Robust design optimization and stochastic performance analysis of a grid-connected photovoltaic system with battery storage and hydrogen storage

被引:59
|
作者
Coppitters, Diederik [1 ,2 ,3 ,4 ]
De Paepe, Ward [1 ]
Contino, Francesco [5 ]
机构
[1] Univ Mons UMONS, Thermal Engn & Combust Unit, Pl Parc 20, B-7000 Mons, Belgium
[2] Vrije Univ Brussel, Fluid & Thermal Dynam FLOW, Pl Laan 2, B-1050 Brussels, Belgium
[3] Vrije Univ Brussel VUB, Combust & Robust Optimizat Grp BURN, B-1050 Brussels, Belgium
[4] Univ Libre Bruxelles ULB, B-1050 Brussels, Belgium
[5] Univ Catholique Louvain UCLouvain, Inst Mech Mat & Civil Engn iMMC, Pl Levant 2, B-1348 Louvain La Neuve, Belgium
关键词
Grid-connected demand; Hydrogen storage; Levelized cost of electricity; Photovoltaic; Robust design optimization; Uncertainty quantification; PEM FUEL-CELL; POWER-TO-GAS; ENERGY-STORAGE; HYBRID SYSTEM; TECHNOECONOMIC ANALYSIS; UNCERTAINTY; MANAGEMENT; ELECTROLYZER; GENERATION; MODEL;
D O I
10.1016/j.energy.2020.118798
中图分类号
O414.1 [热力学];
学科分类号
摘要
Balancing of intermittent energy such as solar energy can be achieved by batteries and hydrogen-based storage. However, combining these systems received limited attention in a grid-connected framework and its design optimization is often performed assuming fixed parameters. Hence, such optimization induces designs highly sensitive to real-world uncertainties, resulting in a drastic mismatch between simulated and actual performances. To fill the research gap on design optimization of grid-connected, hydrogen-based renewable energy systems, we performed a computationally efficient robust design optimization under different scenarios and compared the stochastic performance based on the corresponding cumulative density functions. This paper provides the optimized stochastic designs and the advantage of each design based on the financial flexibility of the system owner. The results illustrate that the economically preferred solution is a photovoltaic array when the self-sufficiency ratio is irrelevant (< 30%). When a higher self-sufficiency ratio threshold is of interest, i.e. up to 59%, photovoltaic-battery designs and photovoltaic-battery-hydrogen designs provide the cost-competitive alternatives which are least-sensitive to real-world uncertainty. Conclusively, including storage systems improves the probability of attaining an affordable levelized cost of electricity over the system lifetime. Future work will focus on the integration of the heat demand. (C) 2020 Elsevier Ltd. All rights reserved.
引用
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页数:14
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