Analysis of the potential application of a residential composite energy storage system based on a double-layer optimization model

被引:1
作者
Zhao, Xueyuan [1 ,2 ]
Ying, Xiaoyu [2 ]
Gao, Weijun [3 ]
Qian, Fanyue [4 ]
Tan, Yang [1 ,2 ]
Xie, Jing [3 ]
机构
[1] Zhejiang Univ, Inst Architectural Engn, Hangzhou 310058, Peoples R China
[2] Hangzhou City Univ, Sch Spatial Planning & Design, Hangzhou 310015, Peoples R China
[3] Univ Kitakyushu, Fac Environm Engn, Kitakyushu 8080135, Japan
[4] Tongji Univ, Inst Mech Engn, Siping Rd, Shanghai 1239, Peoples R China
关键词
Composite energy system; User-side energy storage; Comprehensive performance comparison; Double-level optimization; Adaptive particle swarm optimization algorithm; RENEWABLE ENERGY; MANAGEMENT-SYSTEMS; BATTERY SYSTEMS; ELECTRIC-LOAD; CONSUMPTION; DEMAND; PERFORMANCE; OPERATION; KYUSHU; JAPAN;
D O I
10.1038/s41598-024-56414-6
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Along with the further integration of demand management and renewable energy technology, making optimal use of energy storage devices and coordinating operation with other devices are key. The present study takes into account the current situation of power storage equipment. Based on one year of measured data, four cases are designed for a composite energy storage system (ESS). In this paper, a two-tiered optimization model is proposed and is used to optimizing the capacity of power storage devices and the yearly production of the system. Furthermore, this paper performs a comparative analysis of the performance of the four cases from the energy, environmental and economic perspectives. It is concluded that this kind of energy storage equipment can enhance the economics and environment of residential energy systems. The thermal energy storage system (TESS) has the shortest payback period (7.84 years), and the CO2 emissions are the lowest. Coupled with future price volatility and the carbon tax, the electrothermal hybrid energy storage system (HESS) has good development potential. However, the current investment cost is very high, and it will not be possible to recover this cost in 10 years. Finally, it is recommended that the cost of equipment be reduced in combination with subsidies and incentives for further promotion. The research results not only fill a gap in the study area, but also provide some suggestions for further development of industry and research on user-side energy storage.
引用
收藏
页数:19
相关论文
共 39 条
[1]   Integration of energy storage system and renewable energy sources based on artificial intelligence: An overview [J].
Abdalla, Ahmed N. ;
Nazir, Muhammad Shahzad ;
Tao, Hai ;
Cao, Suqun ;
Ji, Rendong ;
Jiang, Mingxin ;
Yao, Liu .
JOURNAL OF ENERGY STORAGE, 2021, 40
[2]   Comprehensive economic evaluations of a residential building with solar photovoltaic and battery energy storage systems: An Australian case study [J].
Akter, M. N. ;
Mahmud, M. A. ;
Oo, Amanullah M. T. .
ENERGY AND BUILDINGS, 2017, 138 :332-346
[3]  
[Anonymous], 2021, Eco-Battery
[4]   Optimal sizing design and operation of electrical and thermal energy storage systems in smart buildings [J].
Baniasadi, Ali ;
Habibi, Daryoush ;
Al-Saedi, Waleed ;
Masoum, Mohammad A. S. ;
Das, Choton K. ;
Mousavi, Navid .
JOURNAL OF ENERGY STORAGE, 2020, 28
[5]   Carbon tax and energy innovation at crossroads of carbon neutrality: Designing a sustainable decarbonization policy [J].
Cheng, Ya ;
Sinha, Avik ;
Ghosh, Vinit ;
Sengupta, Tuhin ;
Luo, Huawei .
JOURNAL OF ENVIRONMENTAL MANAGEMENT, 2021, 294
[6]   Optimal design of heating and cooling pipeline networks for residential distributed energy resource systems [J].
Clarke, Fiona ;
Dorneanu, Bogdan ;
Mechleri, Evgenia ;
Arellano-Garcia, Harvey .
ENERGY, 2021, 235
[7]   Evolution from the renewable portfolio standards to feed-in tariff for the deployment of renewable energy in Japan [J].
Dong, Yanli ;
Shimada, Koji .
RENEWABLE ENERGY, 2017, 107 :590-596
[8]   Power management techniques for grid-connected DC microgrids: A comparative evaluation [J].
dos Santos Neto, Pedro J. ;
Barros, Tarcio A. S. ;
Silveira, Joao P. C. ;
Ruppert Filho, Ernesto ;
Vasquez, Juan C. ;
Guerrero, Josep M. .
APPLIED ENERGY, 2020, 269
[9]   The use of hybrid analytics to establish effective strategies for household energy conservation [J].
Gung, Roger R. ;
Huang, Chun-Che ;
Hung, Wen-I ;
Fang, Yu-Jie .
RENEWABLE & SUSTAINABLE ENERGY REVIEWS, 2020, 133 (133)
[10]   Stochastic optimal battery storage sizing and scheduling in home energy management systems equipped with solar photovoltaic panels [J].
Hemmati, Reza ;
Saboori, Hedayat .
ENERGY AND BUILDINGS, 2017, 152 :290-300