Proceedings of the 4th International Conference on Big Data Analytics for Cyber-Physical System in Smart City - Volume 1 : BDCPS 2022, December 16-17, Bangkok, Thailand

This book gathers a selection of peer-reviewed papers presented at the 4th Big Data Analytics for Cyber-Physical System in Smart City (BDCPS 2022) conference, held in Bangkok, Thailand, on December 16–17. The contributions, prepared by an international team of scientists and engineers, cover the latest advances and challenges made in the field of big data analytics methods and approaches for the data-driven co-design of communication, computing, and control for smart cities. Given its scope, it offers a valuable resource for all researchers and professionals interested in big data, smart cities, and cyber-physical systems. Organization Conference Program Preface BDCPS 2022 Keynotes Oral Presentation Instruction Contents Power Grid Sensitive Information Detection Technology Based on Internet Big Data and Machine Learning 1 Introduction 2 Discussion on Power Grid Sensitive Information Detection Technology Based on Internet Big Fata and Machine Learning 2.1 Sensitive Information of Power Grid 2.2 Internet Data Technology 2.3 Machine Learning 3 Experimental Process of Power Grid Sensitive Information Detection Technology Based on Internet Big Fata and Machine Learning 3.1 Technical Framework for Sensitive Information Detection of Power Grid 3.2 Power Grid Sensitive Information Detection Technology Test Experiment 4 Experimental Analysis of Power Grid Sensitive Information Detection Technology Based on Internet Big Fata and Machine Learning 4.1 Power Grid Sensitive Information Detection Performance Test 5 Conclusion References Optimization Study of Wind Speed Prediction Based on Combined Model of Neural Network Optimization Algorithm 1 Background and Literature 2 Introduction of Data Sources and Model 2.1 CEEMD 2.2 TCN 2.3 GWO 3 Empirical Analysis of Wind Speed Forecasting 4 Conclusion References Optimal Decision Tree Algorithm in Sports Video Tracking Technology 1 Introduction 2 Research and Discussion of Optimized Decision Tree Algorithm in Sports Video Tracking Technology 2.1 Video Image Preprocessing 2.2 Common Algorithms of Decision Tree 2.3 Summary of Decision Tree Algorithm 3 Experiments 3.1 Workflow 4 Discussion 5 Conclusion References PLC Controller-Based Automatic Control System Design for Electric System Manipulator 1 Introduction 2 PLC Controller-Based Hardware Design of Automated Control System for Power System Manipulator 2.1 Collector Design 2.2 Microcontroller Design 2.3 Microprocessor Design 2.4 Power Supply Circuit Design 2.5 PLC Controller Design 3 PLC Controller-Based Automatic Control System Software Design for Electric Power System Manipulator 4 Experimental Study 5 Conclusion References Development of Object Identification APP Based on YoloV2 1 Introduction 2 Data Acquisition and Annotation 2.1 Data Collection 2.2 Data Annotation 2.3 COCO Dataset Screening 3 Training of Data Model 3.1 Selection of Model Parameters 3.2 Training of YoloV2 Model 4 UI Design and Implementation 4.1 Pre-design of Modules and Layout 4.2 Kivy Implementation UI 5 Function Design and Implementation 5.1 Pre Logic Design of Item Identification Function 5.2 Design of Functional Functions 5.3 Realization of Object Identification Function 6 Conclusion References Intelligent Defense Policy for Web Security Defense on Account of Semantic Analysis 1 Introduction 2 Design and Exploration of Intelligent Defense Strategy for Web Security Protection on Account of Semantic Analysis 2.1 Semantic Analysis 2.2 Intelligent Defense Policies for Web Security Defense Based on Semantic Analysis 3 Explore the Effect of Intelligent Defense Strategy for Web Security Defense on Account of Semantic Analysis 3.1 Algorithm Flow 4 Investigation and Research on Intelligent Defense Strategy of Web Security Protection on Account of Semantic Analysis 5 Conclusion References Consistency Comparison of Machine Vision Images Based on Improved ORB Algorithm 1 Introduction 2 Related Theoretical Overview and Research 2.1 Related Content of Visual Image Processing 2.2 Classification of Visual Image Comparison Methods 3 Experiment and Research 3.1 Experimental Method 3.2 Experimental Requirements 4 Analysis and Discussion 4.1 Comparative Analysis of Extraction Time Under Different Algorithms 4.2 Consistency Analysis of Visual Image Processing Under Three Algorithms 5 Conclusion References Nonlinear Multi-objective Probabilistic Optimization Based on Stochastic Simulation Algorithm 1 Introduction 2 Research on Nonlinear Multi-objective Probabilistic Optimization Based on Stochastic Simulation Algorithm 2.1 Randomness Simulation Algorithm 2.2 Defects of Linear Selection Method 2.3 Multi-objective Nonlinear Programming Problem Algorithm 2.4 Modeling Nonlinear Processes Using GPR 3 Investigation and Research on Nonlinear Multi-objective Probabilistic Optimization Based on Stochastic Simulation Algorithm 3.1 Experimental Setup 3.2 Multiple Optimization Objective Functions of WEDM-HS Process 4 Analysis and Research of Nonlinear Multi-objective Probabilistic Optimization Based on Stochastic Simulation Algorithm 4.1 WEDM-HS and EDM Modeling 4.2 WEDM-HS Optimization Results Decision 5 Conclusion References Artificial Intelligence Technology in Fault Diagnosis of Transmission Network 1 Introduction 2 Application Research of AI Technology in FD of TN 2.1 Design of the FD Model for the TN Based on AI 2.2 Design of the FD Model for the TN 3 Experimental Research on the Application of AI Technology in the FD of Power TN 3.1 Experimental Environment 3.2 Experimental Data 3.3 Experimental Process 4 Application Experiment Analysis of AI Technology in FD of TN 4.1 FD Results of Different Algorithms 4.2 FD Accuracy 5 Conclusion References Research on Power Supply Chain Equipment Traceability Method Based on System Blockchain 1 Introduction 2 This Method of the Paper 2.1 Traceability Structure for Complex Equipment 2.2 Trace-Method Based on Traceability Structure and Equipment Index Tree 3 Experimental Results 3.1 Data Transmission Efficiency Analysis 3.2 Analysis of Data Circulation Efficiency 4 Summary References Artificial Intelligence Application Processing Method and System Based on Open Source Deep Learning Framework 1 Introduction 2 The Processing Method and System of Artificial Intelligence Applications Based on the Open Source Deep Learning Framework 2.1 Neural Networks and Deep Learning 2.2 Intelligent Framework System Based on Open Source Deep Learning Framework 2.3 Processing Methods and Systems for Artificial Intelligence Applications 3 The Face Recognition Training Experiment Test of the Open Source Deep Learning Framework 3.1 System Design 3.2 Experimental Environment 3.3 System Design Framework 4 Experimental Test Results 4.1 Analysis of Face Recognition Results Under Different Thresholds 4.2 System Test Results Under Different Side Face Angles 5 Conclusion References A Novel Association Rules Mining Based on Improved Fusion Particle Swarm Optimization Algorithm 1 Introduction 2 Analysis of Improved Fusion Particle Swarm Optimization Algorithm 3 Association Rules Mining Based on Improved Fusion Particle Swarm Optimization Algorithm 4 Experiment and Analysis 5 Conclusion References Comparative Analysis of Machine Translation (MT) and Computer Aided Translation (CAT) 1 Introduction 2 Comparison Between MT and CAT 2.1 Advantages and Disadvantages of Quality Control in CAT System 2.2 Advantages and Disadvantages of MT 3 Frame Model Algorithm of MT 4 Testing and Analysis of Different Translation Modes 5 Conclusions References Dynamic Monitoring of Sea Reclamation Based on UAV Remote Sensing Technology Monitoring System 1 Introduction 1.1 Background Meaning 1.2 Related Work 1.3 Innovation of This Article 2 Dynamic Monitoring of Sea Reclamation Based on UAV Remote Sensing Technology Monitoring System 2.1 UAV 2.2 Remote Sensing Technology 2.3 Reclamation 2.4 Dynamic Monitoring 3 Reclamation Dynamic Monitoring Related Experiments 3.1 Reclamation Related Data Collection 3.2 Construction of a Suitability Evaluation Model for Reclamation 4 Dynamic Monitoring of Reclamation 4.1 Changes in the Coastline of the Bay Around a Certain Sea Area 4.2 Changes in the Area of the Bay Around a Certain Sea Area 4.3 Sea Usage of Some Industries in Reclamation Projects 4.4 Impact of Reclamation on Islands 5 Conclusions References The Synthesis Model Based on Multimodal Data for Asian Giant Hornets Sighting Report Recognition 1 Introduction 1.1 Background of the Asian Giant Hornet Problem 1.2 Modeling Plan 2 Multiple Linear Stepwise Regression 2.1 Problem Analysis 2.2 Data Processing 2.3 Results and Analysis 3 A Ensemble Model for Classification 3.1 Problem Analysis 3.2 Data Processing 3.3 Model Building 4 Results and Analysis 5 Conclusion References Interactive Translation System of Intelligent Fuzzy Decision Tree Algorithm (IFDTA) 1 Introduction 2 Application of IFDTA in IT System 2.1 Interactive Machine Translation Method Based on Word Graph 2.2 Application of IFDTA in IT System 3 Analysis of Fuzzy Decision Tree Algorithm 4 Experimental Test and Analysis 5 Conclusions References Adaptive Neural Network (NN) Coordinated Tracking Control Based on Artificial Intelligence Algorithm 1 Introduction 2 Research on Adaptive NN Coordinated Tracking Control 2.1 Adaptive NN Coordinated Tracking Control 2.2 NN Adaptive Algorithm 2.3 Basic Principle of RBF NN 2.4 Research on Detailed Factors of Network Internal Structure 3 RBF NN Algorithm 4 Design and Verification of NN Adaptive Tracking Control Strategy 4.1 Control Simulation and Analysis 5 Conclusions References Early Warning of Linguistic Achievement Pattern Based on DNA-GA Algorithm 1 Introduction 2 Method 2.1 DNA-GA Algorithm 2.2 Linguistic Achievement Test Scale 2.3 K-Means Clustering Algorithm 3 Experience 3.1 Object Extraction 3.2 Experimental Analysis 4 Discussion 4.1 College Students’ Linguistic Achievement Test 4.2 Parameter Setting 5 Conclusion References AI Big Data Multi-dimensional Intelligent Pension Model Recommendation Algorithm Empowered by Artificial Intelligence 1 Introduction 2 Research on the Recommendation Algorithm of AI Big Data Multi-dimensional Intelligent Pension Model Empowered by Artificial Intelligence 2.1 The Application Status of Artificial Intelligence in the Field of Elderly Care Services 2.2 Functional Analysis of the Intelligent Transformation of Elderly Care Services 2.3 Algorithm Selection 3 Research and Design Experiment of AI Big Data Multi-dimensional Intelligent Pension Model Recommendation Algorithm Empowered by Artificial Intelligence 3.1 System Implementation 3.2 System Test Design 4 Research and Experimental Analysis of AI Big Data Multi-dimensional Intelligent Pension Model Recommendation Algorithm Empowered by Artificial Intelligence 4.1 Recommender System Accuracy 4.2 System Performance Test 5 Conclusions References Artificial Intelligence Medical Construction and Data Mining Based on Cloud Computing Technology 1 Introduction 2 Proposed Method 2.1 The Concept of Cloud Computing 2.2 Key Technologies of Cloud Computing 2.3 Overview of Medical Informatization 2.4 Big Data 2.5 Hadoop Platform 3 Experiments 3.1 Experimental Subjects 3.2 Experimental Methods 4 Discussion 4.1 Research on Medical Data Association Rule Algorithm Based on Hadoop 4.2 Improved Algorithm Simulation 5 Conclusions References Visual Intelligent Recognition System Based on Visual Thinking 1 Introduction 2 Enterprise MS Combination Optimization System Based on DAA 2.1 Application of Data Analysis Technology in Portfolio Marketing 2.2 Construction of “4P”, “4C” and “4E” Interactive Marketing Mix 2.3 Combined Marketing Optimization Strategy for Optimal Project Solution 3 Data Mining Algorithm 4 Experimental Test Analysis 5 Conclusions References Path Optimization of e-Commerce Logistics Terminal Distribution Mode Based on Dijkstra Algorithm 1 Introduction 2 Research on Path Optimization of e-Commerce Logistics Terminal Distribution Mode Based on Dijkstra Algorithm 2.1 Overview of Mode Evolution 2.2 Improvement Idea of Dijkstra Algorithm 2.3 Analysis of Distribution Route Optimization Algorithm 2.4 Decision Making Using the Topsis Method 3 Research and Design Experiment of Route Optimization of e-Commerce Logistics Terminal Distribution Mode Based on Dijkstra Algorithm 3.1 Mode Selection 3.2 Experimental Design 4 Experiment Analysis on Path Optimization of e-Commerce Logistics Terminal Distribution Mode Based on Dijkstra Algorithm 4.1 Optimized Delivery Comparison 4.2 Distribution Mode Selection Decision and Analysis 5 Conclusions References Complex SPARQL Queries Based on Ontology and RDF 1 Introduction 2 Ontology Modeling and Representation 2.1 Ontology Modeling 2.2 Ontology Representation 3 RDF Conversion and Serialization 3.1 RDF Modeling 3.2 RDF Serialization 4 Complex SPARQL Queries 4.1 Simple Query 4.2 Multi-Match Query 4.3 Filter Conditional Query 4.4 Optional Query 5 Conclusions References Prediction System Analysis of Microbial Treatment of Organic Pollution Based on Particle Swarm Optimization Algorithm 1 Introduction 2 Application of PSOA in PS of Microbial Treatment of Organic Pollution 2.1 Microbial Treatment of Organic Pollution 2.2 Application of PSOA in Microbial Treatment of Organic Pollution PS 3 PSOA 3.1 Mathematical Description of PSOA 3.2 Basic Framework of PSOA 4 Experimental Test Analysis 4.1 Materials and Methods 4.2 Degradation Test Treatment of Mixed Organic Pollutants 4.3 Precision and Recovery Test 5 Conclusions References Data Preprocessing Technology in Network Traffic Anomaly Detection 1 Introduction 2 Research on Data Preprocessing Technology in Network Traffic Anomaly Detection 2.1 Network Traffic Measurement Characteristics 2.2 Algorithm Selection 3 Research and Design Experiment of Data Preprocessing Technology in Network Traffic Anomaly Detection 3.1 Building a Data Preprocessing Framework 3.2 Experimental Design 4 Experimental Analysis of Data Preprocessing Technology in Network Traffic Anomaly Detection 4.1 Data Filtering 4.2 Data Threshold 5 Conclusions References Intelligent Control Optimization of Sewage Treatment Process Based on Process Neural Network 1 Introduction 2 Intelligent Control Optimization of Sewage Treatment Process Based on Process Neural Network 2.1 Time-Varying Characteristics and Action Mechanism of Process Neural Network 2.2 Influencing Factors in Sewage Treatment Control 3 Experiment 3.1 Process Neural Network Sewage Treatment Control Process 3.2 Improved Process Neural Networks 4 Discussion 5 Conclusions References Research on Dynamic Cost Management System of Power Transmission and Transformation Project Based on 3D Technology 1 Introduction 2 Dynamic Management System Framework of Power Grid Project Cost 2.1 Frame Design 2.2 Key Modules 3 Software Implementation of Power Grid Project Cost Dynamic Management System 3.1 Presentation Layer 3.2 Data Control Layer 3.3 Business Logic Layer 3.4 Data Persistence Layer 4 Application of Dynamic Management System for Power Grid Project Cost 4.1 Identification of Cost Influencing Factors 4.2 Cost Target Determination 4.3 Analysis of Influencing Factors 4.4 Cost Deviation Warning 5 Conclusion References An Algorithm for Constructing Fractal Graph of Frieze Group Based on NIFS 1 Introduction 2 Analysis on the Properties of Equivalent Mapping of pma2 2.1 Analysis of Symmetry Properties 2.2 Non-analytical Analysis 3 Constructing Generalized M-sets and Full Julia Sets on the Parameter Section of pma2 Equivalent Mappings 4 Constructing the Nonlinear IFS 5 Conclusion References Application of Artificial Intelligence Technology in Distributed Privacy-Preserving Clustering Mining Algorithm 1 Introduction 2 Application of Artificial Intelligence Technology in Distributed Privacy-Preserving Clustering Mining Algorithms 2.1 Improvement of Distributed Clustering Algorithm Protecting Privacy 2.2 Application of Artificial Intelligence Technology in Data Mining Algorithm 2.3 Algorithm Selection 2.4 Privacy-Preserving Distributed K-Means Clustering Mining Algorithm 3 Application of Artificial Intelligence Technology in Distributed Privacy-Preserving Clustering Mining Algorithm Research Design Experiment 3.1 Improvement of Distributed Clustering Algorithm Protecting Privacy 3.2 Experimental Process 4 Research and Experimental Analysis on the Application of Artificial Intelligence Technology in Distributed Privacy-Preserving Clustering Mining Algorithms 4.1 Execution Efficiency 4.2 Clustering Accuracy 5 Conclusions References Simulation of a Sports Body Index Monitoring System Based on Internet of Things Technology 1 Introduction 2 Design Research 2.1 The Overall Process of the System 2.2 Overall Design of System Hardware 2.3 Cardiovascular Dynamics Parameters 3 Experimental Research 3.1 Design and Use of Database 3.2 System Test 4 Experimental Analysis 4.1 ECG Heart Rate Test 4.2 Pulse Oximetry Test 4.3 Functional Test of Sweat Ion Concentration 5 Conclusions References Processing of Natural Language Information Hiding Algorithm Based on Machine Learning 1 Introduction 2 Research on Algorithm Processing of Natural Language Information Hiding Based on Machine Learning 2.1 Research on Natural Language Information Hiding Algorithms 2.2 Classification of Information Hiding 2.3 Emphasis of Information Hiding Algorithms 2.4 Machine Learning 3 Investigation and Research on Algorithm Processing of Natural Language Information Hiding Based on Machine Learning 3.1 Natural Language Information Hiding Algorithm Based on Markov Chain 3.2 N-Gram Model 4 Analysis and Research of Natural Language Information Hiding Algorithm Processing Based on Machine Learning 4.1 Experimental Results 5 Conclusions References Color Model-Based Control Algorithm for 3D Printing of FDM Eco-friendly Art Products 1 Introduction 2 Color Printing Control Based on Color Model 3 Process and Material Selection of FDM Type 3D Printing 3.1 3D Printing Method 3.2 Process and Characteristics Analysis 4 3D Proposed Control Algorithm Specific Application Test Results 5 Conclusion References Research on Ecological Environment Early Warning System of Power Transmission and Transformation Project Based on Multi-objective Programming Algorithm 1 Introduction 2 Early Warning System for Ecological Environment of Power Transmission and Transformation Projects 2.1 Overall Structure of Early Warning System 2.2 Mobile Alert APP Module Design 3 Wireless Sensor Network Node Design 3.1 Network Node Hardware Structure 3.2 Comprehensive Sensor Sensing 4 Early Warning Model Based on Multi-objective Planning Algorithm 5 Adaptive Weighted Multi-sensor Data Fusion Method 5.1 Structure and Analysis of Adaptive Weighted Fusion Algorithm 5.2 Estimation of Variance of Multi-sensor Measurements 6 Experimental Analysis 7 Conclusion References Research on Computer Information Security Technology Based on DES Data Encryption Algorithm 1 Introduction 2 Computer Communication Data Encryption Based on DES Data Encryption Algorithm 2.1 Security Analysis of Computer Data Communication Based on DES Algorithm 2.2 3DES-Based Encryption of Computer Data in Plaintext 3 3RSA Data Encryption Algorithm for Computer Communication Data Encryption 3.1 3RSA Data Encryption Algorithm 3.2 Combination of 3DES Algorithm and RSA Algorithm for Computer Communication Encryption and Decryption 4 Experimental Analysis 4.1 Analysis of the Security Performance of Algorithms 4.2 Analysis of Encryption and Decryption Efficiency of Algorithms 5 Conclusion References Stereoscopic Visual Effect Simulation of Film and Television Works Based on 3D Technology 1 Introduction 2 Stereoscopic VE of FATW Based on 3D Technology 2.1 Stereo Vision Principle 2.2 3D Technology Shooting Skills Affect SE 2.3 Simulation of 3D Technology to Realize Stereoscopic VE of FATW 2.4 Application of 3D Technology in Film and Television Shooting 3 Application of 3D Technology in Film and Television Shooting 4 Test and Analysis of Stereoscopic VE of FATW Based on 3D Technology 5 Conclusions References Research on Intelligent Detection Technology of Protection Based on AC Electromagnetic Field 1 Introduction 2 Key Points of Electromagnetic Radiation Environment Detection 2.1 Key Points of General Electromagnetic Radiation Environment Detection 2.2 Key Points of Specific Electromagnetic Radiation Environment Detection 3 Protective Measures for Environmental Pollution Caused by Electromagnetic Radiation 3.1 Strengthen the Management of Electromagnetic Radiation Environment 3.2 Make Full Use of Electromagnetic Radiation Control Technology 3.3 Strengthen the Protection of Electromagnetic Radiation Environment According to Law 3.4 Strengthen the Publicity of Electromagnetic Radiation Protection Knowledge 4 Conclusions References Performance Simulation and Application Research of Typical Directional Valve Based on Neural Network 1 Introduction 2 Modeling Analysis of Typical Hydraulic System 2.1 Simulation Platform 2.2 Hydraulic Simulation Model 3 Research on Dynamic Working Performance 4 Design of Artificial Neural Network Model 5 Conclusion References Intelligent Multimedia News Communication Platform Based on Machine Learning and Data Fusion Technology 1 Introduction 2 Intelligent MNCP Based on ML and DFT 2.1 Operation Mechanism and Development Trend of Intelligent MNCP 2.2 Problems Faced by Multimedia News Platform in Intelligent Era 2.3 Intelligent MNCP Based on ML and DFT 3 ML and DFT 3.1 Basic Process of Distributed ML 3.2 Multimedia DFT 4 Experimental Test Analysis 5 Conclusions References Digital Economic Dispatch System Based on Improved Genetic Algorithm 1 Introduction 2 Research on Digital Economic Dispatch System Based on Improved Genetic Algorithm 2.1 Definition of Digital Economy 2.2 Digital Economic Dispatching System 2.3 Improved Genetic Algorithm 3 Investigation and Research on Digital Economic Dispatch System Based on Improved Genetic Algorithm 3.1 Improved Genetic Algorithm 3.2 Parameter Setting 4 Analysis and Research of Digital Economic Dispatch System Based on Improved Genetic Algorithm 4.1 Example Verification 5 Conclusions References Research on Target Detection and Anti-Attack Method Based on Neural Network 1 Introduction 2 Background 2.1 Object Detection 2.2 Counter Attack 2.3 HopSkipJump Attack 3 Method 4 Experimental Data 5 Conclusions References Autonomous Driving System of Intelligent Connected Vehicle Based on ASAM Standard 1 Introduction 2 Research on the Simulation of Intelligent Connected Vehicle Automatic Driving System Based on ASAM Standard 2.1 ASAM MCD Standard Model 2.2 Design Scheme of Calibration System 2.3 Analysis of the Application Requirements of the Calibration System in the Unmanned Low-Level Controller 3 Investigation and Research on the Simulation of Autonomous Driving System of Intelligent Connected Vehicle Based on ASAM Standard 3.1 Simulation 3.2 PID Control 4 Analysis and Research of Automatic Driving System Simulation of Intelligent Connected Vehicle Based on ASAM Standard 4.1 Overall Program Architecture 4.2 Simulation Results 5 Conclusions References Smart Clothing Try-on System Based on Data Analysis Algorithm 1 Introduction 2 Research on Smart Clothing Fitting System Based on Data Analysis Algorithm 2.1 Virtual Try-on System 2.2 Application of Data Analysis in Smart Clothing Fitting System 2.3 Structured Light Ranging Algorithm 3 Research and Design Experiment of Smart Clothing Fitting System Based on Data Analysis Algorithm 3.1 Program Description 3.2 Experimental Design 4 Experiment Analysis of Smart Clothing Try-on System Based on Data Analysis Algorithm 4.1 Simulated Clothing Generation 4.2 Comparison of Consumer Satisfaction 5 Conclusions References Design of English Automatic Translation System Based on Machine Intelligent Improved GLR Algorithm 1 Introduction 2 English Intelligent Recognition Algorithm 2.1 Create a Phrase Corpus 2.2 Phrase Corpus Lexical Recognition 3 English Translation Intelligent Recognition Model 3.1 Model Design Process 3.2 English Signal Processing 4 Extraction of Feature Parameters 5 Design of English Automatic Translation System 5.1 Operating Environment Arrangement 5.2 System Architecture Design 6 Experimental Analysis 6.1 Validity Verification 6.2 Comparison of Recognition Node Distribution 7 Conclusion References Financial Risk Monitoring Analysis Based on Integrated SVM Data Stream Classification Algorithm 1 Introduction 2 Integrated SVM Data Stream Classification Algorithm 2.1 Support Vector Machine 2.2 Integrated SVM Data Stream Classification Algorithm 3 Financial Risk Monitoring System Based on Integrated SVM Data Stream Classification Algorithm 3.1 Financial Risk Monitoring System Functional Design 3.2 Application of Integrated SVM Data Stream Classification Algorithm in Financial Risk Monitoring 4 Conclusion References A Virtual Culture Brand Image Design System Based on Corba/Java Technology 1 Introduction 2 Research on the Design of Virtual Cultural Brand Image Based on CORBA/JAVA Technology 2.1 Factors Affecting Brand Image Design 2.2 Establishment of Brand Image 2.3 CORBA/JAVA Technology 2.4 The Main Functions of the Virtual Culture Brand Image Design System 2.5 Overall System Structure Design 3 Design and Research of Virtual Culture Brand Image Design System Based on CORBA/JAVA Technology 3.1 System Development Environment 3.2 System Architecture 3.3 Spatial Index 3.4 Initial Feature Set Spatial Feature Design 4 Facility and Development of Virtual Culture Brand Image Design System Based on CORBA/JAVA Technology 4.1 System Function Module 4.2 Video Frame Rate 4.3 Evaluation Experiments 5 Conclusions References “Digital New Infrastructure” Contributes to the Construction of New Power Systems 1 The Connotation of the “Digital New Infrastructure” 2 The Main Mechanism of “Digital New Infrastructure” to the Construction of New Power System 2.1 The “Digital New Infrastructure” Can Promote the Large-Scale Development and Utilization of New Energy Sources [2], Help the New Power Systems to Achieve Power Reform, and Speed up Clean and Low-Carbon Energy Production 2.2 “Digital New Infrastructure” Can Improve the Efficiency and Efficiency of the New Power System, Promote Business Collaboration and Efficient Collaboration among Multiple Entities, And Promote the Efficient and Intensive Energy Utilization [4] 2.3 “Digital New Infrastructure” Can Ease Information Asymmetry, Enhance Market Transparency, Enhance Mutual Trust Among All Parties, and Reduce the Costs of Investment, Operation, Maintenance, and Transactions 2.4 “Digital New Infrastructure” Can Reshape the Value Creation System of the New Power System, Support Energy Enterprises to Actively Innovate Business Models, and Promote the Continuous Emergence of New Subjects, New Business Forms and New Models in the Energy Field 2.5 “Digital New Infrastructure” Can Improve the Risk Identification and Safety Protection Capabilities of Energy Systems, Defuse Various Security Risks, and Ensure the Safe and Reliable Operation of New Power Systems [8] 3 Related Suggestions References 3D Map Modeling Technology Based on Unmanned Vehicle Environment Perception Information 1 Introduction 2 Design Research 2.1 3D Coordinate Kinematics Model of Unmanned Vehicle 2.2 Overview of 3D Modeling Methods for Underground Space 2.3 Selection of Feature Points 3 Experimental Study 3.1 Underground Spatial Data Modeling Based on the Perception Environment of Unmanned Vehicles 3.2 Map Upload and Positioning 4 Experiment Analysis 4.1 Comparison of CPU Usage 4.2 Comparison of Map Preservation and Reuse Algorithms 5 Conclusions References Traffic Image Classification Algorithm Based on Deep-Learning 1 Introduction 2 Relevant Theory 2.1 Convolution Module 2.2 LSTM Module 2.3 GRU Module 3 Model in This Paper 4 Experiment and Analysis 4.1 Data Set 4.2 Algorithm Evaluation 4.3 Experimental Results 5 Conclusions References The Application of 3D Cable Laying in Substation Based on Genetic Algorithm 1 Introduction 2 Genetic Algorithms and Cable Laying 2.1 Genetic Algorithm (GA) 2.2 The Main Difficulties in Cable Laying Path Design 3 3D Design Modeling of Substation Cable Laying 4 Application of Genetic Algorithm in Cable Laying Path Optimization 4.1 Optimization of Cable Radiation Path Based on Genetic Algorithm 4.2 Improvement of Cable Laying Path Based on Improved Genetic Algorithm 5 Conclusion References Research on the Digital Measurement Method of Ship Flow Based on Computer Vision 1 Introduction 2 Computer Vision Technology 3 The Principle of Ship Traffic Measurement 3.1 Target Detection Algorithm 3.2 Target Tracking Algorithm 4 The Design of Digital Measurement System of Ship Flow 5 Model Training and System Testing 6 Conclusion References Development of Virtual Imaging Technology for Engineering Surveying and Mapping Based on Genetic Algorithm 1 Introduction 2 Research on Virtual Imaging Technology of Engineering Surveying and Mapping Based on Genetic Algorithm 2.1 Genetic Algorithm 2.2 Engineering Surveying and Mapping Technology 2.3 The Principle of Virtual Scene Imaging 3 Development and Research of Virtual Imaging Technology for Engineering Surveying and Mapping Based on Genetic Algorithm 3.1 Development Environment 3.2 Production of Point Marker Simulation Images 4 Analysis and Research on Virtual Imaging Technology of Engineering Surveying and Mapping Based on Genetic Algorithm 4.1 Design of Virtual Imaging Technology for Surveying and Mapping 4.2 Test Results 5 Conclusions References Path Planning Algorithm of Intelligent Unmanned Inspection Vehicle 1 Introduction 2 Research on Path Planning Algorithm of Intelligent Unmanned Inspection Vehicle 2.1 The Operation Process of the Inspection Vehicle 2.2 Body Design 2.3 Path Planning Algorithm 3 Design and Investigation of Path Planning Algorithm for Intelligent Unmanned Inspection Vehicle 3.1 Improved Genetic Algorithm Path Planning 3.2 Simulation Experiment Parameter Settings 4 Analysis and Research on Path Planning Algorithm of Intelligent Unmanned Inspection Vehicle 4.1 Sensitivity Analysis of Algorithm Parameters 4.2 Comparison with the Simulation Results of the A* Algorithm 5 Conclusions References Multiple-Processes Integratived Management System of Construction Project Based on Ant Colony Algorithm 1 Introduction 2 Research on Multiple-Processes Integrative Management System of Construction Project 2.1 Advantages of Multiple-Processes Integrative Management of Construction Project 2.2 Ant Colony Algorithm 3 Design of Multiple-Processes Integrative Management System for Construction Project Based on Ant Colony Algorithm 3.1 Architecture of Multipl