Advances in Artificial Systems for Power Engineering II (Lecture Notes on Data Engineering and Communications Technologies)

✍ Scribed by Zhengbing Hu (editor), Bo Wang (editor), Sergey Petoukhov (editor), Matthew He (editor)

• Publisher: Springer
• Year: 2022
• Tongue: English
• Leaves: 231
• Edition: 1st ed. 2022
• Category: Library

✦ Synopsis

This book includes refereed papers presented at the Second International Conference on Artificial Intelligence and Power Engineering (AIPE2021), which was held in Moscow, Russia, on December 17–19, 2021. The general scope of the book includes the most recent advances in the development of artificial intelligence systems and their applications in a variety of fields, ranging from power engineering to biology and education.

Given the rapid development of artificial intelligence systems, the book emphasizes the importance of intensifying training for a growing number of relevant specialists, particularly in energy and power engineering, in order to improve the effectiveness of the creation and diagnosis of appropriate technical solutions. Scientists are attempting to replicate the innate intellectual abilities of humans and other organisms in digital artificial intelligence systems. In-depth research into biological and self-organizing systems can provide new approaches for developing more and more effective artificial intelligence methods. The papers included in this volume cover thematic materials in the following areas: mathematics and computer algorithms; analysis of some technical solutions; and technological and educational approaches. The book is a collection of cutting-edge papers in the field, covering a wide range of topics relevant to both business managers and engineering professionals. These proceedings are an excellent resource for asset management practitioners, researchers, and academics, as well as undergraduate and postgraduate students interested in artificial intelligence systems and their expanding applications, due to their breadth and depth. The intended readership includes specialists, students, and other groups of readers who want to know where artificial intelligence systems can be used to great advantage in the future.

✦ Table of Contents

Preface
Organization
Conference Organizers and Supporters
Contents
Conceptual Model of Agro-Industrial Cyborg
Abstract
1 Introduction
2 Cyborg as a Bridge Between Natural and Man-Made Origins
3 From the Plough Ad Astra and Back
4 Sustainable Development Goals—The Circle is Completed on the Agro-Industrial Complex
5 Countryman Conservatism
6 Agro-Industrial Complex Transformation
7 The Agrocyborg—The Farm Labourer of the Future
8 Agrocyborg as an Effective Fighter Against Meta-parasitic Phenomena Immanent in Modern Civilization
9 Conclusions
Acknowledgements
References
Cluster Analysis of the Loading Time-Series with the Aim of Consistent Durability Estimation
Abstract
1 Introduction
2 Peculiarities of the Agriculture Machines Loading
3 Method
4 Case Study. The Process Under Investigation
5 Results and Discussion
6 Conclusions
Acknowledgements
References
Intellectual Biotechnical Systems in Livestock: Theoretical Aspects
Abstract
1 Introduction
2 Purpose of Research
3 Theoretical Aspects of a Research
4 Possible Application
5 Conclusion
References
Intelligent Systems of Telemedicine Monitoring for Countryside and Agriculture
Abstract
1 Introduction
2 Technical Principles and Structure of the Telemedicine Platform
3 Methods
4 Results of the Telemedicine Platform Pilot Running
5 Discussion
6 Conclusion
Acknowledgments
References
Neuroeconomic Modeling of Distributed Barter Systems
Abstract
1 Instruction
2 Materials and Methods
3 Results
4 Discussion
5 Conclusions
References
The Use of Vegetation Indices in Comparison to Traditional Methods for Assessing Overwintering of Grain Crops in the Breeding Process
Abstract
1 Introduction
2 Materials and Methods
2.1 Study Area
2.2 Ground Studies
2.3 Unmanned Aerial Vehicle Platform and Sensor
2.4 Data Processing
3 Results
4 Summary and Conclusions
References
The Hybrid Detection Methodology of Attacks for 5G
Abstract
1 Introduction
2 Conceptions and Existing Materials
2.1 Virtualized Wireless Network Function
3 Security Problems of 5G and Description of Approach
4 Methodology
5 Experiments
6 Experimental Results and Discussion
7 Conclusion
References
Islanding and Grid Disturbance Detection Based on Multi-SVMs Delay Validation in Synchronous Dominated Microgrids
Abstract
1 Introduction
2 Support Vector Machine-Based Islanding Detection Method
2.1 Basic Principles and Mathematical Derivation of Support Vector Machine
2.2 Proposed Islanding Detection Method
3 Model Establishment and Simulation Results
3.1 Topology and Model Building in RTDS
3.2 Results of Simulation in RTDS
3.3 Results Analysis of Support Vector Machine-Based Islanding Detection Method
4 Conclusion
Acknowledgment
References
Smooth Switching Strategy for Hydropower Microgrid with Auxiliary Load Shedding Control
Abstract
1 Instruction
2 State Conversion of Hydroelectric Microgrid
2.1 Composition of Small Hydropower Microgrid
2.2 State Switching of Small Hydropower Microgrid
2.2.1 Grid-Connected and Off-Grid State Recognition
2.2.2 Grid-Connected and Off-Grid State Switching
3 Control Model of Hydropower Units
3.1 Rational
3.2 Control Model
4 On-Line and Off-Line Switching Strategy of Hydropower Microgrid
4.1 Objective Function
4.2 Constraint Condition
4.3 Simulation Analysis
5 Summary and Conclusion
Acknowledgment
References
Automatic Identification Technology for Distribution Terminals Based on Unlicensed LPWAN
Abstract
1 Introduction
2 Low Power Wide Area Network
2.1 Unlicensed Spectrum Low Power Wide Area Network
2.2 LoRa in the Distribution Network
3 Automatic Identification of Power Distribution Terminal
3.1 Information Model Establishment
3.2 Automatic Identification of Terminal Equipment
4 Conclusion
Acknowledgment
References
Multi-machine Joint Video Tracking Mechanism and Its Application for Substation Safety Protection
Abstract
1 Instruction
2 Detection of Moving Targets
3 Moving Target Tracking
3.1 Moving Target Tracking Method
3.2 Cam-Shift Tracking Algorithm
4 Multi-machine Joint Video Tracking Experiment Verification
4.1 Research on Helmet Detection Algorithm
4.2 Analysis of Experimental Results
5 Conclusion
References
Substation Equipment Defect Identification Method Based on Mask R-CNN Algorithm
Abstract
1 Instruction
2 Method of Time-Series Data Curve Alignment
2.1 Defects of Substation Equipment
2.2 Substation Defect Recognition Algorithm
3 Mask R-CNN Algorithm and Principle
3.1 Mask R-CNN Algorithm
3.2 Mask R-CNN for Edge Computing
3.2.1 Correlation Coefficient Derivation
3.2.2 Weight Parameter Sharing
4 Mask R-CNN Substation Defect Recognition Experiment Verification
4.1 Recognition Result of Substation Equipment Set
4.2 Defect Recognition Results
4.3 Results Irovement
5 Conclusion
References
Comprehensive Evaluation Method and Index System for Electric-Hydrogen-Storage Integrated Energy Network
Abstract
1 Introduction
2 Construction of IEN Evaluation Index System
3 Consider the Random Perturbations and the Applicability Analysis
4 Multi-dimensional Evaluation Model of IEN
5 Example Analysis
6 Summary and Conclusion
Acknowledgements
References
Multi-objective Optimal Scheduling for Electricity Hydrogen ESSs Integrated Network in Chongli Winter Olympics Zone
Abstract
1 Introduction
2 IEN Architecture
3 Objective Function
3.1 IEN Operating Costs
3.1.1 Operation Cost of Wind and PV Unit
3.1.2 Punishment Cost of Abandoning Wind and PV
3.1.3 Operating Cost of Hydrogen Energy Storage
3.1.4 Line Loss Cost
3.2 Environmental Cost of IEN
4 The Constraint Conditions
4.1 Constraints on Power Grid
4.1.1 New Energy Primary Resource Constraint
4.1.2 Power Flow Constraint of Power Grid
4.2 Hydrogen Network Constraints
4.2.1 Hydrogen Storage Constraints of Hydrogen Energy Storage Equipment
4.2.2 Constraints of Hydrogen Network Air Pressure and Power Flow
5 Analysis of Examples
5.1 Basic Data
5.2 Single Objective Optimization
5.2.1 Comparison of Operating Costs and Environmental Costs Under Different hydrogen Prices
5.2.2 Optimization Comparison of Operating Cost and Environmental Cost in Different PV and Wind Output Scenarios
5.3 Multi-objective Optimization
5.4 Example of the Analysis Results
6 Summary and Prospect
Acknowledgments
References
The Evaluation Index System of Electric Power Industry Supply Chain Management Based on FAHP
Abstract
1 Introduction
2 QBENS-Based Electric Power Industry Supply Chain Management Evaluation Index System
3 Evaluation Method Based on FAHP
3.1 Construction of the Fuzzy Consensus Decision Matrix
3.2 Calculation of the Weight of Each Secondary Index
3.3 Determination of Comprehensive Evaluation Score
4 Case Study
4.1 Case Selection
4.2 Evaluation Process
4.3 Result Discussion
5 Conclusions
References
Using the Morphological Approach by the Creation of Innovative Renewable Energy Sources at the Conceptual Design Stage
Abstract
1 Introduction
2 Morphological Approach
3 Power Supply of Stratospheric Platforms
4 Parametric Optimization and Variants Comparison
5 Morphological Analysis Hydrogen Generation for Renewable Energy Systems
6 Results and Discussion
7 Summary and Conclusion
References
Automation of the Monitoring in Metal Cutting Operations as Fast-Variable Processes Using Artificial Intelligence Methods
Abstract
1 Instruction
2 Monitoring Automation Stages
2.1 Methodology
2.2 Description of Experimental Data
2.3 Spectral Analysis of Signals Based on the Approximation Approach in the Time Domain
2.4 Identifying Cutting Conditions Using Structural Parametric Analysis
2.5 Cutting Data Classification
3 Discussion
4 Summary and Conclusion
Acknowledgment
References
Virtual Simulation of the Surgery of Installing Transitional Implant Dentures for the Two-Stage Dental Implant Osteointegration Period
Abstract
1 Instruction
2 Basic Relations of Continuum Mechanics
3 Temporary Denture Simulation
3.1 Purpose of Research
3.2 The Preliminary Biomechanical Analysis of Prototypes of the Fixed Bridge-Like Dentures Established on Transitional Implants
3.3 Biomechanical Analysis of a Full-Scale Model
4 Summary and Conclusion
Acknowledgment
References
Methodology of a Comprehensive Assessment of the Potential of Regional Energy
Abstract
1 Introduction
1.1 Background and Relevance of the Study
1.2 Literature Review
2 Methodology of Comprehensive Assessment of Regional Energy Potential
2.1 Assessment of Available Energy Generation Capacities in the Region
2.2 Analysis of the Level of Provision of the Region with Energy Resources
2.3 Analysis of “Green” Resources for the Production of Heat and Electricity in the Region
2.4 Decision-Making Based on the Results of the Analysis
3 The Potential of the Energy System of the Tver Region
4 Summary and Conclusion
References
A Concept of Cloud Knowledge Portal for Intelligent Decision Support in Additive Lattice Structure Formation from Aluminum Powder
Abstract
1 Introduction
2 Material and Methods
2.1 Equipment, Materials and Software
2.2 Materials for Additive Manufacturing
3 Design and Calculation of Laser Additive Process Parameters
3.1 Calculation of Laser Additive Process Parameters for a Single Line
3.2 Performing Single Line Laser Cladding
4 Construction of a Lattice Periodic Structure on the Surface of an Aluminum Alloy Plate
5 Discussion of the Research Results
6 Summary and Conclusion
Acknowledgment
References
Author Index