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Computational Intelligence in Photovoltaic Systems
Emanuele Ogliari and Sonia Leva
2019
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Photovoltaics, among the different renewable energy sources (RES), has become more popular. In recent years, however, many research topics have arisen as a result of the problems that are constantly faced in smart-grid and microgrid operations, such as forecasting of the output of power plant production, storage sizing, modeling, and control optimization of photovoltaic systems. Computational intelligence algorithms (evolutionary optimization, neural networks, fuzzy logic, etc.) have become more and more popular as alternative approaches to conventional techniques for solving problems such as modeling, identification, optimization, availability prediction, forecasting, sizing, and control of stand-alone, grid-connected, and hybrid photovoltaic systems. This Special Issue will investigate the most recent developments and research on solar power systems. This Special Issue “Computational Intelligence in Photovoltaic Systems” is highly recommended for readers with an interest in the various aspects of solar power systems, and includes 10 original research papers covering relevant progress in the following (non-exhaustive) fields: Forecasting techniques (deterministic, stochastic, etc.); DC/AC converter control and maximum power point tracking techniques; Sizing and optimization of photovoltaic system components; Photovoltaics modeling and parameter estimation; Maintenance and reliability modeling; Decision processes for grid operators.
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Keywords
- analytical methods
- artificial neural network
- Artificial Neural Networks
- Battery
- Computational intelligence
- day-ahead forecast
- demand response
- electrical parameters
- embedded systems
- ensemble methods
- evolutionary algorithms
- firefly algorithm
- genetic algorithm
- harmony search meta-heuristic algorithm
- integrated storage
- metaheuristic
- metaheuristic algorithm
- monitoring system
- MPPT algorithm
- online diagnosis
- Orientation
- parameter extraction
- particle swarm optimization
- photovoltaic
- photovoltaic panel
- photovoltaics
- power forecasting
- prototype model
- PV cell temperature
- renewable energy
- single-diode photovoltaic model
- smart photovoltaic system blind
- solar cell
- solar photovoltaic
- Solar radiation
- statistical errors
- symbiotic organisms search
- thermal image
- thermal model
- tilt angle
- tracking system
- uncertainty
- unit commitment