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Applied Soft Computing and Embedded System Applications in Solar Energy
MPPT Control Systems for PV Power Plants
Introduction
Economic Aspects of PV Power Sources
Major Requirements for PV Facilities Control
PV Characteristics
Presence of Single and Multiple Maximum Points
MPPT Algorithms
Deterministic Algorithms
Fuzzy Logic Control Algorithm
Artificial Neural Network
Differential Evolution
Initialization
Mutation
Crossover
MPPT Implementation by Electronic Circuits
Conclusion
References
Relay Coordination Optimization for Solar PV Integrated Grid Using the Water Cycle Optimization Algorithm
Introduction
Literature Review
Modelling Optimal Relay Coordination Model
Objective Function
The Constraint for the Overcurrent Relay Coordination Model
Implementation of PV in the IEEE 13 Node Test Feeder
Water Cycle Algorithms
Result and Discussion
Conclusion
References
Experimental Investigation of Performance of PV Array Topologies under Simulated PSCs
Introduction
THEORETICAL BACKGROUND
Equivalent Circuit Model of PV Cells
Calculation of PV Performance Parameters
Mismatch Power Loss (ΔPL)
Experimental Setup and Design of Experiment
Array Configuration Studied in the Present Work
Series Parallel (SP)
Bridge-link (BL)
Total Cross-tied (TCT)
Simulated Partial Shading Conditions
No Shading (NS)
Column Shading (CS)
Row Shading (RS)
Diagonal Shading (DS)
Random Shading Condition
Result and Discussion
Conclusion
References
Artificial Intelligence in PV System
Introduction
AI Techniques Used in PV Systems
Ensemble Learning
Deep Learning
Convolutional Neural Network (CNN)
Boltzmann Machine (BM)
Auto Encoder
Machine Learning
Extreme Learning Machine (ELM)
Neural Network AI Techniques
Metaheuristics-Based AI Techniques
Conclusions
References
Thermodynamic Approaches and Techniques for Solar Energy Conversion
Introduction
Importance of Solar Energy
Nature of Solar Energy
Thermodynamic Approach
Thermal Equilibrium
Solar Collector (Types and Applications)
Flat Plate Solar Water Collector
Evacuated Tube Collector
Solar PV Systems and Applications
Domestic Off-Grid Photovoltaic System
Non-Domestic Off-Grid Photovoltaic System
Grid Connecting Photovoltaic Systems
Centralized Grid-Connected Photovoltaic Systems
Applications of Solar Energy
Solar Batteries
Solar-Pumping
Solar Water Heating
CONCLUSION
References
Memristive Behavior: Tool for Fault Detection and Repairing Dye Solar Cells
Introduction
Green Energy
Photovoltaics
PV Cell Behavior and V-l Characteristics
Influence of Temperature on Solar Cell Characteristics
Dye-Synthesized Solar Cell
Overview of Device Physics
Photogeneration
Charge Transportation
Memristor
DSSC from Memristive Viewpoint
DSSC Fault Detection
DSSC Spice Model
DSSC Fault Detection and Repair Using Memristor
Sensing Operation
K-Segment Sensing and Memristor Resetting
Configuration and Repair
Conclusion
References
Development of loT-Based Data Acquisition System for Real-Time Monitoring of Solar PV System
Introduction
Literature Review
Hardware System Description
Modeling of DAS
Performance Results and Validation
Discussion on Observations
Conclusion
References
Marine Photovoltaics - An loT-Integrated Approach to Enhance Efficiency
Introduction
Laws and Regulations in the Maritime Sector
Solar Energy Potential
Internet of Things (IoT) and the Ocean
Floating Photovoltaics
Floating Renewable-Powered Buoys
Case Study: Catalina Sea Ranch (CSR)
Renewable-Powered Marine Vessels
Case Study: Smart Containers
Efficient Solar-Powered Marine Vessels
Conclusion
References
Deep Learning Approach towards Solar Energy Forecast
Introduction
Literature Review
Storage Energy and Power Cells
Mining of the Patents
Latent Dirichlet Allocation
Related Work
Mathematical Term Techniques
Moving Average Process
ARIMA
SARIMA
K Nearest Neighbors
Regression Trees
Designing
Long Short-Term Memories
Auto STM
Statistical Forecasting
Flame Working
Model Views
Deep Learning
Daily Vertebo
Data Processing
Temporal Weather Grid
Mutability
Data Mining with Visualization
Cross-Validation
Issues Still in Work
Metrics Error
Methodology
Results Comparison
Conclusion
References
The Imperative Role of Solar Power Assistance for Embedded Based Climatic Parameters Measurement Systems
Introduction
Literature Review
Comparative Study of Existing Systems Based on Technology and Applications
Conclusion
References
IoT with Automation Clustering to Detect Power Losses with Energy Consumption and Survey of Defense Machinery against Attacks
Introduction
Research Method
Sybil Attack Properties
Compromised Phase
Deployment Phase
Launching Phase
Attack Detection in Wireless ad-hoc Network
Cryptographic Based
Location Verification Based
Network Behavior-Based
Resource Testing
Trust-Based
Discussion, Results and Analysis
General Detection Issue
VANET Issue
Learning-Based Issue
Centralized vs Decentralized Issue
Conclusion
Conflict of Interest
References
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