Advances in Artificial Systems for Logistics Engineering III
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Description
This book comprises high-quality refereed research papers presented at the 3rd International Conference on Artificial Intelligence and Logistics Engineering (ICAILE2023), held in Wuhan, China, on March 11–12, 2023, organized jointly by Wuhan University of Technology, Nanning University, the National Technical University of Ukraine "Igor Sikorsky Kyiv Polytechnic Institute", Huazhong University of Science and Technology, the Polish Operational and Systems Society, Wuhan Technology and Business University, and the International Research Association of Modern Education and Computer Science. The topics discussed in the book include state-of-the-art papers in artificial intelligence and logistics engineering. It is an excellent source of references for researchers, graduate students, engineers, management practitioners, and undergraduate students interested in artificial intelligence and its applications in logistics engineering. Preface Organization Contents Advances of Computer Algorithms and Methods AI Chatbots for Banks: Evolving Trends and Critical Issues 1 Introduction 2 Insights into the State-of-the-Art 2.1 Drawing upon AI in the Financial Arena 2.2 Spotlight on Virtual Assistants and Chatbots 2.3 A Closer Look at AI-Powered Chatbots 3 Illustrative Case Studies 3.1 Erica by Bank of America Corporation (BofA) 3.2 Cora by the Royal Bank of Scotland plc (RBS) 3.3 Stella, Widdy and MArIO from Italy 4 Most Critical Issues for Discussion 5 Recommendations for Improved Use of Banking Chatbots 6 Conclusion References Traffic Flow Characteristics and Vehicle Road Coordination Improvement in Subterranean Interweaving 1 Introduction 2 Experiment and Result 2.1 Vehicle Experiment 2.2 Monitor Video Recognition 2.3 Trajectory Data Analysis 3 Further Analysis 3.1 Space Headway Analysis 3.2 Speed Analysis 3.3 Result Analysis 4 Solution 4.1 Some Solutions and Their Disadvantages 4.2 Introducing IBeacon Technology 4.3 Key Problems 5 Conclusion References Influential Factors and Implementation Path of Talent Digital Evaluation Based on ISM Model: Taking Electric Power Enterprises as an Example 1 Introduction 2 Construction of Digital Influence Factor Set for Talents in Power Transmission Industry 3 Analysis of Impact Factors of Power Transmission Industry 3.1 Adjacency Matrix 3.2 Accessibility Matrix 3.3 Result Derivation 4 Construction of Interpretation Model for Power Transmission Industry 5 Research Results and Enlightenment 5.1 Research Results 5.2 Research Enlightenment 5.3 Research Conclusion References Knowledge Associated with a Question-Answer Pair 1 Introduction 2 Knowledge of the Reactive Agent 3 Interrogative Formula of the “Search Instruction” Type Question 4 Knowledge Structure in Question-Answer Transactions 4.1 The Language of Ternary Description 4.2 Representation of Declarative Knowledge in Question and Answer 5 Conclusion References Research on Low Complexity Differential Space Modulation Detection Algorithm 1 Introduction 2 Maximum Likelihood Detection Algorithm 2.1 ML Detection Algorithm Process 2.2 Complexity Analysis of ML Detection Algorithm 3 TDC Detection Algorithm 3.1 TDC Detection Algorithm Process 3.2 Complexity Analysis of TDC Detection Algorithm 4 Simulation Analysis 4.1 Simulation Analysis of Bit Error Rate Performance 4.2 Complexity Simulation Analysis 5 Conclusion References Mathematical Model of the Process of Production of Mineral Fertilizers in a Fluidized Bed Granulator 1 Introduction 2 Review of Mathematical Modelling Methods of Processes of Dehydration and Granulation in the Fluidized Bed 3 Mathematical Model of the Process of Production of Mineral Fertilizers in a Fluidized Bed Granulator 4 The Numerical Results Analysis of the Mathematical Model 5 Conclusion References Simulation Study on Optimization of Passenger Flow Transfer Organization at Nanning Jinhu Square Metro Station Based on Anylogic 1 Introduction 2 Analysis of Transfer Facilities in Nanning Jinhu Square Metro Station 2.1 General Layout 2.2 Analysis of Advantages and Disadvantages of Channel Transfer 2.3 Analysis of Transfer Facilities in Jinhu Square Station 3 Results and Analysis of Passenger Flow Transfer at Nanning Jinhu Square Metro Station 3.1 Passenger Flow Data Analysis 3.2 Station Simulation Modeling 3.3 Station Simulation Modeling 3.4 Bottleneck Analysis of Passenger Flow Transfer at Stations Based on Simulation Model 4 Optimization and Simulation of Passenger Flow Transfer Organization at Jinhu Square Metro Station 4.1 Optimization Scheme 4.2 Operation Results of Optimized Simulation Model 5 Conclusion References Engine Speed Measurement and Control System Design Based on LabVIEW 1 Instruction 2 Hardware System Design 2.1 Rotate Speed Sensor 2.2 Data Acquisition Card 3 Software System Design 3.1 Program Block Diagram Design 3.2 Front Panel Design 4 Experiment of Measurement and Control System 4.1 Experimental Conditions 4.2 Experimental Procedure 4.3 Analysis of Experimental Results 5 Conclusion References Research and Design of Personalized Learning Resources Precise Recommendation System Based on User Profile 1 Introduction 2 Research on Recommendation of Educational Resources 2.1 User Portrait 2.2 Research on Personalized Recommendation of Educational Resources 3 Key Links to Building a Learner Portrait Model 4 Precise Recommendation of Personalized Learning Resources Based on User Portraits 4.1 Technical Framework 4.2 Recommendation Policies 5 Precision Recommendation System Architecture for Online Learning Resources 5.1 Data Layer 5.2 Data Analysis Layer 5.3 Learner Analysis Module 5.4 Resource Analysis Module Includes Resource Portrait and Resource Similarity Analysis 6 Conclusion References Mixed Parametric and Auto-oscillations at Nonlinear Parametric Excitation 1 Introduction 2 System Model and Equations of Motion 3 Construction of Solutions of Equations 4 Stability of Stationary Movements 5 Calculations 6 Discussion and Conclusion References Spectrum Analysis on Electricity Consumption Periods by Industry in Fujian Province 1 Introduction 2 Basic Idea of Spectral Analysis 3 Data Preprocessing 4 Study on Periods by Single-Spectrum Analysis 4.1 Big Industry 4.2 Non-general Industry 4.3 Residential Living 4.4 Non-residential Lighting 4.5 Commercial Electricity 4.6 Agricultural Electricity 5 Conclusion References Determination of the Form of Vibrations in Vibratory Plow’s Moldboard with Piezoceramic Actuator for Maximum Vibration Effect 1 Introduction 2 Literature Review 3 Materials and Methods 4 Experiments and Results 5 Conclusions References Evaluating Usability of E-Learning Applications in Bangladesh: A Semiotic and Heuristic Evaluation Approach 1 Introduction 2 Related Works 3 Methodology 3.1 Application Selection 3.2 Heuristic Evaluation 3.3 Semiotic Evaluation 4 Results 5 Conclusion References Perceptual Computing Based Framework for Assessing Organizational Performance According to Industry 5.0 Paradigm 1 Introduction 2 Framework for Assessing Organizational Performance 2.1 Outline of Assessment Process 2.2 Representation of Words as Type-2 Fuzzy Sets 2.3 Computing with Words in the Perceptual Computer 3 Subdomain of Assessing Functional State of Employees 3.1 Assessing Functional State as Part of Human-Centric Approach 3.2 Components of the Perceptual Computer 3.3 Results for a Model Exercise 4 Conclusions and Further Research References Petroleum Drilling Monitoring and Optimization: Ranking the Rate of Penetration Using Machine Learning Algorithms 1 Introduction 2 Related Literature 2.1 Traditional ROP Models 2.2 Data Science Models 3 Proposed Methodology 3.1 Maintaining the Integrity of the Specifications 3.2 Understanding the Problem and Data Collection 3.3 Methodology 3.4 Data Modelling and Evaluation 3.5 Evaluation of the Random Forest Regressor 3.6 Feature Importance and Ranking 4 Conclusion References Application of Support Vector Machine to Lassa Fever Diagnosis 1 Introduction 2 Related Works 3 Methodology 3.1 Data Collection 3.2 Data Preprocessing 3.3 Input Variable Transformation and Target Variable 3.4 Use Case Diagram of the System 3.5 The Support Vector Machine Algorithm 3.6 Proposed Evaluation 3.7 Exploratory Analysis 3.8 Evaluation Metrics 4 Conclusion References A Novel Approach to Bat Protection IoT-Based Ultrasound System of Smart Farming 1 Introduction 2 Related Work 3 Methodology of Circuit Implementation 3.1 Model Selection Diagram 3.2 System Circuit Implementation 3.3 Architecture Model Implementation 4 Experimental Result and Discussion 5 Conclusion References Synthesis and Modeling of Systems with Combined Fuzzy P + I - Regulators 1 Problem Setting 2 Analysis of Recent Research and Publications 3 Presentation of the Main Research Material 4 Conclusions References Protection of a Printing Company with Elements of Artificial Intelligence and IIoT from Cyber Threats 1 Introduction 2 Analysis of Recent Research and Publications 3 Presentation of the Main Research Material 3.1 Building an Expert Simulator and Training ANNs by Conventional Means 3.2 Learning ANNs for Recognition from Adversarial Attacks 3.3 Comparison of System Performance 4 Conclusion References AMGSRAD Optimization Method in Multilayer Neural Networks 1 Introduction 1.1 AMSGrad Optimization Method 2 Methodology 2.1 Software Implementation 2.2 Logistics Function 3 Application of the AMSgrad Optimization Method 3.1 AMSGrad and Different Number of Epochs 3.2 Analysis of the Block Structure in the AMSGrad 4 Summary and Conclusion References Regional Economic Development Indicators Analysis and Forecasting: Panel Data Evidence from Ukraine 1 Introduction 2 Literature Review 3 Method of Panel Data Modelling in Economic Research 4 Results: Economic Development of the Regions of Ukraine Model Specification 5 Discussion: Panel Data Model of Ukraine Regions Economic Development Application 6 Summary and Conclusion References An Enhanced Performance of Minimum Variance Distortionless Response Beamformer Based on Spectral Mask 1 Instruction 2 Mvdr Beamformer 3 The Proposed Method 4 Experiments 5 Conclusion References Modelling Smart Grid Instability Against Cyber Attacks in SCADA System Networks 1 Introduction 2 Related Works 3 Datasets and Methods 3.1 Attack-Instability Modelling 3.2 Decentral Smart Grid Control (DSGC) Model 3.3 Dataset 4 Experimental Setup 5 Results and Discussion 6 Conclusion References Program Implementation of Educational Electronic Resource for Inclusive Education of People with Visual Impairment 1 Introduction 2 Literature Analysis 3 Object, and Research Methods 4 Results 5 Conclusion References A Version of the Ternary Description Language with an Interpretation for Comparing the Systems Described in it with Categorical Systems 1 Introduction 2 Ternary Description Language Version with Explicit Interpretation 3 Conclusion References A Hybrid Centralized-Peer Authentication System Inspired by Block-Chain 1 Introduction 2 Motivation and Goals 3 System Architecture and Design 3.1 User Sign up 3.2 Initial User Validation 3.3 Certificate from Central Server 3.4 Live Message #1 3.5 Certificate from peers & Live message #2 3.6 Confirmation with Central Side 3.7 Creation of the Authenticated Certificate 4 Scenarios 4.1 No Certificate from the Central Side 4.2 Peers Might be Offline 5 Evaluation and Discussion 5.1 Message Size Before and After the Execution of Some Functions 5.2 Number of Hashing Functions and Encryption – Decryption Functions 6 System Security Analysis 6.1 Identity Fraud 6.2 Network Spoofing 6.3 Replays in Certificates 7 Conclusion References Heuristic Search for Nonlinear Substitutions for Cryptographic Applications 1 Introduction 2 Related Works 3 Bijective 8-bit S-boxes 4 The Walsh-Hadamard Transform and Nonlinearity of Substitution 5 New Heuristics for Finding Nonlinear Substitutions 6 Experimental Results 7 Discussion of Results and Conclusions References Dangerous Landslide Suspectable Region Forecasting in Bangladesh – A Machine Learning Fusion Approach 1 Introduction 2 Literature Review 3 Methodology 3.1 Data Collection 3.2 Data Preprocessing 3.3 Machine Learning Models 4 Experiment and Results 5 Discussion 6 Conclusions References New Cost Function for S-boxes Generation by Simulated Annealing Algorithm 1 Instruction 2 Related Works 3 Methods 4 New Cost Function and Experimental Results 5 Comparison of Results and Discussion 6 Conclusion References Enriched Image Embeddings as a Combined Outputs from Different Layers of CNN for Various Image Similarity Problems More Precise Solution 1 Introduction 2 Tasks to Solve and State-of-the-Art Methods Overview 2.1 Near Duplicate Images 2.2 Multi-Angle Views 2.3 Schematical Layouts 2.4 Existing Approaches and the State-of-the-Art Overview 3 Methodology. Image Embedding Constructing and Using to Solve the Tasks 3.1 Image Feature Extractor – Embedding Builder 3.2 Embeddings Comparison, Search Optimization, and an Appropriate Storage 3.3 Decision-Making Unit 4 Real-World Tasks Application Results and Comparison 5 Summary and Conclusion References A Novel Approach to Network Intrusion Detection with LR Stacking Model 1 Introduction 1.1 Stacking Model 2 Methodology 2.1 Dataset and Preprocessing 2.2 Feature Extraction and Model Training 2.3 Experimental Setup and Sequence 3 Result Analysis 4 Conclusion and Future Work References Boundary Refinement via Zoom-In Algorithm for Keyshot Video Summarization of Long Sequences 1 Introduction 2 Related Work 3 Algorithm Description 4 Experiments and Results 4.1 Datasets 4.2 Evaluation Protocol 4.3 Implementation Details and Setup 4.4 Results 4.5 Ablation Study 4.6 Study on Importance of Introduced Components 4.7 Comparison with D-KTS at Higher Framerates 5 Conclusions References Solving Blockchain Scalability Problem Using ZK-SNARK 1 Introduction 2 ZK-SNARK Technology to Solve the Scalability Problem 3 Our Solution 3.1 Aggregation 3.2 Recursion 4 Time and Measurement Results 4.1 Aggregation Method 4.2 Recursion Method 4.3 Discussion 5 Conclusion References Interactive Information System for Automated Identification of Operator Personnel by Schulte Tables Based on Individual Time Series 1 Introduction 2 Materials and Methods 2.1 Schulte Tables Methodology 2.2 Operator Activity Modeling 2.3 Multidimensional Average Method 3 Results 4 Discussion 5 Summary and Conclusion References DIY Smart Auxiliary Power Supply for Emergency Use 1 Introduction 1.1 Problem Statement 1.2 Analysis of Recent Research and Publications 1.3 Purpose of the article 2 Development Requirements 3 Research Results 3.1 Possibility of Use 3.2 Advantages and Disadvantages of Auxiliary Power Supply 3.3 The Architecture of the Developed Device (MVP) 3.4 Remote Control and Indication 3.5 System Load Testing 4 Summary and Conclusion References A Computerised System for Monitoring Water Activity in Food Products Using Wireless Technologies 1 Introduction 2 Related Work 3 Methodology and Regulatory Principles for Determining Water Activity in Food Products 3.1 Regulation of the Water Activity Indicator in the Main International Regulatory Documents 3.2 Main Methods and Instruments for Water Activity Measuring 3.3 Analysis of the Main Criteria for Choosing a Method of Measuring Water Activity 4 A Specialised Computer System for Monitoring Water Activity 4.1 Hardware design 4.2 Software Design 5 Conclusion References Reengineering of the Ukrainian Energy System: Geospatial Analysis of Solar and Wind Potential 1 Introduction 2 Materials and Methods 3 Results 4 Summary and Conclusion References Complex Approach for License Plate Recognition Effectiveness Enhancement Based on Machine Learning Models 1 Introduction 2 Problem Statement 3 Problem Solving 3.1 Hardware Component 3.2 Analysis of DSS for Pattern Recognition Problem Solving 3.3 An Approach to the Automation of a DSS Training Task 3.4 Creation of a Set of Training Input Data Using the Proposed Approach 3.5 Software Validation in Real Conditions 3.6 Interaction with External Detection Systems 4 Conclusion References The Analysis and Visualization of CEE Stock Markets Reaction to Russia’s Invasion of Ukraine by Event Study Approach 1 Introduction 2 Literature Review 3 Methodology 3.1 Research Data 3.2 Shock Estimation by “Price Spread – Volume Volatility” Indicators 3.3 Shock Estimation by Price Changing 3.4 ESG-based Analysis 4 Results 4.1 Markets’ Overall Visualization of Shock: Indexes Handling 4.2 Shock Estimation by “PRICE Spread – Volume Volatility” Indicators 4.3 Shock Estimation by Price Changing 4.4 Investigation of Shock Transition by Stocks with Different ESG Scores 5 Summary and Conclusion References The Same Size Distribution of Data Based on Unsupervised Clustering Algorithms 1 Introduction 2 Methodology 3 Opportunities of Existing Unsupervised Clustering Algorithms to Distribute Data into Clusters of Equal Size 3.1 Hierarchical Clustering 3.2 K-means Clustering 3.3 Bisecting K-means Clustering 3.4 DBSCAN Clustering 4 Clustering Algorithm Based on Square of Vector Modulus 5 Results 6 Conclusion References Investigation of Microclimate Parameters in the Industrial Environments 1 Introduction 1.1 Defining of the Peculiarities of Resource Support for the Technological Process of Poultry Breeding 2 The Comparative Analysis of the Insulation Isotherms Experimental Results 2.1 Solving Model Based on Graphic Dependencies 3 Processing Results by Geometric Method Using Complex Drawing 4 Summary and Conclusion References Detection of Defects in PCB Images by Separation and Intensity Measurement of Chains on the Board 1 Instruction 2 PCB Image Preprocessing Algorithms 2.1 Distributed Cumulative Histogram 2.2 K-Means Clustering Slgorithm 2.3 Flood-Fill Algorithm 2.4 Thinning Algorithm 3 Selection and Separation of Chains 3.1 Connectivity Defects 3.2 Separation of Chains and Connectivity Defect Detection 3.3 Measurement of Intensity Defects 3.4 Evaluation by Distributed Cumulative Histogram 4 Summary and Conclusion References Tropical Cyclone Genesis Forecasting Using LightGBM 1 Introduction 2 Literature Review 3 Methodology 3.1 Problem Formulation 3.2 Dataset 3.3 Feature Selection 3.4 LightGBM Algorithm 3.5 Train with LightGBM 4 Result and Discussion 5 Conclusion References Optimization of Identification and Recognition of Micro-objects Based on the Use of Specific Image Characteristics 1 Instruction 2 Methodology for Identification and Recognition of Microobjects Based on the Use of Redundant Information Structures 3 Optimal Image Identification with Detection and Correction of Distorted Points Based on Wavelet Filtering 4 Analysis of the Results of the Study 5 Conclusion References Development and Comparative Analysis of Path Loss Models Using Hybrid Wavelet-Genetic Algorithm Approach 1 Instruction 2 Literature Review 2.1 COST231 Model 3 Methodology 3.1 Method of Data Collection 3.2 Proposed Hybrid Wavelet-GA Method 4 Results 5 Discussion 6 Conclusion References Mathematical Advances and Modeling in Logistics Engineering Risk Assessment of Navigation Cost in Flood Season of the Upper Reaches of the Yangtze River Based on Entropy Weight Extension Decision Model 1 Introduction 2 Risk Assessment Index System of Navigation Cost in Flood Season in the Upper Reaches of the Yangtze River 2.1 Impact of Flood Period on the Navigation Cost of Ships in the Upper Reaches of the Yangtze River 2.2 The Risk Assessment System of Ship Navigation Cost in Flood Season in the Upper Reaches of the Yangtze River 3 Extension Evaluation Model of Risk Entropy Weight for Navigation Cost in Flood Season in the Upper Reaches of the Yangtze River 3.1 Evaluation Object, Classical Domain and Section Domain of the Model 3.2 Correlation Function and Correlation Degree of the Model 3.3 Comprehensive Correlation Degree and Risk Level of the Model 4 Test of Navigation Cost Risk Assessment Model in Flood Period of Upper Yangtze River Based on Entropy Weight Extension Decision Model 4.1 Data Source of Test Case 4.2 Optimization of Evaluation Index Date 4.3 Determination of Case Evaluation Index Weight 4.4 Determine of the Classical Domain and Matter Element to be Evaluated 5 Conclusion References Influencing Factors and System Dynamics Analysis of Urban Public Bicycle Projects in China Based on Urban Size and Demographic Characteristics 1 Introduction 2 Relevant Research on Public Bike 3 Analysis on Characteristics of Chinese Cities 3.1 City Size and Process of Urbanization 3.2 Traffic Mode Division 3.3 Demographic Characteristics 3.4 Bicycle Infrastructure and Right of Way Characteristics 3.5 Regime Structure 4 System Dynamics Analysis on the Relationship Between Bicycle Travel and Public Bicycle 4.1 Reason for Using the System Dynamics Method 4.2 System Dynamics Analysis of the Relationship Between Bicycle and Public Bicycle 5 Conclusion References Cross-border Logistics Model Design e-Tower Based on Blockchain Consensus Algorithm 1 Introduction 2 Common Consensus Algorithms in Blockchain Technology 2.1 PoW Algorithm 2.2 PoS Algorithm 2.3 DPoS Algorithm 2.4 PBFT Algorithm 3 e-Tower Design for Shenzhen ZK Company Cross-border Logistics 3.1 Overall Architecture Design 3.2 Composition of Underlying P2P Network 3.3 Application of PBFT Algorithm 3.4 Transaction Process 3.5 Application in Cross-Border Customs Clearance 4 Privacy and Security Verification of e-Tower 5 Conclusion References Research on the Service Quality of JD Daojia's Logistics Distribution Based on Kano Model 1 Introduction 2 The Connotation of JD Daojia and Kano Model 2.1 JD Daojia 2.2 Kano Model 3 JD Daojia Service Quality Improvement Model Based on Kano Model 3.1 Questionnaire Design and Data Collection 3.2 Data processing of Better-Worse coefficient 3.3 Data Analysis and Conclusion 4 Simulation Case JD Daojia's Service Quality Improvement Strategy 5 Conclusion References CiteSpace Based Analysis of the Development Status, Research Hotspots and Trends of Rural E-Commerce in China 1 Introduction 2 Research Design 2.1 Research Methods 2.2 Data Source 3 Analysis of Research Status 3.1 Time Distribution Analysis 3.2 Author Statistics and Cooperative Network Analysis 3.3 Analysis of Paper Publishing Journals and Cooperation Networks 4 Research Hotspot and Trend Analysis 4.1 Keyword Co-occurrence Analysis 4.2 Keyword Emergence Analysis 4.3 Analysis Results and Development Strategies of Rural E-Commerce 5 Research Conclusions and Prospects 5.1 Research Conclusion 5.2 Prospect of Future Research on Rural E-Commerce References The Optimization and Selection of Deppon Logistics Transportation Scheme Based on AHP 1 Introduction 1.1 Status Analysis of Deppon Logistics Transportation Scheme 2 Deppon Logistics Transportation Plan Optimization and Selection Analysis 2.1 Introduction to the Analytic Hierarchy Process 2.2 The Mathematical Model of Analytic Hierarchy Process 2.3 Analysis of Influencing Factors of Deppon Logistics Transportation Scheme 2.4 Application of Analytic Hierarchy Process in Deppon Logistics Transportation Scheme Optimization 3 Solution and Application of Numerical Examples 3.1 General Situation of Logistics Transportation in a Certain Area of Wenzhou 3.2 Examples of Three Logistics Transportation Schemes 3.3 Comparative Analysis of Three Logistics Transportation Schemes 4 Introduction of Calculation 4.1 Model 4.2 Weight Calculation 4.3 Hierarchical Sorting and Order 5 Conclusion References Pharmacological and Non-pharmacological Intervention in Epidemic Prevention and Control: A Medical Perspective 1 Introduction 1.1 Selection of Journals 1.2 Chronology of Growth in Epidemic Prevention and Control Research 2 Pharmacological Intervention 3 Non-pharmacological Intervention 4 Limitations and Directions for Future Research 5 Conclusions References Passenger Flow Forecast of the Section of Shanghai-Kunming High-Speed Railway from Nanchang West Station to Changsha South Station 1 Introduction 2 Influencing Factors and Forecasting Methods of Passenger Flow 2.1 Analysis of Influencing Factors of Passenger Flow Forecast 2.2 Commonly Used Methods of Passenger Flow Forecasting and Their Applicability Analysis 3 Passenger Flow Forecasting for the Section of Shanghai-Kunming High-Speed Railway from Nanchang West Station to Changsha South Station 3.1 An Overview of the Shanghai-Kunming High-speed Railway 3.2 A Passenger Flow Forecasting Method Based on the Artificial Neural Network 3.3 Passenger Flow Forecast Based on the Exponential Smoothing Method 3.4 Passenger Flow Forecast Based on the Time Series Method 3.5 Comparative Verification of the Forecasting Effect 4 Forecast of Passenger Flow in Coming Years Based on the Artificial Neural Network 4.1 Input Data Forecast in the Forecast of Passenger Flow in Coming Years 4.2 Results of Passenger Flow Forecast in the Coming Years 5 Conclusion References The Effect of Labor Rights on Mental Health of Front-Line Logistics Workers: The Moderating Effect of Social Support 1 Introduction 2 Literature Review and Hypothetical Inference 2.1 Labor Rights and Mental Health 2.2 The Moderating Effect of Social Support 3 Data Collection 3.1 Questionnaire Design and Chosen Scale 3.2 Respondents 4 Data Analysis and Research Hypothesis Testing 4.1 Data Analysis 4.2 Research Hypothesis Testing 5 Conclusion and Management Suggestions 5.1 Conclusion and Discussion 5.2 Management Suggestions References An Investigation into Improving the Distribution Routes of Cold Chain Logistics for Fresh Produce 1 Introduction 2 Research Status at Home and Abroad 2.1 Domestic Research Status 2.2 Research Status Abroad 3 Characteristics of Cold Chain Logistics of Fresh Agricultural Products 3.1 High Requirements for Logistics Efficiency 3.2 Strict Temperature Control Requirements 3.3 Wide Distribution of Supply Chain 3.4 High Cost 4 Current Situation Analysis of Cold Chain Logistics of Fresh Agricultural Products 4.1 Lack of Perfect Cold Chain Logistics System 4.2 Lack of Specialized Talents in Cold Chain Logistics 4.3 Backward Cold Chain Infrastructure 5 Optimization of Cold Chain Logistics Distribution Path of Fresh Agricultural Products 5.1 Problem Description 5.2 Using Mileage Saving Method to Optimize Distribution Path 6 Conclusion References Development of Vulnerability Assessment Framework of Port Logistics System Based on DEMATEL 1 Introduction 2 Literature Review 2.1 Vulnerability 2.2 Port Logistics System 2.3 Vulnerability of Port Logistics System 2.4 Vulnerability Assessment Methods 3 Port Logistics Vulnerability Assessment Model 3.1 Assessment Framework 3.2 DEMATEL Method 4 Case Study 5 Conclusion References Application Prospect of LNG Storage Tanks in the Yangtze River Coast Based on Economic Model 1 Introduction 2 The Role of LNG Tank Container in the Storage and Transportation Market 2.1 Basic Concept of LNG Tank Container 2.2 Current Situation of LNG Tank Container Storage and Transportation in China 2.3 Function Analysis of LNG Tank Container 3 Economic Analysis of LNG Tank Container Storage and Transportation 3.1 LNG Transport Ship Type Selection 3.2 Construction of Economic Measurement Model 3.3 Calculation of Storage and Transportation Economy 4 Application Prospect of LNG Tank Container Along the Yangtze River 4.1 Analysis of Domestic LNG Application Prospect 4.2 LNG Market Demand Along the Yangtze River 4.3 Prediction of LNG Tank Container Market Scale Along the Yangtze River 4.4 Suggestions for the Development of LNG Tank Transportation Along the Yangtze River 5 Conclusion References Multi-depot Open Electric Truck Routing Problem with Dynamic Discharging 1 Introduction 2 Problem Description and Mathematical Formulation 2.1 Problems’ Description and Mathematical Notation 2.2 Electric Truck Power Consumption Model 2.3 Mathematical Models for DD-MDOEVRPTW 3 Hybrid Genetic Algorithm for DD-MDOEVRPTW 3.1 Coding Design 3.2 Population Initialization 3.3 Constraint Processing and Fitness Functions 3.4 Genetic Manipulation 3.5 Insert Local Search 4 Numerical Experiments and Analysis 5 Conclusion and Outlook References Analysis on the Selection of Logistics Distribution Mode of JD Mall in the Sinking Market 1 Introduction 2 Overview of Relevant Theories 2.1 Sinking Market 2.2 The Sinking Market E-commerce Theory 2.3 Related Theories of E-commerce Logistics Distribution 3 Analysis on the Current Situation of JD Mall in the Sinking Market 3.1 The Reason Why JD Mall Entered the Sinking Market 3.2 Analysis on the Existing Logistics Distribution Mode of JD Mall 3.3 Analysis of Problems Existing in Logistics Distribution Mode 4 Analysis on the Logistics Distribution Model Selection of JD Mall in the Sinking Market 4.1 Establishment of Evaluation Index System for Logistics Distribution Mode Selection 4.2 Index Weight Determination and Consistency Testing at All Levels 4.3 Construction of Fuzzy Hierarchy Model for Logistics Distribution Mode of JD Mall in Sinking Market 4.4 Final Evaluation Results and Analysis 5 Conclusion References Research on Cruise Emergency Organization Based on Improved AHP-PCE Method 1 Introduction 1.1 Characteristics of Major Cruise Emergencies 2 Cruise Ship Emergency Organization System for Major Emergencies 2.1 Cruise Ship Emergency Management Capability for Major Emergencies 2.2 Analysis of Factors Affecting the Emergency Response System for Major Cruise Ship Emergencies 3 Evaluation Study of Cruise Ship Emergency Response Organizations for Major Emergencies 3.1 Index Selection Criteria 3.2 Construction of Index System 3.3 Fuzzy Hierarchical Analysis 4 Cruise Ship Major Emergency Response Organization Evaluation 4.1 Calculation of Indicator Weights 4.2 Fuzzy Evaluation of Emergency Organization for Cruise Major Emergencies 5 Conclusion References Fresh Agricultural Products Supplier Evaluation and Selection for Community Group Purchases Based on AHP and Entropy Weight VIKOR Model 1 Introduction 1.1 Evaluation System of Green Suppliers of Fresh Agricultural Products 2 Methodology 2.1 Hierarchical Analysis to Determine Subjective Weights 2.2 Entropy Weighting Method to Determine Objective Weights 2.3 Calculate the Composite Weights 2.4 VIKOR Method Judging Model 3 Empirical Research 3.1 Determination of Indicator Weights 3.2 VIKOR Method to Determine the Optimal Option 4 Analysis and Suggestions 5 Related Work 5.1 Determination of Indicator Weights 5.2 Evaluation Criteria 5.3 Evaluation Methods 6 Conclusion and Future Work References Logistics of Fresh Cold Chain Analysis of Joint Distribution Paths in Wuhan 1 Introduction 2 Relevant Conceptions 2.1 Theory of Cold Chain Logistics 2.2 Joint Distribution 2.3 Vehicle Distribution Routing Issues 3 Analysis of the Current Situation and Problems of Common Distribution of Fresh Food Cold Chain Logistics in Wuhan 3.1 Fresh Cold Chain Logistics Development in Wuhan 3.2 Wuhan Cold Chain Logistics Infrastructure Improvement 4 Application of the Mileage Saving Method 4.1 The Principle of the Mileage Saving Method 4.2 Conditions of Application of the Mileage Saving Method 4.3 Model Construction for the Mileage Saving Method 5 Design of a Common Distribution Route Optimization Scheme 5.1 Data Selection 5.2 Draw a Simplified Road Map 5.3 Optimal Design of Paths 6 Conclusion References Optimization of Logistics Distribution Route Based on Ant Colony Algorithm – Taking Nantian Logistics as an Example 1 Introduction 2 Problem Description 2.1 Description of Problems Faced by Enterprises 2.2 Modeling and Optimization of Nantian Logistics Distribution Path 3 Model Establishment 3.1 Determine Coordinate Points 3.2 Assumptions 3.3 Parameter Setting 4 Model Solution and Result Analysis 4.1 Model Construction 4.2 Model Solution Results 5 Result Analysis 6 Conclusion References Optimization Research of Port Yard Overturning Operation Based on Simulation Technology 1 Introduction 2 Theoretical Review 2.1 Box-Turning Operation and Its Impact 2.2 Simulation Platform for Container Rail-Water Intermodal 3 Case Analysis 3.1 Introduction to Huangshi Newport 3.2 There Are Problems in the Box-Turning Operation of Huangshi Newport 4 Simulation and Optimization of Simulation Platform for Container Rail-Water Intermodal 4.1 Theoretical Analysis 4.2 Simulation Experiment of Container Rail-Water Intermodal Platform 5 Countermeasures and Suggestions 5.1 Basic Idea of Yard Operation Optimization 5.2 Basic Principles for Optimization of Yard Operation 5.3 Reducing the Turning Rate 5.4 Specific Methods to Reduce Overturning Speed 6 Conclusion References A Review of Epidemic Prediction and Control from a POM Perspective 1 Introduction 1.1 Selection of Journals 1.2 Research Trend 2 Epidemic Simulation and Prediction 2.1 Compartmental Model 2.2 Statistical Model 2.3 Hybrid Model 3 Epidemic Control Measures 4 Medical Materials Production in an Epidemic 5 Conclusions and Future Research Direction References Application of SVM and BP Neural Network Classification in Capability Evaluation of Cross-border Supply Chain Cooperative Suppliers 1 Introduction 2 Introduction to Evaluation Model 2.1 BP Neural Network Model 2.2 Support Vector Machines Model 3 Establishment of Supplier Competency Evaluation System 4 Classification Experiment Design 4.1 Experimental Design of BP Neural Network Classification 4.2 Experimental Design of SVM Classification 4.3 Experimental Analysis 5 Conclusions References Research on Port Logistics Demand Forecast Based on GRA-WOA-BP Neural Network 1 Introduction 2 Model Approach 2.1 Grey Relational Analysis 2.2 GRA-WOA-BP Neural Network Model 3 Port Logistics Demand Impact Indicator System Construction 3.1 Influencing Factor Indicator Selection 3.2 Input and Output Variables are Determined 4 Analysis of Simulation Experiments 4.1 Neural Network Parameter Setting 4.2 Analysis of Model Results 5 Conclusion References Evaluation and Optimization of the Port A Logistics Park Construction Based on Fuzzy Comprehensive Method 1 Introduction 2 Overview of Relevant Theories 2.1 Fuzzy Comprehensive Method 2.2 Characteristics of Logistics Park Construction Project 2.3 Risk Characteristics of Logistics Park Construction Projects 3 Analysis on Risk Factors of Port a Logistics Park Construction 3.1 Analysis on the Environment of Port a Logistics System 3.2 Analysis on Risk Factors of Logistics Park Construction 4 Evaluation of Port a Logistics Park Construction Based on Fuzzy Comprehensive Method 4.1 Construction of Risk Evaluation Index System for Logistics Park 4.2 Establish Indicators and Evaluation System 4.3 Effect Fuzzy Evaluation Matrix 4.4 Fuzzy Evaluation Calculation 5 Optimization of Port a Logistics Park Construction 5.1 Improve the Service Mode of Diversified Logistics Parks 5.2 The Logistics Park is Upgraded to Intelligence 5.3 Actively Seek Government Support 6 Conclusion References Advances in Technological and Educational Approaches OBE Oriented Teaching Reform and Practice of Logistics Information System Under the Background of Emerging Engineering Education 1 Introduction 2 Reform Objectives and Ideas of Course Teaching 2.1 Ideas for Curriculum Teaching Reform 2.2 Determination of Course Teaching Objectives 3 Content Reconstruction and Organization Implementation of Curriculum Teaching 3.1 Reconstruction of Course Teaching Content 3.2 Organization and Implementation of Teaching Process 4 Process Based Multi Indicator Comprehensive Course Evaluation and Analysis of Course Goal Achievement 5 Conclusion References Teaching Practice of “Three Integration” Based on Chaoxing Learning Software – Taking the Course of “Complex Variable Function and Integral Transformation” as an Example 1 Introduction 2 Three Major Problems in Course Teaching 2.1 Lack of Activity in Large Class Teaching 2.2 Low Integration of Teaching Content and Ideological and Political Education 2.3 Mathematics Teaching and Professional Application Derailed 3 Practice of Innovative Teaching 3.1 Innovative Thinking of “Three Integration” 3.2 Processing Teaching Content 3.3 Improve Teaching Methods and Means 3.4 Improve Teaching Evaluation Methods 4 Effect of Innovative Teaching 4.1 Improvement of Students’ Learning Autonomy 4.2 The Number of Students Winning Awards Has Increased Significantly 4.3 The Students’ Learning Feedback is Constantly Praised 5 Conclusion References Transformation and Innovation of E-Commerce Talent Training in the Era of Artificial Intelligence 1 Introduction 2 The Requirements for Business Talents in the Era of Artificial Intelligence and the Orientation of Their Training Transformation 2.1 Requirements for Business Talent in the Era of Artificial Intelligence 2.2 Path Selection of Business Talent Training in the Era of Artificial Intelligence 3 Influencing Factors of School-Enterprise Collaboration in Cultivating E-Commerce Talents in the Era of Artificial Intelligence 3.1 The Basic Situation of E-commerce Education in Higher Vocational Colleges 3.2 The Development of Cooperative Education between New Business Schools and Higher Vocational Colleges 4 School-Enterprise Collaborative Education Strategy for E-Commerce Talents in the Era of Artificial Intelligence 4.1 Cultivate E-commerce Talents’ Philosophical Thinking Under the Background of Artificial Intelligence 4.2 The Systematic Construction of “Central-Local” Legislative Hierarchy of School-Enterprise Collaborative Education 4.3 Improve the Social Training System and Realize Education and Social Equity 5 Conclusion References Talent Training Mode Based on the Combination of Industry-Learning-Research Under the Background of Credit System Reform 1 Introduction 2 Literature Review 2.1 Research on Credit System 2.2 Research on the Cooperation Between Industry, University and Research 2.3 Research Review at Home and Abroad 3 Analysis of Talent Training Mode Under the Background of Foreign Credit System 3.1 Characteristics of Talent Training Mode Under the Credit System in the United States 3.2 Characteristics of Talent Training Mode Under the Background of British Credit System 3.3 Characteristics of Talent Training Mode Under the Background of German Credit System 4 The Classification of Talent Training Modes of Industry-Learning-Research Cooperative Education Under the Credit System and the Problems to be Concerned 4.1 The Classification of Talent Training Modes of Industry-Learning-Research Cooperative Education Under the Credit System 4.2 Problems that Should Be Paid Attention to in Flexible Talent Cultivation Under the Background of Credit System Reform 5 Conclusion References Analysis of the Innovation Mechanism and Implementation Effect of College Students’ Career Guidance Courses Based on Market Demand 1 Introduction 2 The Practical Significance of the Innovation of Career Guidance Courses for College Students 2.1 Be Beneficial to Talent Reserve for Industrial Technological Revolution 2.2 Be Beneficial for College Students to Achieve Higher Quality Employment 2.3 Be Beneficial for Efficiency Improvement of Enterprise Human Resources 3 The Common Problems Existing in the Current Career Guidance Courses for College Students 3.1 Insufficient Attention from Colleges and the Curriculum is not Systematic 3.2 The Teaching Content is Boring and not Very Practical 3.3 Large Class Teaching, Lack of Individual Guidance 4 Analysis of the Innovation Mechanism of College Students’ Career Guidance Course Based on Market Demand 4.1 Help College Students Broaden Their Horizons and Develop a “Strong Heart” for Employment 4.2 Promote Graduates to Improve Themselves and Have a “Voice” in Career 4.3 Whole Process and Whole Staff Participation in Talent Cultivation, to Create a Sense of Professional “Atmosphere” 5 Implementation Effect Evaluation 6 Conclusion References Comparative Study on the Development of Chinese and Foreign Textbooks in Nanomaterials and Technology 1 Introduction 2 Selection of Chinese and Foreign Textbooks 3 Comparation of the Design of the Structure of Content in Chinese and Foreign Textbooks 3.1 Comparation of the Design of Knowledge System in Chinese and Foreign Textbooks 3.2 Comparation of the Design of Content of Examples and Exercises in Chinese and Foreign Textbooks 4 Comparation of the Morphology of Chinese and Foreign Textbooks 5 Conclusion References Practical Research on Improving Teachers’ Teaching Ability by “Train, Practice and Reflect” Mode 1 Introduction 2 Design and Implementation of the “Train, Practice and Reflect” Coupling Linkage Teaching Ability Training Program 2.1 Scheme Design 2.2 Program Implementation 3 Research Methods 3.1 Survey Subjects 3.2 Scale Design 4 Data Analysis and Discussion 4.1 Reliability Test 4.2 Average Value, Standard Deviation and Independent Sample T-Tests 5 Conclusion References College Foreign Language Teacher Learning in the Context of Artificial Intelligence 1 Introduction 2 Literature Review 2.1 Teacher Learning 2.2 College Foreign Language Teacher Learning in the Context of AI 3 Research Design 3.1 Subjects 3.2 Instruments 3.3 Data Collection and Analysis 4 Results and Discussion 4.1 Factors of Foreign Language Teacher Learning 4.2 Characteristics of Foreign Language Teacher Learning 4.3 The Effects of AI on Foreign Language Teacher Learning 5 Conclusion and Implications References The Innovation Integration Reform of the Course “Single Chip Microcomputer Principle and Application” 1 Introduction 2 Main Problems in the Course of Single Chip Microcomputer Principle and Application 3 Reform of the Course of the Integration of Specialization and Innovation in the Principle and Application of Single Chip Microcomputer 3.1 Design of Multi-function LED Stream Lamp 3.2 Design of Intelligent Car Competition Timer 3.3 Design of “Explorer” Smart Car 3.4 Design of Waveform Acquisition and Display System Based on PC Display 3.5 Matrix of Teaching Content Based on the Reform of Integration of Specialty and Creativity 4 Phased Achievements of the Reform of Integration of Professional and Creative Work 5 Conclusion References Discussion and Practice on the Training Mode of Innovative Talents in Economics and Management in Women’s Colleges 1 Introduction 2 Definition of Economic and Management Applied Innovative Talents 3 Analysis of the Elements of the Training Mode of Economic and Management Applied Innovative Talents 3.1 Talent Cultivation Concept 3.2 Professional Setting Mode 3.3 Teaching Evaluation Methods 4 Difficulties in the Implementation of Innovative Talent Training Mode in Economic Management 5 Taking the School of Business Administration of Shandong Women’s University as an Example 5.1 Thoughts on the Reform of Talent Training Mode 5.2 An Integrated Curriculum System Based on Spiral Ability Training 5.3 Establish an Effective Evaluation System for Training Innovative Talents in Engineering Application 6 Conclusion References Cultivation and Implementation Path of Core Quality of Art and Design Talents Under the Background of Artificial Intelligence 1 Introduction 2 Challenges Faced by Art and Design Talents in the Era of Artificial Intelligence 2.1 AI technology Promotes the Innovation of Art and Design Talents 2.2 Intensified Contradictions in the Employment Market of Art and Design Talents in the Context of Artificial Intelligence 3 Core Quality of Art and Design Talents 3.1 Requirements of Art and Design Talents for Core Quality Training 3.2 Elements of Core Quality of Art and Design Talents 3.3 Construction of Core Quality Training System for Art and Design Talents 4 Research on the Implementation Path of the Core Quality Training of Art and Design Talents 4.1 Overall Framework and Specific Content of Core Literacy 4.2 Teaching Design Strategy for Cultivating Core Literacy 4.3 Teaching Implementation Strategy of Core Literacy Cultivation 4.4 Teaching Evaluation Strategies for Cultivating Core Literacy 5 Conclusion References Reform and Innovation of International Logistics Curriculum from the Perspective of Integration of Industry and Education 1 Introduction 2 The Existing Problems of the Curriculum 2.1 The Teaching Contents Are Different from the Enterprise Practice 2.2 Concepts and Skills Are Cumbersome and Complex that Cognitive Points Are Overloaded 2.3 Fragmented Knowledge Points Are not Easy to Generate Deep Learning 3 Innovation Strategy 3.1 Conceptual Understanding 3.2 Modular Recombination 3.3 Project-based Implementation 4 Teaching Process Organization and Design 4.1 Facing the Industry, Docking Enterprises, Reconstructing the Course Content System 4.2 Three Steps to Promote, Three Steps to Transfer, the Implementation of Project-Based Teaching 4.3 Process Motivation, Result Evaluation, to Ensure the Learning Effect 5 Teaching Effect of Integration of Production and Education 6 Conclusion References An Analysis of Talent Training in Women’s Colleges Based on the Characteristics of Contemporary Female College Students 1 Introduction 2 Research on Characteristics of Women’s Colleges and Universities 2.1 Research on the Goal and Idea of Running a School 2.2 Research on the Characteristics of the Main Body of Running a School 2.3 Research on the Characteristics of Talent Training 2.4 Research on the Characteristics of Disciplines and Specialties 2.5 Research on the Characteristics of Curriculum Construction 3 Research Method 4 Analysis of Characteristics of Contemporary Female College Students 4.1 An Analysis of the Psychological Characteristics of Contemporary Female College Students 4.2 An Analysis of the Characteristics of Contemporary Female College Students 5 An Analysis of Talent Training in Women’s Colleges Based on the Characteristics of Contemporary Female College Students 5.1 Training Specifications Integrating Knowledge, Ability and Quality 5.2 Integrated Curriculum System with Spiral Ability Training as the Main Line 6 Conclusion References Solving Logistical Problems by Economics Students as an Important Component of the Educational Process 1 Introduction 1.1 Literature Review 1.2 Software Tools for Solving Logistics Tasks 2 Features of Solving Logistics Problems 2.1 Logistical Tasks in the Professional Activity of Economists 2.2 Implementation of the Mathematical Model 2.3 Analysis of the Results Obtained 3 An Example of a Lesson Dedicated to Solving Logistical Problems 3.1 Initial Data and Problem Statement 3.2 Task Solving and Interpretation of Results 3.3 Analysis of Alternative Solutions 4 Summary and Conclusion References Exploration and Practice of Ideological and Political Construction in the Course of “Container Multimodal Transport Theory and Practice” for Application-Oriented Undergraduate Majors—Taking Nanning University as an Example 1 Introduction 2 The Necessity of Ideological and Political Construction of “CMT” Course for Application-Oriented Undergraduate 3 Basic Thinking of Ideological and Political Construction of the Course “CMT” 3.1 Mining Ideological and Political Elements of Curriculum Modules 3.2 Weight Analysis of Curriculum Ideological and Political Elements 3.3 Weight Analysis Results of Curriculum Ideological and Political Elements 4 Ideological and Political Construction Path and Practice of CMT Course 4.1 Select Teachers with Outstanding Ideological and Political Ability to Teach, and Create a Capable Subject of Ideological and Political Construction of Curriculum 4.2 Compile Applicable and Visible Teaching Materials, Outlines and Courseware, and Build a Useful Course Construction Carrier Reflecting Ideological and Political Content 4.3 Plan and Design a Number of Curriculum Implementation Rules, Including Teacher Evaluation and Collaborative System, to Form a Guarantee Mechanism for Establishing Morality and Cultivating People 4.4 Add Value-Leading Indicators and Strengthen the Process Assessment and Evaluation of Ideological and Political Teaching 5 Conclusion References A Study on Learning Intention of Digital Marketing Micro Specialty Learners Under the Background of New Liberal Arts—Based on Structural Equation Model 1 Introduction 2 Theoretical Basis and Research Hypothesis 2.1 Theoretical Basis 2.2 Research Model and Hypothesis 3 Research Design 3.1 Research Object 3.2 Research Tools 4 Data Analysis 4.1 Common Method Deviation Test and Correlation Analysis 4.2 Structural Equation Test 4.3 Mediating Effect Test 5 Conclusions and Suggestions References Comparisons of Western and Chinese Textbooks for Advanced Electronic Packaging Materials 1 Introduction 2 Descriptions of the Chosen Textbooks 3 Comparisons Between Western and Chinese Textbooks 3.1 Format Structure 3.2 Knowledge System Design 3.3 Knowledge Point Introduction 3.4 Information Technology Application 4 Effects of Textbook Improvement 5 Conclusion References Innovation and Entrepreneurship Teaching Design in Application-Oriented Undergraduate Professional Courses – Taking the Transportation Enterprise Management Course as an Example 1 Introduction 1.1 The Development Status of Innovation and Entrepreneurship Education for College Students 1.2 The Relationship Between Application-Oriented Talent Training and Innovation and Entrepreneurship Teaching 1.3 Problems to be Solved in this Paper 2 The Role and Significance of Integrating Innovation and Entrepreneurship Teaching into the Course of Transportation Enterprise Management 2.1 Analysis of Students 2.2 The Promotion of Innovation and Entrepreneurship Teaching to Professional Courses Teaching 2.3 The Course Meets the Needs of Enterprise Operation and Management 3 Innovation and Entrepreneurship Elements Contained in the Course 3.1 Teaching Requirements for the Course 3.2 Main Teaching Contents of the Course 3.3 Analysis of Elements of Innovation and Entrepreneurship 4 Innovation and Entrepreneurship Teaching Design 4.1 Project Design 4.2 Comprehensive Practical Design 4.3 Teaching Design 4.4 Assessment Design 5 Conclusion References The Construction of University Teachers’ Performance Management System Under the Background of Big Data Technology 1 Introduction 2 Problems of Performance Management in Colleges and Universities Under the Background of Big Data 3 The Influence of Big Data on University Teachers’ Performance Evaluation Platform 4 Implementation of University Performance Evaluation Management Platform Based on Big Data 4.1 Architecture of University Performance Evaluation Management Platform 4.2 Construction of University Performance Data Warehouse 5 Conclusion References Curriculum Evaluation Based on HEW Method Under the Guidance of OBE Concept 1 Introduction 1.1 OBE 2 Hierarchy Entropy Weight Method Model 2.1 Hierarchy Entropy Weight Method Model Process 2.2 Assessment Criteria for Curriculum Under OBE Concept 2.3 Hierarchical Assessment Criteria 2.4 EWM Process 3 Curriculum Evaluation Under OBE Concept 3.1 Expert Selection 3.2 Weight of Assessment Criteria Base on EWM 4 Examples of Curriculum Evaluation 4.1 Curriculum Evaluation 4.2 Characteristics of Curriculum Evaluation Under OBE Concept 5 Conclusion References The Relevance of a Systematic Approach to the Use of Information Technologies in the Educational Process 1 Introduction 1.1 Literature Review 1.2 Directions of Digitalization of the Educational Process 2 A Systematic Approach to the Use of Information Technologies in the Educational Process 2.1 The Essence of the System Approach 2.2 Modern Information Technologies in the Educational Process 3 Application of Information Technologies in the Course “Economic Theory” 3.1 Use of Internet Resources 3.2 Use of Data Analysis and Visualization Technologies 3.3 Use of Knowledge Assessment Technologies 4 Summary and Conclusion References Construction and Practice of “CAD/CAM Foundation” Course Based on Learning Outcome 1 Introduction 2 Background and Course Analysis 2.1 Course Objective 2.2 Course Content 2.3 Learning Basis and Learning Effect of Previous Sessions 3 Practice of Curriculum Reform 3.1 Curriculum Planning Based on Outcome Objectives 3.2 Mobilize the Initiative of Students 3.3 Outcome Evaluation 4 Results and Discussion 5 Conclusion References Research and Practice of Ideological and Political Education in the Context of Moral Education and Cultivating People 1 Introduction 2 Problems in Curriculum Ideology and Politics 3 Research on the Path of Ideological and Political Teaching Reform of Automobile Electric Appliances Course 3.1 Reform of ideological and Political Teaching System of Automobile Electric Appliances Course 3.2 Ideological and Political Teaching Content Reform of Automobile Electric Appliances Course 3.3 Reform of Ideological and Political Teaching Methods of Automobile Electric Appliances Course 3.4 Ideological and Political Teaching Evaluation Reform of Automobile Electric Appliances Course 4 Effect of Ideological and Political Teaching Reform of Automobile Electric Appliances Course 5 Conclusion References A Quantitative Study on the Categorized Management of Teachers’ Staffing in Colleges and Universities 1 Introduction 2 Research Methods 2.1 Methods of Empirical Research 2.2 Methods of Comparative Analysis 2.3 Methods of Mathematical Statistics 3 Prediction Results 4 Analysis and Suggestions 4.1 Entry and Exit Mechanism of Teachers 4.2 Enrichment of Staffing Methods 4.3 Establish and Improve Relevant Supporting Measures 5 Conclusion References Course Outcomes and Program Outcomes Evaluation with the Recommendation System for the Students 1 Introduction 2 Related Works 3 Methodology 3.1 Course Outcome (CO) 3.2 Program Outcomes (PO) 3.3 CO/PO Evaluation Process 4 Design and Implementation 4.1 Modules of the System 4.2 Module Description 5 Result and Discussion 6 Recommendation for the Students 7 Conclusion References Methodology of Teaching Educational Disciplines to Second (Master’s) Level Graduates of the “Computer Science” Educational Program 1 Introduction 1.1 Problem Statement 1.2 Literature Review. Analysis of Recent Research and Publications 1.3 Highlighting Aspects that are not Sufficiently Studied 1.4 Purpose of the Article 1.5 Research Objectives (Goals) 2 Research Methods 2.1 Research Tools 2.2 Reliability and Accuracy of Results 2.3 Methodological Basis of the Study 3 Research Results 3.1 Theoretical Foundations of the Construction of Teaching Methods 3.2 Peculiarities of the Methodology, Application of Teaching Methods and Tools 3.3 Discussion of Research Results 4 Summary and Conclusion 4.1 Expanding the Boundaries of the Scientific Field 4.2 Scientific Novelty. Scientific Justification 4.3 Practical Use 4.4 Prospects for Further Research and Study References Professional Training of Lecturers of Higher Educational Institutions Based on the Cyberontological Approach and Gamification 1 Introduction 1.1 Problem Statement 1.2 Literature Review. Analysis of Recent Research and Publications 1.3 Highlighting Aspects that are Understudied 1.4 Purpose of the Article 1.5 Research Objectives (Goals) 2 Research Methods 2.1 Research Tools 2.2 Reliability and Accuracy of Results 2.3 Methodological Basis of the Study 3 Research Results 3.1 Theoretical Foundations of the “Cyberontological Approach”, the “Cyberpedagogy” Component 3.2 Practice of Applying the Cyberontological Approach in Educational Institutions 3.3 The Problem in the Use of Higher Educational Institutions with Specific Learning Conditions in the Educational Process 3.4 Discussion of Research Results 4 Summary and Conclusion 4.1 Expanding the Boundaries of the Scientific Field 4.2 Scientific Novelty. Scientific Justification 4.3 Practical Use 4.4 Prospects for Further Research and Study References Exploring the Perceptions of Technical Teachers Towards Introducing Blockchain Technology in Teaching and Learning 1 Introduction 2 Related Work 3 Methodology of Study 4 Results and Discussion 5 Conclusion References Author Index
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