A review on performance of artificial intelligence and conventional method in mitigating PV grid-tied related power quality events

被引:95
|
作者
Kow, Ken Weng [1 ]
Wong, Yee Wan [1 ]
Rajkumar, Rajparthiban Kumar [2 ]
Rajkumar, Rajprasad Kumar [1 ]
机构
[1] Univ Nottingham, Dept Elect & Elect Engn, Fac Engn, Malaysia Campus, Semenyih, Malaysia
[2] Univ Nottingham, Fdn Engn, Malaysia Campus, Semenyih, Malaysia
来源
关键词
PV Grid Tied System; Power quality; Mitigation; Artificial intelligence; High penetration; CONTROLLER; SIMULATION; STATCOM; SYSTEM;
D O I
10.1016/j.rser.2015.11.064
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Integration of renewable energy resources into power networks is the trend in power distribution system. It is to reduce burden of centralized power plant and global emissions, increase usage of renewable energy, and diverse energy supply market. However, solar photovoltaic which is a type of renewable energy resource, is found to generate peak capacity for a short duration only. Next, its output is intermittent and randomness. In addition, it changes behavior of power distribution system from unidirectional to bidirectional. As a result, it causes different types of power quality events to the power networks. Therefore, these power quality events are urged to be mitigated to further explore the potential of solar photovoltaic system. This paper aims to investigate negative impacts of photovoltaic (PV) grid-tied system to the power networks, and study on performance of artificial intelligence (Al) and conventional methods in mitigating power quality event. According to the surveys, power system monitoring, inverter, dynamic voltage regulator, static synchronous compensator, unified power quality conditioner and energy storage system are able to compensate power quality events which are caused by PV grid-tied system. From the studies, Al methods usually outperform conventional methods in terms of response time and controllability. They also show talent in multi-mode operation, which is to switch to different operation modes according to the environment. However, they require memory to achieve above mentioned tasks. It is believed that unsupervised learning Al is the future trend as it can adapt to the environment without the need of collecting large amount of data before the AI is implemented. (C) 2015 Elsevier Ltd. All rights reserved.
引用
收藏
页码:334 / 346
页数:13
相关论文
共 40 条
  • [1] Power Quality Improvement for PV fed NPC Converter for Grid-Tied Applications
    Mishra, Nidhi
    Yadav, Shivam Kumar
    Singh, Shim
    Chandra, Ambrish
    Al-Haddad, K.
    [J]. IECON 2020: THE 46TH ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY, 2020, : 3302 - 3307
  • [2] Enhanced Power Quality Compensation in PV Single-Phase Grid-Tied Systems
    Ribeiro, R. L. A.
    Rocha, T. O. A.
    Barreto, R. L.
    Carolino, S. F.
    [J]. 2013 TWENTY-EIGHTH ANNUAL IEEE APPLIED POWER ELECTRONICS CONFERENCE AND EXPOSITION (APEC 2013), 2013, : 999 - 1004
  • [3] A Semi Discontinuous PWM Method for Mitigating Oscillation in a Three-level Grid-tied PV Inverter
    Yang, Zhaoxia
    Zeng, Jianwu
    Ren, Qixing
    Wu, Liangcai
    Liao, Zhengjun
    [J]. 2021 IEEE ENERGY CONVERSION CONGRESS AND EXPOSITION (ECCE), 2021, : 109 - 114
  • [4] System Design and Performance Analysis of a Grid-Tied Solar PV Power System in Bhutan
    Dolkar, Yangchen
    Jamtsho, Dawa
    Adhikari, Rozal
    Wangdi, Tshering
    Dorji, Sonam
    Lhendup, Tshewang
    Lhamo, Pema
    [J]. 2015 IEEE INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND COMMUNICATION TECHNOLOGY CICT 2015, 2015, : 538 - 542
  • [5] Analysis and Design of Passive Filters for Power Quality Improvement in 3φ Grid-Tied PV Systems
    Hussain, Muhammad Wajahat
    Qureshi, Muhammad Ayaz
    [J]. 2021 4TH INTERNATIONAL CONFERENCE ON ENERGY CONSERVATION AND EFFICIENCY (ICECE 2021), 2021, : 127 - 132
  • [6] Power Quality Improvement in Fifteen Level PUC Converter for Solar PV Grid-Tied Applications
    Mishra, Nidhi
    Singh, Bhim
    Yadav, Shivam Kumar
    Tariq, Mohd
    [J]. IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2023, 59 (04) : 4264 - 4273
  • [7] Performance test of a grid-tied PV system to power a split air conditioner system in Surabaya
    Tarigan, E.
    [J]. INTERNATIONAL CONFERENCE ON INFORMATICS, TECHNOLOGY AND ENGINEERING 2017 (INCITE 2017), 2017, 273
  • [8] An Adaptive Current Control Technique in Grid-tied PV System with Active Power Filter for Power Quality Improvement
    Babu, Narendra P.
    Peesapati, Ranga Babu
    Panda, Gayadhar
    [J]. PROCEEDINGS OF THE 2019 IEEE REGION 10 CONFERENCE (TENCON 2019): TECHNOLOGY, KNOWLEDGE, AND SOCIETY, 2019, : 187 - 191
  • [9] An Improved Adaptive Control Strategy in Grid-Tied PV System With Active Power Filter for Power Quality Enhancement
    Babu, Narendra P.
    Guerrero, Josep M.
    Siano, Pierluigi
    Peesapati, Rangababu
    Panda, Gayadhar
    [J]. IEEE SYSTEMS JOURNAL, 2021, 15 (02): : 2859 - 2870
  • [10] Assessment of Power Quality Enhancement in a Grid-tied PV Network via ANN-based UPQC
    Kumar, Ch. Phani
    Elanchezhian, E. B.
    Subramani, Pragaspathy
    Subramanian, S.
    [J]. RECENT ADVANCES IN ELECTRICAL & ELECTRONIC ENGINEERING, 2024, 17 (05) : 475 - 485