Methods and Applications for Modeling and Simulation of Complex Systems: 21st Asia Simulation Conference, AsiaSim 2022, Changsha, China, December ... in Computer and Information Science)

The two-volume set CCIS 1712 and 1713 constitutes the proceedings of the 21st Asian Simulation Conference, AsiaSim 2022, which took place in Changsha, China, in January 2023. Due to the Covid pandemic AsiaSim 2022 has been postponed to January 2023. The 97 papers presented in the proceedings were carefully reviewed and selected from 218 submissions. The contributions were organized in topical sections as follows: Modeling theory and methodology; Continuous system/discrete event system/hybrid system/intelligent system modeling and simulation; Complex systems and open, complex and giant systems modeling and simulation; Integrated natural environment and virtual reality environment modeling and simulation; Networked Modeling and Simulation; Flight simulation, simulator, simulation support environment, simulation standard and simulation system construction; High performance computing, parallel computing, pervasive computing, embedded computing and simulation; CAD/CAE/CAM/CIMS/VP/VM/VR/SBA; Big data challenges and requirements for simulation and knowledge services of big data ecosystem; Artificial intelligence for simulation; Application of modeling/simulation in science/engineering/society/economy /management/energy/transportation/life/biology/medicine etc; Application of modeling/simulation in energy saving/emission reduction, public safety, disaster prevention/mitigation; Modeling/simulation applications in the military field; Modeling/simulation applications in education and training; Modeling/simulation applications in entertainment and sports. Preface Organization Contents – Part II Contents – Part I Application of Modeling/Simulation in Science/Engineering/ Society/Economy/Management/ Energy/Transportation/ Life/Biology/Medicine etc. Flux Modelling of Membrane Bioreactor Process Plant Using Optimized-BPNN 1 Introduction 2 Artificial Neural Network Principle 2.1 Data Preprocessing 2.2 Performance Evaluation 2.3 Back-Propagation Neural Network 3 ANN Based MBR Model Development 4 Results and Discussion 5 Conclusion References An Efficient Method of Calculating Stress Intensity Factor for Surface Cracks in Holes Under Uni-variant Stressing 1 Introduction 2 General Weight Function Method 3 Construction of the Matrix of Reference Solutions 3.1 Sensitivity of Parameters 3.2 Influence of Parameters of Hole Shape 3.3 Conclusions of Sensitivity Analysis 4 Application 5 Conclusion References Modeling and Simulation Based on Concurrent FC-AE-1553 Network 1 Introduction 2 Topology Modeling of FC-AE-1553 Networks 2.1 Bus Topology Model 2.2 Switched Topology Model 3 Message Modeling of Concurrent FC-AE-1553 Network 4 Network Schedule Modeling Based on Priority 4.1 Periodic Scheduling Optimization Mechanism 4.2 Burst Scheduling Optimization Mechanism 5 Simulation and Analysis 6 Conclusion References Research on Modeling and Simulation Method of Laser System for Multi-domain Unified Model 1 Introduction 2 Modeling and Simulation Method of Laser System for Multi Domain Unified Model 2.1 Modeling Method of Laser System Based on Lumped Parameter Method 2.2 Co-simulation Method of Opto-Mechanical System Based on Multi-domain Unified Model 3 Modeling and Simulation Experiment of Laser System 3.1 Optical Component Model Based on Modelica 3.2 Laser System Simulation in Sysplorer 4 Conclusion References Fast Electromagnetic Scattering Modeling of Complex Scenes Based on Multi-scale Coherent Computation 1 Introduction 2 Integrated Scattering Modeling Principle of Multi-scale Target and Complex Environment 3 Bouncing Ray Method Based on Curvature Adaptive Subdivision 3.1 Beam Tracking Based on Curvature Adaptive Subdivision 3.2 Field Strength Tracking 3.3 Far Field Integral 4 Scattering Correction of Rough Surface Based on Multi-scale Coherent Superposition 5 Simulation Results and Analysis 5.1 Typical Target Scattering Calculation 5.2 Scattering Calculation of Sea Surface Environment 5.3 Application Verification of Coupling Electromagnetic Scattering in Complex Scene 6 Summary References Pixelated Image Abstraction via Power Diagram 1 Introduction 2 Related Work 2.1 Power Diagram 2.2 CCCPD 2.3 Image Abstraction 3 Image Abstraction Based on Power Diagram 3.1 Overall Method 3.2 Pre-processing and Density Initialization 3.3 Image Segmentation Based on the Power Diagram 3.4 Color Filling 4 Experiment 4.1 Results Analysis 4.2 Abstract Controlling 4.3 Comparison 5 Conclusion References SMT Component Defection Reassessment Based on Siamese Network 1 Introduction 2 Proposed Method 2.1 Siamese Network 2.2 Loss Function 2.3 Detailed Detection Scheme 3 Experiments 3.1 Experimental Data 3.2 Optimization 3.3 Results and Evaluation 3.4 Conclusion References Real Time Traffic Sign Recognition Algorithm Based on SG-YOLO 1 Introduction 2 Related Work 2.1 Traditional Detection Methods 2.2 Deep-Learning Based Detection Methods 3 Principles of Algorithm 4 SG-YOLO Network Model 4.1 Ghost-Bottleneck 4.2 Channel Attention Mechanism 4.3 SG-YOLO Network Architecture 4.4 DIoU Loss Function 5 Experiments and Analysis 5.1 Experimental Environment 5.2 Evaluation Metrics 5.3 Dataset and Processing 5.4 Results and Analysis 6 Conclusions References Research on Task Oriented Reliability Simulation Evaluation and Maintenance Strategy Optimization of Degraded System 1 Introduction 2 Introduction 2.1 Component System 2.2 Multi-component System 3 Reliability Model of Degraded System 3.1 Multi-state Transfer Process 3.2 System Availability Model 4 Research on Reliability Modeling of Degraded System 4.1 Multi Component System Interaction 4.2 Simulation Model Design 4.3 Simulation Algorithm Design 5 Case Analysis 5.1 Model Assumptions 5.2 Result Analysis 6 Summary References A Campus Scene Navigation Scheme Based on MPCC Dynamic Obstacle Avoidance Method 1 Introduction 2 System Overview 2.1 System Hardware 2.2 System Modules 3 Proposed Method 3.1 Static Obstacle Collision Detection Based on Voxel Grid 3.2 MPCC-Based Dynamic Obstacle Avoidance Strategy 4 Experiment 5 Conclusion and Future Work References Numerical Simulation of Ship Tank Sloshing Based on MPS Method 1 Introduction 2 MPS Method 2.1 Mathematical Formulation 2.2 Procedure of Numerical Simulation 3 Validation 4 Numerical Results 4.1 Description of Test Cases 4.2 Snapshots of Flow Field 5 Conclusions References Simulation Study of Dynamic Reactive Power Optimization in Distribution Network with DG Based on Improved Lion Swarm Algorithm 1 Introduction 2 The RPO Model 2.1 The Objective Function 2.2 Constraints 2.3 Reactive Power of the Distributed Power Supply 3 The Time Division Method 4 An Improved LSO Algorithm 4.1 Principles of the LSO algorithm 4.2 The Random Black Hole Mechanism 5 Simulation Analysis 6 Conclusion References Observation Geometry Improvement of BDS by Near-Space Balloons in Regional Navigation Augmentation 1 Introduction 2 Methodology 3 Experiment Design and Results 3.1 Experiment Design 3.2 Experiment Design 4 Conclusion References Application of FE Simulation Method in the Field of Electrical Contact Performance Analysis 1 Introduction 2 Analysis Method of Electrical Contact Performance Based on FE Simulation 2.1 Mechanical Field Simulation 2.2 Thermoelectric Coupling Field Simulation 3 FE Simulation Results and Discussion 3.1 Mechanical Field 3.2 Thermoelectric Field 4 Conclusion References Damage Localization and Imaging of Composite Materials Based on Sparse Reconstruction Using Lamb Wave Anisotropy Propagation Model 1 Introduction 2 Theory 2.1 Damage Imaging Problem as a Sparse Reconstruction Problem 2.2 Lamb Wave Scattering Model in Composite Fiber Laminate 3 Methodology 3.1 Damage Dictionary Construction 3.2 Sparse Reconstruction Solution and Damage Localization Imaging 4 Experimental Research and Result Analysis 5 Conclusion References 5G Wireless Network Digital Twin System Based on High Precision Simulation 1 Introduction 2 Communication System Simulation 2.1 Fundamentals of Communication System Simulation 2.2 Wireless Communication Propagation Model 3 5G Wireless Network Digital Twin System Construction and Application Research 3.1 Construction of 5G Wireless Network Digital Twin System 3.2 Application Research of 5G Wireless Network Digital Twin System 4 Conclusion References A Hardware-in-the-Loop Microgrid Simulation Method Based on TwinCAT3—Take Black Start as An Example 1 Introduction 2 Construction of Microgrid Equipment Model 2.1 Equipment Modelling 2.2 From MATLAB/Simulink to TwinCAT3 3 Construction of the Simulation Environment 4 Verification of Hardware-in-the-Loop Simulation Method for Microgrid Based on TwinCAT3 5 Conclusion References Day-Ahead Scheduling of PV Consumption in Distribution Networks Based on Demand Response of Multiple Types of Customer-Side Loads 1 Introduction 2 User-Side Load Modeling 2.1 Distributed PV Output Load Modeling 2.2 Residential Customer Load Model 2.3 Commercial User Load Model 2.4 Electric Vehicle Charging Load Model 3 Day-Ahead Dispatch Model of a Distribution Network Based on Customer-Side Demand Response 3.1 Demand Response Incentive Costs 3.2 Customer Satisfaction Assessment and Demand Response Balance Point Modeling 3.3 Demand Response Day Dispatch Model 3.4 Binding Conditions 3.5 Demand Response Day Dispatch Model 3.6 Model Solving Method 4 Algorithm Simulation 4.1 Algorithm Parameters 4.2 The Role of Demand Response in Suppressing Node Voltage Fluctuations 4.3 Analysis of Incentive Cost Results for Scenario 2 4.4 Analysis of User Satisfaction Results for Scenario 3 4.5 Demand Response Balance Point Analysis 5 Conclusion References A Simulink-Based Control Method for Energy Storage Assisted Black-Start 1 Introduction 2 Architecture of Energy Storage Assisted Black-Start 2.1 Microgrid System Structure 2.2 Analysis of Black Start Capability of Energy Storage Devices 2.3 Energy Storage Assisted Black Start Strategy 3 Microgrid System Modeling and Control Implementation 3.1 Microgrid Simulink Simulation Model Building 3.2 Black Start Control Strategy Implementation 4 Simulation Results Analysis 4.1 Simulink Simulation Results Analysis 4.2 Practical Engineering Applications 5 Conclusion References Double-Layer Control Strategy for Power Distribution of Energy Storage System Based on AOE and Simulation Analysis 1 Introduction 2 Double-Layer Control Strategy for Power Optimization Distribution of Energy Storage System 2.1 Upper Layer Control Strategy - Battery Clusters Selection Layer 2.2 Lower Control Strategy - Power Optimization Distribution Layer 3 Implementation of Control Strategy Based on AOE 3.1 Measurement Point Configuration 3.2 AOE Configuration 3.3 Communication Channel Configuration 4 Simulation Results Analysis 5 Conclusions References Design of Oceanic Eddy Simulation Platform for Autonomous Ocean Vehicles 1 Introduction 2 Platform Architecture 2.1 Vehicle Modelling 2.2 Conventional Ocean Environment 2.3 Eddy Modelling 3 Observation Algorithm 3.1 Multi-ASUV Control Method 3.2 Characteristic Field Estimation Method 3.3 Overall Observation Process 4 Experiment and Analysis 4.1 Validation Experiment 4.2 Comprehensive Experiment 4.3 Parameter Analysis 5 Conclusion References Analysis of Influencing Factors of Ground Imaging and Positioning of High-Orbit Remote Sensing Satellite 1 Introduction 2 Ground Imaging Positioning Modeling 3 Analysis of Ground Imaging Positioning Accuracy of High-Orbit Remote Sensing Satellites 4 Simulation Analysis of Key Factors Affecting Imaging Positioning Accuracy 4.1 Influence of Orbital Parameter Errors 4.2 Influence of Attitude Quaternion Error 4.3 Influence of Installation Angles Errors of Payload Camera 5 Conclusions References Mass Characteristics Identification and Intelligent Automatic Balancing Technology of Three-Axis Air-Bearing Testbed 1 Introduction 2 Three-Axis Air-Bearing Testbed Simulation System 3 Algorithm for the Identification of Mass Characteristics of the Three-Axis Air-Bearing Testbed 3.1 Mathematical Model 4 The Intelligent Automatic Balancing Algorithm of the Centre of Mass 4.1 Manual Balancing of the Centre of Mass 4.2 Intelligent Automatic Delicate Balancing of the Centre of Mass 5 Trials and Analysis 5.1 Mass Characteristic Identification Trial 5.2 Centre of Mass Intelligent Automatic Balancing Trial 6 Conclusion References Simulation of Microstructure Evolution of Ti-3Al-2Fe Alloy as Fabricated by VAR 1 Introduction 2 Model Description 2.1 Model of Finite Element 2.2 Phase Field Model 3 Material and Methods 4 Results and Discussions 4.1 Temperature Field Simulation of Ti-3Al-2Fe Alloy 4.2 Phase Field Simulation of Microstructures 4.3 Distribution of Elements 5 Conclusion References An Improved RRT* Path Planning Algorithm in Dynamic Environment 1 Introduction 2 Related Work 2.1 Task Definition 2.2 RRT* Algorithm 3 ED-RRT* Path Planning Algorithm 3.1 ED-RRT* Algorithm Framework 3.2 Goal-Biased Sampling 3.3 Adaptive Step Size 3.4 Path Re-planning 4 Experimental Results 5 Conclusion References Lidar Localization Method for Mobile Robots Based on Priori Pose Compensation 1 Introduction 2 System Overview 2.1 System Hardware 2.2 Initial Localization 2.3 Pose Tracking 3 Proposed Method 3.1 Pre-alignment of Yaw Angle 3.2 Priori Pose Compensation 4 Experiment 4.1 Localization Error Analysis 4.2 Compensation Pose Verification 4.3 Localization Results with Compensation Pose 5 Conclusion References A Method of Square Root Central Difference Kalman Filter for Target Motion Analysis 1 Introduction 2 Problem Description and Filtering Method 2.1 Bearings-Only Target Motion Analysis by Single Observer 2.2 Square Root Central Differential Kalman Filter 3 Adaptive Singular Value Decomposition Square Root Central Differential Kalman Filter 3.1 Covariance Square Root Update Based on Singular Value Decomposition 3.2 Adaptive Factor 3.3 Process of ASVDSR-CDKF Method 4 Simulation 4.1 Case 1 4.2 Case 2 4.3 Case 3 5 Conclusion References A Novel Electromagnetic Radiation Source Localization Method Based on Dynamic Data Driven Simulations 1 Introduction 2 Dynamic Data Driven Simulation 3 Spatial Propagation Model of Electromagnetic Radiation Signal 3.1 Electromagnetic Radiation Signal s(t) 3.2 Propagation Path Gain Coefficient i 3.3 The Frequency Drift fi 3.4 The Received Signal at the i-th Receiver 4 The Electromagnetic Radiation Source Localization Approach 4.1 System Model 4.2 Measurement Model 4.3 Locating the Target Using Particle Filters 4.4 Weight Computation 5 Experimental Results and Analysis 5.1 Experiment Scenario and Parameter Setting 5.2 The Performance Indicators 5.3 The Experiment Results 6 Conclusions and Future Work References A Parallel Simulation Method for Active Distribution Network Transient Process Based on Real-Time Simulator 1 Introduction 2 Decoupling Equivalent Method for Power Grid Transient Simulation Model 3 Parallel Simulation Method for Distribution Network Based on Real-Time Simulator 3.1 Parallel Partition Simulation Technology in Real-Time Simulator 3.2 Parallel Simulation Method Based on Region Segmentation 4 Error Analysis of Parallel Transient Simulation 5 Case Study 6 Conclusion References Numerical Simulation of Acoustic Test Rake Shape Design Optimization 1 Introduction 2 Numerical Model and Calculation Method 2.1 Calculation Mode 2.2 Grid Division 2.3 Boundary Conditions and Numerical Calculation Methods 3 Numerical Calculation Results and Analysis 3.1 Influence Analysis of Original Test Rake on Engine Inlet Flow Field 3.2 Shape Design Optimization of Acoustic Test Rake 4 Conclusion References Gain-Scheduling Event-Triggered Load Frequency Control in Power Systems Under Delay Attacks 1 Introduction 2 Proposed Methodology 2.1 Overall Framework 2.2 ETC Parameter Under Arbitrary Attack Intensities 2.3 Switching Criteria for ETC Parameters 3 Numerical Results and Discussions 4 Conclusions References Performance Investigation of Grid-Connected PV System with Dual Current Control Under Unbalanced Voltage Sags 1 Introduction 2 Mathematical Description of the PV Converter Under the Unbalance Condition 3 Dual Current Control Scheme Based upon Positive and Negative SRF’S 3.1 DSOGI-Pll 3.2 Dual Current Control 4 Case Studies 4.1 Case 1: Single-Phase Voltage Drop by 20% 4.2 Case 2: Single-Phase Voltage Drop by 80% 5 Conclusion References Simulation and Shape Optimization of the Bleeding Pipe in Aero-Engine Internal Air System to Improve Mass Flow Measurement Accuracy 1 Introduction 2 Methodology 2.1 Bleeding Pipe Simulation 2.2 Convergent-Divergent Section Optimization 2.3 New Mass Flow Characteristics Function Construction 3 Result 4 Conclusion References Application of Modeling/Simulation in Energy Saving/Emission Reduction, Public Safety, Disaster Prevention/Mitigation Identification of High Emission Mobile Sources Based on Self-supervised Representation Network 1 Introduction 2 Methods 2.1 Self-supervised Learning Module 2.2 Representational Memory Module 2.3 Training and Classification 3 Experiments and Discussion 3.1 Datasets 3.2 Baselines 3.3 Results 4 Conclusion References Belief State Monte Carlo Planning for Multi-agent Visibility-Based Pursuit-Evasion 1 Introduction 2 Research Background 3 Approach 3.1 Partially Observable Multi-agent Gaming Abstraction 3.2 Belief State UCTCD Algorithm 3.3 Belief Update with Particle Filtering 4 Case Study 4.1 Scenario Description 4.2 Experiments and Results 4.3 Analysis 5 Conclusion References Dynamic Modeling and Predictive Control of Heavy-Duty Gas Turbines 1 Introduction 2 Modeling of Gas Turbine 2.1 Compressor and Turbine 2.2 Combustion Chamber 2.3 Pipe 2.4 Rotor 2.5 Dynamic Model Based on Modelica 3 Model Verification and Identification 3.1 Static Operation Condition 3.2 Dynamic Operation Condition 3.3 Model Identification 4 Multivariate Predictive Control 4.1 Augmented State Space Model 4.2 Feedback Correction 4.3 Receding Horizon Optimization 5 Control Simulation Experiment 5.1 Setpoint Tracking 5.2 External Disturbance 5.3 Internal Disturbance 5.4 Parameter Perturbation 6 Conclusion References Research on Modeling of a Fully Loaded Ultra-SuperCritical Coal-Fired Units Coordination System 1 Introduction 2 Full Load Segment Nonlinear Model 2.1 Model Structure and Assumptions 2.2 Full Load Segment Model Establishment 3 Model Parameter Calculation 3.1 Static Parameter Calculation 3.2 Dynamic Parameter Calculation 4 Model Validation 5 Conclusion References A Study on Accuracy of Flow Measurement of Intake Flow Tube Used in Fan Forward Acoustic Tester 1 Introduction 2 Research Object and Calculation Method 2.1 Geometric Mode 2.2 Calculation Method 3 Research Scheme 3.1 Simulation Model 3.2 Grid Division 3.3 Boundary Conditions and Convergence Judgment 4 Calculation Results and Analysis 4.1 Verification of Simulation Results 4.2 Comparison of Calculation Results of the Two Flow Coefficients 4.3 The Influence of Boundary Layer on Flow Measurement Results 4.4 The Influence of Static Pressure Distribution on Flow Measurement Results 4.5 Comprehensive Influence Results of Static Pressure Distribution and Boundary Layer 5 Conclusion References Modeling/Simulation Applications in the Military Field A Review of Cyberspace Operations Modeling and Simulation Research and Suggestions 1 Research Status of Cyberspace Operations Modeling and Simulation 1.1 Analysis of the Research Status of the Theoretical Method of Cyberspace Operations Modeling and Simulation 1.2 Analysis of the Research Status of Key Technologies in Cyberspace Operations Modeling and Simulation 1.3 Analysis of the Research Status of Cyberspace Operations Modeling and Simulation Support Platform 2 Future Trends in Cyberspace Operations Modeling Simulation 2.1 The Theoretical Methods of Modeling and Simulation Are Developing in the Direction of Systematization and Standardization 2.2 Modeling and Simulation Technology is Developing in the Direction of Intelligent, the Combination of Virtual and Real 2.3 Modeling and Simulation Support the Development of the Platform in the Direction of Integration and Actual Combat 3 Countermeasures and Suggestions for Promoting Cyberspace Operations Modeling and Simulation 3.1 Accelerate the Theoretical Research on Modeling and Simulation of Cyberspace Operations 3.2 Accelerate the Development of Standard and Norms for Cyberspace Operations Modeling and Simulation 3.3 Accelerate Breakthroughs in Key Technologies of Cyberspace Operations Modeling and Simulation 3.4 Accelerate the Cultivation of Cyberspace Operations Modeling and Simulation Professionals 3.5 Accelerate the Construction of a Cyberspace Operations Modeling and Simulation Platform References Conceptual Modeling and Simulation of Multi-unmanned Cluster Air-to-Ground Battle for Battalion-Level Units in Mountainous Areas 1 Introduction 2 Basic Conceptual Modeling 2.1 Operation Stage Division 2.2 Operation Action Division 3 Modeling the Guidance System of Joint Mission Thread Method 4 Index Optimization and Simulation Experiment 4.1 Ration Concept Index Based on JMT 4.2 Equipment Index Optimization 4.3 Simulation Experiment of Key Combat Activities 4.4 Basic Scenario Simulation Verification 5 Conclusion References Research on Intelligent Algorithm for Target Allocation of Coordinated Attack 1 Introduction 2 Coordinated Attack Target Allocation Problem 3 Intelligent Algorithm 3.1 Ant Swarm Algorithm 3.2 Simulated Annealing Algorithm 3.3 Particle Swarm Optimization 3.4 Genetic Algorithms 4 Improved Genetic Algorithm 5 Simulation 6 Conclusion References A Review of Beyond Landing Modeling and Simulation Research 1 Introduction 2 Current Situation of Beyond Landing Military Theory and Practice 2.1 The Current Situation of Beyond Landing Military Theory Research 2.2 The Current Situation of Beyond Landing Operations and Its Experiments 3 Current Situation of Beyond Landing Modeling and Simulations 3.1 The Current Situation of Framework Research on Modeling and Simulation 3.2 The Current Situation of Beyond Landing Operational Planning Research 3.3 Current Situation of Beyond Landing Operation Modeling Research 4 Problems and Challenges of Modeling and Simulation 4.1 There is a Gap Between Model Rules and Reality Operations 4.2 Complex Warfare Environment Modeling is Relatively Weak 4.3 Battle Level Modeling and Simulation Are Needed to Be Strengthened 5 Conclusions References Research on Simulation Sample Generation Technology Based on Multiple Variable Points 1 Introduction 2 Simulation Experiment Process Based on Variable Points 3 Simulation Scene Design and Selection of Multi-variable Points 3.1 Simulation Scene Design 3.2 Variable Point Selection Method 4 Effectiveness Evaluation Method 5 Experimental Results and Analysis 6 Conclusion References Simulation Verification of Cruise Missile Route Planning Based on Swarm Intelligence Algorithm 1 Introduction 2 Mathematical Model of Cruise Missile Route Planning 2.1 Route Planning Space Modeling 2.2 Fitness Function 3 Cruise Missile Route Planning Based on GWO 3.1 Rationale of GWO 3.2 Route Planning Process of GWO 4 Cruise Missile Route Planning Based on Firefly Algorithm 4.1 Rationale of Firefly Algorithm 4.2 Route Planning Process of Firefly Algorithm 5 Cruise Missile Route Planning Based on PSO 5.1 Rationale of PSO 5.2 Route Planning Process of PSO 6 Simulation Verification and Analysis 7 Conclusions References A Joint Operation Simulation Environment for Reinforcement Learning 1 Introduction 1.1 Background 2 Related Work 2.1 Learning Environments 2.2 RL Research on Military Decision 3 A Joint Operation Simulation Environment 3.1 Elements of a Joint Operation Simulation 3.2 Procedures of Joint Operation Simulation Drill 3.3 Unique Features of Joint Operation Simulation 4 Components of Joint Operation Simulation Environment 4.1 Observations 4.2 Actions 4.3 Reward and Mini-Games 4.4 Application Programming Interface 5 RL Baseline 6 Conclusion References Time Optimal Control of Mini-submarine Missile Based on Deep Reinforcement Learning 1 Introduction 2 Problem Formulation 3 Deep Reinforcement Learning 4 Mathematical Simulation 5 Conclusion References Modeling/Simulation Applications in Education and Training Research on Interactive Electronic Manual Based on VR Technology 1 Introduction 2 Related Technologies 2.1 IETM Technology 2.2 Virtual Reality Technology 3 “VR + MANUAL” Design and Technology Research 3.1 Functional and Architectural Design 3.2 Data Modeling Based on Ontology 3.3 Data-Driven Interactive Interface Generation Engine 3.4 Multi-class Information Fusion Visualization 4 Conclusion References Survey on Sharing Technology and Applications of Intelligent Manufacturing Training Equipment Based on Industrial Internet and Man-in-Loop Simulation 1 Introduction 2 Unique Features and Technical Demands of IMTE 2.1 Comparative Analysis of Equipment 2.2 Technical Demands for the Unique Features of IMTE 3 The Sharing Technical System Architecture of IMTE 3.1 Edge Layer 3.2 Cloud Platform Layer 3.3 Application Layer 4 Technologies and Applications 4.1 Model of Things (MoT) 4.2 Edge Computing 4.3 Big Data Analysis 4.4 Man-in-Loop Simulation 4.5 Security 5 Conclusion References Modeling/Simulation Applications in Entertainment and Sports Prediction of Game Result in Chinese Football Super League 1 Introduction 1.1 Significance of Football Data Analysis and Research Needs 1.2 Research Status of Football Data Analysis and the Work of This Paper 1.3 Data Processing 2 Analysis of Factors Affecting the Outcome of Competition 2.1 Logistic Lasso Model Steps 2.2 Similarity Measure of Data 3 Predict the Outcome of the Chinese Super League Competition 3.1 Triple Classification Models [14] 3.2 LSTM Prediction Model 4 Results and Conclusions References Author Index