Techno-economic analysis of a grid-connected PV/battery system using the teaching-learning-based optimization algorithm

被引:106
|
作者
Ashtiani, Mina Najafi [1 ]
Toopshekan, Ashkan [2 ]
Astaraei, Fatemeh Razi [2 ]
Yousefi, Hossein [2 ]
Maleki, Akbar [3 ]
机构
[1] Tamin Ehtiajat Fanni Tehran TAF Co, Tehran, Iran
[2] Univ Tehran, Fac New Sci & Technol, Dept Renewable Energies & Environm, Tehn Diode Idial Factoran, Tehran, Iran
[3] Shahrood Univ Technol, Fac Mech Engn, Shahrood, Iran
关键词
Sustainable energy; Sizing; PV-battery system; Peak demand; Teaching-learning-based optimization; RURAL ELECTRIFICATION; ENERGY SYSTEM; HYBRID; STORAGE;
D O I
10.1016/j.solener.2020.04.007
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
In this paper, a novel framework for optimal sizing of a grid-connected photovoltaic (PV)/battery system is presented to minimize the total net present cost using a novel optimization algorithm based on the teaching and learning process, namely Teaching-Learning-Based Optimization (TLBO). The TLBO algorithm is an efficient optimization method based on the teacher's influence on the learners' output in a class. This article shows how backup PV/battery systems can reduce electricity bills, even in countries where their electricity is cheap and subsidized. In comparison to the non-renewable case, the net present cost (NPC) and the cost of energy (COE) of the on-grid PV/battery system are 15.6% and 16.8% more efficient, respectively. The NPC and COE factors were calculated and compared with two other popular optimization algorithms, particle swarm optimization, and genetic algorithm to validate the proposed approach and to ascertain the strength and accuracy of the TLBO algorithm. To compare the results, different cities were examined and the similarity of the results showed that the system is efficient regardless of the surrounding climate. Also, sensitivity analyses on different cities' climatic data, different load demands and PV prices outlined the economic optimal size of the system.
引用
收藏
页码:69 / 82
页数:14
相关论文
共 50 条
  • [1] Techno-economic analysis of grid-connected battery storage
    Dufo-Lopez, Rodolfo
    Bernal-Agustin, Jose L.
    [J]. ENERGY CONVERSION AND MANAGEMENT, 2015, 91 : 394 - 404
  • [2] Techno-Economic Analysis of Grid-Connected PV Battery Solutions for Holiday Homes in Sweden
    Fiedler, Frank
    Matas, Joaquin Coll
    [J]. ENERGIES, 2022, 15 (08)
  • [3] Techno-Economic Analysis of a Hybrid Grid-Connected/PV/Wind System in Pakistan
    Ishaq, Saima
    Naveed, Sadaqat
    Mahmood, Shahid
    Najam-ul-Islam
    [J]. INTERNATIONAL JOURNAL OF RENEWABLE ENERGY RESEARCH, 2016, 6 (04): : 1318 - 1327
  • [4] Techno-economic simulation and optimization of residential grid-connected PV system for the Queensland climate
    Liu, Gang
    Rasul, M. G.
    Amanullah, M. T. O.
    Khan, M. M. K.
    [J]. RENEWABLE ENERGY, 2012, 45 : 146 - 155
  • [5] Techno-economic adequacy for PV-Battery sizing of a residential grid-connected installation
    Guidara, Imen
    Tina, Giuseppe Marco
    Souissi, Anoir
    Chaabene, Maher
    [J]. 2020 11TH INTERNATIONAL RENEWABLE ENERGY CONGRESS (IREC), 2020,
  • [6] Techno-Economic Analysis of Grid-Connected PV and Fuel Cell Hybrid System Using Different PV Tracking Techniques
    Mubaarak, Saif
    Zhang, Delong
    Chen, Yongcong
    Liu, Jinxin
    Wang, Longze
    Yuan, Rongfang
    Wu, Jing
    Zhang, Yan
    Li, Meicheng
    [J]. APPLIED SCIENCES-BASEL, 2020, 10 (23): : 1 - 26
  • [7] Techno-economic feasibility analysis of grid-connected residential PV systems in Algeria
    Kaci, Ghania Mohand
    Mahrane, Achour
    Ghedamsi, Kaci
    Chikh, Madjid
    [J]. ENERGY & ENVIRONMENT, 2024, 35 (04) : 1936 - 1966
  • [8] Techno-Economic Optimization of Grid-Connected Photovoltaic (PV) and Battery Systems Based on Maximum Demand Reduction (MDRed) Modelling in Malaysia
    Subramani, Gopinath
    Ramachandaramurthy, Vigna K.
    Sanjeevikumar, P.
    Holm-Nielsen, Jens Bo
    Blaabjerg, Frede
    Zbigniew, Leonowicz
    Kostyla, Pawel
    [J]. ENERGIES, 2019, 12 (18)
  • [9] Techno-Economic Feasibility Analysis of a Solar PV Grid-Connected System with Different Tracking Using HOMER Software
    Al Garni, Hassan
    Awasthi, Anjali
    [J]. 2017 5TH IEEE INTERNATIONAL CONFERENCE ON SMART ENERGY GRID ENGINEERING (SEGE), 2017, : 217 - 222
  • [10] Assessment of Grid-connected Residential PV-Battery Systems in Sweden - A Techno-economic Perspective
    Kabir, Md Ahsan
    Sunny, Mahmood Reaz
    Siddique, Md Nazrul Islam
    [J]. 2021 IEEE INTERNATIONAL CONFERENCE IN POWER ENGINEERING APPLICATION (ICPEA 2021), 2021, : 73 - 78