Performance Analysis of Neural Network and Fuzzy Logic Based MPPT Techniques for Solar PV Systems

被引：0
|
作者：
Gupta, Ankit [1 ]
Kumar, Pawan [1 ]
Pachauri, Rupendra Kumar [1 ]
Chauhan, Yogesh K. [1 ]
机构：
[1] Gautam Buddha Univ, Sch Engn, Dept Elect Engn, Greater Noida 201308, Uttar Pradesh, India
来源：
2014 6TH IEEE POWER INDIA INTERNATIONAL CONFERENCE (PIICON) | 2014年
关键词：
Maximum power point tracking (MPPT); Photovoltaic (PV) system; Neural network; Fuzzy logic; DC/DC Boost converter; TRACKING CONTROLLER; POWER;
D O I：
暂无
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：
The maximum power point tracking (MPPT) technique in the photovoltaic (PV) system is used to achieve maximum power through the solar PV system. Therefore, the interest is generated to design a more effective and efficient MPPT to achieve maximum power transfer to the load. In this context, two MPPT techniques, i.e. artificial neural network (ANN) and fuzzy logic control (FLC) are implemented and their performance is analysed. Both the MPPT techniques are investigated in terms of efficiency and response and they are developed in MATLAB/Simulink environment. Their performance is investigated under variable irradiation conditions and found satisfactory for both the techniques.
引用
收藏
页数：6
相关论文
共 50 条
  • [1] Performance Investigation of Fuzzy Logic Controlled MPPT for Energy Efficient Solar PV Systems
    Sundarabalan, C. K.
    Selvi, K.
    Kubra, K. Sakeenathul
    POWER ELECTRONICS AND RENEWABLE ENERGY SYSTEMS, 2015, 326 : 761 - 770
  • [2] Fuzzy Logic Approach Based Mppt for the Dynamic Performance Improvement for PV Systems
    Aouchiche, N.
    Cheikh, M. S. Ait
    Becherif, M.
    Ebrahim, M. A.
    Hadjarab, A.
    2017 5TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING - BOUMERDES (ICEE-B), 2017,
  • [3] Implementation of Fuzzy and Neural Networks-Based MPPT Techniques on Solar PV System
    Kakularapu, Sai Shankar Reddy
    Rashid, Muhammad H.
    PROCEEDINGS 2024 IEEE 6TH GLOBAL POWER, ENERGY AND COMMUNICATION CONFERENCE, IEEE GPECOM 2024, 2024, : 7 - 11
  • [4] Performance Analysis of Fuzzy Logic-based Controller for MPPT of PV Cell
    Radhacharan, Chandragiri
    Chandra, Toom Nithin
    HELIX, 2020, 10 (04): : 90 - 96
  • [5] A Fuzzy Logic Control Method for MPPT of PV Systems
    Noman, Abdullah M.
    Addoweesh, Khaled E.
    Mashaly, Hussein M.
    38TH ANNUAL CONFERENCE ON IEEE INDUSTRIAL ELECTRONICS SOCIETY (IECON 2012), 2012, : 874 - 880
  • [6] Research on MPPT of PV Systems Based on BP Neural Network
    Chen, Wenying
    Lin, Yongjun
    Liu, Weiliang
    Liu, Shuangsai
    INTELLIGENT SYSTEM AND APPLIED MATERIAL, PTS 1 AND 2, 2012, 466-467 : 930 - 934
  • [7] Design, Implementation and Performance Analysis of a LabVIEW based Fuzzy Logic MPPT Controller for Stand-Alone PV Systems
    Raj, Praful M.
    Joshua, Ann Mary
    2017 IEEE INTERNATIONAL CONFERENCE ON POWER, CONTROL, SIGNALS AND INSTRUMENTATION ENGINEERING (ICPCSI), 2017, : 1012 - 1017
  • [8] An Artificial Neural Network Based MPPT Algorithm For Solar PV System
    Lakshmi, Jyothy P. N.
    Sindhu, M. R.
    2018 4TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENERGY SYSTEMS (ICEES), 2018, : 375 - 380
  • [9] Performance Analysis of MPPT Techniques for Dynamic Irradiation Condition of Solar PV
    Hussaian Basha, C. H.
    Rani, C.
    INTERNATIONAL JOURNAL OF FUZZY SYSTEMS, 2020, 22 (08) : 2577 - 2598
  • [10] Performance Analysis of MPPT Techniques for Dynamic Irradiation Condition of Solar PV
    C H Hussaian Basha
    C. Rani
    International Journal of Fuzzy Systems, 2020, 22 : 2577 - 2598
12345