artificial intelligence in smart grids;
distributed energy systems optimization;
renewable energy integration;
demand response;
POWER;
GENERATION;
PREDICTION;
MANAGEMENT;
NETWORKS;
AI;
D O I:
10.3390/en17174501
中图分类号:
TE [石油、天然气工业];
TK [能源与动力工程];
学科分类号:
0807 ;
0820 ;
摘要:
This review paper thoroughly explores the impact of artificial intelligence on the planning and operation of distributed energy systems in smart grids. With the rapid advancement of artificial intelligence techniques such as machine learning, optimization, and cognitive computing, new opportunities are emerging to enhance the efficiency and reliability of electrical grids. From demand and generation prediction to energy flow optimization and load management, artificial intelligence is playing a pivotal role in the transformation of energy infrastructure. This paper delves deeply into the latest advancements in specific artificial intelligence applications within the context of distributed energy systems, including the coordination of distributed energy resources, the integration of intermittent renewable energies, and the enhancement of demand response. Furthermore, it discusses the technical, economic, and regulatory challenges associated with the implementation of artificial intelligence-based solutions, as well as the ethical considerations related to automation and autonomous decision-making in the energy sector. This comprehensive analysis provides a detailed insight into how artificial intelligence is reshaping the planning and operation of smart grids and highlights future research and development areas that are crucial for achieving a more efficient, sustainable, and resilient electrical system.
机构:Shahid Bahonar Univ Kerman, Fac Engn, Kerman, Iran
Afzali, Peyman
Yeganeh, Armin
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机构:
Shahid Bahonar Univ Kerman, Fac Engn, Kerman, Iran
Sharif Univ Technol, Fac Energy Engn, Tehran, Iran
Human Ecol Bldg, 552 Circle Dr, Room 203F, E Lansing, MI 48824 USAShahid Bahonar Univ Kerman, Fac Engn, Kerman, Iran
Yeganeh, Armin
Derakhshan, Fatemeh
论文数: 0引用数: 0
h-index: 0
机构:
Michigan State Univ, Sch Planning Design & Construct, E Lansing, MI USAShahid Bahonar Univ Kerman, Fac Engn, Kerman, Iran
机构:
Future Univ Egypt, Fac Comp & Informat Technol, Dept Digital Media Technol, Cairo, EgyptFuture Univ Egypt, Fac Comp & Informat Technol, Dept Digital Media Technol, Cairo, Egypt
机构:
Sejong Univ, Coll Elect & Informat Engn, Dept Elect Engn, 209 Neungdong Ro, Seoul 05006, South KoreaSejong Univ, Coll Elect & Informat Engn, Dept Elect Engn, 209 Neungdong Ro, Seoul 05006, South Korea
Alsharif, Mohammed H.
Jahid, Abu
论文数: 0引用数: 0
h-index: 0
机构:
Univ Ottawa, Sch Elect Engn & Comp Sci, 25 Templeton St, Ottawa, ON K1N 6N5, CanadaSejong Univ, Coll Elect & Informat Engn, Dept Elect Engn, 209 Neungdong Ro, Seoul 05006, South Korea
Jahid, Abu
Kannadasan, Raju
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h-index: 0
机构:
Sri Venkateswara Coll Engn, Dept Elect & Elect Engn, Chennai 602117, IndiaSejong Univ, Coll Elect & Informat Engn, Dept Elect Engn, 209 Neungdong Ro, Seoul 05006, South Korea
Kannadasan, Raju
Kim, Mun-Kyeom
论文数: 0引用数: 0
h-index: 0
机构:
Chung Ang Univ, Sch Energy Syst Engn, 84 Heukseok Ro, Seoul 06974, South KoreaSejong Univ, Coll Elect & Informat Engn, Dept Elect Engn, 209 Neungdong Ro, Seoul 05006, South Korea
机构:Shahid Bahonar Univ Kerman, Fac Engn, Kerman, Iran
Afzali, Peyman
Yeganeh, Armin
论文数: 0引用数: 0
h-index: 0
机构:
Shahid Bahonar Univ Kerman, Fac Engn, Kerman, Iran
Sharif Univ Technol, Fac Energy Engn, Tehran, Iran
Human Ecol Bldg, 552 Circle Dr, Room 203F, E Lansing, MI 48824 USAShahid Bahonar Univ Kerman, Fac Engn, Kerman, Iran
Yeganeh, Armin
Derakhshan, Fatemeh
论文数: 0引用数: 0
h-index: 0
机构:
Michigan State Univ, Sch Planning Design & Construct, E Lansing, MI USAShahid Bahonar Univ Kerman, Fac Engn, Kerman, Iran
机构:
Future Univ Egypt, Fac Comp & Informat Technol, Dept Digital Media Technol, Cairo, EgyptFuture Univ Egypt, Fac Comp & Informat Technol, Dept Digital Media Technol, Cairo, Egypt
机构:
Sejong Univ, Coll Elect & Informat Engn, Dept Elect Engn, 209 Neungdong Ro, Seoul 05006, South KoreaSejong Univ, Coll Elect & Informat Engn, Dept Elect Engn, 209 Neungdong Ro, Seoul 05006, South Korea
Alsharif, Mohammed H.
Jahid, Abu
论文数: 0引用数: 0
h-index: 0
机构:
Univ Ottawa, Sch Elect Engn & Comp Sci, 25 Templeton St, Ottawa, ON K1N 6N5, CanadaSejong Univ, Coll Elect & Informat Engn, Dept Elect Engn, 209 Neungdong Ro, Seoul 05006, South Korea
Jahid, Abu
Kannadasan, Raju
论文数: 0引用数: 0
h-index: 0
机构:
Sri Venkateswara Coll Engn, Dept Elect & Elect Engn, Chennai 602117, IndiaSejong Univ, Coll Elect & Informat Engn, Dept Elect Engn, 209 Neungdong Ro, Seoul 05006, South Korea
Kannadasan, Raju
Kim, Mun-Kyeom
论文数: 0引用数: 0
h-index: 0
机构:
Chung Ang Univ, Sch Energy Syst Engn, 84 Heukseok Ro, Seoul 06974, South KoreaSejong Univ, Coll Elect & Informat Engn, Dept Elect Engn, 209 Neungdong Ro, Seoul 05006, South Korea