Applications of Artificial Intelligence in Distribution Power System Operation

被引:11
|
作者
Stock, Simon [1 ]
Babazadeh, Davood [1 ]
Becker, Christian [1 ]
机构
[1] Hamburg Univ Technol, Inst Elect Power & Energy Technol, D-21079 Hamburg, Germany
关键词
Artificial intelligence; Power system stability; Measurement; Systematics; Reinforcement learning; Guidelines; Clustering algorithms; distribution power systems; fuzzy logic; machine learning; metaheuristics; power systems; power system operation; PARTICLE SWARM OPTIMIZATION; AUTONOMOUS VOLTAGE CONTROL; DISTRIBUTION NETWORKS; STABILITY ASSESSMENT; ECONOMIC-DISPATCH; LEARNING-MACHINE; STATE ESTIMATION; REACTIVE POWER; AGGREGATOR; GENERATION;
D O I
10.1109/ACCESS.2021.3125102
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Due to the energy transition and the distribution of electricity generation, distribution power systems gain a lot of attention as their importance increases and new challenges in operation emerge. The integration of renewables and electric vehicles for instance leads to manifold changes in the system, e.g. participation in provision of ancillary services. To solve these challenges artificial intelligence provides a variety of solutions based on the increase in sensor data and computational capability. This paper provides a systematic overview of some of the most recent studies applying artificial intelligence methods to distribution power system operation published during the last 10 years. Based on that, a general guideline is developed to support the reader in finding a suitable AI technique for a specific operation task. Therefore, four general metrics are proposed to give an orientation of the requirements of each application. Thus, a conclusion can be drawn presenting suitable algorithms for each operation task.
引用
收藏
页码:150098 / 150119
页数:22
相关论文
共 50 条
  • [1] Applications of artificial intelligence in power system operation, control and planning: a review
    Pandey, Utkarsh
    Pathak, Anshumaan
    Kumar, Adesh
    Mondal, Surajit
    [J]. CLEAN ENERGY, 2023, 7 (06): : 1199 - 1218
  • [2] Artificial Intelligence Applications in Power System
    Zhao, Xiaoyue
    Zhang, Xinyan
    [J]. PROCEEDINGS OF THE 2016 2ND INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND INDUSTRIAL ENGINEERING (AIIE 2016), 2016, 133 : 158 - 161
  • [3] A Survey of Artificial Intelligence Algorithm in Power System Applications
    Cai, Hongwei
    Lu, Xiaodan
    Du, Ting
    Wang, Yixian
    Xia, Shiwei
    Zhang, Dongying
    [J]. PROCEEDINGS OF 2019 IEEE 3RD INTERNATIONAL ELECTRICAL AND ENERGY CONFERENCE (CIEEC), 2019, : 1902 - 1906
  • [4] ARTIFICIAL INTELLIGENCE FOR THE OPERATION OF ISOLATED POWER SYSTEMS
    Tovar, Armando
    [J]. TELEMATIQUE, 2021, 20 (02): : 20 - 28
  • [5] Artificial intelligence applications in the design of SPE virtual reality operation training system
    He, SP
    Qin, Z
    He, XP
    [J]. 2003 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-5, PROCEEDINGS, 2003, : 2324 - 2328
  • [6] Applications of artificial intelligence in power systems
    Madan, S
    Bollinger, KE
    [J]. ELECTRIC POWER SYSTEMS RESEARCH, 1997, 41 (02) : 117 - 131
  • [7] Economic Load Distribution Strategy of Power System Based on Artificial Intelligence
    Zhuang, Xiaodan
    Guan, Yingyu
    Xu, Jun
    Shen, Shaohui
    [J]. 2020 5TH INTERNATIONAL CONFERENCE ON SMART GRID AND ELECTRICAL AUTOMATION (ICSGEA 2020), 2020, : 1 - 4
  • [8] Artificial Intelligence Technique based Power Theft Monitoring and Detection in a Power Distribution System
    Manickam, M.
    Gopirajan, P., V
    Balamurugan, S. M.
    Amirtharaj, S.
    [J]. PROCEEDINGS OF THE 2021 FIFTH INTERNATIONAL CONFERENCE ON I-SMAC (IOT IN SOCIAL, MOBILE, ANALYTICS AND CLOUD) (I-SMAC 2021), 2021, : 1644 - 1652
  • [9] Artificial intelligence toolbox for planning and operation of power systems
    Wehenkel, L
    Mack, P
    [J]. 2000 IEEE POWER ENGINEERING SOCIETY WINTER MEETING - VOLS 1-4, CONFERENCE PROCEEDINGS, 2000, : 1057 - 1062
  • [10] Review on Application of New Generation Artificial Intelligence Technology in Power System Dispatching and Operation
    新一代人工智能技术在电力系统调度运行中的应用评述
    [J]. Zhao, Jinquan (zhaojinquan@hhu.edu.cn), 1600, Automation of Electric Power Systems Press (44): : 1 - 10