Communications, Signal Processing, and Systems: Proceedings of the 11th International Conference on Communications, Signal Processing, and Systems, Vol. 2

✍ Scribed by Qilian Liang, Wei Wang, Xin Liu, Zhenyu Na, Baoju Zhang

• Publisher: Springer
• Year: 2023
• Tongue: English
• Leaves: 376
• Series: Lecture Notes in Electrical Engineering, 873
• Category: Library

✦ Synopsis

This book brings together papers presented at the 2021 International Conference on Communications, Signal Processing, and Systems, Changbaishan, China, July 23-24, 2022, which provides a venue to disseminate the latest developments and to discuss the interactions and links between these multidisciplinary fields. Spanning topics ranging from communications, signal processing and systems, this book is aimed at undergraduate and graduate students in Electrical Engineering, Computer Science and Mathematics, researchers and engineers from academia and industry as well as government employees (such as NSF, DOD and DOE).

✦ Table of Contents

Contents
Synthetic Aperture Radar Image Ship Detection Based on YOLO-SARshipNet
1 Introduction
2 Model Structure and Improvement Methods
2.1 Backbone
2.2 Feature Pyramid Networks
2.3 Loss Function
2.4 Feature Distillation
3 Experimental Results and Discussion
3.1 Dataset and Experiment Setup
3.2 Experiment Results
3.3 Ablation Experiment
4 Conclusion
References
Target Recognition and Tracking Based on Point Cloud Fusion of Automotive Millimeter-Wave Radar and Camera
1 Introduction
2 Methodology
2.1 Point Cloud Clustering Algorithm Based on Automotive Millimeter Wave Radar
2.2 Monocular Depth Estimation Algorithm Based on Distance-Pixel
2.3 Target Recognition and Tracking Algorithm
3 Experiment and Analysis
3.1 Experiment on the Range-Pixel-Based Monocular Depth Estimation Algorithm
3.2 Experiment on the Target Recognition and Tracking Algorithm
4 Conclusion
References
Micro-doppler Feature Extraction of UAVs Based on Synchrosqueezed Transform and Ridge Path Regrouping
1 Introduction
2 UAV Blade Echo Signal Model
2.1 Geometric Model
2.2 Echo Signal Model
3 Micro-doppler Feature Extraction Method
3.1 Synchrosqueezed Transform
3.2 Extraction Algorithm
4 Experiment and Analysis on UAV Blade Micro-doppler
4.1 Parameter Setting for the Simulation Experiment
4.2 Experiment Result and Analysis
5 Conclusion
References
Radial Basis Function Neural Network Based Fast Directional Modulation Design
1 Introduction
2 Review of Directional Modulation Based on a Traditional Optimisation Method
2.1 Principle of Narrowband Beamforming
2.2 DM Design Based on a Traditional Optimisation Method for a Given Array Geometry
3 Directional Modulation Design Based on RBF Neural Network
3.1 The RBF Neural Network Model
3.2 Orthogonal Least Squares Training Algorithm for RBF Networks
4 Simulation Results
5 Conclusions
References
A Precoding Algorithm Based on Weighted MMSE for MmWave MU-MIMO System with Discrete Lens Array
1 Introduction
2 System Model and Problem Formulation
2.1 Beamspace MU-MIMO System Model
2.2 Problem Formulation
3 Proposed Precoding Algorithm Based on Weighted MMSE
3.1 The Relationship Between Received MMSE and SE
3.2 Problem Reformulation
3.3 Proposed Precoding Alogrithm
4 Simulation Results and Analysis
5 Conclusion
References
Directional Modulation Design Based on Hybrid Beamforming Structure for Massive MIMO
1 Introduction
2 DM Design Based on Interleaved Subarrays
3 Design Examples
4 Conclusions
References
Research on Ranging Range Based on Binocular Stereo Vision Plane-Space Algorithm
1 Introduction
2 Plane-Space Algorithm
3 Surface Constraints - Range Sweep Algorithm
4 Experimental Analysis
4.1 Experimental Principle and Steps
4.2 Experimental Data and Analysis
5 Conclusion
References
Research on Plane-Space Algorithm of Binocular Stereo Vision Under Zoom Condition
1 Introduction
2 Zoom-Plane-Space Algorithm
2.1 Algorithm Model
2.2 Algorithmic Proof
3 Simulation and Analysis
3.1 Parameters and Methods of Simulation
3.2 Result Analysis
4 Conclusion
References
Research on Tablet Crack Detection Algorithm Based on Improved YOLOv5
1 Introduction
2 Related Work
2.1 YOLOv5 Algorithm Structure
2.2 Involution
2.3 Varifocal Loss
3 Lightweight YOLOv5 Detection Algorithm
3.1 Data Enhancement
3.2 Fusing Involution
3.3 Improving Loss Function
4 Experimental Analysis
4.1 Experimental Data Set
4.2 Experimental Parameters
4.3 Experimental Result
5 Conclusion
References
Research on Classification Model of Visual Function Abnormality for Auxiliary Diagnosis Based on Machine Learning
1 Introduction
2 Algorithm Processing Process
3 Data and Methods
3.1 General Information
3.2 Data Pre-processing
3.3 Model Training
3.4 Model Optimization
3.5 Model Evaluation
4 Results and Presentation
4.1 Performance Comparison of Six Machine Learning Algorithms
4.2 Results and Analysis of Model Optimization
4.3 Operation Effect Demonstration
5 Conclusion
References
A Hybrid Architecture of 5G Private Network Solution for Urban Rail Transportation Systems
1 Introduction
2 The Key Characteristics of 5G
2.1 Massive MIMO
2.2 Network Slice
3 5G and Transportation
3.1 Small Volumes URTS
3.2 5G Solution
4 Field Test Results
5 Conclusion
References
Fault Diagnosis of the Power Transformer Based on PSO-SVM
1 Introduction
2 Brief Review of SVM and PSO
2.1 SVM
2.2 PSO
3 Transformer Fault Diagnosis Method Based on PSO-SVM
4 Case Study
5 Conclusion
References
Data Acquisition and Performance Analysis on Discharge Process of Wide Temperature Resistant Battery
1 Introduction
2 Experimental Methods
2.1 Test Device and Data Acquisition Platform
2.2 Test Data Collection Object
2.3 Test Process and Data Collection Content
3 Data Processing and Analysis
3.1 Discharge Performance Data Processing and Analysis of Batteries at Low Temperature
3.2 Discharge Performance Data Processing and Analysis of Battery Under High Temperature Conditions
3.3 Processing and Analysis of Energy Density Data
4 Conclusion
References
Research and Design of Harmonic Measurement Instrument for High-Voltage Transmission Lines Based on Field Strength Method
1 Field Strength Method for Obtaining Harmonic Signals
2 Design of Harmonic Detector
2.1 Design of Harmonic Measurement Sensor
2.2 Design of Handheld Receiver Device
3 Software Implementation Methods for Systems
3.1 Analysis of Voltage Harmonics Algorithms
3.2 Components of a Harmonic Detection System
3.3 Implementation of a Harmonic Detection System
4 Comparison of Experimental Data
5 Conclusion
References
Study of Smart Home Environment Monitoring System Based on Cloud Platform and Android
1 Introduction
2 Data Collection and Processing
2.1 Modeling Variables and Training Samples
2.2 Data Processing Based on Neural Network
3 Structure of Monitoring System
3.1 Hardware Design
3.2 IoT Cloud Platform and Mobile Terminal
3.3 Experimental Test and Analysis
4 Conclusion
References
PFANet: A Network Improved by PSPNet for Semantic Segmentation of Street Scenes
1 Introduction
2 Related Work
3 Method
3.1 Feature Fuse Module
3.2 Attention Module
4 Experiment
4.1 Dataset
4.2 Implementation Details
4.3 Ablation Studies
5 Conclusion
References
A Multi-band Frequency Conversion Scheme Based on Single Optical Frequency Comb for High-Throughput Satellite Applications
1 Introduction
2 Principle
3 Simulation Results and Analysis
4 Conclusion
References
Energy-Efficient UAV Trajectory Plan for 6G Networks
1 Introduction
2 System Model
2.1 Communication Model
2.2 Power Consumption Model
3 Problem Formulation
4 Algorithm Analysis
5 Simulation Results
6 Conclusion
References
Survey on Decoding Schemes of the Polar Code Using the Deep Learning
1 Introduction
2 The Development Process of Deep Learnings
3 Traditional Decoding Algorithm for Polar Codes
4 Neural Network-Based Polar Code Decoding Method
5 Conclusions
References
Shadow Removal Network with Error Map Prediction
1 Introduction
2 Related Work
3 Methods
3.1 Error Map
3.2 Network Design
4 Experiments
4.1 Network Architecture and Implementation Details
4.2 Experimental Evaluation
5 Conclusion
References
FFP-MVSNet: Feature Fusion Based Patchmatch for Multi-view Stereo
1 Introduction
2 Related Work
3 Method
4 Experiments
5 Conclusion
References
Sentiment Analysis Based on CNN and BILSTM Model
1 Introduction
2 LSTM Network Model Structure
3 The CNN Model Architecture
4 Overall Model
5 Dataset Introduction
6 Model Performance Comparison
7 Conclusion
References
A Novel Angle Measuring Method for 2D Digital Array Radars
1 Introduction
2 2D Digital Array Radar and Digital Beamforming Process
3 Beamforming Process Based on the Window Function
4 Angle Measuring Method for DAR Based on DFT and Angle Rotation
5 Numerical Simulation and Discussions
6 Conclusion
References
Blockchain-Driven Revocable Ciphertext-Policy Attribute-Based Encryption for Public Cloud Data Sharing
1 Introduction
2 Revocable CP-ABE Based on Re-writable Blockchain
2.1 System Model
2.2 Chameleon Hash Function
2.3 Concrete Construction
2.4 Re-writable Blockchain Design
2.5 Attribute Revocation
3 Security Analysis
4 Performance Analysis
5 Conclusion
References
D2D-Aided Multicasting with Multi-armed Bandit Based Clustering
1 Introduction
2 Network Model
3 Network Performance
4 Numerical Results
5 Conclusion
References
Collaborative Sparse Unmixing Network Based on Deep Algorithm Unrolling
1 Introduction
2 The Unmixing Model
3 The Proposed Unmixing Network
4 Experimental Results
5 Conclusion
References
Channel-Stationary Entropy Model for Multispectral Image Compression
1 Introduction
2 Related Work
3 Proposed Method
3.1 Network Core Module
3.2 Rate Distortion Optimization
3.3 Implementation Details
3.4 Datasets
4 Results
4.1 Quality Criteria
4.2 Experimental Result Analysis
5 Conclusion
References
IOWA-Based Dynamic Trusted Assessment Model for System Operational State Behavior
1 Introduction
2 Related Work
3 IB-DTASOS Model
3.1 Abstract Description and Definition
3.2 Trusted Measurement Model
4 Conclusion
References
Multispectral Image Compression Based on Improved Residual Network
1 Introduction
2 Proposed Method
2.1 Spectral Attention
2.2 Cot Block
2.3 Rate-Distortion Optimizer
3 Experiment
4 Conclusion
References
Research on Multi-domain Data Transmission and Presentation Algorithm Based on WiFi Network
1 Introduction
2 System Model
3 Proposed Method
3.1 Data Preprocessing
3.2 Data Transmission
3.3 Multi-domain Data Interpolation
3.4 Data Visualization
4 Implementation and Performance Analysis
5 Conclusion
References
Research on Spectrum Sensing Algorithm Based on Deep Neural Network
1 Introduction
2 Related Work
2.1 System Model
2.2 Noisy Activation Function
3 Spectrum Sensing Based on Noisy Activation Deep Neural Network
4 Experimental Analysis
4.1 Dataset Generation and Pre-processing
4.2 Experimental Configuration and Network Training
4.3 Simulation Results
5 Conclusion
References
Analysis and Optimization of Cogging Torque in Line-Start Permanent Magnet Synchronous Machine by Changing the Rotor Teeth and Slots
1 Introduction
2 Analytical Model of Lspmsm Cogging Torque
3 Method to Reduce Cogging Torque
4 Performance of LSPMSM After Optimized
5 Conclusions
References
Beam Tracking Scheme Based on Dispersed Beams in mmWave Communication
1 Introduction
2 System Model
2.1 Channel Model
2.2 Delay-Phase Precoding Structure
3 Beam Tracking Based on Dispersed Beams
4 Simulation Result
5 Conclusion
References
Hierarchical Attention Networks for Multispectral Image Compression
1 Introduction
2 Related Work
3 Proposed Method
3.1 ImConvNext and DeImConvNext Networks
3.2 Rate Distortion Optimization
3.3 Implementation Details
4 Results
5 Conclusion
References
Directional Modulation Design Based on Generalized Recurrent Neural Network
1 Introduction
2 Review of DM Design Based on Narrowband Linear Antenna Arrays
2.1 ULA-Based Narrowband Beamforming
2.2 DM Design with an Interference Constraint
3 Generalized Regression Neural Network
4 Design Examples
5 Conclusions
References
Target Parameter Estimation Method Based on Information Theory
1 Introduction
2 Parameter Estimation Method
2.1 The Passive Radar Model
3 Parameter Estimation Method
4 Performance Evaluation
5 Results and Discussion
6 Conclusion
References
A Modified Subspace Tracking Algorithm for Space-Time Adaptive Processing in Inhomogeneous Environment
1 Introduction
2 Signal Model and Problem Formulation
3 STAP with Modified Subspace Tracking Algorithm
4 Simulations
5 Conclusion
References
Integrated Recognition of Multi-class Battlefield Signals Based on Multi-resolution Analysis
1 Introduction
2 Analysis of Battlefield Signals
3 Recognition Principle
3.1 Wavelet Transform
3.2 Multi-resolution Analysis
3.3 Feature Extraction
3.4 Recognition Process
4 Design of SVM Decision Tree Classifier
5 Simulations
6 Conclusions
References
Research on Adaptive Cancellation Technology
1 Introduction
2 Adaptive Cancellation Technology
2.1 Step-Size Factor
2.2 Filter Order
2.3 Simulation and Analysis
3 Training-Storage Mode Analysis
4 Conclusions
References
Radiation Source Identification by Feature Fusion
1 Introduction
2 Radiation Source Fingerprint Feature Extraction
2.1 Signal Model
2.2 Hilbert Time Spectrogram
3 High-Level Feature Fusion
4 Simulations and Analysis
4.1 Parameters
4.2 Identification Results
5 Conclusion
References
Design and Trial Manufacture of Methanol Reforming Hydrogen Fuel Cell Power Supply
1 Introduction
2 Scheme Design and Prototype Trial Production
2.1 Structure Design of Fuel Cell Power Supply
2.2 Main Control Design Ideas
2.3 Prototype Trial Production
3 Test and Result Analysis
3.1 Fuel Cell Dynamics
3.2 Reliability Test
3.3 Overload Capacity
3.4 Continuous Start Test
4 Conclusions
References
Multi Station Direct Location Algorithm of Narrowband Coherent Source Based on Spatial Smoothing
1 Introduction
1.1 Mathematica Model of Coherent Source Direct Location
1.2 Multi Station Direct Algorithm Base on Spatial Spectrum Estimation
1.3 Uniform Area Array Division Decoherent Direct Location
1.4 Simulation Experiment and Analysis
1.5 Simulation Experiment and Analysis
References
Fast Multi-target Sensing and Tracking for Directional Array-Deployed UAV Systems
1 Introduction
2 System Model
3 Proposed Multi-target Sensing and Tracking Scheme
4 Fast Preliminary Parameter Estimation
5 Accurate AOA Estimation for Multiple Targets
6 Complexity Analysis
7 Simulation Results
8 Conclusion
References
Design and Optimization of Sounding Sequence for Multi-antenna Air-to-ground Channel Measurements
1 Introduction
2 Channel Measurement System
3 Sounding Sequence Design for Multi-antenna Measurement System
3.1 Sliding-correlation-based Channel Measurement
3.2 Sounding Sequence Based on Different Root Indexes
3.3 Sounding Sequence Based on Nonlinear Phase Modulation
4 Measurement Verification
5 Conclusion
References
LoS Probability Prediction for A2G mmWave Communications by Using Ray-tracer Under Virtual Urban Scenarios
1 Introduction
2 The Proposed LoS Probability Prediction
3 Prediction Network Training and Optimization
3.1 Reconstructed Virtual Scenarios and Data Collection
3.2 NN-based LoS Probability Prediction Network
3.3 Hyperparameter Optimization of NN
4 Simulation and Validation
5 Conclusion
References
Author Index