Decision tree-based security dispatch application in integrated electric power and natural-gas networks

被引:18
作者
Costa, Denis C. L. [1 ]
Nunes, Marcus V. A. [1 ]
Vieira, Joao P. A. [1 ]
Bezerra, Ubiratan H. [1 ]
机构
[1] Fed Univ Para, Belem, PA, Brazil
关键词
Integrated energy systems; Natural gas networks; Optimal power flow; Decision tree; Security dispatch; SYSTEMS;
D O I
10.1016/j.epsr.2016.08.027
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
080906 [电磁信息功能材料与结构]; 082806 [农业信息与电气工程];
摘要
This paper proposes a decision tree (DT)-based security dispatch method applied to integrated electric power and natural-gas networks (IPGNs) against credible contingencies that may cause violations. Preventive adjustments to the optimal electric energy generation and gas production are carried out based on the security regions and boundaries of controllable variables determined by the DTs. The easily interpretable DT's rules that describe the security regions are tractable constraints to be included in the optimization routines of electricity generation and gas production rescheduling. Some specific critical contingencies applied to the IEEE 118-bus test system integrated with the 15-node natural gas network are taken as examples to demonstrate a promising application of the proposed security dispatch method to restore IPGN security. (C) 2016 Elsevier B.V. All rights reserved.
引用
收藏
页码:442 / 449
页数:8
相关论文
共 10 条
[1]
Breiman F, 1984, OLSHEN STONE CLASSIF
[2]
*CEPEL CTR PESQ EN, 1999, ANAREDE PROGR AN RED
[3]
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
[4]
Security-Constrained Optimal Power and Natural-Gas Flow [J].
Correa-Posada, Carlos M. ;
Sanchez-Martin, Pedro .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2014, 29 (04) :1780-1787
[5]
Design of a Real-Time Security Assessment Tool for Situational Awareness Enhancement in Modern Power Systems [J].
Diao, Ruisheng ;
Vittal, Vijay ;
Logic, Naim .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2010, 25 (02) :957-965
[6]
Decision Tree-Based Preventive and Corrective Control Applications for Dynamic Security Enhancement in Power Systems [J].
Genc, Istemihan ;
Diao, Ruisheng ;
Vittal, Vijay ;
Kolluri, Sharma ;
Mandal, Sujit .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2010, 25 (03) :1611-1619
[7]
Interdependency of Natural Gas Network and Power System Security [J].
Li, Tao ;
Eremia, Mircea ;
Shahidehpour, Mohammad .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2008, 23 (04) :1817-1824
[8]
A Systematic Approach for Dynamic Security Assessment and the Corresponding Preventive Control Scheme Based on Decision Trees [J].
Liu, Chengxi ;
Sun, Kai ;
Rather, Zakir Hussain ;
Chen, Zhe ;
Bak, Claus Leth ;
Thogersen, Paul ;
Lund, Per .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2014, 29 (02) :717-730
[9]
Security-Constrained Unit Commitment With Natural Gas Transmission Constraints [J].
Liu, Cong ;
Shahidehpour, Mohammad ;
Fu, Yong ;
Li, Zuyi .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2009, 24 (03) :1523-1536
[10]
Impact of natural gas infrastructure on electric power systems [J].
Shahidehpour, M ;
Fu, Y ;
Wiedman, T .
PROCEEDINGS OF THE IEEE, 2005, 93 (05) :1042-1056