 Discussion 4.1 Selection of Time Series Prediction Model 4.2 Static Obstacle Avoidance Path Planning 5 Conclusion References Industrial Economic Trade Volume Based on Multi-prediction Model Algorithm 1 Introduction 2 Proposed Method 2.1 Linear Prediction Methods 2.2 Combination Prediction Ideas 3 Experiments 3.1 Experimental Content 3.2 Experimental Methods 4 Discussion 4.1 Evolution and Status Quo of Foreign Trade Scale – Take the Yangtze River Economic Belt as an Example 4.2 Application of Each Prediction Method in Prediction of Foreign Trade 5 Conclusions References Multi-objective Optimization of FCC Separation System Based on Particle Swarm Optimization 1 Introduction 2 Related Theoretical Overview and Research 2.1 Particle Swarm Optimization and Related Research 2.2 Multi-objective Optimization of FCC Separation System and Related Research 3 Experiment and Research 3.1 Experimental Environment 3.2 Experimental Process 4 Analysis and Discussion 5 Conclusion References Design of Prefabricated Building Performance Detection System Based on Optimized Ant Colony Algorithm 1 Introduction 2 Related Theoretical Overview and Research 2.1 Analysis of the Impact of Insufficient Performance in the Development of Prefabricated Buildings 2.2 Prefabricated Building Performance Testing System 3 Experiment and Research 3.1 Experimental Method 3.2 Experimental Requirements 4 Analysis and Discussion 4.1 System Test Performance Analysis 4.2 Analysis of the Detection Accuracy of Different Building Performance Data 5 Conclusions References Risk Detection System of Bridge Construction Based on Fast ICA Algorithm 1 Introduction 2 Method 2.1 Fast ICA Algorithm 2.2 Risk Detection of Bridge Construction 2.3 Risk Measurement 3 Experience 3.1 Object Extraction 3.2 Experimental Analysis 4 Discussion 4.1 There Are High Risks in Bridge Construction 4.2 Comparison and Analysis of Actual Data 5 Conclusion References Research on Optimization of Low-Carbon Logistics Distribution Route Based on Genetic Algorithm 1 Introduction 2 Logistics Distribution Routing Problem Description 3 Mathematical Model of Logistics Distribution Vehicle Scheduling Problem 4 Genetic Algorithm Design of the Model 4.1 Encoding and Decoding 4.2 Design of Genetic Operator 4.3 Fitness Function 5 The Construction of Logistics Distribution Path Based on Genetic Algorithm 6 Optimization of Low-Carbon Logistics Distribution Route Based on Genetic Algorithm 6.1 Model Establishment 6.2 Experimental Calculation and Result Analysis 7 Conclusion References Optimization Analysis of Uneven Settlement in Pipe Gallery Based on Ant Colony Algorithm 1 Introduction 2 Ant Colony Algorithm and Pipe Gallery Settlement 2.1 Ant Colony Algorithm 2.2 Cause Analysis of Uneven Settlement of Pipe Gallery 2.3 Main Settlement Types of Assembled Pipe Gallery 2.4 Surface Stress of Prefabricated Pipe Gallery 3 Experimental Research 3.1 Research Purpose 3.2 Research Methods 4 Finite Element Analysis of Substratum Settlement Under Assembled Pipe Gallery Structure 4.1 Structural Response Test of Assembled Pipe Gallery 4.2 The Influence of the Soil Quality Difference of the Substratum on the Settlement of the Pipe Gallery 5 Conclusion References Multi Objective Optimization of Decoration Engineering Project on Account of Ant Colony Algorithm and BIM 1 Introduction 2 Research on Multiple Target Optimization of Decoration Engineering Project on Account of Ant Colony Algorithm and BIM 2.1 Ant Colony Algorithm and BIM 2.2 Multi-objective Optimization of Decoration Engineering Project Based on Ant Colony Algorithm and BIM 3 Research on Multiple Target Optimization Effect of Decoration Engineering Project on Account of Ant Colony Algorithm and BIM 3.1 Comparative Analysis 3.2 Brief Description 3.3 Formula 3.4 Calculation Principle 4 Investigation, Research and Analysis of Multiple Target Optimization of Decoration Engineering Project on Account of Ant Colony Algorithm and BIM 4.1 Test Effect 5 Conclusions References Design of Decoration Energy Saving Integrated System Based on Genetic Algorithm and BIM 1 Introduction 2 Background Significance 2.1 Principle of Genetic Algorithm 2.2 Demand Analysis of BIM Technology Applied to Decoration Energy Saving System Design 2.3 Energy Saving Design and Decoration of Air Conditioner Based on Genetic Algorithm 3 Genetic Algorithm Formula 4 Research Methods and Data Analysis 5 Conclusions References Electronic Logistics Distribution System with Improved Entity Recognition Algorithm 1 Introduction 2 Related Technologies and Algorithms 2.1 Technology Used in Logistics and Distribution 2.2 Distribution and Transportation Route Optimization Algorithm 2.3 The Method of Distribution Vehicle Scheduling Optimization 3 Design of Electronic Logistics Distribution System 3.1 Overall System Design 3.2 Database Design 4 System Application 4.1 Comparison of Sorting Efficiency 4.2 Comparison of Logistics and Distribution Costs 5 Conclusion References Application Analysis of Electric Vehicle Intelligent Charging Based on Internet of Things Technology 1 Introduction 2 Method 2.1 Internet of Things 2.2 Intelligent Charging of Electric Vehicles 2.3 GPS Technology 3 Experience 3.1 Extraction of Experimental Objects 3.2 Experimental Analysis 4 Discussion 4.1 Public Charging Infrastructure 4.2 Statistics of New Energy Vehicles 5 Conclusion References Urban Ecotourism Evaluation System Based on Ant Colony Algorithm 1 Introduction 2 Urban Ecotourism Evaluation System Based on Ant Colony Algorithm 2.1 Ant Colony Algorithm 2.2 Tourism System 2.3 Urban Ecotourism System 2.4 Evaluation Methods of Ecological Security in Tourist Cities 3 Investigation on the Design of Ecotourism Evaluation System 3.1 Background of Urban Ecotourism System Design 3.2 Questionnaire Survey of Urban Ecotourism Evaluation System 3.3 Questionnaire Survey Process 4 Analysis of Questionnaire Results 4.1 Indicator Attitude of Urban Ecotourism Evaluation System 5 Conclusion References License Plate Recognition System Based on Neural Network 1 Introduction 2 Overview of License Plate Recognition System 3 Design of License Plate Location Platform References Design of Mechanical Equipment Fault Detection Robot Based on Electronic Tracing Algorithm 1 Introduction 2 Related Theoretical Overview and Research 2.1 Classification of Mechanical Equipment and Robots 2.2 Research Difficulties of Fault Detection Robots 3 Experiment and Research 3.1 Experimental Method 3.2 Experimental Requirements 4 Analysis and Discussion 4.1 Scene Average Per Pixel Sample Analysis 4.2 Comparative Analysis of Robot Fault Detection Accuracy Under Three Algorithms 5 Conclusions References Application of Mobile Learning App in Smart English Classroom Under the Background of Information Technology 1 Introduction 2 Application of Mobile Learning App in Smart English Classroom under the Background of Information Technology 2.1 Features of Mobile Learning 2.2 The Concept of English Smart Classroom 2.3 Problems Existing in English Teaching 3 Experiment 3.1 Questionnaire Design 3.2 Reliability Test of the Questionnaire 4 Discussion 4.1 Attitudes Towards the English Teaching Mode of Mobile Learning Apps 4.2 Advantages of Mobile Learning Apps 4.3 Strategies to Improve the Effectiveness of Smart English Teaching Mode Based on Mobile Learning App 5 Conclusions References Technical Application and Design of Power Intelligent Platform Based on Winter Olympics 1 Introduction 2 Platform Design and Technology Application 2.1 Monitoring Function Design 2.2 Command Function Design 2.3 Demonstrate Functional Design 3 Platform Technical Case 3.1 Apply Artificial Intelligence Technology 3.2 Apply Dynamic Knowledge Graph Technology 3.3 Apply Intelligent Speech Recognition Technology 3.4 Apply Block Chain Technology 4 Economic Benefit Analysis 5 Concluding Remarks References Water Ecological Health Evaluation System Based on Data Fusion Technology 1 Introduction 2 Research on Water Ecological Health Evaluation System Based on Data Fusion Technology 2.1 Data Fusion Technology 2.2 Basin Ecological Health Evaluation Indicators 2.3 Water Ecological Health Assessment System Technology 3 Investigation and Research on Water Ecological Health Evaluation System Based on Data Fusion Technology 3.1 The Overall Framework of the System 3.2 Overview of the Study Area 3.3 Algorithm for Water Ecological Health Assessment 4 Analysis and Research of Water Ecological Health Evaluation System Based on Data Fusion Technology 4.1 Water Ecological Health Evaluation Module 4.2 Vector Data Fusion 5 Conclusions References Identification and Analysis of Wind Turbine Blade Cracks Based on Multi-scale Fusion of Mobile Information Systems 1 Introduction 2 Related Theoretical Overview and Research 2.1 Modeling Analysis of Generator Blade Crack Identification 2.2 Analysis of Multi-scale Information Fusion Technology 3 Experiment and Research 3.1 Experimental Method 3.2 Experimental Requirements 4 Analysis and Discussion 4.1 Accuracy Analysis of Wind Turbine Crack Identification 4.2 Quantitative Analysis of Transverse Crack Detection 5 Conclusions References Study on Intelligent Terrain Monitoring System and Key Rescue Technology of Construction Machinery 1 Introduction 2 Technical Status Quo and Existing Problems of Rescue Construction Machinery 2.1 Technical Status of Rescue Engineering Machinery 2.2 Problems Existing in Rescue Construction Machinery 3 Research and Development of Crawler All-Terrain Rescue Engineering Machinery 3.1 Structural Design 3.2 Selection of Driving System 3.3 Technical Parameters 3.4 Overcoming Vertical Walls 4 Conclusion References Construction Management Mode of Building Engineering Based on BIM Technology 1 Introduction 2 Related Theoretical Overview and Research 2.1 BIM Technology and Related Research 2.2 Construction Management Methods and Related Research of Construction Projects 2.3 Application of BIM Technology in Construction Management of Building Engineering 3 Experiment and Research 3.1 Experimental Environment 3.2 Experimental Process 4 Analysis and Discussion 5 Conclusion References Simulation of Electronic Equipment Control Method Based on Improved Neural Network Algorithm 1 Introduction 2 Functional Analysis and Improvement Method of Neural Network Algorithm in Electronic Equipment 2.1 Fault Diagnosis and Analysis of Electronic Equipment Based on Neural Network 2.2 Improvement of Neural Network Algorithm 3 Self-programming to Learn and Train Neural Network Algorithms 3.1 Neural Network Learning Algorithm Learning Rules 3.2 The Process of Neural Network Learning Algorithm 3.3 Training the Neural Network Algorithm 3.4 Neural Network Algorithm Recognition Sample Method 4 Experimental Simulation 4.1 Simulation Process of Nonlinear Function Generator 4.2 Simulation of the Adder Circuit 5 Conclusions References Size Detection System of Building Rebar Based on LightGBM Algorithm 1 Introduction 2 Establishment of Building Steel Bar Size Detection System Based on Lightgbm Algorithm 2.1 Evaluation and Selection of Detection Models 2.2 Lightgbm Detection Model Establishment 2.3 Lightgbm Algorithm Optimization Design 3 Processing of Key Parameters in the Size Detection if Building Steel Bars 3.1 Data Preprocessing 3.2 Improvement of Lightgbm Algorithm 4 Experiment Analysis of Rebar Dimension Detection System 4.1 Lightgbm Model Experimental Results 4.2 Lightgbm Model Depth Adjustment Experiment 5 Conclusions References Integrated Model of Building Energy Consumption Prediction Based on Different Algorithms 1 Introduction 2 BE Consumption Analysis and Establishment of Other Models 2.1 Research on the Relativity of Factors Influencing BE Consumption 2.2 T-M Establishment 2.3 Establishment of Cumulative T-M 2.4 Performance Evaluation Indicators of Prediction Models 3 Construction of Cumulative TGM-RBF Prediction Model 3.1 Modeling Rationality Analysis 3.2 The Need for Modeling 3.3 Establishment of Cumulative Tgm-Rbf Model 4 Experimental Analysis of BE Consumption Prediction Integrated Model 4.1 Forecast of Energy Consumption in China’s Construction Industry 4.2 Monthly Energy Consumption Forecast of Buildings 5 Conclusions References Cost Optimization Control System of Prefabricated Building Based on BIM Technology 1 Introduction 2 Design and Research on Cost Optimization Control System of Prefabricated Building Based on BIM Technology 2.1 Model Design of Building Cost Budgeting Software System Based on BIM 2.2 Research on Requirements and System Design of Prefabricated Construction Project Cost Management System Based on BIM 2.3 Application Strategy of BIM Technology in Cost Control of Assembly Building 2.4 Order Analysis of Organizational Structure 3 Experiment Research on Cost Optimization Control of Prefabricated Buildings Based on BIM Technology 3.1 Experimental Subjects 3.2 Basic Data for Operation Effect Evaluation 4 Experimental Research and Analysis on Cost Optimization Control of Prefabricated Buildings Based on BIM Technology 4.1 Application of Value Engineering Optimization Model 4.2 Analysis of Average Efficiency of Cost Control 5 Conclusions References Three Models of Digital Transformation of High-End Equipment Manufacturing Industry in the Internet Era 1 High-End Equipment Manufacturing Industry Establishes a Production Model of "Digital Twin Factory+Physical Factory" 1.1 Digitization of R&D and Design 1.2 Digitization of the Production Process 1.3 Product Digitization 2 The High-End Equipment Manufacturing Industry Establishes a Business Application Model of “Renovation and Interconnection+Interconnection” 2.1 Digital Transformation of Manufacturing Links 2.2 Digital Transformation of Other Links 2.3 The Digital Interconnection Between the Production Link and Other Links 3 High-End Equipment Manufacturing Industry Establishes a Product Circulation Model of "Internal Incubation + External Output" 3.1 Internal Incubation Mode 3.2 Advantages of Internal Incubation 3.3 The Role of Internal Incubation on the Manufacturing Industry Chain 3.4 Transformation from Internal Incubation to External Output 4 Conclusion References Distribution Route Planning of Fresh Food E-commerce Based on Ant Colony Algorithm 1 Introduction 2 Fresh Food e-Commerce Distribution Path Planning Based on Ant Colony Algorithm 2.1 Logistics and Distribution of Fresh Agricultural Products 2.2 The Logistics and Distribution of Fresh Food E-Commerce 2.3 Vehicle Path Planning 3 Questionnaire Survey 3.1 Investigation Background 3.2 Questionnaire Design 3.3 Questionnaire Process 4 Investigation and Analysis 4.1 Fresh Product Distribution Countermeasures 5 Conclusion References SCA-ECPE: Emotion-Cause Pair Extraction Based on Sentiment Clustering Analysis 1 Introduction 2 Related Work 3 Method 3.1 Sentiment Clustering Analysis 3.2 Clean and Rank EC-Pairs 4 Experiments and Analysis 4.1 Dataset of ECPE 4.2 Experimental Discussion 5 Conclusion References CCRFs-NER: Named Entity Recognition Method Based on Cascaded Conditional Random Fields Oriented Chinese EMR 1 Introduction 2 Related Work 3 Method 4 Embedding Layer 4.1 Representation Layer 4.2 Prediction Layer 5 Experiments and Analysis 5.1 Experimental Method 5.2 Annotation Method 5.3 Experimental Discussion 6 Conclusions References AS-GSI: Aspect-Level Sentiment Analysis Integrating Global Semantic Information 1 Introduction 2 Related Work 3 Model 3.1 Task Formalization 3.2 Embedding Layer and Feature Extraction Layer 3.3 Global Semantic Extraction Layer 3.4 Aspect Sentiment Perception Layer 3.5 Feature Fusion Layer 4 Experiment and Analysis of Results 4.1 Experimental Data 4.2 Evaluation Indicators 4.3 Experimental Methods 4.4 Experimental Results and Analysis 5 Conclusion References LeakGAN-Based Causality Extraction in the Financial Field 1 Introduction 2 Construction of Causality Extraction Model 2.1 Data Preprocessing 2.2 Model Architecture 2.3 Feature Fusion Based on Causality 2.4 Feature Learning of Causality 2.5 LeakGAN Generative Adversarial Network 3 Experiments 3.1 Experimental Data 3.2 Experimental Analysis 4 Conclusion References Research on Aspect Extraction for Chinese Commodities Reviews 1 Introduction 2 Model Introduction 2.1 Coding Layer and Text Feature Extraction Layer 2.2 Attention Layer and CRF Layer 3 Experiment and Analysis of Results 3.1 Experimental Data 3.2 Experimental Parameters and Evaluation Indicators 3.3 Experimental Methods 3.4 Experimental Results and Analysis 4 Conclusion References LDM: A Location Detection Method of Emotional Adversarial Samples Attack for Emotion-Cause Pair Extraction 1 Introduction 2 Related Work 2.1 ECE and ECPE 2.2 Adversarial Defense 3 Method 3.1 EC Domain 3.2 EC Strength Distribution 4 Experiments and Analysis 4.1 ECPE Dataset 4.2 Experiments on Adversarial Dataset 4.3 Experiments on Test Dataset 5 Conclusion References Cyber Intelligence for CV Process and Data Mining The Application of Computer Vision Synthesis Technology in the Editing of Film and TV Shooting 1 Inductions 2 Research on Editing of FAT Shooting 2.1 The Necessity of Combining Computer Vision Synthesis Technology with FAT Shooting 2.2 Application of Computer Vision Synthesis Technology 3 The Application Investigation of Computer Vision Synthesis Technology in the Post-editing of FAT Shooting 3.1 Research Questions 3.2 Research Process 3.3 Data Processing 4 Analysis of Survey Results 4.1 The Impact of Computer Vision Synthesis Technology on FAT 4.2 The Development Direction of Computer Vision Synthesis Technology in Post-production Editing of FAT 4.3 Outlook 5 Conclusion References Application of 3S Technology in Land Use Landscape Ecology 1 Introduction 2 Application of 3S Technology in Land Use Landscape Ecology 2.1 3S Technology and Dynamic Remote Sensing Monitoring 2.2 Landscape Ecology 2.3 3S Technology Application 3 Accuracy Assessment of Remote Sensing Monitoring Results of Land Use Dynamics 3.1 Evaluation Method 3.2 Evaluation Process 3.3 Sources of Error 4 Analysis of Monitoring Results 4.1 Occupied Land Situation of Newly-Added Construction Land 4.2 Quantity Structure of Land Use 5 Conclusion References Application of Computer BIM Technology in Architectural Design 1 Introduction 2 Research on the Application of Computer-Based BIM Technology in Architectural Design 2.1 BIM Technology 2.2 Architectural Design 2.3 The Specific Application of BIM in the AD Process 3 Research on the Application of Computer BIMT in AD 3.1 Experimental Background 3.2 Experimental Process Steps 4 Experimental Analysis of the Application of Computer BIMT in AD 4.1 Analysis of the Status Quo of the Construction Industry 4.2 Analysis of the Effect of the Application of Computer BIMT in AD 5 Conclusion References Creative Design of Digital Platform Under Information Technology 1 Introduction 2 Digitization 3 The Article 3.1 Traditional Culture 3.2 Education 3.3 The Tourist 4 Digital Innovation 4.1 Smart Era 4.2 Emotional Design 5 Conclusion References Application of Database Testing Techniques in Web Development 1 Introduction 2 Characteristics of Database Testing 3 Reasons for Using Database Technology for Web Development 3.1 Subjective Reasons 3.2 Objective Reasons 4 Database in Web Development Applications 4.1 JDBC Technology 4.2 CGI Technology 4.3 ADO Technology 4.4 IDC Technology 5 Database Technology Development Prospects 6 Conclusion References A Model Prediction Algorithm-Based Driving Path Planning Model for Autonomous Vehicles 1 Introduction 2 Model Prediction Algorithms and Path Planning Theory 2.1 Overview of Path Planning 2.2 Analysis of Factors Affecting Path Planning 2.3 Model Prediction Algorithms 3 Experimental Research 3.1 Research Content 3.2 Experimental Method 4 Experimental Results 4.1 Simulation Experiment Design 4.2 Simulation Results of Path Planning Based on Model Prediction Algorithm 5 Conclusion References Design of Control System of Automated Production Line Based on PLC and Robot 1 Introduction 2 Design of Automatic Production Line Control System Based on PLC and Robot 2.1 Programmable Controller 2.2 Packaging and Palletizing Automatic Production Line 2.3 System Design 2.4 Control System Design 3 Debug and Run 3.1 Debug and Run Tasks 3.2 Implementation of Commissioning Operation 3.3 Simulation Software 3.4 System Test Indicators 4 Analysis of Data Results 4.1 Analysis of Performance and Time 5 Conclusion References Research of Multi Sensor Fusion Positioning Algorithm Based on Kalman Algorithm 1 Introduction 2 Intelligent Inspection of the UAV Positioning Strategy 3 Multi-sensor Fusion UAV Positioning is Realized Based on the Kalman Algorithm 4 Multi-sensor fusion of UAV positioning software design 5 Conclusions References Business Personalized Automatic Recommendation Algorithm Based on AI Technology 1 Introduction 2 Business Personalized Automatic Recommendation Algorithm Based on AI Technology 2.1 Personalized Recommendation Technology 2.2 Collaborative Filtering Algorithm Optimization 3 Experiment 3.1 Source of Experimental Data 3.2 Experiment Evaluation Criteria 4 Discussion 5 Conclusions References Low-Carbon Garden Landscape Design Based on Image Processing Technology 1 Introduction 2 Application Research of Low-Carbon Garden Landscape Design Based on Image Processing Technology 2.1 Low-Carbon Garden Landscape 2.2 Low Carbon Design of Garden Landscape 2.3 Image Processing Hardware Platform System in Landscape Design 3 Necessity Investigation of Low-Carbon Garden Landscape Design 3.1 Purpose of Low-Carbon Garden Landscape Design 3.2 Questionnaire Survey on Low Carbon Garden Landscape 3.3 Questionnaire Process 4 Analysis of Questionnaire Results 4.1 Low-Carbon Landscape Planning and Development Strategy 5 Conclusion References Dynamic Economic Scheduling Optimization Based on Particle Swarm Optimization Algorithm 1 Introduction 2 Particle Swarm Optimization Algorithm and Dynamic Economic Dispatch of Power Grid 2.1 Particle Swarm Optimization Algorithm 2.2 Electric Power Generation System 2.3 The Impact of New Energy Access to the Grid on Dynamic Economic Dispatch 3 Experimental Research 3.1 Research Significance 3.2 Research Methods 4 Dynamic Economic Dispatch Results of Microgrid Based on Particle Swarm Optimization Algorithm 4.1 Comparison of Controllable Unit Processing 4.2 Considering the Influence of Wind and Solar Complementary Characteristics on Scheduling Results 5 Conclusion References Student Behavior Analysis System in Smart Campus Based on Data Mining Algorithm 1 Introduction 2 Research on the Design of Student Behavior Analysis System in Smart Campus Based on Data Mining Algorithm 2.1 Data Mining Technology 2.2 Student Behavior Data 2.3 System Design Goals 3 Investigation and Research on the Design of Smart Campus Student Behavior Analysis System Based on Data Mining Algorithm 3.1 System Physical Deployment 3.2 System Software Architecture 3.3 Database 3.4 Description of Behavioral Data Analysis 4 Analysis and Research on the Design of Smart Campus Student Behavior Analysis System Based on Data Mining Algorithm 4.1 System Functional Structure Design 4.2 Association-Based Book Analysis 5 Conclusions References A Research Status of 3D Printing of Different Metal Forms 1 Introduction 2 Powder Metal Manufacturing Technology 2.1 Process Principle, Characteristics and Research Status of Laser Selective Sintering Technology 2.2 Principle, Characteristics and Research Status of Laser Selective Melting Technology 2.3 Principle, Characteristics and Research Status of 3D Printing Technology 2.4 Principle, Characteristics and Research Status of Laser Direct Melting Deposition Process 3 Research Status of Solid Metal Manufacturing Technology 3.1 Principle, Characteristics and Research Status of Arc Fuse Deposition Forming Process 3.2 Principle, Characteristics and Research Status of Melt Deposition Molding Process 4 Research Status of Liquid Metal Manufacturing Technology 5 Conclusions References Design of Remote Intelligence Monitoring System Based on LabVIEW for the Greenhouse 1 Introduction 2 Overall System Design 3 System Hardware Design 3.1 Signal Conditioning and Control of Temperature Quantities 3.2 Acquisition and Control of Humidity Quantities 3.3 Signal Conditioning and Control of Light intensity 3.4 Video Monitoring 4 System Software Design 5 Result and Analysis 6 Conclusion References The Minimum Impact of the Space Manipulator Based on the Intelligent System When Grabbing the Load 1 Introduction 2 Research on the Minimum Impact When the Space Manipulator Based on the Intelligent System Grabs the Load 2.1 Space Robotic Arm 2.2 Dynamic Simulation Analysis Software 2.3 Collision Impulse 3 Investigation and Research on the Minimum Impact When the Space Manipulator Based on the Intelligent System Grabs the Load 3.1 Experimental Subjects 4 Load Model 4.1 Configuration Optimization Based on Particle Swarm Optimization 5 Analysis and Research of the Minimum Impact When the Space Manipulator Based on the Intelligent System Grabs the Load 5.1 Configuration Optimization Strategy Aiming at Minimizing the Impact of Collision 5.2 Configuration Optimization Results Aimed at Minimizing the Impact of Collision 6 Conclusions References Computational Prediction Approaches for Predicting Mutation Impact on Protein-Protein Interactions 1 Introduction 2 Protein-Protein Interactions: A Major Concern 3 Databases Used by Predictors 4 Features of Predicting Mutation Impact on PPIs 5 Evaluation Measures Used by Predictors 6 Predictors for Mutation Impacts on PPIs 6.1 Previous Predictors 6.2 Important Steps Forwards in This Field - Detailed Information of Several Predictors 7 Conclusion and Critical Discussion References Passive Tracking Principle Based on Millimeter Wave Sensing 1 Research Status of Passive Sensing 2 Millimeter Wave Radar 2.1 Radar Parameters 2.2 Time Delay of Radar Transmitted Signal 3 Position Calculation 3.1 Distance Calculation 3.2 Angle Calculation 4 Conclusion References Application of Data Mining in the Design of English TRAnslator's Speech Recognition System 1 Introduction 2 Application of Data Mining in the Design of English Translator Speech Recognition System 2.1 Speech Error Correction Algorithm Based on Data Mining Technology 2.2 Voice Translation Model of English Translator 2.3 Detailed Design of English Translator Speech Recognition System 3 English Translator Speech Recognition System Test 3.1 Experimental Environment 3.2 Experimental Program 4 Speech Recognition and Machine Translation Performance 4.1 Chinese-English Translation Results 4.2 Translation Results of Different Translation Systems 5 Conclusions References The Construction of Dynamic Model of College English Blended Learning Based on Informational Data Analysis 1 Introduction 2 Construction of a Dynamic Model of English Blended Learning 2.1 The Main Advantages of the Blended Learning Model 2.2 Construction Principles of Blended Learning Model 2.3 Several Dynamic Modes of English Blended Learning 2.4 Information Data Analysis Algorithm 3 Research on English Blended Teaching 3.1 Research Purpose 3.2 Research Methods 4 Analysis of Research Results 4.1 Analysis of Satisfaction Survey Results 4.2 Analysis of English Learning Performance 5 Conclusion References Construction of Chinese Knowledge Graph Based on Multiple Data Mining Algorithms 1 Introduction 2 Chinese Knowledge Graph Construction Based on Multiple Data Mining Algorithms 2.1 Application of Data Mining Methods in Knowledge Graph 2.2 Construction of Chinese Knowledge Graph 2.3 The Key Technology of Knowledge Reasoning 3 User Demand Pattern Mining Method Based on Fusion Graph 3.1 Demand Mode 3.2 Pattern Mining Method Based on Frequent Graphs 3.3 Field Term Extraction Experiment 4 Field Entity Relationship Prediction Experiment Results 4.1 Experimental Results of Domain Term Extraction 5 Conclusion References Searchable Encryption Scheme Based on Multiple Access Control Authority Attributes 1 Introduction 2 Related Work 3 Contributions 4 Preliminaries 4.1 Discrete Logarithm Problem 4.2 Access Structure 5 System and Security Model 6 Scheme Description 6.1 System Initialization 6.2 Key Generation 6.3 Encryption 6.4 Generated Trap 6.5 Cloud Server Validation 7 Security Analysis 8 Conclusion References Design and Implementation of PSO Based on Ternary Optical Computer 1 Introduction 2 Introduction to Ternary Optical Computer 3 Particle Swarm Optimization Algorithm 4 Design of PSO Algorithm Based on TOC 4.1 Design of PSO Based on a TOC 4.2 Time Complexity Analysis 5 Implementation of Particle Swarm Algorithm Based on TOC 5.1 PSO Algorithm Related Parameter Settings 5.2 Simulation Experiment of EPSO Algorithm 6 Summary References Design and Implementation of Simulated Annealing Optimization Algorithm Based on TOC 1 Introduction 2 Introduction to TOC 3 SA Algorithm 4 Solving TSP Problem Based on SA Algorithm 4.1 TSP Problem Description 4.2 Algorithms for Solving TSP Problems 5 Parallel Design of SA Algorithm Based on TOC 5.1 Parallel Strategy 5.2 Parallel Algorithm Steps 5.3 Improved Parallel Strategy 6 Experiment 6.1 Experimental Environment 6.2 Experiment and Analysis 7 Summarize References Recommendation Algorithm Based on Product Category Path 1 Introduction 2 Recommendation Model Based on Product Path 2.1 Data Acquisition 2.2 Save Product Category Path by Neo4j 2.3 Jaccard Similarity Coefficient 2.4 TF-IDF Algorithm 2.5 Time Decay Function 3 Experiment and Analysis 4 Summarize References Cyber Intelligence for Health and Education Informatics Digital Marketing System Based on Improved Teaching Optimization Algorithm 1 Introduction 2 Related Theoretical Overview and Research 2.1 Teaching Optimization Algorithm and Related Research 2.2 Digital Marketing and Related Research 3 Experiment and Research 3.1 Experimental Background 3.2 Experimental Process 4 Analysis and Discussion 5 Conclusion References Research on Pension Service Medical Optimization Quality System Based on Machine Learning Algorithms 1 Introduction 2 Understanding of Related Concepts 2.1 Machine Learning Algorithm 2.2 Medical Quality System 3 Current Status of the Medical Quality System for Elderly Care Services 3.1 There is Room for Improvement in the Quality of Elderly Care Services 3.2 Digital Healthcare is the Future Trend of Optimization of Elderly Care Services 4 Machine Learning Algorithms Optimize the Medical Quality System of Elderly Care Services 4.1 The Key Advantages of Machine Learning Algorithms 4.2 Platform Innovation for the Optimization of Quality System for Elderly Care Services and Medical Care 5 Conclusion References Two-Dimensional Code Information Security Design Based on Hash Function and Encryption Algorithm 1 Introduction 2 Two-Dimensional Code Information Security Design Based on Hash Function and Encryption Algorithm 2.1 Image Encryption Technology 2.2 Design of Hybrid Encryption Security Protocol 2.3 QR Code 2.4 Implementation of Data Encryption on QR Code 3 Implementation of QR Code Information Security System 3.1 Architecture Design 3.2 Development Environment Construction 3.3 The Overall Framework of the Information System 4 Analysis of System Test Results 4.1 Analysis of Performance Results of Multiple Test Information 5 Conclusion References Method and Implementation of Vehicle Body Attitude Detection Based on Beidou Satellite 1 Inductions 2 Research on Vehicle Body Attitude Detection 2.1 Significance of Vehicle Body Attitude Detection 2.2 Beidou Satellite Vehicle Body Attitude Detection Method 3 Design of Vehicle Body Attitude Detection Based on Beidou Satellite 3.1 Main Scheme Design of Beidou Navigation Attitude Measurement System 3.2 Data Collection 3.3 Overall Scheme Design of System Hardware Circuit 3.4 Resolving Integer Ambiguity 4 System Test 5 Conclusions References Computer Image Recognition Technology Based on Deep Learning Algorithm 1 Introduction 2 Computer Image Recognition Technology Based on Deep Learning Algorithms 2.1 Image Recognition 2.2 Deep Learning 2.3 Discriminative Image Feature Fusion and Recognition System Composition 3 Image Recognition Model Experiment 3.1 Experimental Thinking 3.2 Experimental Data Selection 3.3 Experimental Method 4 Analysis of Experimental Results 4.1 The Influence of the Number of Samples, the Number of Nodes, and the Number of Layers 4.2 Recognition Rate of Various Samples 5 Conclusion References Path Planning and Task Scheduling of AGV System Based on Digital Twin Technology 1 Introduction 2 Discussion on Path Planning and Task Scheduling of AGV System Based on Digital Twin Technology 2.1 Digital Twin Technology 2.2 AGV System Path Planning and Task Scheduling 2.3 The Role of Task Scheduling 3 Experiment of AGV System Based on Digital Twin Technology 3.1 AGV System Based on Digital Twin Technology 3.2 Experimental Test of AGV System Based on Digital Twin Technology 4 Experimental Analysis of AGV System Based on Digital Twin Technology 4.1 Performance Test and Analysis of Digital Twin Technology in AGV System Path Planning and Task Scheduling 5 Conclusion References Research on Computer Information Security Defense Methods Based on PCA and BP Neural Network Underneath the Backdrop of Large Set of Information 1 Preface 2 PCA Data Statistical Method 3 BP Neural Network 4 PCA and BP Combined Information Data Detection Model in Reference to Large Set of Information 5 Conclusion References Modeling Method of 3D Environment Design Based on Genetic Algorithm 1 Introduction 2 Research on 3D Environment Design Modeling 2.1 3D Environment Design Modeling Process 2.2 Difficulties in 3D Environment Design Modeling 3 3D Environment Design Modeling Based on Genetic Algorithm 3.1 Data Collection 3.2 Modeling 3.3 Application of Genetic Algorithm 4 Algorithm Test 5 Conclusion References Pattern Recognition Based on Variant Reinforcement Meta-learning 1 Introduction 2 Ability to Preserve Past Knowledge and Learn Present Knowledge in Continuous Learning 3 Experience Replay and Meta-learning 3.1 Experience Replay 3.2 Meta-learning 4 Variant Reinforcement Meta-learning 5 The Effect of Different Parameters on the Performance of this Variant of Reinforcement Meta-learning 5.1 Buffer Size 5.2 Lr 6 Conclusions References Online Crisis Learning Alert and Intervention Based on OU Analyse 1 Introduction 2 Introduction to OU Analyse 3 Construction of OU Analyze Online Learning Alert System 3.1 Data Acquisition 3.2 Construction of Learning Alert Model 3.3 Visual Result Presentation of Learning Alert 4 OU Analyze Online Learning Crisis Intervention Strategy 5 Enlightenment to Online Education in China 5.1 Building an Organizational Environment for Learning Analysis 5.2 Promote the Development and Application of Learning Alert System 5.3 Promote the Improvement of Teachers’ Data Literacy and Ability 5.4 Improve the Efficiency and Effect of Learning Alert 5.5 Pay Attention to the Protection of Students’ Privacy Data 6 Conclusion References Prediction Model of Mental Health (MH) Based on Apriori Algorithm 1 Introduction 2 Concept and Research Methods of MH 2.1 Concept and Significance of MH 2.2 Research Methods 2.3 Data Sorting and Analysis 3 The Concept and Calculation of Apriori Algorithm 4 Sorting and Analysis of MH Survey Data Based on Apriori Algorithm 5 Conclusion References Psychological Counseling System Based on Association Rules Mining Algorithm 1 Introduction 2 Psychological Consultation System Design Requirements 2.1 Association Rule Mining Algorithm 2.2 System Requirements Analysis 3 System Design 3.1 System Function Module Design 3.2 Database Table Design 4 System Implementation 4.1 System Test 4.2 Consulting User Login Module Implementation 5 Conclusion References Design of Intelligent Recognition Corpus System Based on Ternary N-gram Algorithm 1 Introduction 2 Overview of the Intelligent Recognition Corpus System Based on the Ternary N-gram Algorithm 2.1 The Composition of the Corpus 2.2 Basic Concepts of Intelligent Recognition Corpus 2.3 Processing of Corpus 2.4 The Basic Principle of the Ternary N-gram Algorithm 3 The Establishment of an Intelligent Recognition Corpus System Based on the Ternary N-gram Algorithm 3.1 System Structure 3.2 Detailed Functional Module Design 3.3 Intelligent Recognition of the Database of the Corpus System 4 Test of Intelligent Recognition Corpus System Based on Ternary N-gram Algorithm 4.1 Algorithm Accuracy Test 4.2 System Response Time Test 5 Conclusion References Meta-analysis of the Prediction Model of Obstructive Sleep Apnea Based on Image Fusion Algorithm 1 Inductions 2 Obstructive Sleep Apnea Research 2.1 Features of Obstructive Sleep Apnea 2.2 Application of Image Fusion 3 Obstructive Sleep Apnea Prediction Model Based on Image Fusion Algorithm 3.1 Image Acquisition 3.2 Image Fusion 4 Analysis of Image Algorithm Results 5 Conclusions References Labeling Algorithms for Sensitive Areas of Visual Images in Multimedia Environment 1 Introduction 2 An Algorithm for Labeling Sensitive Areas of Visual Images in a Multimedia Environment 2.1 Image Retrieval and Image Calibration 2.2 Image Automatic Semantic Annotation Algorithm Based on Sensitive Areas 2.3 Image Quality Evaluation Method 3 Experimental Analysis 3.1 Data Set 3.2 Evaluation Criteria 3.3 Experimental Preprocessing 4 Experimental Results and Analysis 4.1 Calibration Accuracy, Missing Standard Rate and Over-Standard Rate of Some Labels 5 Conclusion References Algorithm Design of Dynamic Course Recommendation Model Based on Machine Learning 1 Introduction 2 Algorithm Design of Dynamic Course Recommendation Model Based on Machine Learning 2.1 Data Mining and Machine Learning 2.2 Analysis and Modeling of Dynamic Course Recommendation System 2.3 Recommendation System 3 Experimental Test 3.1 The Purpose of the Experiment 3.2 Experimental Setup 3.3 Benchmark Experiment Comparison 4 Experimental Results and Analysis 4.1 Experimental Results of the Data Set on Different Models 5 Conclusion References English Differential Classification Teaching Based on Naive Bayes 1 Introduction 2 Investigation and Design of the Status Quo of English Differentiated Classification Teaching 2.1 Survey Design and Research Questions 2.2 Research Objects 2.3 Research Tools 2.4 Questionnaire Collection 2.5 Interview Method 3 Survey Results of the Current Situation of English Differentiated Classification Teaching 3.1 Irrationality of the Fixed Teaching System 3.2 Teachers’ Understanding of Differentiated Classification Teaching 4 English Differentiated Classification Teaching Based on Naive Bayes 4.1 Student Classification Method Based on Naive Bayes Algorithm 4.2 English Differentiated Classification Teaching Strategy Based on Naive Bayes 5 Conclusion References Applications and Case Study Session Motivation Analysis and Prediction of Pension Institutions Based on CART Regression Prediction Tree Model 1 The Research Methods 1.1 CART Algorithm 1.2 Data Acquisition 1.3 Data Statistical Method 2 Model Building and Data Analysis 2.1 The CART Model 2.2 Classification Index Evaluation 3 Classification Prediction and Result Analysis 3.1 Attribute Assignment 3.2 Attribute Classification 3.3 Classification Prediction 3.4 Prediction Result Judgment 4 Conclusion References The Integration of Artificial Intelligence Technology and Digital Media Art 1 Brief Description 2 Overview of the Artificial Intelligence 3 The Development Status of Technology and Art of Digital Media 3.1 Lack of Advanced Ideas When Creating 3.2 Lack of Rich Understanding of Cultural Heritage 3.3 Too Much Reliance on Technology Such as Computers 4 The Integration of AI and the Art of Digital Media 5 Core of the Technology of AI and Art of Digital Media 6 The Innovative Development of Art and Technology of Digital Media in the Times of AI 6.1 In Favor of Creating More Artistic Miracles 6.2 Actively Expand the Diversity of Digital Media 6.3 A More Perfect Combination with Traditional Art 7 Conclusion References Research on Intelligent Application of Internet+ BIM Technology in Smart Site 1 Research on Construction Status of Smart Site 2 Analysis of the Problems of “Internet+ Smart Site” in Grassroots Projects 3 Application Study of BIM Technology in Smart Site 3.1 Relationship Between BIM Technology and Smart Site 3.2 Establish Smart Site Management System Based on BIM 3.3 Video Surveillance 4 Conclusion References Intelligent Application of “Internet+” BIM Technology in Prefabricated Building Construction 1 Introduction 2 Overview of Prefabricated Building Development 3 “Internet+” BIM Technology Promotes the Information-Based Transformation of Construction Industry 4 Intelligent Application of “Internet+” BIM Technology in Assembly Building Construction 4.1 Accurate Matching of Components to Ensure the Accuracy of Construction 4.2 Build a Network Cloud Platform to Promote Multi-party Collaborative Participation 4.3 Promote Information Construction of Prefabricated Buildings 5 Conclusion References Financial Cyber Security Risk and Prevention in Digital Age 1 Introduction 2 Financial Industry Network Security Situation and Regulatory Challenges 2.1 Technical Level 2.2 Management Level 2.3 Challenges 3 Financial Industry Network Security Countermeasures 3.1 Build a Perfect Network Security Regulatory Framework 3.2 Focus on the Application of Technology in Financial Network Security Management 4 Conclusions References Online Examination System of Japanese Course Based on WeChat Mini Program 1 Introduction 2 Analysis of Online Examination System of Japanese Course 2.1 System Design Idea 2.2 System Architecture 2.3 System Function Analysis 3 Data Storage Design 4 System Implementation and Key Technologies 4.1 System Implementation 4.2 Key Technologies 5 Conclusions References A Digital Supply Chain Financing Decision Algorithm Based on Blockchain Technology on Jiangxi New Energy Vehicle Industry as an Example 1 Basic Assumptions 2 Model Comparison 3 System Simulation Comparison 4 Conclusions References Data Quality Improvement Method for Power Energy Consumption Analysis in Customer-Side Management 1 Introduction 2 Missing Measurement Data Detection 2.1 Missing Mask Generation 2.2 Noise Feature Learning and Extended Detection 3 Recovery of Missing Data Measurement 4 Simulation Experiments and Numerical Results 5 Conclusions and Remarks References Deep Learning-Based Cybersecurity Situation Assessment Method in Big Data Environment 1 Introduction 2 The Basic Idea of Cyberspace Security Situation Assessment 3 Algorithm Principle of Cyberspace Security Situation Assessment Method 3.1 Machine Learning 3.2 Neural Network 3.3 Deep Learning 4 Conclusion References Emission Characteristics of Methanol/Diesel Dual Fuel Engine Under Electric Control System Development 1 Introduction 2 Development Method of Methanol/Diesel Dual Fuel Engine 2.1 Introduction to Research Background 2.2 Main Ideas 2.3 Development Methods 3 Engine Emission Characteristics Test 3.1 Experimental Methods 3.2 Experimental Results 4 Conclusion References International Trade Early Warning Analysis Based on CART Algorithm 1 Introduction 2 Overview and Related Discussion 3 Basic Concept and Model of CART Algorithm 3.1 Basic Concepts 3.2 Model 4 Key Points of International Trade Early Warning 4.1 Quantity of Traded Products 4.2 Unit Price of Trade Products 4.3 Trade Cycle 5 Construction of International Trade Risk Early Warning System Based on CART Algorithm 5.1 Case Overview 5.2 Decision Tree Analysis 6 Conclusion References Power Enterprise Talent Selection Method Based on FCM Algorithm 1 Introduction 2 Algorithm Significance 3 FCM Algorithm Introduction 4 Importance of Talent Selection in Electric Power Enterprises 5 Existing Problems of Talent Selection in Electric Power Enterprises 6 Application Measures of FCM Algorithm in Talent Selection of Electric Power Enterprises 6.1 Establish an Evaluation Index System 6.2 Quantitative Data Processing 6.3 FCM Clustering Algorithm Was Used to Discriminate 7 Conclusion References Power Information System Network Security Method Based on Big Data 1 Introduction 2 Background 3 Power Information System Network Security Problems 3.1 Main Sources of Network Security Threats 3.2 Current Situation of Network Security Protection 4 Big Data Power Information System Network Security Protection System Construction Method and Application Strategy 4.1 Construction Method 4.2 Application Policies 5 Conclusion References Optimal Care Strategies Based on Single Photon Emission Computed Tomography Examinations 1 Analysis of Technical Value of Single Photon Emission Computed Tomography 2 Information and Methods 2.1 General Data 2.2 Methods 2.3 Observation Indicators 2.4 Statistical Methods 3 Results 3.1 Clinical Compliance 3.2 Satisfaction with Nursing Care 3.3 Psychological Status Scores 4 Discussion References Application of Text Error Correction Algorithm Based on Power Inspection Voice Command Recognition 1 Introduction 2 The Research Background 3 Status Quo and Significance of Voice Command Recognition Algorithm for Power Inspection 3.1 Identification Status 3.2 Significance of the Algorithm 4 Design of Text Error Correction System of Voice Command After Recognition Based on Algorithm 4.1 General Framework 4.2 System Design 5 Conclusion References Development Measure and Evolution Analysis of Urban Green Economy Based on Particle Swarm Optimization Algorithm 1 Introduction 2 The Research Background 3 Operation Process of Particle Swarm Optimization 3.1 Basic Concepts 3.2 Operation Process 4 Evolution Analysis, Analysis Process and Development of Urban Green Economy 4.1 Analysis Scheme 4.2 Analysis Process 4.3 Development Suggestions 5 Conclusion References Design Scheme Analysis of Text Duplicate Search Optimization Algorithm in Natural Language Processing 1 Introduction 2 Research Meaning 3 Key Technologies of Text Duplicate Search Algorithm in Natural Language Processing 3.1 Sample Training Techniques 3.2 LDA Theme Model 3.3 Similarity Calculation 4 Flow Design and Testing of Text Duplicate Search Algorithm Optimization Scheme for Natural Language Processing 4.1 Process Design 4.2 Test 5 Conclusion References Author Index