Note: Intro -- Preface -- Organization -- Contents -- Application of Improved RFID Anti-collision Algorithm in Cylinder Inflation System -- Abstract -- 1 Introduction -- 2 System Solutions -- 2.1 System Composition -- 2.2 System Functional Requirements -- 3 Algorithm Principle -- 3.1 Basic Binary Search Algorithm Principle -- 3.2 Introduction -- 3.3 Algorithm Process -- 3.4 Analysis -- 4 Monitoring System Design and Testing -- 4.1 Monitoring System Design -- 4.2 Monitor System Real-Time Data Test -- 5 Conclusion -- References -- User-Controlled Encrypted Data Sharing Model in Cloud Storage -- Abstract -- 1 Introduction -- 2 Related Work -- 3 Data Sharing Model -- 3.1 Secure Sharing Model -- 3.2 Application Scene -- 4 Encryption -- 4.1 Security Encryption -- 4.2 Algorithm Design -- 5 Experiment -- 5.1 Function Realization -- 5.2 Security Analysis -- 5.3 Performance Analysis -- 6 Conclusions -- Acknowledgements -- References -- A Cache Consistency Protocol with Improved Architecture -- Abstract -- 1 Introduction -- 2 Consistency Protocol Optimization -- 2.1 The Analysis and Optimization of Bus Listening Protocol -- 2.2 Directory Consistency Protocol -- 3 Experimental Verification -- 4 Conclusion -- Acknowledgments -- References -- A Fast Frequency Switching Algorithm for Multi-parameter Fusion Decision Mechanism -- Abstract -- 1 Introduction -- 2 System Model -- 2.1 System Framework -- 2.2 Multi-parameter Fusion Decision -- 2.3 Handoff Progress -- 3 Analysis of Secondary Users' Extended Data Delivery Time -- 4 Numerical Results -- 5 Conclusions -- References -- Offline Chinese Signature Verification Based on AlexNet -- Abstract -- 1 Introduction -- 2 Pre-processing -- 3 CNN and AlexNet Architecture -- 4 Experiment -- 4.1 Data Set -- 4.2 Offline Chinese Signature Verification Based on AlexNet -- 4.3 Comparison of Offline Signature Verification Methods. , 5 Conclusion -- References -- An Optimized Method for Turbocharged Diesel Engine EGR Performance Evaluation -- Abstract -- 1 Introduction -- 2 Preliminary Knowledge -- 2.1 Multi-objective Grey Decision-Making -- 2.2 Grey Correlation Analysis -- 3 Optimization of Decision-Making Target Weights -- 3.1 Evaluation Target Selection -- 3.2 Establishment of NOX Index Weight -- 3.3 Establishment of All Index Weight -- 4 Establishment of Optimization Model -- 5 Test Validation and Result Analysis -- 5.1 Acquisition of Test Data -- 5.2 Analysis of Results -- 6 Conclusion -- Acknowledgement -- References -- Research on User Safety Authentication Based on Biometrics in Cloud Manufacturing -- Abstract -- 1 Introduction -- 2 Related Introduction -- 2.1 Cloud Manufacturing -- 2.2 Biometrics and Its Risks -- 2.3 Point Set Topological Group Fractal Changing Algorithm -- 3 User Access Security Authentication Design Model in Cloud Manufacturing -- 4 Biological Feature Information Encryption Instance Simulation -- 4.1 Point Set Topological Group Fractal Changing Algorithm Instance Running -- 4.2 Generate Point Set Topological Group Fractal Changing Operation Value -- 5 Conclusion -- Acknowledgements -- References -- An Improved Harris-SIFT Algorithm for Image Matching -- Abstract -- 1 Introduction -- 1.1 Feature Point Detection Algorithm -- 1.2 Extreme Value Detection in Scale Space -- 1.3 Allocation of Key Points -- 1.4 Key Point Descriptor Generation -- 2 Improved Harris-SIFT Algorithm -- 2.1 Detection of Feature Points -- 2.2 Description of Feature Points -- 2.3 SIFT Feature Vector Matching -- 3 Experimental Result and Analysis -- 4 Conclusion -- Funding Project -- References -- Spark Memory Management -- Abstract -- 1 Introduction -- 2 Performance Analysis System Design -- 3 Spark Memory Management -- 4 Experimental Verification. , 4.1 Memory Management Deficiencies and Improvements -- 5 Conclusions -- References -- A Quantitative Model for Analysis and Evaluation of Tor Hidden Service Discovery -- 1 Introduction -- 2 Background -- 2.1 Tor -- 2.2 Related Work -- 3 Our Approach -- 3.1 Coupon Collector Problem -- 3.2 Discover Hidden Services by Running HSDirs -- 3.3 Modeling -- 4 Evaluation -- 4.1 Experiment Deployment -- 4.2 Evaluation -- 5 Conclusion -- References -- Research on Compressed Sensing Signal Reconstruction Algorithm Based on Smooth Graduation l1 Norm -- Abstract -- 1 Introduction -- 2 Signal Reconstruction Based on Smooth Graduation l_{1} Norm -- 2.1 Basic Knowledge -- 2.2 The Improved l_{1} Question Model -- 2.3 Algorithm Examples -- 3 Reconstructed Signal Algorithm Based on Smooth Approximation Norm l_{p} -- 3.1 Preliminary Knowledge -- 3.2 Smooth Approximation of the Norm l_{p} in the Algorithm -- 4 Experimental Description -- 5 The References Section -- References -- Performance Evaluation of Structured Compressed Sensing Based Signal Detection in Spatial Modulation 3D MIMO Systems -- Abstract -- 1 Introduction -- 2 System Model -- 3 Structured Compressed Sensing Based Signal Detection -- 3.1 Grouped Transmission Scheme -- 3.2 Subspace Pursuit Algorithm -- 3.3 Structured Subspace Pursuit Algorithm -- 4 Performance Analysis -- 5 Conclusion -- References -- Facial Appearance Description Through Facial Landmarks Computation -- Abstract -- 1 Introduction -- 2 Proposed Method -- 3 Experiments -- 4 Conclusion -- Acknowledgement -- References -- Research and Implementation of Distributed Simulation System Based on HLA -- Abstract -- 1 Introduction -- 2 Distributed Simulation System Based on HLA -- 2.1 System Composition -- 2.2 Functions of Subsystems -- 3 System Implementation -- 3.1 Runtime Environment -- 3.2 Federation Design -- 3.3 Federation File. , 3.4 HLA Workflow -- 4 Experiments -- 4.1 Setup and Modeling -- 4.2 Simulation Operation -- 4.3 Result Analysis -- 5 Summary -- References -- Study on Rolling Bearing On-Line Health Status Estimation Approach Based on Vibration Signals -- Abstract -- 1 Introduction -- 2 Methodology -- 2.1 Feature Extraction -- 2.2 Pattern Recognition -- 2.3 Proposed Approach -- 3 Experimental Validation -- 4 Conclusion -- Acknowledgment -- References -- A Novel Individual Radio Identification Algorithm Based on Multi-dimensional Features and Gray Relation Theory -- Abstract -- 1 Introduction -- 2 Basic Theory -- 2.1 Integral Envelope Theory -- 2.2 PCA Analysis Theory -- 3 Simulation and Analysis -- 4 Conclusion -- Acknowledgements -- References -- A New Robust Rolling Bearing Vibration Signal Analysis Method -- Abstract -- 1 Introduction -- 2 Holder Coefficient Algorithm -- 3 Gray Relation Algorithm -- 4 Proposed Approach -- 5 Experimental Validation -- 6 Conclusion -- Acknowledgment -- References -- Two-Dimensional Fractal Dimension Feature Extraction Algorithm Based On Time-Frequency -- 1 Introduction -- 2 Research on Fractal Feature of Digital Signal -- 2.1 Fractal Box Dimension Theory -- 2.2 Simulation Experiment -- 3 Research on Two-Dimensional Fractal Dimension Features Based on Time-Frequency Images -- 3.1 Research on Algorithm of Time-Frequency Image Box Dimension -- 3.2 Simulation Experiment -- 4 Conclusion -- References -- Accurate Decision Tree with Cost Constraints -- Abstract -- 1 Introduction -- 2 Background -- 3 Overview -- 3.1 Problem Definition -- 3.2 The Overview of the Proposed Method -- 4 Algorithms -- 4.1 Branching Strategy -- 4.2 Cost Pruning Strategy -- 4.3 Algorithm Complexity -- 5 Experiment -- 5.1 Comparisons -- 5.2 Accuracy Vs. Cost Constraint -- 5.3 The Impact of Attribute Costs -- 6 Conclusion -- Acknowledgment -- References. , A Signal Recognition Method Based on Evidence Theory -- Abstract -- 1 Introduction -- 2 Preliminaries -- 2.1 Dempster-Shafer Evidence Theory -- 2.2 The Rényi Entropy Based on WVD -- 2.3 The Rényi Entropy Based on CWT -- 2.4 Singular Spectrum Entropy -- 3 Experiments -- 4 Conclusion -- Acknowledgements -- References -- Research on Intelligent Test Paper Based on Improved Genetic Algorithm -- Abstract -- 1 Introduction -- 2 Analysis of Intelligent Test Paper -- 2.1 Constraints on Smart Packets -- 2.2 The Objective Function of Intelligent Test Paper -- 3 Improved Genetic Grouping Algorithm -- 4 Experimental Verification -- 5 The References Section -- References -- A Fast Cyclic Spectrum Detection Algorithm for MWC Based on Lorentzian Norm -- Abstract -- 1 Introduction -- 2 Cyclic Spectrum Estimation Based on Compressive Sensing -- 2.1 MWC Compressed Sampling -- 2.2 Cyclic Spectrum of Compressed Sampling Signal -- 3 Problems in MWC Signal Reconstruction -- 3.1 Arbitary Sparse Structure Model -- 3.2 Effect of Analog Low Pass Filter -- 4 Cyclic Spectrum Detection Algorithm for MWC -- 4.1 Sparse Optimization Objective Function -- 4.2 ASS-MMV Fast Reconstruction Algorithm -- 5 Numerical Experiment -- 6 Conclusion -- References -- Trusted Computing Based on Interval Intuitionistic Fuzzy Sets in Cloud Manufacturing -- Abstract -- 1 Introduction -- 2 Establishment of Trust Degree Calculation Model Based on Interval Intuitionistic Fuzzy Sets -- 2.1 Interval Intuitionistic Fuzzy Entropy and Solution of Group Decision Weight -- 2.2 Ranking and Distance Formula of Interval Intuitionistic Fuzzy Numbers -- 2.3 Gray Correlation Coefficient Matrix -- 3 Experiment Analysis -- 4 Conclusion -- Acknowledgements -- References -- Topic-Aware Influence Maximization in Large Recommendation Social Networks -- Abstract -- 1 Introduction -- 2 Related Works. , 3 Diffusion Model and Problem Statement.

Note: Intro -- Preface -- Organization -- Contents -- p-ADMM Algorithm for Sparse Image Recovery Under Impulsive Noise -- 1 Introduction -- 2 Symmetric -Stable (SS) Distribution Model -- 3 Proximity Operator for p-Norm Function -- 4 Proposed p-ADMM Algorithm -- 5 Recovery of Images in the Impulsive Noise Environment -- 6 Conclusion -- References -- Research on the New Mode of Undergraduates' Innovation and Entrepreneurship Education Under the Background of 'Internet Plus' -- Abstract -- 1 Introduction -- 2 Basic Model -- 2.1 Load Balancing -- 2.2 Resource Scheduling -- 2.3 Web Service -- 3 Load Balancing Based Resource Scheduling Algorithm -- 3.1 Load Time Series Preprocessing -- 3.2 Model Parameter Estimation -- 3.3 Load Sequence Prediction Algorithm -- 4 Results and Analysis -- 5 Conclusion -- Acknowledgements -- References -- Automatic Summarization Generation Technology of Network Document Based on Knowledge Graph -- Abstract -- 1 Introduction -- 2 Related Research -- 3 The Model of Automatic Summarization Generation -- 3.1 TextRank Algorithm -- 3.2 Industry Knowledge Graph Construction -- 3.3 The Description of Implementation Algorithm -- 4 Experiment and Evaluation -- 4.1 Constructing Packaging Knowledge Graph -- 4.2 Algorithm Evaluation -- 5 Conclusions -- Acknowledgements -- References -- Research on Two-Dimensional Code Packaging Advertising and Anti-counterfeiting Based on Blockchain -- Abstract -- 1 Introduction -- 2 Related Research -- 3 The Model of Two-Dimensional Code Packaging Advertising and Anti-counterfeiting Based on Blockchain -- 3.1 System Architecture -- 3.2 Model and Algorithm -- 4 Experiment and Evaluation -- 4.1 Function Realization -- 4.2 Security Analysis -- 5 Conclusions -- Acknowledgements -- References -- An Improved Human Action Recognition Method Based on 3D Convolutional Neural Network -- Abstract -- 1 Introduction. , 2 Network Model Overall Design -- 2.1 Network Model Process Design -- 2.2 3D Convolutional Neural Network -- 2.3 NIN (Network in Network) -- 2.4 Network Architecture Design -- 3 Experiment -- 3.1 Data Set Introduction -- 3.2 Experimental Analysis and Design -- 3.3 Analysis of Results -- 4 Conclusion -- Acknowledge -- References -- Multi-user ALE for Future HF Radio Communication by Leveraging Wideband Spectrum Sensing and Channel Prediction -- 1 Introduction -- 2 System Model and Path Design -- 3 Channel Probing of Multi-user -- 4 Channel Selection and ALE -- 5 Simulation Results and Discussion -- 5.1 Algorithm Convergence Analysis -- 5.2 System Performance Analysis -- 6 Conclusion -- References -- SDN Dynamic Access Control Scheme Based on Prediction -- Abstract -- 1 Introduction -- 2 SDN Dynamic Access Control Scheme Based on Prediction -- 2.1 Flow Table Threshold Prediction Algorithm -- 2.2 Dynamic Access Control Module -- 3 Prototype and Experimental Validation -- 3.1 Experimental Environment and Parameters -- 3.2 Performance -- 4 Conclusions -- References -- A Single Source Point Detection Algorithm for Underdetermined Blind Source Separation Problem -- Abstract -- 1 Introduction -- 2 Problem Formulation -- 3 The Proposed Algorithm -- 4 Simulation Results and Analysis -- 5 Conclusion -- Acknowledgment -- References -- Identification and Elimination of Abnormal Information in Electromagnetic Spectrum Cognition -- Abstract -- 1 Introduction -- 2 System Model -- 2.1 Perceptual Process -- 2.2 Perceptual Process -- 3 Robust Perceptual User Evaluation Reference System -- 3.1 Review of Existing Reference Systems -- 3.2 The Proposed Reference System -- 4 Anomaly Identification Mechanism Based on Bayesian Learning -- 4.1 Bayesian Batch Learning Algorithm -- 4.2 Bayesian Online Learning Algorithm. , 5 Abnormal Data Elimination Based on Proposed Reference System -- 5.1 Identification of Abnormal Data -- 5.2 Elimination of Abnormal Data -- 5.3 Threshold and Efficient Purification Standards -- 6 Performance Analysis -- 6.1 Simulation Parameter Settings -- 6.2 Analysis of Results -- 7 Conclusion -- Acknowledgment -- References -- Design and Implementation of Pedestrian Detection System -- Abstract -- 1 Introduction -- 2 Related Works -- 3 Pedestrian Detection System Design -- 3.1 Regional Proposal -- 3.2 IoU -- 3.3 Non-maximum Suppression -- 3.4 Training -- 4 Experiments -- 4.1 Influence of Color on Pedestrian Detection System -- 4.2 The Effect of Image Compression Quality on Pedestrian Detection System -- 5 Conclusion -- Acknowledgment -- References -- 1090ES ADS-B Overlapped Signal Separation Research Based on Infomax Extension -- Abstract -- 1 Introduction -- 2 ADS-B Signal Model -- 3 BSS Principle -- 3.1 The Principle of Infomax Extension Algorithm -- 3.2 Crosstalk Error -- 4 Algorithm Simulation and Experiment -- 5 Analysis of Simulation Results -- 6 Conclusion -- References -- Real-Time Monitoring Technology of Potato Pests and Diseases in Northern Shaanxi Based on Hyperspectral Data -- Abstract -- 1 Introduction -- 2 Real-Time Monitoring Technology of Potato Pests and Diseases -- 2.1 Research Area -- 2.2 Hyperspectral Data Acquisition and Preprocessing -- 2.3 Potato Planting Range Information Extraction -- 2.4 Establishing a Logistic Regression Model -- 2.5 Disaster Area Monitoring -- 3 Contrast Experiment -- 4 Conclusions -- Fund Project -- References -- Multi-mode Retrieval Method for Big Data of Economic Time Series Based on Machine Learning Theory -- Abstract -- 1 Introduction -- 2 Big Data Multi-pattern Retrieval Scheme Design -- 2.1 Search Model Construction -- 2.2 Big Data Pattern Matching -- 2.3 The Implementation of Retrieval Scheme. , 3 Experiments -- 3.1 Experimental Results and Analysis -- 3.2 Experimental Conclusion -- 4 Conclusion -- Fund Project -- References -- Research on Parallel Forecasting Model of Short-Term Power Load Big Data -- Abstract -- 1 Introduction -- 2 Short-Term Power Load Forecasting Theory Analysis -- 2.1 Short-Term Power Load Big Data Classification Analysis -- 2.2 Selected Short-Term Power Load Big Data Prediction Theory -- 3 Model Design of Short-Term Power Load Big Data Parallel Prediction -- 3.1 Building a Map/Reduce Framework -- 3.2 Prediction Flow Design Based on Map/Reduce Framework -- 3.3 Realization of Short-Term Power Load Big Data Forecast -- 3.3.1 Short-Term Power Load Forecast of the Entire Network -- 3.3.2 Subnet Short-Term Power Load Big Data Forecast -- 4 Test Analysis -- 4.1 Selected Test Test Data -- 4.2 Prediction Test Results Analysis -- 5 Conclusion -- References -- Approximate Data Fusion Algorithm for Internet of Things Based on Probability Distribution -- Abstract -- 1 Introduction -- 2 Internet of Things Sensing Layer Data Fusion Model -- 2.1 Network Models and Security Assumptions -- 2.2 System Parameter Design and Workflow -- 3 Approximate Fusion Method Based on Probability Distribution -- 3.1 Ordinary Leaf Node Fusion -- 3.2 Cluster Head Data Fusion -- 3.3 Base Station Data Fusion -- 4 Performance Analysis -- 5 Experiment Analysis -- 6 Conclusion -- Acknowledgements -- References -- An Adaptive Threshold VIRE Algorithm for Indoor Positioning -- Abstract -- 1 Introduction -- 2 Improvement of VIRE Algorithm -- 3 Experiment and Results -- 4 Conclusion -- References -- Two-Dimensional Super-Resolution Direction Finding Algorithm for Wideband Chirp Signals -- Abstract -- 1 Introduction -- 2 Signal Model -- 3 Focusing Energy of the Signals -- 4 Simulations -- 5 Conclusion -- References. , Research on Data Synchronism Method in Heterogeneous Database Based on Web Service -- Abstract -- 1 Introduction -- 2 Structure Design of Heterogeneous Databases -- 3 Research on Data Synchronism Method Based on Web Service -- 3.1 Design of Synchronous Execution Flow -- 3.2 SQL Statement Decomposition -- 3.3 Realization of Data Synchronism Method Based on Web Service -- 4 Experiment -- 4.1 Experimental Analysis -- 4.2 Experimental Results -- 5 Conclusion -- References -- Automatic Calibration System of English Lesson Plan Information Under Big Data Analysis -- Abstract -- 1 Introduction -- 2 Hardware Design of Automatic Calibration System for English Lesson Plan Under Big Data Analysis -- 2.1 Design of Power Supply -- 2.2 Calibrator Design -- 2.3 Display Design -- 3 Software Design of Automatic Calibration System for English Teaching Plan Based on Big Data Analysis -- 4 Experimental Research -- 4.1 Experimental Parameters -- 4.2 Experiment Process -- 4.3 Experimental Results and Analysis -- 4.4 Experimental Conclusions -- 5 Concluding Remarks -- References -- Design of Intelligent Driving System for Variable Speed Vehicle Based on Big Data Analysis -- Abstract -- 1 Introduction -- 2 Design of Intelligent Driving System for Variable Speed Vehicle Based on Big Data Analysis -- 2.1 Hardware Structure Design of Automatic Driving System for Variable Speed Vehicle -- 2.2 Hardware Framework of Intelligent Automatic Driving System for Transmission Vehicles -- 3 Software Design of Intelligent Automatic Driving System for Variable Speed Vehicle -- 3.1 Design of Autopilot Simulation Component Library -- 3.2 Design of Auto Driving System Protection Module -- 3.3 Design of Speed Control Module for Auto Autopilot System -- 4 Experimental Analysis -- 4.1 Experimental Process -- 4.2 Comparison of Difference Between Vehicle Route and Target Route. , 4.3 Comparison of Difference Between Parking Targets.