
Proceedings of PURPLE MOUNTAIN FORUM 2019-International Forum on Smart Grid Protection and Control
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He is one of the leading experts in the area of power system stability analysis and control. The Complementary-Cluster Energy-Barrier Criterion (CCEBC) developed by him is a rigorous theory and quantitative method for general motion stability of non-conservative and non-autonomous systems. The Extended Equal-Area Criterion (EEAC) for power system stability is just such an example. The outstanding performances of EEAC have been demonstrated by on-line operation records in many EMS environments all over the world. Based on EEAC,the so-called Wide Area Monitoring Analysis Protection-control (WARMAP) system has been served in East China Power Grid since December 2006, which is the first blackout defense system in the world.
Content
- Intro
- Preface
- Preface of International Seminar Paper Collection
- Contents
- Planning, Operation and Control of Integrated Energy Systems
- 1 Analysis and Suppression Strategy of Sub-synchronous Oscillation for Wind-Thermal-Bundled Power Transmitted by Series-Compensated System
- Abstract
- 1 Introduction
- 2 Mechanism Analysis of SSO for Wind-Thermal-Bundled Power Transmitted by Series-Compensated System
- 3 Sub-synchronous Oscillation Suppression Using STATCOM
- 4 Case Studies
- 4.1 The System Model
- 4.2 The Suppression of STATCOM on SSO
- 5 Conclusions
- Acknowledgements
- References
- 2 Analysis on the Characteristics of 2016 Wind Damage Trips of Power Grid in China's Major Areas
- Abstract
- 1 Introduction
- 2 Wind Damage Trips of Transmission Lines in 2016
- 2.1 Spatial Distribution
- 2.2 Temporal Distribution
- 2.3 Reclosure
- 2.4 Voltage Level Distribution
- 3 Annual Variation Characteristics of Wind Damage Trip
- 4 Summary
- Acknowledgements
- References
- 3 Research on Correlation Between Wind Power and Load in Different Weather Conditions
- Abstract
- 1 Introduction
- 2 Classification of Weather Conditions
- 3 Correlation Between Wind Power and Load in Different Weather Conditions
- 3.1 Linear and Rank Correlation Coefficients
- 3.2 Joint Distributions Based on Optimal Copula Functions
- 3.3 Correlation Verification in Another Place
- 4 Conclusion
- Acknowledgements
- References
- 4 Research on Operational Optimization Technology of Regional Integrated Energy System Considering Operating Cost and Reliability
- Abstract
- 1 Introduction
- 2 Multi-objective Operation Optimization Framework
- 3 Multi-objective Operation Optimization Model
- 3.1 Objective Function
- 3.2 System Constraints
- 4 Dispatching Model and Solution
- 5 Case Study
- 5.1 Typical Case
- 5.2 Results and Discussion
- 6 Conclusion
- References
- 5 Voltage Optimization Strategy for Distribution Network Considering Distributed Photovoltaic Active Power Reduction
- Abstract
- 1 Introduction
- 2 Design of Complex Affine Model of DPV and Load
- 2.1 Complex Affine Model of DPV
- 2.2 Complex Affine Model of Load
- 3 The Coordination and Optimization Strategy for Reactive-Active Power Reduction with DPV
- 4 The Coordination and Optimization Model for Reactive-Active Power Reduction with DPV
- 4.1 Objective Function
- 4.2 Constraint Condition
- 5 Model Solving Method
- 6 Cases Analysis
- 6.1 Analysis of Reactive Power Optimization Results
- 6.2 Analysis of DPV Active Power Reduction Optimization Results
- 6.3 Analysis of Reactive Power Optimization Results After Increasing Reactive Power Adjustable Capacity
- 7 Conclusion
- Acknowledgements
- References
- 6 Two-Stage Optimal Allocation Model of User-Side Energy Storage Based on Generalized Benders Decomposition
- Abstract
- 1 Introduction
- 2 User-Side Energy Storage Model
- 2.1 Energy Storage Assessment Model
- 2.2 Optimizing Constraints
- 2.3 Monthly Energy Storage Optimization Model
- 2.4 Optimal Dispatch of Daily Energy Storage
- 3 Generalized Benders Decomposition Principle
- 4 Optimal Configuration of Energy Storage on User Side
- 5 Simulation
- 5.1 Energy Storage Assessment
- 5.2 Energy Storage Optimization Before April and February
- 5.3 Optimizing Daily Energy Storage
- 6 Conclusion
- References
- 7 Research on Power-Efficiency Synchronization of Wireless Power Transfer
- Abstract
- 1 The Introduction
- 2 System Modeling and Theoretical Analysis
- 3 Power-Efficiency Synchronization Matching Parameters
- 3.1 Power-Efficacy Synchronization Analysis
- 3.2 Impedance Matching Analysis
- 4 Matlab Simulation Verification
- 5 The Matching of Load and Distance
- 6 Conclusion
- References
- 8 Day-Ahead Optimized Economic Dispatch of Integrated Electricity-Heating Systems Considering Wind Power Consumption
- Abstract
- 1 Introduction
- 2 Integrated Electricity-Heating System Structure with Air Source Heat Pump
- 2.1 Air Source Heat Pump
- 2.2 Integrated Electricity-Heating System
- 3 Model of the Integrated Electricity-Heating System
- 3.1 Objective Functions
- 3.2 Constraints of the Model
- 4 Case Study
- 4.1 Composition of Case Study System
- 4.2 Analysis of Wind Curtailment Power and System Cost in the Electricity-Heating System
- 4.2.1 Case Analysis
- 4.2.2 Scenario 1 and Scenario 2
- 4.2.3 Scenario 3 and Scenario 4
- 4.2.4 Scenarios 1-4
- 5 Conclusion
- Funding
- References
- 9 Comprehensive Evaluation Model of Decommissioned Battery for Electric Vehicles Based on AHP-CRITIC
- Abstract
- 1 Introduction
- 2 Evaluation of Health Factors of Decommissioned Batteries Based on Improved Clustering Analysis
- 2.1 Extraction of Health Characteristics of Decommissioned Batteries
- 2.2 Clustering Evaluation Model of Health Factors of Decommissioned Batteries
- 3 Evaluation of Economic Indicators of Decommissioned Batteries Based on AHP-CRITIC
- 3.1 Classification of Economic Indicators
- 3.2 Quantitative Processing of Indicator Characteristics
- 3.3 Evaluation of Comprehensive Economic Indicators
- 4 Optimal Evaluation Model of Decommissioned Power Batteries Based on Curve Characteristics and Economic Dimensions
- 4.1 Objective Function
- 4.2 Constraints
- 4.3 Model Solution
- 5 Example Analysis
- 6 Conclusion
- References
- 10 Improved Control Strategy of Virtual Synchronous Generator in Response to Power Grid Harmonics
- Abstract
- 1 Introduction
- 2 Basic Principles of VSG
- 3 Improved VSG Control Strategy for Harmonics in Power Grid
- 3.1 Equivalent Model Analysis of VSG
- 3.2 Extraction of Inductance Current Reference Value Based on Improved Double Second-Order Generalized Integral
- 3.3 Full Feed-Forward Control of Grid Voltage Based on Inertial Integral Link
- 3.4 Analysis and Selection of Current Regulator
- 4 Simulation and Experimental Results
- 4.1 Simulation Results
- 4.2 Experimental Results
- 5 Conclusion
- References
- 11 Study and Application of the Integrated Energy Management and Service System
- Abstract
- 1 Introduction
- 2 The Overall Architecture of IEMSS
- 3 Functional Design of Energy Management System for Integrated Energy
- 4 Key Technology
- 4.1 Steady-State Energy-Flow Modeling Technology for Integrated Energy
- 4.2 Comprehensive Decision Technology for Integrated Energy Based on Hierarchical Analysis
- 5 Applications
- 6 Conclusion
- Acknowledgements
- References
- 12 Energy Storage System Investment Decision Based on Internal Rate of Return
- Abstract
- 1 Introduction
- 2 Energy Storage System Net Cash Flow Model
- 2.1 Energy Storage System Cash Inflow Model
- 2.2 Energy Storage System Cash Outflow Model
- 2.3 Internal Rate of Return
- 2.4 Planning Path
- 3 Particle Swarm Optimization Algorithm Based on Hybridization and Gaussian Mutation
- 4 Case Analysis
- 5 Conclusion
- Acknowledgements
- References
- 13 Coordination Control Method and Realization of Micro Grid Synchronized Connection
- Abstract
- 1 Introduction
- 2 Micro Grid System Structure
- 3 Realization of Synchronized Grid-Connected Coordinated Control Function in Micro Grid
- 3.1 Implementation Scheme
- 3.2 Identification and Matching of Operation Mode of Micro Grid
- 3.3 Synchronized Measurement Value Calculation and Power Quality Judgment
- 3.4 Prediction of Synchronized Closing
- 3.5 Real-Time Regulation and Seamless Switching Technology of Synchronous Grid Connection Based on GOOSE Communication
- 3.6 Establishment of GOOSE Model
- 3.7 Off-Grid Control Technology of Microgrid
- 4 Application
- 5 Epilogue
- References
- 14 The Optimal Configuration of AC/DC Hybrid Microgrid with Mobile Energy Storage Considering Seasonal DC Load
- Abstract
- 1 Introduction
- 2 The Transfer Strategy of MES Based on the Structure of AC/DC Hybrid MG
- 2.1 The Structure of AC/DC Hybrid MG in Normal Operation
- 2.2 The Transfer Strategy of MES in Abnormal Operation
- 3 The Two-Layer Optimal Configuration Model of AC/DC Hybrid MG with MES Considering Seasonal DC Load
- 3.1 The Outer Optimization Configuration Model
- 3.2 The Inner Optimization Configuration Model
- 3.3 The Solving Process and Advantages of Bi-level Configuration Model
- 4 Case Study
- 4.1 Comparative Analysis of Three Optimized Configuration Methods
- 4.2 The Analysis of Charge and Discharge Characteristics of ES and MES During Normal Operation
- 4.3 The Analysis of Charge and Discharge Characteristics of ES and MES During Abnormal Operation
- 5 Conclusion
- Appendix
- References
- 15 A Method for Consistency Determination of Battery Energy Storage System Based on Fuzzy Comprehensive Evaluation
- Abstract
- 1 Introduction
- 2 Evaluation Indicators
- 2.1 State of Charge (SOC) and Internal Resistance
- 2.2 Voltage
- 2.3 Temperature
- 3 Fuzzy Comprehensive Evaluation Method
- 3.1 Determination of Evaluation Grades
- 3.2 Normalization of Indicator Data
- 3.3 Establishment of Relation Matrix by Fuzzy Membership Function
- 3.4 Determination the Weights by Anti-entropy Weights Method
- 4 Case Analysis
- 4.1 Case 1
- 4.2 Case 2
- 5 Summary
- References
- 16 Mesh Method for Distribution Network Planning Model Based on Bi-level Planning
- Abstract
- 1 Introduction
- 2 Distribution Network Abstraction
- 2.1 Actual Grid Abstraction
- 2.2 Distribution Network Connection Pattern Topology Abstraction
- 3 Mesh Method for Distribution Network Planning Model
- 3.1 Upper Level Planning
- 3.2 Lower Level Planning
- 4 Planning Model Solving Method
- 5 Test Result
- 5.1 Description of Planning Area
- 5.2 Optimization Solution
- 5.3 Result Analysis
- 6 Conclusion
- Acknowledgements
- References
- 17 An Online Equivalent Method of Large-Scale Wind Power Based on Multi-source Data Fusion
- Abstract
- 1 Introduction
- 2 Multi-source Data Fusion
- 2.1 Multi-source Data Acquisition and Self-checking
- 2.2 Multi-source Remote Measurement Data Fusion
- 2.3 Multi-source Remote Sign Data Fusion
- 2.4 Network Topology Update and Node Power Balance Check
- 3 Wind Farm Flow Adjustment
- 4 Wind Farm Equivalent
- 4.1 Wind Farm Parameters
- 4.2 Wind Power Generator Grouping
- 4.3 Wind Power Generator Equivalent
- 5 Case Verification
- 6 Conclusion
- Acknowledgements
- References
- 18 Multi-objective Optimal Allocation of Distributed Generation Considering Environmental Target and Uncertainty of EV
- Abstract
- 1 Introduction
- 2 Probabilistic Modeling and Simulation of EV Charging Characteristics
- 2.1 Behavior Characteristics of EV
- 2.2 Characteristics and Charging Mode of EV's Battery
- 3 Time-Sequence Characteristics of DG and Load
- 3.1 Time-Sequence Characteristics of DG
- 3.2 Extraction Method of Time-Sequence Characteristics of Load
- 4 Multi-objective DG Optimal Configuration Model
- 4.1 Objective Function
- 4.2 Constraint Condition
- 4.3 Synthetic Objective Function
- 5 Solution of the Model
- 5.1 Particle Position Coding Scheme Setting
- 5.2 Binary Bat Algorithm
- 5.3 Stochastic Power Flow Calculation Method
- 6 Simulation Analysis
- 6.1 Simulation System Configuration
- 6.2 Clustering Processing Results of Load Time-Sequence Data
- 6.3 Simulation Results and Analysis
- 7 Conclusion
- References
- 19 Research on Optimal Configuration of Energy Hub Considering System Flexibility
- Abstract
- 1 Introduction
- 2 EH, IDR and System Flexibility Modeling
- 2.1 EH Structure and Modeling
- 2.2 System Flexibility Demand and Indexes
- 3 Optimal Configuration Model of EH Considering Flexibility
- 3.1 Objective Function
- 3.2 Constraints
- 3.3 Model Solution
- 4 Case Study and Discussion
- 4.1 Basic Data
- 4.2 Optimal Configuration Results Analysis
- 4.3 System Flexibility of Typical Days Analysis
- 5 Conclusion
- References
- 20 Design and Evaluation of Primary Frequency Modulation Control Strategy for Wind-Storage Combined System
- Abstract
- 1 Introduction
- 2 Mathematical Model Construction
- 2.1 Wind Turbine Model
- 2.2 Energy Storage System Model
- 3 Control Strategy Design
- 3.1 Control Strategy of Wind-Storage System
- 3.2 Capacity Requirement Analysis of ESS
- 3.2.1 Energy Storage System Configuration Constraints
- 3.2.2 Energy Storage System Configuration Process and Results
- 4 Evaluation of Primary Frequency Modulation Effect
- 4.1 Evaluation System
- 5 Simulation Analysis
- 5.1 Simulation Results Under Different Control Strategies
- 6 Conclusion
- Acknowledgements
- References
- 21 Optimization of Multi-energy Storage Configurations for Regional Integrated Energy Systems
- Abstract
- 1 Introduction
- 1.1 Background and Aim
- 1.2 Literature Review and Contributions
- 1.3 Paper Organization
- 2 The RIES Structure
- 3 Multi-energy Storage Configuration Model
- 3.1 Bi-level Planning Approach
- 3.2 Upper Level Optimization Model
- 3.3 Lower Level Optimization Model
- 3.4 Model Solving
- 4 Case Study
- 5 Conclusion
- References
- 22 Study on Reliability Improvement of Distribution Network Based on Self-healing System
- Abstract
- 1 Introduction
- 2 Introduction of Distribution Network Protection
- 2.1 Distribution Network Structure
- 2.2 Typical Configuration of Distribution Network Protection
- 2.3 Longitudinal Protection and Self-healing System
- 3 Analysis of Outage Duration Under Protection Schemes
- 3.1 Outlet Circuit Breaker Failures
- 3.2 Line Segment Failures
- 3.3 Subsection Switch Failures
- 3.4 Load Switch Failures
- 3.5 DT or Branch Line Failures
- 4 Reliability Improvement
- 5 Conclusions
- References
- 23 Power Frequency Coordination Control Method for High Penetration Renewable Energy Resources
- Abstract
- 1 Introduction
- 2 Model of Sub-control Operating Area
- 2.1 Sub-control Operating Area
- 2.2 Control Group
- 3 Multi-object Coordinated Control Strategies
- 3.1 Coordinated Control Strategies Between Renewable Energy Resources and Traditional Units
- 3.1.1 Renewable Energy Resources and Hydro Units Are Responsible for ARR Regulation, Thermal Units Track Ahead the Changing Tendency of System Load
- 3.1.2 Hydro, Thermal and Renewable Energy Resources Undertake ARR According to Proportional Regulation Capacity Ratio [8-10]
- 3.1.3 Control Strategy in Terms of Space Coordination
- 3.2 Hierarchical and Centralized Control Strategy
- 4 Simulation Experiment
- 5 Conclusion
- References
- 24 Optimal Configuration Method of Distributed Hybrid Energy Storage Systems in Distribution Network with Large Scale of Wind Power Generation
- Abstract
- 1 Introduction
- 2 The Operational Principle of Hybrid Energy Storage System in Distribution Network with Distributed Wind Generation
- 2.1 The Operational Principle of Hybrid Energy Storage System
- 2.2 The Peak Load Regulation Method of the Small-Scale Compressed Air Energy Storage System
- 3 The Optimal Configuration Model of the Battery and Small-Scale Compressed Air Energy Storage System
- 3.1 Objective Function
- 3.2 Constraints
- 3.3 The Optimal Method of the Hybrid Energy Storage System
- 3.4 The Solving Method of the Configuration Model
- 4 Case Study
- 4.1 The Power Output Determination Method of the Battery and CAES
- 4.2 The Optimal Configuration of the Hybrid Energy Storage System
- 5 Conclusions
- Acknowledgements
- References
- 25 Analyses on Back to Back Test of Grid-Side Battery Storage Stations Based on Semi-isolated Bidirectional Converter
- Abstract
- 1 Introduction
- 2 Operation Principle of BESS
- 2.1 System Structure of the Isolated PCS
- 2.2 Control Principle
- 3 Back to Back Test and Analysis of Its Key Problems
- 3.1 Analysis of Key Problems in Back to Back Test
- 4 Conclusions
- References
- 26 Cooperative Control Strategy of Hybrid Energy Storage System under Isolated Operation of Micro-grid
- Abstract
- 1 Introduction
- 2 Cooperative Control of Hybrid Energy Storage System
- 2.1 Power Distribution Strategy
- 2.2 Cooperative Control Strategy for Lithium Batteries and Super Capacitors
- 3 Control Design of Energy Storage Converter
- 3.1 Tracking the Control of Grid Voltage and Frequency
- 3.2 Current Inner Loop 2 Control
- 4 Simulation Verification
- 5 Conclusion
- References
- 27 Multi-objective Optimization Configuration of Multi-energy Complementary Park Integrated Energy Supply Center Considering Electric Gas Conversion Planning
- Abstract
- 1 Introduction
- 2 Construction of Two-Level Multi-objective Optimization Configuration Model for Multi-energy Complementary Park Integrated Energy Supply Center
- 2.1 Objective Function
- 2.2 Constraints
- 2.3 Model Solution
- 3 Case Analysis
- 3.1 Overview of the Case
- 3.2 Optimized Configuration Results and Analysis of Multi-energy Complementary Park Integrated Energy Supply Center
- 4 Conclusion
- References
- 28 Adverse Control Effects on Steady-State Voltage Stability in Wind Power Systems Based on Sensitivities of B and L Indices
- Abstract
- 1 Introduction
- 2 Sensitivities of B and L Indices
- 2.1 Sensitivity of B Index
- 2.2 Sensitivity of L Index
- 3 Adverse Effects of Control Measures
- 3.1 Adverse Effects of Load Shedding
- 3.2 Adverse Effects of Tap Setting
- 3.3 Inconsistency of L and B
- 4 Numerical Analysis
- 4.1 L and B Indices
- 4.2 Sensitivities of L and B
- 4.3 Validation to Sensitivity of L Index
- 4.4 Adverse Effect Analysis Based on L Index
- 5 Conclusions
- Acknowledgements
- References
- 29 Application of New Energy Microgrid System in Industrial Park
- Abstract
- 1 Introduction
- 2 Overview of the New Microgrid System
- 3 Application Case Analysis
- 3.1 Power Environment and Load Characteristics
- 3.2 System Scale Approval
- 3.3 System Networking Scheme
- 3.4 System Technology Advantage
- 3.5 The Profits of the Project
- 4 Conclusion
- References
- 30 A Local Quadratic Wavelet Neural Network Method for Predicting Dispersed Wind Power Generation
- Abstract
- 1 Introduction
- 2 Local Quadratic Wavelet Neural Network
- 3 PSO Algorithm Training of LQWNN Model
- 4 Dispersed Wind Prediction of LQWNN
- 5 Conclusion
- Acknowledgements
- References
- 31 Multi-point Access Decentralized Wind Power Time Series Model Based on MCMC Algorithm and Hierarchical Clustering Algorithm
- Abstract
- 1 Introduction
- 2 Medium and Long Term Output Analysis Model
- 2.1 Markov Process for Multipoint Access
- 3 Time Series Model of Typical Daily Output
- 3.1 Clustering Process of Hierarchical Clustering Algorithm
- 3.2 Method of Generating Typical Daily Output
- 4 Evaluation of the Model
- 5 Case Studies
- 5.1 MCMC Algorithm Simulation
- 5.2 Selection of Typical Daily Output
- 6 Conclusion
- Acknowledgements
- References
- New Technologies for Substation Automation
- 32 Fault Diagnosis Method of Intelligent Substation Based on Improved Association Rule Mining Algorithms
- Abstract
- 1 Introduction
- 2 Improved Association Rule Data Mining Algorithms Based on Rough Sets
- 2.1 Rough Set Technology
- 2.2 Association Rules
- 2.3 An Improved Association Rule Mining Algorithm Based on Rough Set
- 3 Application of Genetic Algorithms in Improving Association Rule Based Data Mining
- 3.1 Implementation of Genetic Algorithms
- 3.2 Algorithm Design
- 4 Simulation Analysis
- 5 Conclusion
- Acknowledgements
- References
- 33 Protection Scheme for Kilometer-Level High Temperature Superconducting Line
- Abstract
- 1 Introduction
- 2 Analysis of Characteristics of the Superconducting Cable
- 3 Introduction of the Kilometer-Level Superconducting Cable Demonstration Project
- 3.1 Brief Introduction of the Demonstration Project
- 3.2 System Structure of the Superconducting Cable in the Demonstration Project
- 4 Protection Scheme for Kilometer-Level Superconducting Lines
- 4.1 Differential Protection
- 4.2 Quench Protection
- 5 Discussion on New-Type Protection Function
- 5.1 Information Collection Method Based on Wireless Communication Technology
- 6 Tripping and Closing Logic of the Superconducting Cable
- 6.1 Configuration of Protection Device
- 6.2 Tripping and Closing and Failure Logics of the Superconducting Cable
- 7 Conclusion
- Acknowledgements
- References
- 34 State Perception Method of Intelligent Substation Secondary System Based on FCE and DCNN
- Abstract
- 1 Introduction
- 2 The Proposed Method
- 2.1 The Secondary Equipment
- 2.2 Evaluation Method Analyses
- 2.3 State Characteristic Quantity of Intelligent Substation Secondary Equipment
- 2.4 Models Based on FCE
- 2.5 Selection of Membership Functions
- 2.6 Deep Convolutional Neural Network
- 3 Experimental Results and Analysis
- 4 Conclusion
- Acknowledgements
- References
- 35 Risk Assessment Method for Smart Substation Secondary System Based on Deep Neural Network
- Abstract
- 1 Introduction
- 2 Risk Assessment Model Based on Deep Neural Network
- 2.1 Secondary System in a Smart Substation
- 2.2 Deep Neural Network Risk Assessment Model
- 3 Numerical Results and Discussions
- 3.1 Test Bed
- 3.2 Numerical Studies
- 4 Conclusions
- Acknowledgements
- References
- 36 Research of Scheme for Mapping Between Virtual and Real Link and Fault Diagnosis in Smart Substation Based on SPCD
- Abstract
- 1 Introduction
- 2 Basic Principles and General Ideas
- 3 SCD Physical Link Modeling
- 3.1 Physical Node Information Encoding
- 3.2 Two-Way Physical Link Information Modeling
- 3.3 Establishing a Physical Link Model and Cable Mapping Table
- 4 Cable Automatic Search Algorithm
- 5 Troubleshooting and Positioning
- 6 Implementation and Application
- 7 Conclusion
- References
- 37 A Chromatographic Recognition Algorithm Based on Adaptive Threshold in Substation
- Abstract
- 1 Introduction
- 2 Spectral Peak Identification Algorithm Based on Adaptive Threshold
- 2.1 Smoothing
- 2.2 Find the Peak
- 2.3 Adjust the Start and End Points of the Peak
- 2.4 Processing the Peak
- 2.5 Qualitative and Quantitative
- 3 Implementation of Program
- 3.1 Determination of Threshold
- 3.2 Spectral Display and Algorithm Effects
- 4 Conclusion
- References
- 38 The State Detection Scheme of the Hard Plate in Substation Based on Hall Sensing Effect
- Abstract
- 1 Introduction
- 2 Hall Element Selection and Its Adaptability Analysis
- 2.1 State Detection Scheme of the Separate Hardware Platen
- 2.2 State Detection Scheme of Line Spring Hardware Platen
- 3 Integrated Circuit Design for Hall Switch
- 4 Experimental Analysis
- 5 Conclusion
- References
- 39 Research on New Protection and Control System Scheme in Smart Substation Using On-site Module
- Abstract
- 1 Introduction
- 2 On-site Module
- 2.1 On-site Module Classification
- 2.2 Typical Application Scenarios
- 3 Scheme of Protection and Control System
- 3.1 Scheme Introduction
- 3.2 Networking and Configuration of BCU
- 3.3 Networking and Configuration of Protection
- 4 Time Delay Analysis and Reliability Technology of Network
- 4.1 HSR Delay Analysis
- 4.2 Reliability Technology of Network
- 5 Conclusion
- Funded Project
- References
- 40 Insensitivity of Fiber-Optic Current Transducer to Vibration
- Abstract
- 1 Introduction
- 2 Structure of FOCT Using Reflective Lithium Niobate Modulator
- 2.1 The Structure and Principle of a Reflective Lithium Niobate Modulator
- 2.2 Principle and Structure of FOCT System
- 3 Experimental Results and Discussion
- 3.1 Laboratory Vibration Measurement Results
- 3.2 Test Result of Switch Dynamic Test in Substation
- 4 Conclusion
- Acknowledgements
- References
- 41 Research on SSD Based Automatic Virtual Terminal Connection of Smart Substation
- Abstract
- 1 Introduction
- 2 Analysis on the Relationship Between Virtual Circuit and SSD
- 3 Automatic Virtual Terminal Connection Based on SSD
- 3.1 Template Definition
- 3.2 Bay Mapping
- 3.3 IED Mapping
- 3.4 Virtual Terminal Mapping
- 4 Application Analysis
- 5 Conclusion
- References
- 42 Communication Technology Between Substations of Security and Stability Control System Based on IEC61850
- Abstract
- 1 Introduction
- 2 Introduction Traditional Communication Technology Between Substations Overview
- 3 Communication Architecture Between Substations Based on IEC61850
- 4 Key Technology
- 4.1 Traffic Flow Control
- 4.2 Communication Capacity Control
- 4.3 Communication Configuration Method
- 4.4 Technology Comparison
- 5 Project Application Overview
- 6 Conclusion
- References
- 43 Research on the Visualization Technology of the Secondary Circuit of Intelligent Substation Based on CIM/G
- Abstract
- 1 Introduction
- 2 General Architecture
- 3 Structure Analysis of the Secondary Circuit
- 4 Display of the Secondary Circuit
- 4.1 Display of the Physical Circuit
- 4.2 Display of the Logical Circuit
- 5 Practical Application
- 6 Conclusion
- Acknowledgements
- References
- 44 Wide-Frequency Synchrophasor Transfer Method Based on Channel TDM
- Abstract
- 1 Introduction
- 2 Overview of Synchrophasor Transfer
- 2.1 WAMS Architecture and Transfer Standard
- 2.2 Analysis of Existing System Network Data Flow
- 3 Wide-Frequency Synchrophasor Transfer Method
- 3.1 Design of Channel TDM Transfer
- 3.2 Realization of Channel TDM Transfer
- 3.3 Comparison of Data Flow
- 4 Verification
- 5 Conclusion
- Acknowledgments
- References
- 45 Strategy of Avoiding Reclosing in GIS Permanent Fault Under 3/2 Connection Mode
- Abstract
- 1 Introduction
- 2 Complexity of Relay Protection Object and Its Related Influence
- 3 Interoperability Between Protective Devices
- 4 Optimal Configuration of Protection Under 3/2 Wiring Mode
- 5 Conclusion
- References
- 46 Research and Application of a Visual Component Aggregation Method
- Abstract
- 1 Introduction
- 2 Visual Development Technique
- 2.1 "VisualIDE" Visual Programming Tool
- 2.2 "VICT" Visual Configuration Tool
- 2.3 The Docking Relation of Visual Development System
- 2.4 Current Problems in Visualization Technology
- 3 Method Principle
- 3.1 Generate New Function Blocks with Function Blocks
- 3.2 Generate Protection Component with Function Blocks
- 3.3 Generate New Protection Component with Protection Components
- 4 Realize and Engineering Application
- 4.1 Desktop Software Design
- 4.2 Embedded Module Design
- 4.3 Engineering Application
- 5 Conclusion
- References
- Computing, IoT, Mobile Internet and AI in Smart Grid
- 47 Power Grid Modeling and Topology Analysis Based on Graph Database Conforming with CIM/E
- Abstract
- 1 Introduction
- 2 Graph Database Rationale
- 2.1 Data Model
- 2.2 Data Query Access
- 3 Power Grid Modeling Based on Graph Database
- 3.1 Data Description Specification of CIM/E Model
- 3.2 Data Schema Design
- 3.3 Data Model Loading
- 4 The Network Topology Based on Graph Database
- 4.1 Graph Partitioning and Network Topology
- 4.2 Parallel Network Topology Algorithm
- 5 Case Study
- 6 Conclusion
- Appendix
- References
- 48 Comprehensive Evaluation of Power Quality via Sequential Floating Search Method
- Abstract
- 1 Introduction
- 2 Sequential Floating Search Method and Its Evaluation Function
- 2.1 Sequential Floating Search Method
- 2.2 Evaluation Function
- 3 Power Quality Evaluation Indicators and Division
- 3.1 Pre-selection of Power Quality Evaluation Indices
- 3.2 Classification of Power Quality Assessment
- 4 Application of Sequential Floating Search Method in Power Quality Assessment Index Selection
- 4.1 Data Generation and Standardization
- 4.2 Selection of Feature Subsets of Power Quality Assessment Indices
- 5 Classifier Verification
- 5.1 Verification of k-Nearest Neighbors Algorithm
- 5.2 Verification and Comparison of Other Classifiers
- 5.3 Application of Sequential Floating Search Method in Comprehensive Evaluation of Enterprise Power Quality Data
- 6 Conclusions
- References
- 49 Key Constraint Variable Identification, Transient Stability Assessment and Feasible Region Generation of Power Grid Operation Based on Machine Learning Method
- Abstract
- 1 Introduction
- 2 Power Grid Operation Learning and Decision Model
- 2.1 Traditional Power Grid Operation Decision-Making
- 2.2 Key Constraint Variable Identification Model
- 2.3 Transient Stability Assessment Deep Neural Networks Model (DNN)
- 2.4 Power System Feasible Region Generation Based on Decision Tree
- 3 Case Study
- 3.1 Design of Software and Hardware Framework
- 3.2 Test System
- 3.3 Result Analysis
- 4 Conclusion
- References
- 50 Spatial-Temporal Distribution and Impact Factors Analysis of Cloud-to-Ground Lightning Activity in Hubei China
- Abstract
- 1 Introduction
- 2 Dataset and Methodology
- 2.1 Datasets
- 2.2 Exploratory Spatial Data Analysis Method
- 2.3 Generalized Additive Model
- 3 Experiments and Results
- 3.1 Study Area
- 3.2 Spatial-Temporal Distribution of CG Lightning Activity
- 3.3 GAM Results
- 4 Conclusions
- Acknowledgements
- References
- 51 A CNN-Based Fault Section Location Method in Distribution Network Using Distribution-Level PMU Data
- Abstract
- 1 Introduction
- 2 Fault Section Detection Structure Based on D-PMUs
- 3 CNN Model for Fault Section Location
- 3.1 Introduction of CNN
- 3.2 The Structure and Parameters of Proposed CNN Model
- 4 Simulation and Results
- 4.1 Simulation
- 4.2 Test Case
- 4.3 Test Results
- 5 Conclusion
- Acknowledgements
- References
- 52 Research on Grid State Portrait Technology and Its System Realization
- Abstract
- 1 Introduction
- 2 Grid State Portrait Label System
- 3 Generation Method of Grid State Portrait Label
- 4 System Implementation Architecture
- 4.1 Snapshot Generation
- 4.2 Snapshot Management
- 4.3 Data Analysis
- 4.4 Comprehensive Display
- 5 Practical Application Effect
- 6 Conclusion
- References
- 53 A Line Loss Calculation Method for Power Grid Partition Based on Complex Network Community Discovery Algorithm
- Abstract
- 1 Introduction
- 2 Complex Network Community Structure Theory
- 2.1 Community Discovery Algorithm
- 2.2 Network Modularity Index
- 2.3 Fast-Newman Algorithm
- 3 Parallel Line Loss Calculation of Power Grid Partition
- 3.1 Weighted Reprocessing of the Network
- 3.2 Power Grid Partition
- 3.2.1 Simplification of the Network Topology
- 3.2.2 Algorithm Improvement Based on the Characteristic of Power Grid
- 3.2.3 The Flow of Partition Algorithm
- 3.3 Parallel Calculation of Line Loss
- 3.3.1 Partition Decoupling
- 3.3.2 Partitioned Parallel Computing
- 4 Case Analysis
- 5 Conclusion
- Acknowledgements
- References
- 54 Daily Power Load Curves Analysis Based on Grey Wolf Optimization Clustering Algorithm
- Abstract
- 1 Introduction
- 2 Dimensionality Reduction of Daily Load Curve Data
- 3 Fuzzy C-Means Clustering Algorithm Based on GWO
- 3.1 Fuzzy C-Means Clustering Algorithm
- 3.2 GWO
- 3.3 GWO-FCM Clustering Algorithm
- 4 Implementation Method
- 4.1 Dataset Preprocessing
- 4.2 Evaluation Index of Clustering Effectiveness
- 5 Experimental Results and Analysis
- 5.1 Input Dataset Construction
- 5.2 Results of Clustering
- 5.3 Robustness Test of Algorithm
- 6 Conclusion
- References
- 55 GPU-Accelerated Batch Electromechanical Transient Simulation of Power System
- Abstract
- 1 Introduction
- 2 Algorithm Principles
- 2.1 The Principles of IIASM
- 2.2 The Principles of Dynamic Elements Solver
- 3 GPU-Based Parallel Algorithms of IIASM
- 3.1 GPU-Accelerated Single SLS LU Factorization
- 3.2 GPU-Accelerated Batch SLS LU Factorization
- 3.3 GPU-Accelerated Batch Dynamic Element Solver
- 4 Batch-ETTS Algorithm Based on IIASM
- 5 Case Study and Performance Comparison
- 5.1 Case Study
- 5.2 Performance Comparison
- 6 Conclusion
- References
- 56 Modular Operational Reliability Evaluation of Power Distribution Room Based on Data Learning
- Abstract
- 1 Introduction
- 2 Operational Reliability of Modular Distribution Room Based on Data Learning
- 3 Learning Model of Power Outage Equipment Based on ELM Neural Network
- 3.1 ELM Neural Network Design
- 3.2 Learning Objectives of ELM Neural Network
- 4 Operational Reliability Evaluation Module of Based on Data Learning Results
- 4.1 Organ Outage Rate Calculation
- 4.2 Theoretical Calculation of Power Supply Efficiency of Load Bus
- 4.3 Operational Reliability Evaluation Model of Modular Distribution Room
- 5 Example Analysis
- 5.1 Outage Equipment Learning of Example
- 5.2 Outage Rate Calculation of Organs and Submodules
- 5.3 Effectiveness Calculation of Power Supply at Load Points of Different Design Schemes
- 6 Conclusion
- Appendix 1
- Appendix 2
- References
- 57 Target Recognition and Evaluation of Typical Transmission Line Equipment Based on Deep Learning
- Abstract
- 1 Introduction
- 2 Target Recognition Preparation
- 2.1 Data Preprocessing
- 2.2 Data Annotation
- 2.3 Data Set Partition
- 2.4 Evaluation Criteria
- 3 Model Training and Evaluation
- 3.1 Model Training
- 3.2 Evaluation Results
- 3.3 Analysis of Results
- 4 Conclusion
- References
- 58 Short-Term Bus Load Forecasting Method Based on CNN-GRU Neural Network
- Abstract
- 1 Introduction
- 2 Principles of CNN and GRU Deep Neural Networks
- 2.1 Principles of CNN
- 2.2 Principles of GRU
- 3 Bus Load Forecasting Method Based on CNN-GRU
- 3.1 Influencing Factors of Bus Load
- 3.2 CNN-GRU Network Model
- 4 Experiment and Result Analysis
- 4.1 Data Preparation and Feature Processing
- 4.2 Forecast Evaluation Criteria
- 4.3 Analysis of Results
- 5 Conclusion
- Acknowledgements
- References
- 59 Design and Implementation of Intelligent Voice Service for New Generation of Power Grid Dispatch and Control System
- Abstract
- 1 Introduction
- 2 The Overall Architecture of Intelligent Voice Service
- 2.1 Access Layer
- 2.2 Agent Layer
- 2.3 Service Layer
- 2.4 Bridge Layer
- 2.5 Voice Engine Layer
- 3 Key Technologies in Building Intelligent Voice Service
- 3.1 Unified Access Interface for Micro-services Based on API Gateway
- 3.2 Dialogue Management Service Based on Limited-Case Mechanical Method
- 3.3 Redis-Based Multi-round Dialogue Context Management
- 3.4 Knowledge QA Based on Word Vector
- 3.5 User Behavior Analysis Based on Clustering
- 4 Application Cases
- 5 Conclusion
- Acknowledgements
- References
- 60 Semantic Knowledge Matching Based on BERT for Dispatching Fault Disposal Information
- Abstract
- 1 Introduction
- 2 Related Work
- 3 BERT Model with Fine-Tuning
- 4 Experiment
- 4.1 Data Set
- 4.2 Fine-Tune
- 4.3 Result
- 5 Conclusion and Future Work
- Acknowledgements
- References
- 61 Constant Voltage Output Wireless Power and Information Transmission System Based on ZCS Resonance Point Switching Method
- Abstract
- 1 Introduction
- 2 Wireless Power and Information Transmission ICPT System in Constant Voltage Output
- 3 Calculation and Analysis of Multiple Resonance Points
- 3.1 Stroboscopic Mapping Modeling and Soft Switching Operating Point
- 3.2 Steady-State Waveform Analysis of Soft Switching Operating Point
- 4 Modeling of Power and Signal Synchronous Transmission
- 5 Voltage Regulation Control in ZCS Resonant Point Mode
- 6 Signal Demodulation Circuit
- 7 Experimental Analysis and Verification
- 8 Conclusion
- Acknowledgements
- References
- 62 Short-Term Power Load Forecasting Based on Empirical Mode Decomposition and Deep Neural Network
- Abstract
- 1 Introduction
- 2 Feature Extraction Method Based on EMD
- 2.1 Basic Working Principle of EMD
- 2.2 Modal Number Determination Method of EMD Based on Extreme Point Span
- 3 Cases Analysis
- 3.1 Load Forecasting Based on EPSEMD
- 3.2 Input Variable Selection Based on Load-Temperature Based Correlation and PCA
- 3.3 Comparison of Forecasting Results
- 4 Conclusion
- References
- 63 Designing and Application of High Voltage Overhead Transmission Line Typhoon Disaster Prediction Method
- Abstract
- 1 Introduction
- 2 Mechanism of Damage from Typhoon
- 3 Disaster Prediction Method
- 3.1 Determination of Vulnerable Tower Subset
- 3.2 Numerical Weather Forecast
- 3.3 UHV Tower Stress Analysis
- 4 Application of Prediction Method
- 5 Conclusion
- References
- Intelligent Monitoring, Measurement and Maintenance Technology
- 64 1200 kV High Power Testing Laboratory Configuration and Design Method of Equipment Layout in Oscillating Circuit
- Abstract
- 1 Introduction
- 2 Laboratory Configuration
- 2.1 Test Facilities
- 2.2 Power Supply and Distribution System
- 2.3 Complimentary and Ancillary Areas
- 3 Process of Design Method
- 3.1 Select a Reasonable Method of the Tests
- 3.2 4p Weil Circuit Calculation Method
- 3.3 Simulation and Test Verification of Key Non-standard Equipment
- 3.4 Fix the Actual Technical Parameter of Equipment
- 3.5 Main Optimized Equipment of Synthetic Circuit
- 3.6 The Design Method of Equipment Layout
- 4 Conclusion
- References
- 65 Current Unbalance Cluster Analysis Based on Self-organizing Competitive Neural Network
- Abstract
- 1 Introduction
- 2 Feature Parameters
- 3 Self-organizing Competitive Neural Network
- 4 Experiment
- 5 Conclusion and Future Work
- References
- 66 The Fault Diagnosis of Infrared Bushing Images Based on Infrared Thermography
- Abstract
- 1 Introduction
- 2 Infrared Thermography-Based Target Extraction
- 2.1 Infrared Image Preprocessing
- 2.2 SLIC Super Pixel Segmentation Algorithm
- 2.3 Fault Diagnosis
- 3 Result Analysis
- 4 Conclusions
- Acknowledgements
- References
- 67 Optimization of Post-disaster Rush Repair Strategy for Distribution Network Considering Network Reconfiguration
- Abstract
- 1 Introduction
- 2 Optimization Model of Post-disaster Repair Strategy
- 2.1 Objective Function
- 2.2 Constraints
- 3 Solution of Proposed Model
- 3.1 Genetic Algorithm
- 3.2 Simulated Annealing Algorithm
- 4 Case Analysis
- 4.1 Case Simulation Scenario
- 4.2 Simulation Results
- 5 Conclusion
- Acknowledgements
- References
- 68 Protocol Conformance Test Sequence Generation for Q/GDW11709.2 Based on FSM
- Abstract
- 1 Introduction
- 2 Establish the FSM Model of Communication Protocol
- 2.1 Finite State Machine Theory
- 2.2 FSM Model of Communication Protocol Between TCU and CTR
- 3 Common Method of Generating Test Sequences
- 4 Generate Conformance Test Sequence of Q/GDW 11709.2 Communication Protocol
- 4.1 Generate Test Sequence by T Method
- 4.2 Generate Test Sequence by U Method
- 4.2.1 Generate UIO Sequences
- 4.2.2 Generate Conformance Test Sequences
- 5 Conclusion and Expectation
- Acknowledgements
- References
- 69 Identifying Critical Patterns of Cascading Failure in Power Systems Based on Sequential Pattern Mining with Gap Constraints
- Abstract
- 1 Introduction
- 2 Define Propagation Features as Sequential Patterns with Gap Constraints
- 2.1 Concept of Sequential Pattern Mining with Gap Constraints
- 2.2 Data Structure Representation of Cascading Failure
- 2.3 Cascading Failure Pattern with Gap
- 3 Method of Cascading Failure Minimum Pattern Mining with Gap (CFMPG Mining)
- 3.1 Extract Cascading Failure Minimum Pattern Mining with Gap (CFMPG)
- 3.2 Statistical Analysis of CFMPGs
- 3.3 Identification of Critical CFMPGs
- 3.4 Correlation Analyses Index of Branches in Power System
- 3.5 Complete Procedures of CFMPG Mining Method
- 4 Simulation and Analysis
- 4.1 IEEE 39-Bus Test System
- 4.2 IEEE 118-Bus Test System
- 5 Conclusions
- Acknowledgements
- References
- 70 Study on Distribution Voltage of Deteriorated Insulator Based on Finite Element Method
- Abstract
- 1 Introduction
- 2 Electric Field Model of Insulator String a Subsection Sample
- 2.1 Model of the Insulator
- 2.2 Setting of Each Medium Simulation Parameter
- 2.3 Verification of Simulation Model
- 3 Effect of Degraded Insulator on Distribution Voltage Model of the Insulator and Tower
- 3.1 Simulation Model Parameter Setting for Deteriorated Insulator
- 3.2 Effect of Different Degraded Insulators at Different Positions on Distribution Voltage
- 3.3 Influence Between Adjacent Deteriorated Insulators
- 4 Test
- 5 Conclusion
- Fund Support
- References
- 71 Research and Implementation of Conductive AC Charging Interoperability Test for Electric Vehicles
- Abstract
- 1 Introduction
- 2 AC Charging System
- 2.1 Charging Mode
- 2.2 Charging Connection
- 2.3 Typical Control Pilot Circuit
- 3 Interoperability Test for AC Charging
- 3.1 Interoperability Test Use Cases
- 3.2 Interoperability Test System
- 3.3 Coupler Interoperability Test Requirement
- 4 Test Procedure and Results
- 4.1 Test Condition
- 4.2 Control Pilot Parameters Test
- 4.3 Charging State Test
- 4.4 Charging Error Test
- 4.5 Charging Timing Test
- 5 Conclusion
- Acknowledgements
- References
- 72 Electric Vehicle DC Charger Charging Protocol Conformance Testing System
- Abstract
- 1 Introduction
- 2 EV DC Charging Protocol
- 3 DC Charger Protocol Consistency Test System
- 4 Testing Method
- 4.1 Test Cases and Classification
- 4.2 Test Method
- 5 Conclusion
- Acknowledgements
- References
- 73 A Design Method of In-band Communication Link in Power-Over-Fiber Application System
- Abstract
- 1 Introduction
- 2 Research on Implementation Method of In-band Communication Link in POF System
- 2.1 Key Component Characteristics
- 2.2 Digital Modulation Method Research
- 3 System Design
- 3.1 System Architecture Design
- 3.2 LD Drive Circuit Design
- 3.3 Demodulation Module Circuit Design
- 3.4 LD Power Control Module Design
- 4 Performance Test
- 5 Conclusion
- References
- 74 Research on EMI Noise Suppression Method Based on Electromagnetic Shield of Cabinet
- Abstract
- 1 Introduction
- 2 Shielding Effectiveness Principle
- 3 Cabinet Modeling
- 3.1 Effect of Hole Position on Shielding Efficiency of Cabinet
- 3.2 Effect of Hole Shape on Shielding Efficiency of Cabinet
- 3.3 Effect of Shielding Layer on Shielding Efficiency of Cabinet
- 4 Electromagnetic Shielding Test of Inverter Power Cabinet
- 5 Conclusion
- Acknowledgements
- References
- 75 Computation of the Three-Dimensional Electric Field Using Particle Swarm Optimization Charge Simulation Method
- Abstract
- 1 Introduction
- 2 Particle Swarm Optimization Charge Simulation Method
- 2.1 Traditional Charge Simulation Method
- 2.2 Particle Swarm Optimization
- 2.3 PSOCSM
- 3 Calculation Example of Electric Field
- 3.1 Sphere-Plane Electrode
- 3.2 Rod-Plane Electrode
- 3.3 High Voltage Insulator String
- 4 Conclusion
- References
- 76 Automatic Detection of Environmental Change in Transmission Channel Based on Satellite Remote Sensing and Deep Learning
- Abstract
- 1 Introduction
- 2 Methodology
- 2.1 Spectral Change Considering Neighborhood Information
- 2.2 Texture Change Considering Neighborhood Information
- 2.3 Adaptive Selection of Training Sample
- 2.4 Construction and Training of Improved Inception-V3 Model
- 3 Experiment and Result Analysis
- 3.1 Experimental Area
- 3.2 Data Acquisition
- 3.3 Experimental Result Analysis
- 4 Conclusions
- References
- 77 A Spectrum Correction Approach for Power System Sub-harmonic Analysis
- Abstract
- 1 Introduction
- 2 Spectrum Interference of Sub-interharmonics
- 3 Spectrum Correction with Multiple Interferences
- 4 Simulation Analysis
- 5 Conclusion
- Acknowledgements
- References
- 78 Video Shake Detection
- Abstract
- 1 Introduction
- 1.1 A Subsection Sample
- 2 Method
- 2.1 Overview
- 2.2 High-Level Feature Extraction
- 2.3 Video Shake Displacement Metric
- 3 Experimental Results
- 4 Conclusion
- Acknowledgements
- References
- 79 The Methods of Calculating Heights of Lightning Rods and the Design of the Calculating Software
- Abstract
- 1 Introduction
- 2 Analysis of Computing Principles
- 3 Modified Calculation of Influencing Factors of Rods Height
- 4 Rods Height Calculation
- 4.1 Individual Lightning Rods
- 4.2 Two Lightning Rods
- 4.3 Three Equal-Height Lightning Rods
- 5 Software Design
- 6 Conclusion
- References
- 80 Super-Resolution Reconstruction of Fine-Grained Fittings Image of Transmission Line Based on Compressed Sensing
- Abstract
- 1 Introduction
- 2 Basic Knowledge of Compressed Sensing
- 2.1 Theoretical Framework of Compressed Sensing
- 2.2 Sparse Representation and K-SVD Dictionary Construction
- 2.3 Reconstruction Algorithm
- 3 Super-Resolution Reconstruction Based on Compressed Sensing
- 4 Experiment and Result Analysis
- 5 Conclusions
- Acknowledgements
- References
- 81 Design and Implementation of Centralized Operation and Hierarchical Management System for Substations
- Abstract
- 1 Introduction
- 2 System Structure
- 2.1 Overall Architecture
- 2.2 Substation Information Collection
- 2.3 Substation Information Sending
- 2.4 Center Information Collection
- 2.5 Center Information Sending
- 3 Applications
- 4 Conclusion
- References
- 82 Publishing Technology Based on Multi-server for Distributed Fault Diagnosis Information
- Abstract
- 1 Introduction
- 2 Fault Diagnosis System Information Flow
- 2.1 Data Flow Framework
- 2.2 Data Security Access and Release
- 2.3 Reliable Data Synchronization and Backup
- 3 Monitoring System Data Processing Key Technology
- 3.1 Basic Functions of the Monitoring Center
- 3.2 Fault Process Module
- 3.3 One-Way 104 Protocol
- 4 App Mobile Operation and Maintenance Key Technology
- 4.1 App Operation and Maintenance System Basic Module
- 4.2 Dual Mechanism Notification
- 4.3 App Upgrade Release and Deployment
- 5 Engineering Application
- References
- 83 Lean Management Method for Distribution Network Assets Operation and Maintenance Based on RFID
- Abstract
- 1 Introduction
- 2 Key Technology
- 2.1 Radio Frequency Identification (RFID)
- 2.2 Internet of Things Technology
- 3 Design of Lean Management Method for Power Network Assets Operation and Maintenance Based on RFID
- 3.1 System Architecture
- 3.2 Business Process of Real-Time Entry Function of Power Network Assets Record
- 3.3 Business Process of Real-Time Access Function for Power Network Assets Record
- 3.4 Business Process of Information Verification Function for Power Network Asset
- 4 Practical Application
- 5 Summary
- Acknowledgements
- References
- 84 Research on Construction of Infrared Image Classification Model of Substation Equipment Based on CNN
- Abstract
- 1 Introduction
- 2 The Structure and Principle of CNN
- 3 Infrared Image Background Separation and Component Area Extraction
- 3.1 Background Separation Based on RGB and HSV Color Space Conversion
- 3.2 A Subsection Sample Target Area Scaling
- 4 The Structure and Principle of CNN-Based Infrared Graphics Classification
- 4.1 Construction of a Training Set
- 4.2 Network Construction
- 4.3 Network Training
- 4.4 Case Analysis
- 5 Conclusion
- References
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