Distributed multi-scenario optimal sizing of integrated electricity and gas system based on ADMM

被引:28
作者
Chen, Jian [1 ]
Lin, Ziliang [1 ]
Ren, Junzhi [1 ]
Zhang, Weitong [1 ]
Zhou, Yue [2 ]
Zhang, Yicheng [3 ]
机构
[1] Shandong Univ, Key Lab Power Syst Intelligent Dispatch & Control, Minist Educ, Jinan 250061, Peoples R China
[2] Cardiff Univ, Sch Engn, Cardiff CF24 3AA, Wales
[3] Nanyang Technol Univ, Sch Elect & Elect Engn, Singapore 639798, Singapore
基金
英国工程与自然科学研究理事会; 国家重点研发计划;
关键词
Integrated electricity and gas system (IEGS); Optimal sizing; Multi-scenario; Distributed optimization; Alternating direction multiplier method (ADMM); NATURAL-GAS; OPTIMIZATION; FLEXIBILITY; MICROGRIDS; NETWORK; MODEL;
D O I
10.1016/j.ijepes.2019.105675
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The evolution and application of energy conversion equipment such as gas turbines and power to gas (P2G) has greatly improved the coupling characteristics of integrated electricity and gas system (IEGS). Therefore, it is necessary to take natural gas system into consideration when coping with the optimal sizing problems for electricity system. However, it is difficult to solve the problem based on a single typical scenario during the long-term planning period. This paper proposes a distributed multi-scenario optimization framework based on alternating direction multiplier method (ADMM), decoupling the original optimal sizing problem into an investment sub-problem and multiple operation sub-problems considering multiple scenarios. In addition, this paper establishes a bidirectional coupling IEGS model which includes the dynamic characteristic of the gas system and uncertainties of renewable energy and load. In order to evaluate the feasibility, the proposed framework and model are applied to a modified IEEE 33 nodes system combined with 7 nodes gas system. Case studies are presented to further study the impact of operation flexibility, lifetime loss and cost reduction potential of battery energy storage system (BESS). The results indicate that the proposed framework can effectively deal with the multi-scenario optimal sizing problem of IEGS. Moreover, this method also have a good performance in analyzing the influence of flexibility, battery lifetime and multi-stage investment strategy.
引用
收藏
页数:10
相关论文
共 29 条
[1]  
[Anonymous], EC LOAD DEFECTION GR
[2]   Multi-Period Integrated Framework of Generation, Transmission, and Natural Gas Grid Expansion Planning for Large-Scale Systems [J].
Barati, Fatemeh ;
Seifi, Hossein ;
Sepasian, Mohammad Sadegh ;
Nateghi, Abolfazl ;
Shafie-khah, Miadreza ;
Catalao, Joao P. S. .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2015, 30 (05) :2527-2537
[3]   Optimal Sizing for Grid-Tied Microgrids With Consideration of Joint Optimization of Planning and Operation [J].
Chen, Jian ;
Zhang, Weitong ;
Li, Jiaqi ;
Zhang, Wen ;
Liu, Yutian ;
Zhao, Bo ;
Zhang, Yicheng .
IEEE TRANSACTIONS ON SUSTAINABLE ENERGY, 2018, 9 (01) :237-248
[4]   Optimal generation expansion planning via improved genetic algorithm approach [J].
Chung, TS ;
Li, YZ ;
Wang, ZY .
INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2004, 26 (08) :655-659
[5]   Integrated Electrical and Gas Network Flexibility Assessment in Low-Carbon Multi-Energy Systems [J].
Clegg, Stephen ;
Mancarella, Pierluigi .
IEEE TRANSACTIONS ON SUSTAINABLE ENERGY, 2016, 7 (02) :718-731
[6]   Research and Practice of Flexibility in Distribution Systems: A Review [J].
Dalhues, Stefan ;
Zhou, Yang ;
Pohl, Oliver ;
Rewald, Florian ;
Erlemeyer, Fabian ;
Schmid, Dennis ;
Zwartscholten, Jannik ;
Hagemann, Zita ;
Wagner, Christian ;
Gonzalez, Daniel Mayorga ;
Liu, Hua ;
Zhang, Mingmin ;
Liu, Jiayan ;
Rehtanz, Christian ;
Li, Yong ;
Cao, Yijia .
CSEE JOURNAL OF POWER AND ENERGY SYSTEMS, 2019, 5 (03) :285-294
[7]   Dynamic Optimal Energy Flow in the Integrated Natural Gas and Electrical Power Systems [J].
Fang, Jiakun ;
Zeng, Qing ;
Ai, Xiaomeng ;
Chen, Zhe ;
Wen, Jinyu .
IEEE TRANSACTIONS ON SUSTAINABLE ENERGY, 2018, 9 (01) :188-198
[8]   Dynamic long-term expansion planning of generation resources and electric transmission network in multi-carrier energy systems [J].
Fathtabar, Hamed ;
Barforoushi, Taghi ;
Shahabi, Majid .
INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2018, 102 :97-109
[9]  
Floudas C. A., 1995, Nonlinear and Mixed-Integer Optimization: Fundamentals and Applications
[10]   Alternating direction method with self-adaptive penalty parameters for monotone variational inequalities [J].
He, BS ;
Yang, H ;
Wang, SL .
JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 2000, 106 (02) :337-356