Development of a statistical model for reliability analysis of hybrid off-grid power system (HOPS)

被引:8
作者
Debnath, Debika [1 ]
Ray, Srimanta [2 ]
Chakraborty, Ajoy Kumar [1 ]
机构
[1] Natl Inst Technol, Dept Elect Engn, Jirania 799046, Tripura West, India
[2] Natl Inst Technol, Dept Chem Engn, Jirania 799046, Tripura West, India
关键词
Reliability; Response surface; Box-Behnken; Photovoltaic; Generator; Battery; ENERGY SYSTEM; PRE-FEASIBILITY; COST-ANALYSIS; DIESEL; DEMAND; DESIGN;
D O I
10.1016/j.esr.2016.10.002
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 study presents a response surface (RS) model using Box-Behnken design (BBD) technique for predicting the reliability of a hybrid off-grid power system (HOPS). A three-factor three-level BBD is used to model the reliability of HOPS in terms of loss of power supply probability (LPSP). The sizes of HOPS components, namely, photovoltaic (PV) array, diesel generator (DG) capacity, and battery (BAT) cells, are the factors in the model. The effect of varying PV, DG sizes and BAT cells for the HOPS are thoroughly assessed for minimum LPSP. The analysis of variance (ANOVA) for the response (LPSP) established significant linear and quadratic terms of the RS model. The coefficients of the RS model are determined using multiple regression analysis technique at the 95% level of confidence. The RS model is verified for error in prediction by residual analysis technique and validated against experimental data to confirm the accuracy of the model. The model predicted accuracy is 97.4%. The model predicted optimum HOPS component sizes in terms of LPSP is assessed to define the energy economics of the system. The systematic approach of sizing the power sources of a HOPS in terms of supply reliability using a statistical model and subsequent validation of the prediction with experimental data taking into consideration the cost of energy generated from the system is the unique feature of the present study. The model presented in this study can be a useful tool for comparing power supply reliability of varying capacities among similar system architectures. (C) 2016 Elsevier Ltd. All rights reserved.
引用
收藏
页码:213 / 221
页数:9
相关论文
共 30 条
  • [11] Optimal design of a reliable hydrogen-based stand-alone wind/PV generating system, considering component outages
    Kaviani, A. Kashefi
    Riahy, G. H.
    Kouhsari, S. H. M.
    [J]. RENEWABLE ENERGY, 2009, 34 (11) : 2380 - 2390
  • [12] Pre-feasibility study of stand-alone hybrid energy systems for applications in Newfoundland
    Khan, MJ
    Iqbal, MT
    [J]. RENEWABLE ENERGY, 2005, 30 (06) : 835 - 854
  • [13] Modelling and forecasting the demand for natural gas in Pakistan
    Khan, Muhammad Arshad
    [J]. RENEWABLE & SUSTAINABLE ENERGY REVIEWS, 2015, 49 : 1145 - 1159
  • [14] Energy cost analysis of a solar-hydrogen hybrid energy system for stand-alone applications
    Lagorse, Jeremy
    Sirnoes, Marcelo G.
    Miraoui, Abdellatif
    Costerg, Philippe
    [J]. INTERNATIONAL JOURNAL OF HYDROGEN ENERGY, 2008, 33 (12) : 2871 - 2879
  • [15] Performance analysis of hybrid photovoltaic/diesel energy system under Malaysian conditions
    Lau, K. Y.
    Yousof, M. F. M.
    Arshad, S. N. M.
    Anwari, M.
    Yatim, A. H. M.
    [J]. ENERGY, 2010, 35 (08) : 3245 - 3255
  • [16] Demand forecast for road transportation fuels including gasoline, diesel, LPG, bioethanol and biodiesel for Turkey between 2013 and 2023
    Melikoglu, Mehmet
    [J]. RENEWABLE ENERGY, 2014, 64 : 164 - 171
  • [17] Hybrid systems for decentralized power generation in Bangladesh
    Mondal, Alam Hossain
    Denich, Manfred
    [J]. ENERGY FOR SUSTAINABLE DEVELOPMENT, 2010, 14 (01) : 48 - 55
  • [18] Myers R.H., 2009, RESPONSE SURFACE MET, P19
  • [19] Unit sizing and cost analysis of stand-alone hybrid wind/PV/fuel cell power generation systems
    Nelson, D. B.
    Nehrir, M. H.
    Wang, C.
    [J]. RENEWABLE ENERGY, 2006, 31 (10) : 1641 - 1656
  • [20] A comparative feasibility study of stand-alone and grid connected RES-based systems in several Greek Islands
    Prodromidis, G. N.
    Coutelieris, F. A.
    [J]. RENEWABLE ENERGY, 2011, 36 (07) : 1957 - 1963