A cyber-secure model to decentralized co-expansion planning of gas and electricity networks

被引:12
作者
Ghezelbash, Azam [1 ]
Khaligh, Vahid [2 ]
Anvari-Moghaddam, Amjad [2 ,3 ]
机构
[1] Ferdowsi Univ Mashhad, Mashhad, Razavi Khorasan, Iran
[2] Aalborg Univ, Dept Energy Technol, Aalborg, Denmark
[3] Univ Tabriz, Fac Elect & Comp Engn, Tabriz, Iran
关键词
cyber security; distributed algorithms; expansion planning; gas and electricity networks; integrated energy systems; NATURAL-GAS; POWER-SYSTEM; GLOBAL-SOLUTIONS; INTEGRATED GAS; ALGORITHMS;
D O I
10.1002/er.6670
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Flexibilities offered by gas-fired power plants have strongly increased their usage in power systems. Increasing the penetration rate of gas-fired power plants has made it necessary to coordinate gas network expansion planning with electricity network expansion planning. In this paper, a decentralized model for expansion of gas and electricity networks is introduced that coordinates investment in these networks while taking into account their privacy. Alternating direction method of multipliers is used to decompose the centralized gas and electricity expansion problem into two separate expansion problems. The proposed method aims to minimize the investment and operation cost of interconnected gas and electricity networks during the planning period. The resultant problems are mixed-integer nonlinear programs, which are then linearized and transformed into mixed-integer linear programming models to facilitate the optimality conditions. Distributed optimization provides a cyber-physical system in which gas and electricity networks are managed separately while a coordination link is provided through the cloud computing layer. However, coordinated operation through a cloud layer keeps the control-loop subject to cyber-attacks. In this paper, the standard form of the proposed decentralized model is modified to secure it against cyber-attacks. Finally, the effectiveness and applicability of the proposed method are tested and verified over a real case study that has a high penetration level of gas consuming generation units. The proposed cyber secure model not only converges faster than a standard model (ie, computationally more efficient than conventional methods) but also keeps optimality of found solution in a secure fashion. The satisfactory performance of the proposed model is also demonstrated against centralized, leader-follower, and independent expansion planning models.
引用
收藏
页码:13414 / 13428
页数:15
相关论文
共 36 条
[1]   Approximated MILP model for AC transmission expansion planning: global solutions versus local solutions [J].
Akbari, Tohid ;
Bina, Mohammad Tavakoli .
IET GENERATION TRANSMISSION & DISTRIBUTION, 2016, 10 (07) :1563-1569
[2]  
[Anonymous], 2018, P 2018 INT C SMART E
[3]   Interval optimization based operating strategy for gas-electricity integrated energy systems considering demand response and wind uncertainty [J].
Bai, Linquan ;
Li, Fangxing ;
Cui, Hantao ;
Jiang, Tao ;
Sun, Hongbin ;
Zhu, Jinxiang .
APPLIED ENERGY, 2016, 167 :270-279
[4]   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
[5]  
Boyd S., 2011, NEURAL INFORM PROCES
[6]   Combined gas and electricity network expansion planning [J].
Chaudry, Modassar ;
Jenkins, Nick ;
Qadrdan, Meysam ;
Wu, Jianzhong .
APPLIED ENERGY, 2014, 113 :1171-1187
[7]  
Choi S., 2007, ENG EC, V22
[8]   Integrated Power and Natural Gas Model for Energy Adequacy in Short-Term Operation [J].
Correa-Posada, Carlos M. ;
Sanchez-Martin, Pedro .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2015, 30 (06) :3347-3355
[9]   The importance of gas infrastructure in power systems with high wind power penetrations [J].
Devlin, Joseph ;
Li, Kang ;
Higgins, Paraic ;
Foley, Aoife .
APPLIED ENERGY, 2016, 167 :294-304
[10]   Robust Constrained Operation of Integrated Electricity-Natural Gas System Considering Distributed Natural Gas Storage [J].
He, Yubin ;
Shahidehpour, Mohammad ;
Li, Zhiyi ;
Guo, Chuangxin ;
Zhu, Bingquan .
IEEE TRANSACTIONS ON SUSTAINABLE ENERGY, 2018, 9 (03) :1061-1071