Proceedings of the 2nd International Conference on Cognitive Based Information Processing and Applications (CIPA 2022) : Volume 1

Conference Committee Preface Keynotes Contents About the Editors Cognitive-Inspired Computing Fundamentals and Computing Systems Bayesian Classification Algorithm in Recognition of Insurance Tax Documents 1 Introduction 2 Research on Bayesian Classification Algorithm in Recognition of Insurance Tax Documents 2.1 Features of Government Official Documents 2.2 Naive Bayesian Classification Method 2.3 Eigenvector Weight Calculation 3 Investigation and Research of Bayesian Classification Algorithm in Recognition of Insurance Tax Documents 3.1 Experimental Setup 3.2 Corpus Construction 3.3 Introduction of Weighting Factor 4 Analysis and Research of Bayesian Classification Algorithm in Recognition of Insurance Tax Documents 4.1 Implementation of Naive Bayes Algorithm 4.2 Analysis of the Improved Classifier Effect 5 Conclusions References SDP-Based Energy Internet Technology Architecture 1 Introduction 2 Research on Energy Internet Technology Architecture 2.1 Principles of Energy Internet Technology Architecture Construction 2.2 SDP Technology 2.3 Related Algorithms 3 Construction of SDP-Based Energy Internet Technology Architecture 3.1 Technical Architecture 3.2 SDP Architecture 3.3 The Overall Architecture of SDP-Based Energy Internet Technology 3.4 User Management 4 Architectural Testing 5 Conclusions References An Adaptive Algorithm for Motion Recognition of Throwing Arm on Account of Neural Network Technology 1 Introduction 2 Design and Exploration of Adaptive Algorithm for Motion Recognition of Pitching Arm on Account of Neural Network Technology 2.1 Neural Network Technology 2.2 Adaptive Algorithm of Motion Recognition of Pitching Arm Based on Neural Network Technology 3 Research on the Effect of Adaptive Algorithm for Motion Recognition of Pitching Arm on Account of Neural Network Technology 3.1 Operation Process 4 Investigation and Research Analysis of Adaptive Algorithm for Motion Recognition of Pitching Arm on Account of Neural Network Technology 5 Conclusions References PSO-FCM Intelligent Algorithm in Computer Network Data Detection 1 Introduction 2 Method 2.1 PSO-FCM Intelligent Algorithm 2.2 Computer Network Data Detection 2.3 Hard c-means Clustering 3 Experience 3.1 Object Extraction 3.2 Experimental Analysis 4 Discussion 4.1 Experimental Results and Analysis 4.2 ASPO Algorithm Simulation Results 5 Conclusion References Python Automatic Question Answering System Based on Deep Learning 1 Introduction 2 Deep Learning and Question Answering Systems 2.1 Overview of Deep Learning 2.2 Advantages of Question Answering System Compared to Search Engine 2.3 Existing Types of Question Answering Systems 3 System Design 3.1 Neural Network Question Answering Framework 3.2 Components of the Python Automatic Question Answering System 4 System Implementation 4.1 System Training Based on Deep Learning 4.2 RNN Algorithm System Performance Optimization 5 Conclusion References Computer Vision on Image Recognition Technology 1 Introduction 2 Research Based on the Influence of Computer Vision on Image Recognition Technology 2.1 Image Processing and Recognition Method 2.2 Color Characteristics 2.3 Image-Filtering for Denoising 3 Design Experiment Based on the Influence of Computer Vision on Image Recognition Technology 3.1 System Construction 3.2 Hardware Preparation 4 Experimental Analysis Based on the Impact of Computer Vision on Image Recognition Technology 4.1 Analysis of the Simulation Experiment Results 4.2 Identification of Speed Comparison 5 Conclusions References Robot Path Recognition and Target Tracking System Based on Computer Vision 1 Introduction 2 Computer Vision Technology 3 Target Path Recognition and Visual Tracking Navigation Techniques 4 The Main Structure of MOBILE Robot NXT and Its Realization of Path Recognition and Tracking Navigation 4.1 The Main Structure of MOBILE Robot NXT 4.2 The Process of Path Recognition and Target Tracking of NXT Mobile Robot Is Carried Out by Image Vision System 5 Experimental Results of Robot Path Recognition and Target Tracking Based on Computer Vision Navigation 5.1 The Path Recognition and Target Tracking Experiments Based on GPS/SINS Navigation, Ultrasonic Ranging, and Image Acquisition 5.2 Experimental Results of Robot Path Recognition and Target Tracking Based by Computer Vision System 6 Conclusion References UNITY3D-Based Method for Underwater Robot Image Scene Recognition 1 Introduction 2 Discussion on Underwater Robot Image Scene Recognition Method Based on UNITY3D 2.1 Underwater Robot Image Scene 2.2 Image Scene Recognition Method 2.3 UNITY3D Technology 3 Experimental Process of Underwater Robot Image Scene Recognition Method Based on UNITY3D 3.1 Operation Process of Underwater Robot Image Visual Simulation Model 3.2 Experimental Simulation of Underwater Robot Image Scene Recognition Method Based on UNITY3D 4 Experimental Analysis of Underwater Robot Image Scene Recognition Method Based on UNITY3D 4.1 Performance Resolution of Underwater Robot Image Visual Recognition 5 Conclusion References Application of PSO-FCM Intelligent Algorithm in Computer Network Data Detection 1 Introduction 2 Application of PSO-FCM Intelligent Algorithm in Computer Network Data Detection 2.1 Classification of Intrusion Detection 2.2 Cluster Analysis Method 2.3 Principles of Particle Swarm Optimization Algorithm 3 Experiment 3.1 Framework Design of Intrusion Detection System Based on PSO-FCM Algorithm 3.2 Data Preprocessing 4 Discussion 5 Conclusions References Application of Backpropagation Neural Network Based on Genetic Algorithm Optimization in Carbon Emission Intensity Assessment 1 Introduction 2 Carbon Emission Intensity Assessment Index System Construction 2.1 Carbon Emission Intensity Accounting Methodology 2.2 Carbon Emission Intensity Assessment Index System 2.3 Sample Data Collection and Processing 3 Model Construction and Example Analysis 3.1 BP Neural Network 3.2 Genetic Algorithm 3.3 GA-BP Neural Network 3.4 Model Comparison Analysis 4 Conclusion References Panoramic Data Portrait Analysis of Smart City Based on Digital Space 1 Introduction 2 Related Work 3 Basic Concepts and Significance of Smart City Panoramic Data Portrait 3.1 Basic Concepts 3.2 Significance 4 Smart City Panoramic Data Portrait Design 4.1 Framework Construction 4.2 Index System Construction 4.3 Analysis Process and Algorithm Introduction 5 Conclusion References Pharmaceutical Data Optimization Problem Model Based on Neural Network Algorithm 1 Introduction 2 Related Work 3 Basic Concepts and Optimization Algorithms of Artificial Neural Networks 3.1 Basic Concept of Artificial Neural Network 3.2 Neural Network Optimization Algorithm 4 Pharmaceutical Data Optimization Model Construction 4.1 Basic Model 4.2 Algorithm Selection 4.3 Algorithm Selection and Optimization Results 5 Conclusion References Power Asset Life Cycle Management System Based on Internet of Things Technology 1 Introduction 2 Related Work 3 Key Technologies of Power Asset Life Cycle Management System Design (Internet of Things Technology) 3.1 The RFID Technology 3.2 Sensor Technology 3.3 Middleware Technology 4 Basic Architecture and Design Scheme of Power Asset Life Cycle Management System 4.1 Basic Architecture 4.2 Design Scheme 4.3 System Application Process 4.4 System Test 5 Conclusion References Algorithm Improvement and Application of Ecological Security Pattern in Horticultural Landscape 1 Introduction 2 Related Work 3 Basic Concepts of Ecological Security Pattern 4 Ecological Security Pattern Buffer and Corridor Algorithm Improvement 4.1 Original Condition of the Algorithm 4.2 Algorithm Improvement 4.3 Introduction to Gradient Calculation Method 5 Case Application 5.1 Basic Information of the Case 5.2 Applications 6 Conclusion References User Research Based on Artificial Intelligence Semantic Analysis Technology 1 Introduction 2 Related Work 3 Artificial Intelligence Semantic Analysis Method 3.1 Natural Language Processing 3.2 Semantic Analysis Technology 3.3 Analysis of Language Materials 4 Specific Application and Operation of Artificial Intelligence Semantic Analysis in User Research 4.1 Pre-operation 4.2 Cleaning the Data 4.3 Chinese Word Segmentation 4.4 Semantic Text Similarity Calculation 5 Conclusion References Life Cycle Management Model of Power Grid Assets Based on PCA-PSO-BPNN Algorithm 1 Introduction 2 Related Work 3 Basic Concepts and Management Ideas of Power Grid Asset Life Cycle Management 3.1 Basic Concepts 3.2 Management Ideas 4 PCA-PSO-BPNN Algorithm Asset Management Modeling 4.1 Algorithm Introduction and Modeling 4.2 Function Analysis of the Model 4.3 Algorithm Steps 5 Model Testing 5.1 Inspection Scheme 5.2 Inspection Process 5.3 Test Results 6 Conclusion References Power Dispatch Speech Recognition Method Based on DTW Algorithm 1 Introduction 2 Basic Concept and Algorithm Model of DTW Algorithm 2.1 Basic Concepts 2.2 Algorithm Model 3 Basic Requirements of Power Dispatch Speech Recognition and Main Problems in Recognition Status 3.1 Basic Requirements 3.2 Identify Current Problems 4 Construction Method of Power Dispatch Speech Recognition System Based on DTW Algorithm 4.1 Overall Framework 4.2 Implementation Method 5 Conclusion References Design of Cross-Network Data Exchange System Based on Communication Exchange 1 Introduction 2 Main Problems of Information Communication System 3 Solution and System Design 3.1 Solutions 3.2 System Design 4 Conclusion References Text Sentiment Analysis Model Based on Deep Learning 1 Introduction 2 Basic Concepts of Deep Learning 3 Main Implementation Ideas of Text Sentiment Analysis 3.1 Build a Deep Learning System 3.2 Create Text Emotion Analysis Model 4 Construction of Text Sentiment Analysis System 4.1 Overall Framework 4.2 System Implementation 4.3 System Test 5 Conclusion References The Fusion and Development of Computer Network Technology and New Media Technology Based on Cloud Computing 1 Introduction 2 Basic Concepts of Cloud Computing 3 Relationship Between Cloud Computing and Technology Convergence 4 Integration Ideas and Development Suggestions of Computer Network Technology and New Media Technology Based on Cloud Computing 4.1 Fusion Idea 4.2 Development Suggestions 5 Conclusion References Compensation Mechanism of End Pose Error of Industrial Robot Based on Inverse Kinematics Conversion Method 1 Introduction 2 Basic Theory of Inverse Kinematics Conversion Method 2.1 Algorithm Concept 2.2 Algorithm Compensation Principle 3 Main Causes and Mechanism Design of End Pose Errors of Industrial Robots 3.1 Main Reasons 3.2 Mechanism Design 4 Conclusion References Application of Decision Tree Algorithm in English Machine Translation 1 Introduction 2 Related Work 3 Basic Concepts of Decision Tree Algorithm and Current Situation of English Machine Translation 3.1 Basic Concepts 3.2 Current Situation of English Machine Translation 4 Improvement of Decision Tree Algorithm 4.1 Basic Algorithm 4.2 Model Construction 5 Algorithm Testing 5.1 Test Scheme 5.2 Test Results 6 Conclusion References Cognitive-Inspired Computing with Big Data NQI Demand Analysis Based on SCP Model and NQI Big Data 1 Introduction 2 SCP Model 3 Demand Analysis on NQI Factors for Industrial Development 3.1 Market Structure Analysis 3.2 Analysis of Market Conduct 3.3 Analysis of Market Performance 4 Construction of NQI Demand Models 4.1 Construction of Assessment Index System 4.2 Weight Calculation for Assessment Indexes 4.3 Fuzzy Comprehensive Evaluation on Assessment Indexes 5 Empirical Analyses 6 Conclusion References Content Design and Data Analysis of Mathematical Modeling Activities Based on SPSS 1 Introduction 2 Research on Content Design and Data Analysis of Mathematical Modeling Activities on Account of SPSS 2.1 The SPSS Analysis 2.2 Content Design and Data Analysis of Mathematical Modeling Activities 3 Explore the Content Design and Data Analysis Effect of Mathematical Modeling Activities on Account of SPSS 3.1 Comparative Analysis 3.2 Analysis of Key Points 3.3 Show the Formula 3.4 Details 4 Investigation and Research Analysis of Mathematical Modeling Activity Content Design and Data Analysis on Account of SPSS 4.1 Test Scheme 5 Conclusions References Intelligent Body Measurement Management System on Account of Deep Learning Technology 1 Introduction 2 Design Exploration of the Design and Implementation of Intelligent Body Measurement Management System on Account of Deep Learning Technology 2.1 Deep Learning Algorithm 2.2 Design and Implementation of Intelligent Body Measurement Management System Based on Deep Learning Technology 2.3 Function Design 3 Research on the Design and Implementation Effect of Intelligent Body Measurement Management System on Account of Deep Learning Technology 3.1 The Formula 4 Investigation and Research Analysis of the Design and Implementation of Intelligent Body Measurement Management System on Account of Deep Learning Technology 5 Conclusions References Key Technologies and Applications of Energy Internet Sharing Operation Platform Based on Big Data 1 Introduction 2 Energy Internet Sharing Operation Platform 2.1 The Framework of Current Limiting and Fault-Tolerant Components 2.2 Request Fallback 2.3 Spring Cloud Sleuth 3 Energy Internet Sharing Algorithm 4 Service Monitoring 5 Conclusions References An Intelligent Accounting System Based on Data Mining Algorithm 1 Introduction 2 Design and Research of Accounting Intelligent System Based on Data Mining Algorithm 2.1 Knowledge Base Inference Engine Technology 2.2 Function Realization of Intelligent Accounting System 2.3 Research on the Algorithm of Intelligent Accounting System Based on Data Mining Algorithm 3 Experimental Research on Intelligent Accounting System Based on Data Mining Algorithm 3.1 Functional Analysis of Sales System 3.2 Detailed Sales Accounting System 4 Experiment Analysis of Accounting Intelligent System Based on Data Mining Algorithm 4.1 Comparison of Apriori Algorithm and Markov Logic Network Framework Model Algorithm of Association Rules 4.2 Accounting in the Construction Stage 5 Conclusions References E-commerce Performance Automatic Evaluation System (ES) on Account of Genetic Optimization Algorithm (GOA) Under the Background of Big Data (BD) 1 Introduction 2 Design and Exploration of Automatic ES of E-commerce Performance on Account of GOA in the Context of BD 2.1 GOA 2.2 E-commerce Performance Automatic ES on Account of GOA in the Context of BD 3 Explore the Effect of Automatic ES of E-commerce Performance on Account of GOA in the Context of BD 3.1 Construction Path of Performance ES 4 Investigation and Study Analysis of E-commerce Performance Automatic ES on Account of GOA in the Context of BD 5 Conclusions References Causality of Electric Power Economy Based on Big Data Analysis 1 Introduction 2 Approach 2.1 Pre-treatment Methods 2.2 Stability Check 2.3 Cointegration Test 2.4 Granger Causality Test 3 Empirical Study 3.1 Data Collection 3.2 Data Preprocessing 3.3 Cointegration Test 3.4 Granger Test 4 Conclusions References Data Mining Technology of Computer Software Engineering Based on Multi-objective Optimization Algorithm 1 Introduction 2 Research on Data Mining Technology of Computer Software Engineering Based on Multi-objective Optimization Algorithm 2.1 Research on Data Mining of Computer Software Engineering 2.2 Difficult Problems Faced in Data Mining of Computer Software Engineering 2.3 Application of Multi-objective Optimization Algorithm in Computer Engineering Data Mining Technology 2.4 Algorithm Selection 3 Research Method of Computer Software Engineering Data Mining Technology Based on Multi-objective Optimization Algorithm 3.1 System Hardware 3.2 System Test 4 Experimental Analysis of Computer Software Engineering Data Mining Technology Based on Multi-objective Optimization Algorithm 4.1 Comparison of Data Extraction Speed 4.2 Algorithm Stability Test 5 Conclusions References Basic Data Analysis of Smart City Traffic Planning Based on ArcGIS 1 Introduction 2 Related Theoretical Overview and Research 2.1 Countermeasures Related to Smart Transportation Planning and Management 2.2 Introduction to ArcGIS Software 3 Experiment and Research 3.1 Experimental Method 3.2 Experimental Requirements 4 Analysis and Discussion 4.1 Comparative Analysis of GPS and EKF Deviation of Observation Points 4.2 Comparative Analysis of Computing Time Between Single Machine and Cluster 5 Conclusions References 500 kV Transformer Equivalent Model Based on Induced Voltage 1 Introduction 2 Transformer Models 2.1 Traditional Transformer Models 2.2 Transformer Model Considering Stray Capacitance 2.3 Transformer Model Based on Capacitive Current 3 ATP Simulation of Transformer No-Load Operation 3.1 Simulation Parameters Setting 3.2 Simulation Results 4 Analyzes on Simulation Results 5 Result References Construction and Application of College Mobile Library Platform Based on Android 1 Introduction 2 Features of Android 3 Construction Scheme of University Library Platform 3.1 General Framework 3.2 Construction Scheme 4 Functional Design of University Library Platform 4.1 Personalized Recommendation Function 4.2 Book Reading Record Function 5 Conclusion References Application of Big Data Mining Algorithm of Internet of Things Based on Artificial Intelligence Technology 1 Introduction 2 Basic Concepts of Internet of Things and Big Data 3 Introduction of Artificial Intelligence Data Mining Algorithm 4 Algorithm Application Mode 4.1 Application Scenarios 4.2 Application Modes 5 Conclusion References Application of Artificial Intelligence System in Chamber Music Teaching 1 Introduction 2 Main Quality Problems of Chamber Music Teaching 2.1 Teaching Lacks Pertinence 2.2 Students Lack Proper Support for Self-Study 3 Basic Concepts of Artificial Intelligence Systems 4 Artificial Intelligence System Design and Application Strategy in Chamber Music Teaching 4.1 System Design 4.2 Strategy 5 Conclusion References Operation and Maintenance Interaction of Information System Based on Artificial Intelligence and Big Data 1 Introduction 2 Basic Concepts of Artificial Intelligence and Big Data 2.1 Basic Concepts 2.2 Relationship 3 Interactive Design of Information System Operation and Maintenance 3.1 Case Description 3.2 Operation and Maintenance Interaction Design 3.3 Implementation 4 Conclusion References Analysis of Retractable Attribute Base Encryption Algorithm for Internet of Things Driven by Blockchain 1 Introduction 2 Basic Concepts of Internet of Things 3 Defects of Traditional Algorithms and Design of Retractable Attribute Base Encryption Algorithm for the Internet of Things Under Blockchain 3.1 Defects of Traditional Algorithms 3.2 Design of Revocable Attribute Base Encryption Algorithm 4 Conclusion References Application of Data Mining Algorithm in Traditional Chinese Medicine Analysis 1 Introduction 2 Basic Concepts of Data Mining Algorithms 3 Application of Data Mining Algorithm in TCM Analysis and Research 3.1 Algorithm Program Flow Design 3.2 Application Mode 4 Conclusion References Application of Scene Visual Understanding Algorithm in Art Aided Design 1 Introduction 2 Basic Concepts and Significance of Scene Vision Understanding Algorithm 2.1 Basic Concepts 2.2 Significance 3 The Application of Scene Visual Understanding Algorithm 3.1 Algorithm Modeling 3.2 System Design 4 Conclusion References Application of Voice Human-computer Interaction Technology in Intelligent Dispatching in Electric Power Field 1 Introduction 2 Basic Concepts of Voice Human-computer Interaction Technology and Its Significance in Intelligent Scheduling 2.1 Basic Concepts 2.2 Significance 3 Design of Voice Human-computer Interaction Technology System in Power Intelligent Dispatching 3.1 General Framework 3.2 System Design 4 Conclusion References A Quality Inspection of PCB Using Fast YOLOv5 1 Introduction 2 Methods 2.1 YOLOv5 Model 2.2 Data Augmentation 2.3 Improved YOLOv5 Network 2.4 Loss Function 3 Experiments 3.1 Dataset 3.2 Evaluation Indicators 3.3 Environment 3.4 Model Training 3.5 Result Analysis 4 Conclusion References Indication Detection of Electric Energy Meter Based on YOLOv5 1 Introduction 2 YOLOv5 Network Model 2.1 Backbone: CSPDarknet 2.2 Neck: PANet 2.3 Head: YOLO Layer 2.4 Output Layer 3 Loss Function 4 Experiment and Result Analysis 4.1 Experimental Environment and Data 4.2 Algorithm Evaluation Index 4.3 Result Analysis References Research on the Construction and Standardization of Production Management and Control System in Intelligent Manufacturing 1 Introduction 2 Development Evaluation of Intelligent Manufacturing and Standardization of Production Control System 2.1 Construction of Evaluation Indicators for the Development Level of Intelligent Manufacturing Enterprises 2.2 Indicator Analysis of Production Capacity of Smart Factories 2.3 Construction of Production Management and Control Evaluation Standards for Intelligent Manufacturing Operations 3 Case Analysis of Optimization Practice of Production Management and Control System in Intelligent Manufacturing Enterprises 3.1 Production Site Optimization 3.2 Production Management Optimization 3.3 Operation and Management Optimization 4 Standardization of Production Management and Control Systems in Intelligent Manufacturing 4.1 Establish a Standardized Operation Mode of Production Management and Control System 4.2 Establish a Standardized Production Management Process Based on MES System 4.3 Implement Cost-Oriented Lean Production Control Strategy 4.4 In-Depth Study of the Coordination Mechanism of Assembly Line and Logistics Control 5 Conclusion References Research on the Influence of E-commerce Skills Competition on Students’ Vocational Psychological Adaptability in Higher Vocational Education in China 1 Literature Research and Evaluation 2 Hypothese 3 Empirical Research 3.1 Research Summary 3.2 Reliability/validity Analysis 4 Summary References The Effect of Self-Congruence and Consumer Ethnocentrism After Trust Violation in Multinational Enterprises 1 Introduction 2 Theoretical Background and Hypotheses Development 2.1 Study 1 2.2 Method 3 Results and Discussion 4 General Discussion References AI-Assisted Cognitive Computing Approaches Location Accuracy Detection Algorithm of Construction Robot Based on Machine Learning Technology 1 Introduction 2 Related Theoretical Overview and Research 2.1 Analysis of Related Technologies for Building Positioning Accuracy Detection 2.2 Robot Positioning Accuracy Detection Technology Based on Machine Learning Technology 3 Experiment and Research 3.1 Experimental Method 3.2 Experimental Requirements 4 Analysis and Discussion 4.1 The Influence of Different Signal-To-Noise Ratios on Positioning at Different Positions 4.2 Error Analysis of Positioning Accuracy of Construction Robot 5 Conclusions References Trajectory Planning of Cartesian Coordinate Robot Based on Combinatorial Optimization Algorithm 1 Introduction 2 Trajectory Planning of Cartesian Coordinate Robot Based on Combinatorial Optimization Algorithm 2.1 Combinatorial Optimization Algorithm 2.2 Trajectory Planning Problem 2.3 Cartesian Coordinate Robot Trajectory Planning 3 Robot Trajectory Planning Method Based on Combinatorial Optimization Algorithm 3.1 Research Methods 3.2 Data Collection 3.3 Data Processing and Analysis 4 Analysis of Robot Trajectory Planning Based on Combinatorial Optimization Algorithm 4.1 Trajectory Planning of Right-Angle Robot 4.2 The Optimal Trajectory of the Robot 5 Conclusions References Artificial Intelligence in Computer Network Technology in the Era of Big Data 1 Introduction 2 Research on the Application of Artificial Intelligence in Computer Network Technology in the Era of Big Data 2.1 Bayesian Network 2.2 Artificial Intelligence-Based Power System Fault Diagnosis 2.3 Computer Network Technology 3 Investigation and Research on the Application of Artificial Intelligence in Computer Network Technology in the Big Data Era 3.1 Application Examples 3.2 Artificial Intelligence Fault Diagnosis 4 Investigation and Analysis of the Application of Artificial Intelligence in Computer Network Technology in the Era of Big Data 4.1 Method Comparison 4.2 Reliability Analysis of Power Supply Continuity at Load Point 5 Conclusions References Optimization Mechanism of Virtualized Database Log System Under the Background of Intelligent Technology 1 Introduction 2 Defects and Optimization Difficulties of Virtualized Database Log System 3 Log System Optimization for Oracle Database 3.1 Running Time Optimization 3.2 Optimizing Log Content 3.3 Optimization Design of Redo Log Configuration 4 Conclusion References Research and Implementation of Artificial Intelligence Robot Training Platform for Engineering Training 1 Construction of Artificial Intelligence Robot Training Platform 1.1 The Practical Teaching Objectives of Artificial Intelligence Robots 1.2 Artificial Intelligence Robot Practice Teaching Equipment 2 Artificial Intelligence Robot Practice Teaching System 2.1 Engineering Experience 2.2 Engineering Training 2.3 Engineering Practice 2.4 Engineering Inquiry 3 The Effect of Practical Training 4 Conclusion References Logistics Vehicle Distribution Route Planning and Management System Based on Quantum Genetic Algorithm 1 Introduction 2 Improvement of QGA and Its Application in Path Planning 2.1 Genetic Algorithm 2.2 Improved QGA 3 Logistics Vehicle Distribution Path Planning System 3.1 System Requirement Analysis 3.2 User Characteristics 3.3 System Implementation 4 Algorithm Performance Test 5 Conclusions References Visual Analysis of English Tone Matching Based on K-Means Data Algorithm 1 Introduction 2 Visual Analysis of the English Shape and Tone Matching Based on the K-Means Data Algorithm 2.1 Concept of the K-Means Data Algorithm 2.2 Sound Matching 2.3 Algorithmic Selection for the K-Means 2.4 Cluster Evaluation of the K-Means Clustering Algorithm 3 Design Experiment of Visual Analysis of English Shape and Tone Matching Based on K-Means Data Algorithm 3.1 Empirical Analysis 3.2 Simulation Experiment 4 Experimental Analysis of English Shape and Tone Matching Based on K-Means Data Algorithm 4.1 Effects of Speech Speed on Recognition 4.2 Effect of the Noise on the Recognition Rate 5 Conclusions References Scoring System of Business English Writing Based on Artificial Intelligence 1 Introduction 2 Artificial Intelligence and System Architecture 2.1 Artificial Intelligence 2.2 System Design Architecture Deployment 3 System Design 3.1 System Operation Structure Design 3.2 Functional Design of Artificial Intelligence Business English Writing Scoring System 4 System Application 4.1 Preparation Before Experiment 4.2 Comparison of Business English Scores 5 Conclusion References New Power System Fault Diagnosis Based on Trusted AI 1 Introduction 2 Design and Research of New Power System Fault Diagnosis Based on Trusted AI 2.1 The Characteristics of the Existing Traditional Online Monitoring Systems Are Summarized as Follows 2.2 Monitoring and Fault Diagnosis System Functions 2.3 Artificial Neuron Model Structure 3 Experimental Research on Fault Diagnosis of Novel Power System Based on Trusted AI 3.1 Selection of Online Monitoring System for Power Equipment 3.2 Processing Monitoring Volume 3.3 Selection of Front-End Sensors 4 Experimental Analysis of New Power System Fault Diagnosis Based on Trusted AI 5 Conclusions References Time Series Additive Outlier Detection (OD) Algorithm Based on Residual Statistics 1 Introduction 2 TS Additive OD Algorithm Based on Residual Statistics 2.1 Multi-TS OD Algorithm 2.2 TS Anomaly Detection Method 2.3 Multidimensional Data OD Method 3 Multi-TS OD Algorithm 4 Experimental Analysis of OD Algorithm 5 Conclusions References Mining Algorithm of Gray Association Rules in Anode Effect Prediction System of Aluminum Electrolysis 1 Introduction 2 Mining Algorithm of Gray Association Rules in Anode Effect Prediction System of Aluminum Electrolysis 2.1 Anode Effect Prediction Method and Existing Problems 2.2 Functional Design of the System 2.3 Gray Association Rules 3 Experiment 3.1 Real-Time Data Display Module 3.2 Curve Display Module 3.3 Historical Data Query Module In order to analyze the historical data and better understand the changes of various parameters of the aluminum electrolytic cell, it is necessary to search the historical data of the electrolytic cell under various conditions, such as searching for the voltage and current of a specific battery. Exceed this criterion for a period of time or based on a specific voltage or current value. Second, this requires the following: The software needs the ability to search historical data simultaneously. The key to this is to rely on the SQL language to create conditional query statements. 3.4 System Prediction Module 4 Discussion 5 Conclusions References Application of Improved Particle Swarm Optimization Algorithm in the Design of Distributed Economic Management System 1 Introduction 2 Application of Improved Particle Swarm Optimization Algorithm in the Design of Economic Management System 2.1 Distributed Architecture Model 2.2 Particle Swarm Optimization Algorithm 2.3 Parallel Implementation of Particle Swarm Optimization 3 Experiments 3.1 System Design 3.2 Database Security Design 3.3 Function Realization 4 Discussion 5 Conclusions References Digital Twin Ancient Architecture: The Exploration of the Digital Protection of Ancient Architecture 1 Introduction 2 Related Works 3 Concept and Composition of Digital Twin Ancient Architecture 3.1 The Concept of DTAA 3.2 Composition of Digital Twin Ancient Buildings 4 Implementation Method of Digital Twin Ancient Architecture 4.1 Ancient Construction Data Engineering 4.2 Digital Twin Construction 4.3 Interconnection and Symbiosis 5 Application of Digital Twin Ancient Architecture 6 Summary and Outlook References Fitting Parameters of Mining Subsidence Data Based on Intelligent Optimization Algorithm 1 Introduction 2 Related Theoretical Overview an