An extensive critique on expert system control in solar photovoltaic dominated microgrids
- Title
- An extensive critique on expert system control in solar photovoltaic dominated microgrids
- Creator
- Sarin C.R.; Mani G.; Stonier A.A.; Peter G.; Kumaresan P.; Ganji V.
- Description
- Solar and wind power have recently become a potential option in power systems and act significantly to meet load penetration demands. The present growth of such renewable energy sources has shown an exponential increase. The high penetration of such system helps a grid effectively meet its load in an irregular demand but also creates some disturbances in the grid due to frequent additions and detachments of load or source. The way by which the renewable energy sources usually work in the on-grid mode is to be attached to and cut down from the grids without creating disturbances in a stable grid. Another important requirement is effective load management with fewer transmission losses. This article presents a detailed review of a microgrid and enumerates the possible methods for the analysis of the system, feature extraction, control methods, and options for machine learning. This paper examines the factors affecting the operations in a power system, their nature, interdependability, and controllability. It also inspects the various machine learning algorithms, their feasibility, and possible applications in power systems. The major contribution of the paper is the elucidation of expert system control methods for the performance improvement of solar PV assisted DC microgrids. The major objective of the paper is to provide an overview on various algorithms intended for the microgrid systems pertaining to its accuracy, precision, classification, prediction and forecasting. 2023 The Authors. IET Renewable Power Generation published by John Wiley & Sons Ltd on behalf of The Institution of Engineering and Technology.
- Source
- IET Renewable Power Generation
- Date
- 2023-01-01
- Publisher
- John Wiley and Sons Inc
- Subject
- artificial intelligence; dynamics; learning (artificial intelligence); machine learning; mathematics computing; power system; power system analysis computing; power system dynamic stability; soft computing; stability
- Coverage
- Sarin C.R., Academic Manager and SME, Miles Education, Kerala, Ernakulam, India; Mani G., Department of Control and Automation, Vellore Institute of Technology, Vellore, India; Stonier A.A., School of Electrical Engineering, Vellore Institute of Technology, Vellore, India; Peter G., CRISD, School of Engineering and Technology, University of Technology Sarawak, Sibu, Malaysia; Kumaresan P., Department of Electronics and Communication Engineering, Christ University, Bengaluru, India; Ganji V., Department of Electrical & Computer Engineering, Debre Tabor University, Amhara, Debre Tabor, Ethiopia
- Rights
- All Open Access; Gold Open Access
- Relation
- ISSN: 17521416
- Format
- Online
- Language
- English
- Type
- Review
Collection
Citation
Sarin C.R.; Mani G.; Stonier A.A.; Peter G.; Kumaresan P.; Ganji V., “An extensive critique on expert system control in solar photovoltaic dominated microgrids,” CHRIST (Deemed To Be University) Institutional Repository, accessed February 24, 2025, https://archives.christuniversity.in/items/show/21453.