Intro
Preface
Organization
Contents - Part I
Contents - Part II
Contents - Part III
Artificial Intelligence
DDG-Based Optimization Metrics for Defect Prediction
1 Introduction
2 Related Work
3 Compilation Optimization Metrics
4 Dataset and Experimental Setup
4.1 Dataset
4.2 Metrics Models
4.3 Performance Metrics
4.4 Experimental Methodology
4.5 Results and Analysis
5 Conclusion
References
Link Prediction Based on Sampled Single Vertices
1 Introduction
2 Local Random Walk and Evaluation Index
2.1 LRW
2.2 AUC
2.3 Precision

2.4 Ranking Score
3 The Idea of Sampling
4 Methods
5 Experimental Results and Analysis
6 Conclusion
References:
Operation Configuration Optimization of Power Gas Energy Hub System Considering NOx Emission
1 Introduction
2 Energy Hub
3 Particle Swarm Optimization (PSO)
4 Objective Function
4.1 Emission Cost
4.2 System Operation Cost
4.3 Objective Function
5 Constraint Condition
5.1 Power System Constraints
5.2 Energy Hub Constraints
5.3 Natural Gas System Constraints
5.4 Energy Storage Equipment Constraints
6 Example Analysis

6.1 Example Description
6.2 Simulation Results
6.3 Comparative Analysis of Numerical Examples
References
Fire Detection Approach Based on Vision Transformer
1 Introduction
2 Related Work
2.1 CNNs Based Fire Detection
2.2 Vision Transformer
2.3 Linear Embedding
2.4 Vision Transformer Encoder
2.5 Multi-head Self-Attention Layer (MSA)
3 Proposed Method
3.1 Swin Transformer Block
3.2 Shifted-Window Based Self-Attention
3.3 Shifted Window Partitioning in Successive Blocks
4 Experimental Results and Discussion
4.1 Dataset
4.2 Data Augmentation

4.3 Implementation Details
4.4 Compared with CNN-Based Fire Detection Methods
5 Conclusion
References
Construction and Application of Air Pollutant Concentration Prediction Model Based on Multivariate
1 Introduction
2 Related Work
2.1 Forecast Based on Grey Model
2.2 Forecast Based on Bayesian Network Model
3 Related Work
3.1 Grey Prediction Model Based on Fractional Order
3.2 Forecasting Model Based on Bayesian Network
4 Experimental Result and Analysis
4.1 Dataset
4.2 Evaluation Index
4.3 The Experimental Results and Analysis

4.4 Experimental Analysis Summary
5 Conclusion
References
Research on Management Optimization of College Student Apartment Based on MCR Model
1 Preface
2 Study Area and Research Method
2.1 Brief Introduction of the Study Area
2.2 Methods of Study
3 Research Results
3.1 MCR Maps for Four Different Types of Sources
3.2 Comprehensive MCR Chart for Four Grades
4 Discussion
5 Conclusion
References
Sub-base Station Power Optimization Based on QoS and Interference Temperature Constraints for Multi-user Input and Output
1 Introduction
1.1 Related Work