A novel bi-level robust game model to optimize a regionally integrated energy system with large-scale centralized renewable-energy sources in Western China

被引:66
作者
Li, Xiaozhu [1 ]
Wang, Weiqing [1 ]
Wang, Haiyun [1 ]
机构
[1] Xinjiang Univ, Engn Res Ctr, Minist Educ Renewable Energy Generat & Grid Conne, Urumqi 830047, Xinjiang, Peoples R China
基金
中国国家自然科学基金;
关键词
Large-scale centralized renewable energy; sources; Regionally integrated energy system; Robust game model; Large-scale multi-objective optimization; Irregular frontier; POWER; UNCERTAINTIES; DISPATCH; ALGORITHM; GRIDS;
D O I
10.1016/j.energy.2021.120513
中图分类号
O414.1 [热力学];
学科分类号
070201 [理论物理];
摘要
To improve the economics and scheduling flexibility of regionally integrated energy system (RIES) with large-scale centralized renewable energy, a bi-level robust game model is proposed. The model relies on the CCHP units and virtual energy-plant, uses their complementary of various energy to stabilize the uncertainty of power generation and consumption. The revenue and loss risk for coupling multiple uncertain is considered, and the uncertain set is constructed by robust theory, which can be flexibly adjusted its boundaries. Aim at the above-mentioned complex model, such as multi-objective, non convex, strong constraint, large-scale decision variables, and irregular Pareto front shape, a multi objective whale optimization algorithm is proposed. Finally, a modified IEEE-33 bus distribution system and the Hami power grid (in Western China) are used for cases. The sensitivity for scheduling results is quantitatively analyzed, under the influence of power generation and consumption uncertainty. The results show that the strategy can balance the economy and robustness, improve the profit benefit of RIES by 15.67% with the traditional robustness, virtual energy-plant can increase the profit by 1.9%. This paper provides theoretical guidance for the optimal scheduling of RIES with large-scale renewable energy. (c) 2021 Elsevier Ltd. All rights reserved.
引用
收藏
页数:23
相关论文
共 46 条
[1]
Impact of FFC distributed generations in a DNR in the presence of renewable and load uncertainties by mixed-discrete particle swarm-based point estimation method [J].
Barik, Soumyabrata ;
Das, Debapriya .
IET RENEWABLE POWER GENERATION, 2019, 13 (09) :1431-1445
[2]
Planning multiple energy systems for low-carbon districts with high penetration of renewable energy: An empirical study in China [J].
Cheng, Yaohua ;
Zhang, Ning ;
Kirschen, Daniel S. ;
Huang, Wujing ;
Kang, Chongqing .
APPLIED ENERGY, 2020, 261
[3]
Application of modified NSGA-II algorithm to Combined Economic and Emission Dispatch problem [J].
Dhanalakshmi, S. ;
Kannan, S. ;
Mahadevan, K. ;
Baskar, S. .
INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2011, 33 (04) :992-1002
[4]
Key energy-consumption feature selection of thermal power systems based on robust attribute reduction with rough sets [J].
Dong Lianjie ;
Chen Degang ;
Wang Ningling ;
Lu Zhanhui .
INFORMATION SCIENCES, 2020, 532 :61-71
[5]
Modified harmony search algorithm for combined economic emission dispatch of microgrid incorporating renewable sources [J].
Elattar, Ehab E. .
ENERGY, 2018, 159 :496-507
[6]
An enhanced moth-flame optimizer for solving non-smooth economic dispatch problems with emissions [J].
Elsakaan, Asmaa A. ;
El-Sehiemy, Ragab A. ;
Kaddah, Sahar S. ;
Elsaid, Mohammed I. .
ENERGY, 2018, 157 :1063-1078
[7]
Flexibility Services Management Under Uncertainties for Power Distribution Systems: Stochastic Scheduling and Predictive Real-Time Dispatch [J].
Evangelopoulos, Vasileios A. ;
Avramidis, Iason I. ;
Georgilakis, Pavlos S. .
IEEE ACCESS, 2020, 8 :38855-38871
[8]
Hydrogen-based integrated energy and mobility system for a real-life office environment [J].
Farahani, Samira S. ;
Bleeker, Cliff ;
van Wijk, Ad ;
Lukszo, Zofia .
APPLIED ENERGY, 2020, 264
[9]
Optimal operation of a micro-grid containing energy resources and demand response program [J].
Jafari, E. ;
Soleymani, S. ;
Mozafari, B. ;
Amraee, Turaj .
INTERNATIONAL JOURNAL OF ENVIRONMENTAL SCIENCE AND TECHNOLOGY, 2018, 15 (10) :2169-2182
[10]
Reliability and cost analysis of the redundant design of a combined cooling, heating and power (CCHP) system [J].
Jiang, Jinming ;
Gao, Weijun ;
Wei, Xindong ;
Li, Yanxue ;
Kuroki, Soichiro .
ENERGY CONVERSION AND MANAGEMENT, 2019, 199