Note: Intro -- Preface -- Contents -- System Detection -- Design of Collaboration Engine for Large-Scale Heterogeneous Clusters -- 1 Introduction -- 2 Problem Description -- 3 Cooperative Computing Engine -- 3.1 Design of Cooperative Computing Engine -- 3.2 Template Cooperative Execution Plan -- 3.3 State Machine Execution Plan -- 4 Experiments and Analysis -- 5 Summary and Prospect -- References -- Research on Multi-stage GPU Collaborative Model -- 1 Introduction -- 2 Problem Description -- 3 Cooperative Computing Model -- 3.1 Overview of Cooperative Computing Model -- 3.2 Formalized Description -- 3.3 Parameter Analysis -- 4 Experimental Analysis -- 4.1 Validity of Cooperative Computing -- 4.2 Parameter Verification of Cooperative Computing -- 5 Summary -- References -- HSO Algorithm for RRAP Problem in Three-State Device Network -- 1 Introduction -- 2 Hypothesis and Model -- 2.1 Hypothesis -- 2.2 Model -- 3 Coding and the Generation of New Solutions -- 3.1 Coding -- 3.2 New Solution Generation Algorithms -- 3.3 Fitness Function -- 4 Three-Stage Iterative PSO Algorithm -- 4.1 Three-Stage Iterative PSO Algorithms -- 4.2 Simulation -- 5 Improved HSO Algorithm -- 5.1 Algorithm -- 5.2 Simulation -- 6 Conclusion -- References -- A Method of Service Function Chain Arrangement for Load Balancing -- 1 Introduction -- 2 System Model and Constraints -- 3 Experiment and Performance Analysis -- 3.1 Experimental Setup -- 3.2 Analysis of Results -- 4 Conclusion -- References -- The Optimal Implementation of Khudra Lightweight Block Cipher -- 1 Introduction -- 2 Introduction of Khudra Algorithm -- 3 Hardware Optimization Method of Khudra -- 3.1 Local Optimization of the Algorithm -- 3.2 Global Optimization of the Algorithm -- 3.3 Simulation Results -- 4 Results and Analysis of Implementation of FPGA -- 5 Conclusions -- References. , Droop Control of Microgrid Based on Genetic Optimization Algorithm -- 1 Introduction -- 2 Microgrid Overview -- 2.1 Microgrid Composition -- 2.2 Basic Principles of Droop Control -- 3 Optimization Algorithm -- 3.1 Genetic Algorithm -- 3.2 Droop Controller Optimization -- 4 Case Analysis -- 5 Conclusion -- References -- Research and Implementation of a Remote Monitoring Platform for Antarctic Greenhouse -- 1 Introduction -- 2 Remote Monitoring Platform Architecture -- 3 Video Surveillance Design -- 3.1 Network Camera Physical Connection Method -- 3.2 Software Connection Method -- 4 Software Design -- 4.1 Database Design -- 4.2 Communication Protocol Design -- 4.3 Database Form Transfer Process -- 4.4 Socket Communication Design -- 5 System Implementation and Application -- 6 Conclusion -- References -- Application Research in DC Charging Pile of Full-Bridge DC-DC Converter Based on Fuzzy Control -- 1 Introduction -- 2 DC-DC Circuit Topology of Phase-Shifted Full-Bridge for DC Charging Post -- 2.1 Control Principle of DC Charging Pile -- 2.2 Phase-Shifted Full-Bridge DC-DC Circuit Topology -- 3 Small-Signal Model of DC-DC Circuit -- 3.1 The Unified Circuit Model of Buck Circuit -- 3.2 Small-Signal Model of Phase-Shifted Full-Bridge DC-DC Circuit -- 4 Design of Fuzzy Self-tuning PI Controller -- 4.1 Circuit Control Strategy -- 4.2 Design of Fuzzy Self-tuning PI Controller -- 5 Simulation Study -- 5.1 Modeling of Phase-Shifted Full-Bridge DC-DC Converter -- 5.2 Simulation Analysis -- 6 Conclusion -- References -- Performance Analysis of Multi-user Chaos Measurement and Control System -- 1 Introduction -- 2 Analysis of the Performance of Chaotic Spread Spectrum System Against Multiple Access Interference -- 2.1 Effect of Different SNR on the BER of the System -- 2.2 Effect of Spread Frequency Sequence Length on System BER Performance. , 2.3 Effect of Number of Users on System Error Rate -- 3 Conclusions -- References -- Effect of Magnetic Field on the Damping Capability of Ni52.5Mn23.7Ga23.8/Polymer Composites -- 1 Introduction -- 2 Experiments and Discussion -- 3 Conclusion -- References -- Knock Knock: A Binary Human-Machine Interactive Channel for Smartphone with Accelerometer -- 1 Introduction -- 2 Definition and Evaluation of Interactive Gestures -- 2.1 Gesture Definition -- 2.2 Feasibility Analysis -- 3 Construction of Binary Human-Machine Interactive Channel -- 3.1 The Construction Processes -- 3.2 Sensor Data Collecting and Filtering -- 3.3 Bit Cutting -- 3.4 Gesture Recognition Based on Machine Learning -- 4 Experiments -- 4.1 Experiment of Bit Cutting -- 4.2 Recognition Results -- 5 Conclusion -- References -- Remote Network Provisioning with Terminals Priority and Cooperative Relaying for Embedded SIM for NB-IoT Reliability -- 1 Introduction -- 2 System Model and Problem Formulation -- 3 Outage Probability Analysis of the System -- 4 Simulation and Results -- 5 Conclusion -- References -- Design of a Fully Programmable 3D Graphics Processor for Mobile Applications -- 1 Introduction -- 2 Proposed Graphics Processor Design -- 2.1 System Architecture -- 2.2 Distributed Primitive Clipping -- 2.3 Hierarchical Tile-Based Rasterization -- 3 Experimental Results -- 4 Conclusion -- References -- Outer Synchronization Between Complex Delayed Networks with Both Uncertain Parameters and Unknown Topological Structure -- 1 Introduction -- 2 The Network Model and Preliminaries -- 3 Synchronization Between the Networks with Non-identical Topology -- 4 Numerical Simulation -- 5 Conclusions -- References -- Discussion on the Application of Digital Twins in the Wear of Parts -- 1 Introduction -- 2 Research Status of Digital Twin Technology. , 3 The 3D Model of Mechanical Operation Being Applied -- 4 Design of Parameters of Real-Time Wear Detection Model for Parts -- 5 Design of Real-Time Wear Detection Model Panel -- 5.1 Data Comparison Panel Being Designed -- 5.2 Setting the Position of Sensitive Probe -- 5.3 Replacement of Control Panel Design -- 5.4 Design of Model Output Panel -- 5.5 Design of Contrast Panel for Parameter Adjustment Effect -- 6 Research Summary -- References -- Research on Key Algorithms of Segmented Spectrum Retrieval System -- 1 Introduction -- 2 Data Sets and Settings -- 3 Segmented Spectral Feature Extraction Algorithm -- 4 Segmented Spectrogram Retrieval Algorithms -- 4.1 Similarity Measure Method -- 4.2 Segmented Spectrogram Retrieval Algorithms -- 4.3 Analysis of Retrieval Performance -- 5 Conclusion -- References -- Research on Fuzzy Control Strategy for Intelligent Anti-rear-end of Automobile -- 1 Introduction -- 2 Fuzzy Controller for Rear-End Collision Avoidance -- 2.1 Structure of Fuzzy Control System -- 2.2 Process of Fuzzy Controlling Strategy -- 2.3 Designation of Fuzzy Controller -- 3 System Design Scheme -- 3.1 System Hardware Design -- 4 The Software Design of System -- 5 The Fuzzy Control Simulation Based on Simulink -- 5.1 The Establishment of Fuzzy Reasoning System -- 5.2 Compilation of Fuzzy FIS Input and Output Membership Function for Anti-rear-end Collision System -- 5.3 Compilation of FIS Fuzzy Rules for Anti-rear-end Collision System -- 6 Conclusion -- References -- Design and Optimization of Wind Power Electric Pitch Permanent Magnet Synchronous Servo Motor -- 1 Introduction -- 2 Electromagnetic Design -- 2.1 Stator and Rotor Structure Design -- 2.2 Permanent Magnet Design -- 2.3 Electromagnetic Calculation Results -- 3 Electromagnetic Simulation and Optimization of Servo Motor -- 3.1 Motor Optimization Based on Genetic Algorithm. , 3.2 Comparison of Results Before and After Optimization -- 4 Test and Analysis of Electric Pitch PMSM -- 4.1 No-load Back EMF Measurement Test -- 4.2 Motor Load Test -- 5 Summary -- References -- Design of Step Servo Slave System Based on EtherCAT -- 1 Introduction -- 2 Introduction to the EtherCAT Protocol -- 3 Step Servo Slave System Design -- 3.1 The Hardware Design -- 3.2 The Software Design -- 4 EtherCAT Slave Information File Profile -- 5 System Function Test -- 6 Conclusion -- References -- Investigation of Wind Turbine Blade Defect Classification Based on Deep Convolutional Neural Network -- 1 Introduction -- 2 Method -- 2.1 Wind Turbine Blade Ultrasonic Detection Data Acquisition -- 2.2 Structure of One-Dimensional Time-Domain CNN -- 2.3 Structure of WPT-CNN -- 3 Results and Discussion -- 4 Conclusion -- References -- Research on Weakening Cogging Torque of Permanent Magnet Synchronous Wind Generator -- 1 Introduction -- 2 Principle Analysis of Cogging Torque -- 3 Finite Element Analysis -- 3.1 Effect of Pole-Slot Matching on Cogging Torque -- 3.2 Effect of Skew Width on Cogging Torque -- 3.3 Effect of Notch Width on Cogging Torque -- 4 Analysis of Generator Performance Impact After Optimization -- 5 Conclusions -- References -- Research on Edge Network Resource Allocation Mechanism for Mobile Blockchain -- 1 Introduction -- 2 System Model -- 2.1 Trust Value Evaluation Model -- 2.2 Resource Allocation Model -- 3 Model Solving -- 3.1 Trust Value Calculation -- 3.2 Double Auction -- 4 Simulation -- 5 Conclusion -- References -- MATSCO: A Novel Minimum Cost Offloading Algorithm for Task Execution in Multiuser Mobile Edge Computing Systems -- 1 Introduction -- 2 Related Work -- 3 System Model -- 3.1 Architecture -- 3.2 Problem Formulation -- 4 Algorithm Design -- 5 Performance Evaluation -- 6 Conclusions -- References. , Medical Data Crawling Algorithm Based on PageRank.

Note: Intro -- Preface -- Contents -- IOTS Internet of Things and Smart Systems -- A Double Incentive Trading Mechanism for IoT and Blockchain Based Electricity Trading in Local Energy Market -- 1 Introduction -- 2 Blockchain-Based Local Energy Market -- 3 Methodology -- 3.1 System Architecture -- 3.2 Transaction Mechanism -- 4 Case Study -- 5 Conclusion -- References -- A Survey on Task Offloading in Edge Computing for Smart Grid -- 1 Introduction -- 2 Edge Computing -- 2.1 Definition of Edge Computing -- 2.2 Architecture of Edge Computing -- 3 Task Offloading in Edge Computing -- 3.1 The Classification of Task Offloading -- 3.2 Task Unloading Process -- 3.3 Task Offloading Scenario -- 4 Challenges and Future Works -- 5 Conclusion -- References -- Data Fusion of Power IoT Based on GOWA Operator and D-S Evidence Theory -- 1 Introduction -- 2 Related Works -- 3 DFMD -- 4 Simulation -- 4.1 Datasets -- 4.2 Simulation Results -- 5 Conclusion -- References -- Edge Task Offloading Method for Power Internet of Things Based on Multi-round Combined Auction -- 1 Introduction -- 2 Related Work -- 3 Problem Formulation -- 4 Algorithm Design Based on Auction Model -- 4.1 Tender Submission Stage -- 4.2 Resource Block Pre-allocation Phase -- 4.3 Winner Determination Stage -- 5 Experimental Evaluation -- 6 Conclusion -- References -- VEC-MOTAG: Vehicular Edge Computing Based Moving Target Defense System -- 1 Introduction -- 2 Related Work -- 3 Threat Model and System Overview -- 4 System Design: Vehicular Edge Computing Based MOTAG System -- 4.1 Accessibility Constraint -- 4.2 QoS Constraints -- 4.3 Capacity Constraints -- 5 Evaluation -- 6 Conclusion -- References -- AIA Artificial Intelligence and Applications -- Short-Term Wind Power Forecasting Based on the Deep Learning Approach Optimized by the Improved T-distributed Stochastic Neighbor Embedding. , 1 Introduction -- 2 Proposed Approaches -- 2.1 Wind Power Forecasting Model Architecture Design -- 2.2 Data Preprocessing of the Wind Power Time Series -- 2.3 Metrics Design for Wind Power Forecasting -- 3 Experiments -- 4 Conclusions -- References -- Adaptive Image Steganographic Analysis System Based on Deep Convolutional Neural Network -- 1 Introduction -- 2 Adaptive Image Steganography Analysis Method -- 2.1 Deep Convolutional Neural Network Structure -- 2.2 Steganalysis Method -- 3 Model Training -- 3.1 Experimental Data and Platform -- 3.2 Experimental Results and Analysis -- 4 System Design -- 4.1 System Framework Design -- 4.2 System Function -- 5 Conclusion -- References -- RETRACTED CHAPTER: An Efficient Channel Attention CNN for Facial Expression Recognition -- 1 Introduction -- 2 Related Work -- 3 Method -- 3.1 Face Detection and Correction -- 3.2 Improved Network Framework Based on DenseNet -- 3.3 Loss Function -- 4 Experiment -- 4.1 Experimental Platform -- 4.2 Experimental Results -- 5 Conclusion -- References -- Handwritten Digit Recognition Application Based on Fully Connected Neural Network -- 1 Introduction -- 2 Key Technologies of Fully Connected Neural Network in Handwritten Digit Recognition -- 2.1 Activation Function -- 2.2 Sigmoid Function -- 2.3 Relu Function -- 2.4 Loss Function -- 2.5 The Core Code of the Fully Connected Neural Network in the Application of Handwritten Digit Recognition -- 3 MNIST Data Set -- 3.1 Analysis of Results -- References -- Detection System of Truck Blind Area Based on YOLOv3 -- 1 The Introduction -- 2 YOLOv3 -- 2.1 Introduction to YOLOV3 Algorithm -- 2.2 YOLO3 Network Structure -- 3 System is Introduced -- 3.1 System Architecture Diagram -- 3.2 The System Design -- 4 The System Test -- 4.1 The Test Environment -- 4.2 Test Indicators -- 4.3 The Experimental Process -- 5 Conclusion -- References. , Driver Fatigue Detection Algorithm Based on SMO Algorithm -- 1 Introduction -- 2 Fatigue State Recognition Based on Machine Vision -- 2.1 Face Feature Location -- 2.2 Extraction of Eye Feature Parameters Based on SMO Selection Strategy -- 2.3 Training Test Based on the Opening and Closing Degree of Human Eyes -- 3 Simulation Experiment -- 4 Conclusion -- References -- Image Mosaic Technology Based on Harris Corner Feature -- 1 Introduction -- 2 Theory and Technology -- 2.1 Image Registration -- 2.2 Harris Image Feature Extraction -- 2.3 Calculation of Homography Matrix -- 3 Image Mosaic Process -- 3.1 Feature Point Capture -- 3.2 Adaptive Non-maximum Suppression -- 3.3 Description of Key Points -- 3.4 Matching of Key Points -- 3.5 The Composition of New Images -- 4 Experiment -- 4.1 Image Mosaic of Existing Data Sets -- 4.2 Actual Shot Image -- 5 Concludes -- References -- Image Semantic Segmentation Based on Joint Normalization -- 1 Introduction -- 2 Related Work -- 3 Method -- 3.1 Network Structure -- 3.2 Normalization Method -- 4 Experiment -- 4.1 Dataset -- 4.2 Analysis -- 5 Conclusion -- References -- DeepINN: Identifying Influential Nodes Based on Deep Learning Method -- 1 Introduction -- 2 Related Work -- 2.1 Node Identification Method Based on Node Ranking Method -- 2.2 Network Embedding Method -- 3 DeepINN -- 3.1 Node Similarity Based on Network Embedding -- 3.2 Node Sampling Algorithm Based on Community Structure -- 3.3 Node Screening Strategy Based on Influential Communities -- 4 Experimental Results -- 4.1 Data Preparation -- 4.2 Parameter Settings of the Network Embedding Methods -- 4.3 Results -- 5 Conclusion -- References -- Lightweight Semantic Segmentation Convolutional Neural Network Based on SKNet -- 1 Introduction -- 2 Related Work -- 3 Method -- 3.1 The Network Structure -- 3.2 SKNet -- 4 Experiment. , 4.1 Experimental Environment -- 4.2 Experimental Results and Analysis -- 5 Conclusion -- References -- The Research on Image Detection and Extraction Method Based on Yin and Yang Discrete Points -- 1 Introduction -- 2 Design of the Sampling Method of Yin and Yang Discrete Points -- 2.1 Yin and Yang Discrete Points Sampling -- 2.2 Parameter Tuning of Discrete Point Sampling Method -- 2.3 Analysis of Anti-noise Interference Ability -- 2.4 Constructing Independent Regions of Discrete Graphs -- 3 Research on Shape Detection and Extraction Based on Yin And Yang Discrete Points -- 4 Experimental Results -- 5 Conclusion -- References -- Research on Short-Term Power Load Prediction Based on Deep Learning -- 1 Introduction -- 2 Deep Learning Models -- 3 Prediction Results and Analysis of Power Short-Term Load Models -- 4 Conclusion -- References -- Image Repair Methods Based on Deep Residual Networks -- 1 Related Work -- 2 Body Method -- 2.1 Repair the Module -- 2.2 Mitigation Module -- 2.3 Loss Function -- 3 Analysis of Experimental Results -- 4 Conclusions -- References -- Real-Time Traffic Sign Detection Based on Improved YOLO V3 -- 1 Introduction -- 2 YOLO V3 Target Detection Algorithm -- 3 Data Collection and Data Enhancement -- 3.1 Data Collection -- 3.2 Data Enhancement -- 4 Analysis of Experimental Simulation Results -- 5 Conclusion -- References -- Design of Ground Station for Fire Fighting Robot -- 1 Introduction -- 2 Ground Station Design -- 2.1 Basic Composition of Ground Stations -- 2.2 Operating System Module -- 2.3 Wireless Communication Module -- 2.4 Power Module -- 3 Project Design -- 3.1 Wireless Communication Module Design -- 3.2 Power Module Design -- 3.3 Overall Design Diagram Design -- 4 Conclusion -- References -- Baby Expression Recognition System Design and Implementation Based on Deep Learning -- 1 Introduction -- 2 Related Work. , 2.1 Deep Learning Based on Neural Networks -- 2.2 Expression Detection and Correction -- 2.3 Face Recognition Technology -- 3 System Design -- 3.1 General Interface Design -- 3.2 Objective Comparison -- 3.3 System Module -- 3.4 Software Testing -- 4 Conclusion -- References -- Handwriting Imitation with Generative Adversarial Networks -- 1 Introduction -- 2 Related Work -- 3 Architecture -- 4 Experiment -- 4.1 Data Set -- 4.2 Experiment Result -- 5 Conclusion -- 6 Expectation -- References -- Epidemic Real-Time Monitor Based on Spark Streaming Real-Time Computing Algorithm -- 1 Introduction -- 2 Related Work -- 2.1 Introduction to Spark -- 2.2 Introduction to Spark Streaming -- 2.3 Comparison of the Advantages and Disadvantages of Spark Streaming and Storm -- 3 Method -- 3.1 Algorithm Introduction -- 3.2 Algorithm Implementation -- 4 Experiments -- 4.1 Test Results -- 5 Conclusion -- References -- Design and Implementation of Fruit and Vegetable Vending Machine Based on Deep Vision -- 1 Introduction -- 2 System Hardware Design -- 3 System Programming -- 3.1 System Control Terminal Design -- 3.2 System Recognition Terminal Program Design -- 4 Overall System Debugging -- 5 Summary and Outlook -- References -- Design and Implementation of License Plate Recognition System Based on Android -- 1 Introduction -- 2 The Overall Algorithm Flow of the System -- 3 Image Preprocessing -- 3.1 Image Grayscale Algorithm Selection -- 3.2 Image Binarization Algorithm Selection -- 3.3 Edge Detection Algorithm Selection -- 3.4 Morphological Processing -- 4 License Plate Positioning -- 5 Character Segmentation Test and Analysis -- 6 Application Design -- 7 Summary and Outlook -- References -- Pseudo-block Diagonally Dominant Matrix Based on Bipartite Non-singular Block Eigenvalues -- 1 Introduction. , 2 Quasi-block Diagonally Dominant Matrix Based on Bipartite Non-singular Block Eigenvalues.

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