Frontier Computing on Industrial Applications Volume 1: Proceedings of Theory, Technologies and Applications (FC 2023) (Lecture Notes in Electrical Engineering, 1131)

This book gathers the proceedings of the 13th International Conference on Frontier Computing, held in Tokyo, on July 10–13, 2023, and provides comprehensive coverage of the latest advances and trends in information technology, science, and engineering. It addresses a number of broad themes, including communication networks, business intelligence and knowledge management, Web intelligence, and related fields that inspire the development of information technology. The respective contributions cover a wide range of topics: database and data mining, networking and communications, Web and Internet of things, embedded systems, soft computing, social network analysis, security and privacy, optical communication, and ubiquitous/pervasive computing. Many of the papers outline promising future research directions, and the book benefits students, researchers, and professionals alike. Further, it offers a useful reference guide for newcomers to the field. Contents Surface Defect Detection of Frozen Dumplings Based on Improved U-Net Network 1 Introduction 2 U-Net Algorithm 3 ResNetUnet Network Architecture 4 Experiment 4.1 Dataset Introduction 4.2 Experimental Platform and Training Parameter Setting 4.3 Evaluation Indicator 4.4 Experimental Results and Analysis 5 Conclusion References Application of Distributed Database System in Financial Management 1 Introduction 2 Use of Distributed Database Systems in Financial Management 2.1 Current Financial Management Issues 2.2 Construction of Financial Management Big Data Platform 2.3 Overview of Distributed Database 2.4 Application of Distributed Database in Financial Management 2.5 Financial Management Database System 2.6 Innovative Financial Management Work 2.7 Use of Distributed Database Algorithms 3 Simulation Experiment on the Application of Distributed Database System in Financial Management 4 Conclusions References Research of the Influencing Factors of Hotel Customers’ Green Behavior Based on the DEMATEL-ISM Model Under the “Dual Carbon” Target 1 Introduction 2 Identification of Impacted Factors of Hotel Customers’ Green Consumption Conduct 3 Model Construction and Analysis 3.1 DEMATEL-ISM Method Model Construction 3.2 Analysis of Results 4 Conclusion 4.1 Research Conclusion 4.2 Management Inspiration 4.3 Limitations and Prospects References IAST-A Model for Teaching Chinese as a Foreign Language Based on Fuzzy Neural Network Algorithm and Cloud Computing 1 Introduction 2 Inquiry Method of IAST-A Model in Teaching Chinese as a Foreign Language 2.1 Teaching Chinese as Foreign Language 2.2 Comprehensive Evaluation of Foreign Language Based on the Fuzzy Nerve Network 3 Construction of IAST-A Model for Teaching Chinese as Foreign Language 3.1 Design of the Foreign Language Teaching System 3.2 Construction of IAST-A Model 4 Construction of IAST-A Model 5 Conclusions References Development and Application of Russian MOOC System Based on Neural Network Algorithm 1 Introduction 2 Russian MOOC System Based on Neural Network Algorithm 2.1 Neural Network Algorithm 2.2 Russian MOOC System 2.3 MOOC System Improvement Measures 3 Development and Application of Russian MOOC System 3.1 System Development 4 Development Environment 5 Comparison of MOOC Systems Based on Neural Networks 6 Russian MOOC Experimental Results 7 Conclusions References A Vector Autoregressive Model-Based Numerical Measurement Approach for Coordinating Relation Between Tourism Development and Financial Support 1 Introduction 2 Literature Review 3 The Financial Support for the Development of Tourism in LS 4 Methodology 5 Analysis of Financial Support for Tourism in LS: An Empirical Study 5.1 Variable Selection 5.2 Data Preprocessing 5.3 Empirical Analysis References Application of Artificial Intelligence Technology in Text Recognition and Detection Algorithms 1 Introduction 2 Text Recognition and Detection Based on AI 2.1 Overview of Text Recognition 2.2 Steps for Text Recognition 2.3 Overview of AI 2.4 Main Application Fields of AI 2.5 Technical Support for AI 2.6 Algorithms in AI 2.7 Text Recognition Under AI 2.8 Use of AI Technology 3 Simulation Experiment on the Application of AI Technology to Text Recognition Detection Algorithms 4 Conclusions References Investigation on Data Mining of Intelligent Environmental Protection Big Data Based on Neural Networks 1 Introduction 2 Data Mining, Smart Environmental Protection Big Data, and Neural Networks 2.1 Data Mining 2.2 Smart Environmental Protection 2.3 Neural Networks 3 Experimental Evaluation of Data Mining Using Neural Networks 4 Conclusions References Intelligent Monitoring System for Farms Based on Human-Computer Interaction and Automatic Control Algorithms 1 Introduction 2 Human-Computer Interaction and Automatic Control Algorithms 2.1 Human-Machine Interface Design 2.2 Digital PID Controllers 2.3 Improvement of the Digital PID Algorithm 3 General Design of the Intelligent Farm Monitoring System 4 Analysis of the Effect of Automatic Control 4.1 Error Analysis 5 Conclusions References System Construction of English Teaching System Based on Deep Learning Model 1 Introduction 2 Related Research 2.1 Multilayer Convolutional Neural Network 2.2 Recurrent Neural Network 3 The System Construction Process and Results of English Teaching System Based on Deep Learning Model 3.1 Introduction 3.2 Analysis 3.3 Results 3.4 Strategy 4 The Results and Discussion of the Integration of Deep Learning Model in English Teaching System. 4.1 English Teaching System Construction Process 4.2 Analysis and Results 5 Conclusion References Application and Sharing of Corpus in College English Teaching System Under the Internet Environment 1 Introduction 2 Overview of Relevant Concepts 2.1 Classification of Corpus 2.2 Language Transfer 3 Research Design 3.1 Test Method 3.2 Questionnaire Investigation 3.3 Corpus Analysis 3.4 Related Data Statistics Formula 4 Experimental Results 4.1 Frontal and Posterior Analysis 4.2 Survey Questionnaire Analysis 5 Conclusions References Optimization of English Machine Translation Model Based on Neural Network 1 Introduction 2 Neural Network Optimization Method for English MT Model 3 Optimization Experiment of NN on English MT Model 4 Conclusions References Exploration on Text Detection Optimization Algorithm Based on Neural Network Technology 1 Introduction 2 Neural Network Technology and Text Detection 2.1 Neural Network Technology 2.2 Text Detection 2.3 Text Detection Based on Neural Network Technology 3 Experiment on Text Detection Optimization Algorithm Based on CNN Algorithm 4 Conclusions References CO2 Emission Prediction of Vehicle Fuel Consumption Based on EMD-LSTM 1 Introduction 2 Construction of the Initial Input Characteristic Set 3 EMD-LSTM Model 3.1 Empirical Mode Decomposition 3.2 Long Short-Term Memory 3.3 Build the EMD-LSTM Model 4 Algorithm Example 4.1 IMF Component After Input Data Decomposition 4.2 EMD-LSTM Model Parameter Settings 4.3 Display of Model Results 5 Conclusions References Application of Data Fusion Algorithms in the Data Processing of Intelligent Greenhouses 1 Introduction 2 Materials and Methods 2.1 Overall Design 2.2 Data Acquisition Layer 2.3 Network Communication Layer 2.4 System Application Layer 3 Sensor Data Preprocessing 4 Multi-sensor Data Fusion Algorithm 5 Results and Analysis 6 Conclusion References Intelligent Film and Television Communication Optical Technology Based on Network New Media 1 Introduction 2 Exploration of Intelligent Film and Television Communication Optical Technology Based on Network New Media 2.1 Intelligent Film and Television Communication 2.2 Optical Technology 2.3 Network New Media 3 Experimental Process of Intelligent Film and Television Communication Optical Technology Based on Network New Media 3.1 Model of Intelligent Film and Television Communication Optical Technology Based on Network New Media 3.2 Model Performance Testing of Intelligent Film and Television Communication Optical Technology Based on Network New Media 4 Experiment on Intelligent Film and Television Communication Optical Technology Based on New Network Media 5 Conclusions References Design of Heterogeneous Database Encryption and Decryption System Based on Data Mining 1 Introduction 2 Related Work 2.1 Format of Data Transmission Package 2.2 Decryption Algorithm 3 Design of Heterogeneous Database Encryption and Decryption System Based on Data Mining 4 Simulation Analysis 5 Conclusion References Research and Implementation of Music Recommendation System Based on Particle Swarm Algorithm 1 Introduction 2 Related Concepts 2.1 Mathematical Description of Particle Swarm Arithmetic 2.2 Optimize the Selection of Content 2.3 Handling of Abnormal Recommendation Information 3 Actual Examples of Recommendation Systems 3.1 Data on Music Recommendations 3.2 Optimized Ratio of Music Recommendations 3.3 Stability and Accuracy of the Recommendation System 4 Conclusion References Design of High-Speed Multi-channel Data Transmission System Based on Single-Chip Microcomputer 1 Introduction 2 Related Concepts 2.1 Mathematical Description of Single-Chip Microcomputer High-Speed Multiplexing Method 2.2 Selection of Transmission Optimization Scheme 2.3 Processing of Redundant Data 3 Practical Examples of Single-Channel Data Transmission 3.1 Transmission System Situation 3.2 Optimization Ratio of the Scheme 3.3 Time and Accuracy of Transmission Optimization 4 Conclusion References Research on the Development of Japanese MOOC System Based on BP Neural Algorithm 1 Introduction 2 Related Concepts 2.1 Mathematical Description of the BP Neural Algorithm 2.2 Choice of Japanese Language Teaching Program 2.3 Processing of Redundant Japanese Language Teaching 3 Actual Examples of Japanese Language Teaching Content Systems 3.1 Japanese Language Teaching System 3.2 Optimal Ratio of Japanese Language Teaching 3.3 Stability and Accuracy of Japanese Escaping 4 Conclusion References Research on Default Risk Prediction of Listed Companies’ Green Credit Based on Deep Learning Algorithm 1 Introduction 2 Related Work 2.1 Green Credit Mechanism 2.2 Application of Deep Learning in Prediction Tasks 3 Research on the Prediction of Green Credit Default Risk of Listed Companies Based on Deep Learning Algorithm 4 Conclusion References Improvement of Cloud Platform Utilization Based on Evaluation and Optimization of Computing Resource Runtime Surplus Capacity 1 Introduction 2 Related Work 2.1 Optimized Allocation of Computing Resources 2.2 Cloud Platform 3 Improvement of Cloud Platform Utilization Based on Evaluation and Optimization of Computing Resource Runtime Surplus Capacity 4 Conclusion References Design and Implementation of Operation and Maintenance Monitoring Platform Based on Data Mining Algorithm 1 Introduction 2 Related Work 2.1 Algorithm Implementation of Data Mining Platform 2.2 System Development Technology 3 Design and Implementation of Operation and Maintenance Monitoring Platform Based on Data Mining Algorithm 4 Operation 5 Conclusion References Civil Aviation Logistics Transportation Route Optimization Algorithm Based on A+ Algorithm 1 Introduction 2 Related Concepts 2.1 Mathematical Description of the A+ algorithm 2.2 Selection of Selection Method 2.3 Time, Single Processing 2.4 Multi-line Associativity 3 Practical Examples of Logistics and Transportation Route Optimization 3.1 Select Content Situation 3.2 Reduction Ratio of Distance 3.3 Time and Accuracy of Path Optimization 4 Conclusion References Design of Interactive Japanese Translation System Based on Feature Extraction Algorithm 1 Introduction 2 Related Concepts 2.1 Mathematical Description of the Feature Extraction Algorithm 2.2 Selection of Interactive Japanese Translation Schemes 2.3 Processing of Redundant Interactive Japanese Translations 3 Correlation Between Different Interactive Japanese Translation Keys 4 Practical Examples of Interactive Japanese Translation Content Systems 4.1 Interactive Japanese Translation System Situation 4.2 Optimized Ratio of Interactive Japanese Translation 4.3 Logic and Accuracy of Japanese Translations 5 Conclusion References A Preliminary Study on Low-Carbon City Planning Methods Supported by the Cluster Optimization Algorithm 1 Introduction 2 Related Work 2.1 Mathematical Description of Low-Carbon Cities 2.2 Optimization Algorithm for Low-Carbon Urban Clusters 3 Steps of the Cluster Optimization Algorithm 4 Examples of Low-Carbon Cities 5 Conclusion References Object Detection Algorithms in Embedded Systems and their Applications 1 Introduction 2 Related Concepts 2.1 Mathematical Description of the Object Detection Algorithm 2.2 Selection of Embedded System Solutions 2.3 Culture of Detection Protocol 3 Detection Strategy for Embedded Systems 4 Practical Examples of Embedded Systems 4.1 Introduction to Embedded Systems 4.2 Overall Situation of Object Detection 4.3 Comprehensive and Stable Object Detection 5 Conclusion References Application of Computer VR Technology in Digital Media System Design 1 Introduction 2 Related Work 2.1 Concept of Digital Media Technology 2.2 The Rise of Digital Media Technology 3 Application Value of Computer VR Technology in Digital Media System Design 4 Specific Application of Computer VR Technology in Digital Media System Design 5 Conclusion References Discuss the Technical Application of Cloud Data Center and Cloud Management Platform 1 Introduction 2 Related Work 2.1 Data Management Technology 2.2 Cloud Data Center Architecture 3 Technology Application of Cloud Data Center and Cloud Management Platform 4 Conclusion References Research on the Automatic Scoring Method of English Translation System by the Clustering Algorithm 1 Introduction 2 Related Concepts 2.1 Mathematical Description of the Clustering Algorithm 2.2 Choice of Translation Method 2.3 Statement, Single Processing 2.4 Logic of Sentence Translation 3 Actual Examples of English Translation 3.1 Translation Content 3.2 Outlier Recognition Rate of Statements 3.3 Time and Accuracy of System Evaluation 4 Concluding Remarks References Research on the Construction and Application of Data Accountability System in Power Grid Enterprises 1 Introduction 2 The Background of Data Recognition System Construction of Power Grid Enterprises 3 Technical Implementation 4 Construction of Data Recognition System for Power Grid Enterprises 4.1 Learn from Advanced Experience and Explore the Data Master System 4.2 Establish a Business-Oriented Data Quality Responsibility System 4.3 Apply Data Accountability to the Whole Process of Data Governance 4.4 Based on the Business System, Design the Application of Data Recognition 5 Application of Data Accountability System in Power Grid Enterprises 6 Conclusion References Research on Data Mining Algorithm in University Management Informatization Level Evaluation Model 1 Introduction 2 Related Concepts 2.1 Mathematical Description of Data Mining Algorithms 2.2 Selection of Information Scheme 2.3 Processing of Non-digitized Information 2.4 Correlation Between Different Teaching Content 3 Actual Cases of the Informatization Degree System of Secondary Vocational Secondary Schools 3.1 Teaching Information 3.2 Optimization Ratio of Information 3.3 Informatization Processing and Accuracy 4 Concluding Remarks References Embedded Network Equipment Fault Remote Monitoring System Based on Internet of Things 1 Introduction 2 Related Work 2.1 Equipment Fault Research 2.2 Monitoring Network Topology 3 Embedded Network Equipment Fault Remote Monitoring System Based on the Internet of Things 4 Simulation Analysis 5 Conclusion References Dynamic Monitoring Algorithm of Online College Physical Education Student Behavior in Complex Background 1 Introduction 2 Related Concepts 2.1 Mathematical Description of Dynamic Monitoring 2.2 Selection of Monitoring Programs 2.3 Processing of Behavioral Monitoring Data 2.4 Strategies for Behavior Monitoring 3 Practical Examples of Behavior Monitoring 3.1 Introduction to Behavior Monitoring Data 3.2 Behavioral Monitoring 3.3 Accuracy and Stability of Monitoring Data 4 Conclusion References Design of ARM-Based Program Automatic Shelling Data Acquisition System 1 Introduction 2 Related Concepts 2.1 Mathematical Description of the ARM Program 2.2 Selection of Shelling Data Optimization Scheme 2.3 Processing of Redundant Shelling Data 2.4 Correlation Between Different Optimization Indicators 3 Optimization Case of Automatic Shelling Data Acquisition System Based on ARM Program 3.1 Shelling Data System Situation 3.2 Optimization Ratio of Hulling Data 3.3 Time and Accuracy of Hulling Data Optimization 4 Conclusion References Research on Management Information System Design Platform of Vocational College with Decision Tree ID3 Algorithm 1 Introduction 2 Related Concepts 2.1 Mathematical Description of the Decision Tree ID3 Algorithm 2.2 Selection of Information Optimization Scheme 2.3 Processing of Redundant Information 2.4 The Correlation Between Different Information Key Points 3 Actual Cases of Vocational College System Information Systems 3.1 Information System Situation 3.2 Optimization Ratio of Information 3.3 Stability and Accuracy of Information Optimization 4 Conclusion References Application of Dynamic Visual Communication Design in Digital Media 1 Introduction 2 Related Work 2.1 Relationship Between Visual Communication Design and Media 2.2 Dynamic Visual Communication Design 3 Application of Dynamic Design in Digital Media 4 The Development Trend of Dynamic Visual Communication Design 5 Conclusion References Computer-Assisted Korean Translation is Used in Translation Practice 1 Introduction 2 Related Concepts 2.1 Computer-Aided Mathematical Description 2.2 Choice of Translation Method 2.3 Processing of Sentences and Phrases 2.4 Logic of Sentence Translation 3 Actual Examples of Korean Translation 3.1 Translation Content 3.2 Outlier Recognition Rate of Statements 3.3 Timing and Accuracy of Practice Assessments 4 Conclusion References Automatic Voice Quality Evaluation Method of lVR Service in Call Center Based on Stacked Auto Encoder 1 Introduction 2 Related Concepts 2.1 Mathematical Description of Virtual Reality Services 2.2 Classification of Voice Quality 2.3 The Process of Evaluating Voice Quality by Virtual Reality Services 2.4 Call Center Voice Quality Assessment Strategy 3 Call Center Cases 3.1 Call Center Parameters 3.2 Call Center Situation for Time Period 3.3 Test Results 4 Concluding Remarks References An Empirical Study on Library Readers’ Reading Needs Based on Octopus Optimization Algorithm 1 Introduction 2 Related Concepts 2.1 Mathematical Description of the Octopus Optimization Algorithm 2.2 Demand Analysis to Determine the Choice of Scheme 2.3 Handling of Reading Needs Analysis 2.4 Correlation Between Different Analytical Plans 3 Demand Analysis Case Based on Octopus Optimization Algorithm 3.1 Demand Analysis and Research Situation 3.2 Judgment Ratio of Demand Analysis 3.3 Time and Accuracy of Requirements Analysis 4 Concluding Remarks References Application of Data Mining Algorithm in Tourism Economy Development Under the Normalization of Epidemic 1 Introduction 2 Related Concepts 2.1 Mathematical Description of Data Mining Algorithms 2.2 Selection of Research Programs for Tourism Economic Development 2.3 Processing of Tourism Economic Data 2.4 Research Strategies for Tourism Economy Development 3 Practical Cases of Tourism Economic Development 3.1 Introduction to the Psychological Program of Tourism Economic Development 3.2 Development of the Tourism Economy 3.3 The Accuracy and Stability of Economic Data in Tourism Economic Development Research 4 Conclusion References A Massive Financial Risk Data Fusion Method Based on the Bayesian Network 1 Introduction 2 Related Concepts 2.1 Mathematical Description of Bayesian Networks 2.2 Selection of Early Warning Methods 2.3 Processing of Massive Information 2.4 Depth of Financial Risk Warning 3 Early Warning Cases of Financial Risk Data Analysis 3.1 Financial Risk Situation 3.2 Identification Rate of Outliers in Financial Risk Early Warning 3.3 Early Warning Time and Accuracy of Financial Risk Warning 4 Conclusion References Research and Application of Lane Intelligent Detection System Based on Internet of Things Technology 1 Introduction 2 Related Concepts 2.1 Mathematical Description of IoT Technology 2.2 Selection of Bright Lane Planning Scheme 2.3 Processing of Smart Lane Data 3 Strategies for Thoughtful Lane Planning 4 Practical Examples of Path Selection 4.1 Introduction to Route Selection Lane Data 4.2 Smart Lane Planning 4.3 Accuracy and Stability of Lane Detection Scheme 5 Conclusion References Research on Financial Risk Discrimination of Listed Companies Based on Fish School Algorithm 1 Introduction 2 Related Work 2.1 Financial Situation 2.2 Research Status of Financial Risk Model 3 Fish School Algorithm 4 Research on Financial Risk Screening of Listed Companies Based on Fish School Algorithm 5 Conclusion References Research on the Application of Decision Tree Algorithm in the Teaching System 1 Introduction 2 Related Concepts 2.1 Mathematical Description of the Decision Tree Method 2.2 Selection of Teaching Optimization Schemes 2.3 Treatment of Low-Quality Lesson Plans 2.4 Correlation Between Different Lesson Plans 3 Practical Examples of Teaching Management Systems 3.1 Teaching System Situation 3.2 Optimized Ratio of Lesson Plans 3.3 Time and Accuracy of Teaching Optimization 4 Conclusion References Application of Decision Tree Algorithm in the Analysis and Evaluation of Quality Education Credits 1 Introduction 2 Related Work 2.1 Significance of Credit Analysis of Quality Education 2.2 Research on Teaching Behavior Evaluation 3 The Application of Decision Tree Algorithm in the Analysis and Evaluation of Quality Education Credit Scores 4 Simulation Analysis 5 Conclusion References Research on Multisensor Fusion State Estimation of Automatic Navigation Vehicle Based on RNN Model 1 Introduction 2 Related Work 2.1 Multi Sensor Fusion 2.2 Auto Navigation 3 Research on Multisensor Fusion State Estimation of Automatic Navigation Vehicle Based on RNN Model 4 Simulation Analysis 5 Conclusion References Clarity Processing Algorithm of Inscription Calligraphy Image Based on Improved Particle Filtering 1 Introduction 2 Mathematical Description of the Inscribed Calligraphy Image 3 Practical Examples of Image Clarity Processing 3.1 Introduction of Calligraphy Images of Inscriptions 3.2 Stability and Accuracy of Inscription Calligraphy Images 3.3 Processing Time of Inscribed Calligraphic Images 4 Conclusion References Vacuum Monitoring Method of Embedded Intelligent High Voltage Circuit Breaker Based on Internet of Things 1 Introduction 2 Related Work 2.1 Internet of Things Monitoring System Architecture 2.2 Vacuum Offline Detection Method 3 Embedded Intelligent High-Voltage Circuit Breaker Vacuum Monitoring Method Based on the Internet of Things 4 Simulation Analysis 5 Conclusion References Research on the Application of Computer Digital Media and Virtual Reality Technology 1 Introduction 2 Related Work 2.1 Development of Virtual Reality Technology 2.2 Concept of Digital Media Technology 3 Features of Digital Media Technology 4 Application of Computer Digital Media and Virtual Reality Technology 4.1 Virtual Demonstration Teaching and Experiment 4.2 Distance Education System 5 Conclusion References Research on Data Transmission Encryption Algorithm of a Wireless Sensor Network in Cloud Storage 1 Introduction 2 Related Concepts 2.1 Mathematical Description of Cloud Storage Methods 2.2 Selection of Wireless Transmission Scheme 2.3 Processing of Redundant Data 2.4 Correlation Between Different Transmitted Data 3 Actual Examples of Ordinary Wireless Transmission Methods 3.1 Wireless Transmission System Situation 3.2 Optimized Proportion of Transmitted Data 3.3 Time and Security of Wireless Transmission 4 Conclusion References Implementation and Performance Optimization of JPEG Decoding Algorithm in Multi CPU Embedded System 1 Introduction 2 Related Work 2.1 Overview of Embedded System and Real-Time Operating System 2.2 JPEG Compression Principle 3 System Structure Design 4 Design and Implementation of JPEG Decoding Server 5 Conclusion References Application of Color in Appearance of Agricultural UAV 1 Introduction 2 Related Work 2.1 Fixed Wing 2.2 Multi-rotor UAV 3 Application of Color in the Appearance of Agricultural UAV 4 Conclusion References Construction and Application of Power Engineering Cost Calculation Data Platform Under Digital New infrastructure 1 Introduction 2 Related Work 2.1 Research Status of Power Engineering Cost Data Platform 2.2 Cost Composition of Electric Power Project 3 Analysis of Power Engineering Cost Calculation Data Platform 3.1 Target Analysis of Power Project Cost Information Management Platform 3.2 System Management 4 Construction of Power Engineering Cost Calculation Data Platform Under the New Digital Infrastructure 5 Conclusion References Architecture of Distribution Network Operation Analysis System Based on Mobile Information Extraction Method 1 Introduction 2 Related Work 2.1 Mobile Information Extraction Technology Based on Web Page Visual Features 2.2 Development Status of Power Supply Reliability of Distribution Network at Home and Abroad 3 Distribution Network Operation Analysis System Architecture Based on Mobile Information Extraction Method 3.1 Distribution Network CPS Structure 3.2 Distribution Network CPS Information Space Risk 4 Conclusion References Application of Power Network Line Loss Analysis and Decision Support Based on PI Real Time Database 1 Introduction 2 Related Work 2.1 Current Situation of Power Grid Line Loss Statistics 2.2 Technical Feasibility Analysis 3 Features and Functions of PI Real-Time Database 4 Power Grid Line Loss Analysis and Decision Support Based on PI Real-Time Database 4.1 System Function Analysis 4.2 System Flow Chart Design 5 Conclusion References Study on Rapid Detection System of Pesticide Residue Based on Photoelectric Method 1 Introduction 2 Related Work 2.1 Photoelectric Detection 2.2 Detection Methods for Pesticide Residues 3 Research on Rapid Detection System of Pesticide Residues Based on Photoelectric Method 4 Software Functions 5 Conclusion References Application of Decision Tree and Association Analysis in College Teaching Management 1 Introduction 2 Related Work 2.1 Research Status 2.2 Research Status of Visual Analysis of Education Data 3 Decision Tree and Association Analysis 3.1 Overview of Decision Tree 3.2 Association Analysis 4 College Teaching Management Based on Decision Tree and Correlation Analysis 4.1 Data Processing 4.2 Decision Making Process of College Teaching Management 5 Conclusion References Algorithm Data Optimization Method Based on Metauniverse 1 Introduction 2 Related Work 2.1 Metacosmic System Source Code Optimization 2.2 Data Algorithm Optimization 3 Algorithm Data Optimization Method Based on Metauniverse 4 Simulation Analysis 5 Conclusion References The Practice and Application of Computer Thinking in STEM Education 1 Introduction 2 Related Work 2.1 STEM Development 2.2 Research Status of STEM Education 3 Design Elements of High School Information Technology Teaching Activities Based on STEM Education Concept 4 Practice and Application of Computer Thinking in STEM Education 5 Conclusion References Research on Path Planning and Machine Learning Module in Vision Navigation System of Indoor Mobile Robot 1 Introduction 2 Related Work 2.1 Research Status of Visual SLAM 2.2 Development Trend of Mobile Robot Research at Home and Abroad 3 Structure and Motion Model Analysis of Mobile Robot 3.1 Structure of Mobile Robot 3.2 Motion Analysis of Mobile Robot 4 Path Planning and Machine Learning Module Simulation Analysis in the Vision Navigation System of Indoor Mobile Robot 5 Conclusion References Research and Design of Cloud Storage Server Based on Virtualization Technology 1 Introduction 2 Related Work 2.1 Research Status at Home and Abroad 2.2 Storage Virtualization Technology and Its Development 3 Storage Management in Virtualization Technology 4 Cloud Storage Server Based on Virtualization Technology 5 Conclusion References Application of the Modified Apriori Algorithm in Addictive Behavior and Mental Health 1 Introduction 2 Overview of the Apriori Algorithm 3 The Apriori Algorithm Improvement 4 Practical Application of the Improved Apriori Algorithm in Addictive Behavior and Mental Health 4.1 Analysis of Addictive Behavior and Mental Health 4.2 Data Mining Objects and Results Analysis 5 Conclusion References Design and Development of Corporate Financial Risk Control System Based on Big Data 1 Introduction 2 Related Work 2.1 Risk Definition 2.2 Financial Database Analysis 3 Design and Development of Corporate Financial Risk Control System Based on Big Data 4 System Development 5 Conclusion References Design and Application of Talent Training Program for Cross-Border E-Commerce of Agricultural Products Based on BP Neural Network 1 Introduction 2 Related Work 3 Theoretical Basis of BP Neural Network 3.1 Basic Principle of BP Neural Network 3.2 Learning Algorithm of BP Neural Network 4 Design of Talent Training Scheme for Cross-Border E-Commerce of Agricultural Products Based on BP Neural Network 5 Conclusion References Character Recognition System Based on Depth Neural Network 1 Introduction 2 Related Work 2.1 Deep Neural Network 2.2 Text Detection 3 Character Recognition System Based on Deep Neural Network 4 Construction of Character Recognition Data 5 Conclusion References Review and Analysis of E-Commerce Agricultural Products Based on Big Data Algorithm 1 Introduction 2 Related Work 2.1 E-Commerce Big Data Mining 2.2 Big Data Algorithm Analysis 3 Exploratory Analysis of Big Data of Agricultural Products on E-Commerce Platform 4 Experimental Results and Analysis 5 Conclusion References Application of Machine Learning Algorithm in Risk Prediction of Financial Markets 1 Introduction 2 Related Work 2.1 Development and Current Situation of Financial Forecast 2.2 Overview of Linear Regression 3 Financial Forecast Based on Grey Linear Regression Combination Model 4 Simulation Analysis and Results 5 Conclusion References Application of K-Means Clustering Algorithm in Automatic Machine Learning 1 Introduction 2 Related Work 2.1 K-Means Clustering Algorithm 2.2 Data Mining Tasks 3 Research on the Application of K-Means Clustering Algorithm in the Field of Automatic Machine Learning 4 Algorithm Implementation 5 Conclusion References Design and Implementation of Communication Operation Management System Based on Data Mining 1 Introduction 2 Related Work 2.1 Research Status of Data Mining 2.2 Research Status of Customer Relationship Management (CRM) 3 Composition of Data Warehouse 4 Design and Implementation 4.1 Customer Relationship Management (CRM) 4.2 Design of System Structure 5 Conclusion References Author Index