Stochastic optimal investment strategy for net-zero energy houses

被引:1
|
作者
Li, Mengmou [1 ,6 ]
Tanaka, Taichi [1 ]
Carnerero, A. Daniel [1 ]
Wasa, Yasuaki [2 ]
Hirata, Kenji [3 ]
Fujisaki, Yasumasa [4 ]
Ushifusa, Yoshiaki [5 ]
Hatanaka, Takeshi [1 ]
机构
[1] Tokyo Inst Technol, Sch Engn, Dept Syst & Control Engn, Tokyo, Japan
[2] Waseda Univ, Fac Sci & Engn, Sch Adv Sci & Engn, Dept Elect Engn & Biosci, Tokyo, Japan
[3] Univ Toyama, Sch Engn, Dept Elect & Elect Engn, Toyama, Japan
[4] Osaka Univ, Grad Sch Informat Sci & Technol, Dept Informat & Phys Sci, Osaka, Japan
[5] Univ Kitakyushu, Fac Econ & Business Adm, Fukuoka, Japan
[6] Tokyo Inst Technol, Sch Engn, Dept Syst & Control Engn, Tokyo 1528550, Japan
关键词
battery storage plants; game theory; Monte Carlo methods; optimisation; Solar Photovoltaic Systems; stochastic programming; PV-BATTERY SYSTEMS; STORAGE; OPTIMIZATION;
D O I
10.1049/rpg2.12981
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
In this research, Net-Zero Energy Houses (ZEHs) is investigated that harness regionally produced electricity from photovoltaic (PV) panels and fuel cells, integrating them into a local power system in pursuit of achieving carbon neutrality. This article examines the impact of electricity sharing among users who are working towards attaining ZEH status through the integration of PV panels and battery storage devices. Two potential scenarios are proposed: the first assumes that all users individually invest in storage devices, hence minimizing their costs on a local level without energy sharing; the second envisions cost minimization through the collective use of a shared storage device, managed by a central manager. These two scenarios are formulated as a stochastic convex optimization and a cooperative game, respectively. To tackle the stochastic challenges posed by multiple random variables, the Monte Carlo sample average approximation (SAA) is applied to obtain solvable deterministic convex problems. Last, to demonstrate the practical applicability of these models, the proposed scenarios are implemented in the Jono neighborhood in Kitakyushu, Japan. This research explores the integration of locally produced solar and fuel cell power into Net-Zero Energy Houses (ZEH), focusing on the implications of electricity sharing among users through the use of photovoltaic panels and battery storage. The study proposes two scenarios for cost minimization: individual investment in storage devices without energy sharing, and a collective approach using a shared storage device. Utilizing Monte Carlo sample average approximation to address the stochastic nature of the problem, the applicability of these models is demonstrated in the Jono neighborhood in Kitakyushu, Japan. image
引用
收藏
页码:2880 / 2891
页数:12
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