Vulnerability Analysis of Power Grids With Line Switching

Vulnerability analysis of a power grid, especially in its static status, is often performed through solving a bi-level optimization problem, which, if solved to optimality, yields the most destructive interdiction plan with the worst loss. As one of the most effective operations to mitigate deliberate outages or attacks, transmission line switching recently has been included and modeled by a binary variable in the lower level decision model. Because this bi-level (or an equivalent min-max) problem is a challenging nonconvex discrete optimization problem, no exact algorithm has been developed, and only a few recent heuristic procedures are available. In this paper, we present an equivalent single-level reformulation of this problem, and describe a column-and-constraint generation algorithm to derive the global optimal solution. Numerical study confirms the quality of solutions and the computational efficiency of the proposed algorithm. Discussion and analysis of the mitigation effect of line switching are presented.

[1]  Juan C. Meza,et al.  Optimization Strategies for the Vulnerability Analysis of the Electric Power Grid , 2010, SIAM J. Optim..

[2]  J. Arroyo,et al.  On the solution of the bilevel programming formulation of the terrorist threat problem , 2005, IEEE Transactions on Power Systems.

[3]  Rogelio E. Alvarez Interdicting Electrical Power Grids , 2004 .

[4]  I. Kamwa,et al.  Causes of the 2003 major grid blackouts in North America and Europe, and recommended means to improve system dynamic performance , 2005, IEEE Transactions on Power Systems.

[5]  J. Salmeron,et al.  Analysis of electric grid security under terrorist threat , 2004, IEEE Transactions on Power Systems.

[6]  Daniel Bienstock,et al.  Using mixed-integer programming to solve power grid blackout problems , 2007, Discret. Optim..

[7]  Gerald G. Brown,et al.  Analyzing the Vulnerability of Critical Infrastructure to Attack and Planning Defenses , 2005 .

[8]  R.P. O'Neill,et al.  Optimal Transmission Switching With Contingency Analysis , 2010, IEEE Transactions on Power Systems.

[9]  Ross Baldick,et al.  Optimizing Electric Grid Design under Asymmetric Threat , 2003 .

[10]  Long Zhao,et al.  An Exact Algorithm for Two-stage Robust Optimization with Mixed Integer Recourse Problems , 2012 .

[11]  Mohammad Shahidehpour,et al.  Transmission Switching in Security-Constrained Unit Commitment , 2010, IEEE Transactions on Power Systems.

[12]  M. Ferris,et al.  Optimal Transmission Switching , 2008, IEEE Transactions on Power Systems.

[13]  B A Carreras,et al.  Complex dynamics of blackouts in power transmission systems. , 2004, Chaos.

[14]  J. M. Arroyo,et al.  A Genetic Algorithm Approach for the Analysis of Electric Grid Interdiction with Line Switching , 2009 .

[15]  Vicki M. Bier,et al.  Methodology for identifying near-optimal interdiction strategies for a power transmission system , 2007, Reliab. Eng. Syst. Saf..

[16]  Long Zhao,et al.  Solving two-stage robust optimization problems using a column-and-constraint generation method , 2013, Oper. Res. Lett..

[17]  Ue-Pyng Wen,et al.  Linear Bi-level Programming Problems — A Review , 1991 .

[18]  Gerald G. Brown,et al.  Defending Critical Infrastructure , 2006, Interfaces.

[19]  G. Anandalingam,et al.  A Mathematical Programming Model of Decentralized Multi-Level Systems , 1988 .

[20]  J. Salmeron,et al.  Worst-Case Interdiction Analysis of Large-Scale Electric Power Grids , 2009, IEEE Transactions on Power Systems.

[21]  Ali Pinar,et al.  Computing Criticality of Lines in Power Systems , 2007, 2007 IEEE International Symposium on Circuits and Systems.

[22]  Kory W Hedman,et al.  Co-Optimization of Generation Unit Commitment and Transmission Switching With N-1 Reliability , 2010, IEEE Transactions on Power Systems.

[23]  Chao Yang,et al.  Severe Multiple Contingency Screening in Electric Power Systems , 2008, IEEE Transactions on Power Systems.

[24]  Mohammad Shahidehpour,et al.  The IEEE Reliability Test System-1996. A report prepared by the Reliability Test System Task Force of the Application of Probability Methods Subcommittee , 1999 .

[25]  Jeff T. Linderoth,et al.  Reformulation and sampling to solve a stochastic network interdiction problem , 2008 .

[26]  Adilson E Motter,et al.  Cascade-based attacks on complex networks. , 2002, Physical review. E, Statistical, nonlinear, and soft matter physics.

[27]  F.D. Galiana,et al.  A mixed-integer LP procedure for the analysis of electric grid security under disruptive threat , 2005, IEEE Transactions on Power Systems.

[28]  Massimo Marchiori,et al.  Model for cascading failures in complex networks. , 2004, Physical review. E, Statistical, nonlinear, and soft matter physics.

[29]  R. Alvarez,et al.  Trilevel Optimization in Power Network Defense , 2007, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).

[30]  V. E. Lynch,et al.  Critical points and transitions in an electric power transmission model for cascading failure blackouts. , 2002, Chaos.

[31]  Jose M. Arroyo,et al.  Bilevel programming applied to power system vulnerability analysis under multiple contingencies , 2010 .

[32]  Réka Albert,et al.  Structural vulnerability of the North American power grid. , 2004, Physical review. E, Statistical, nonlinear, and soft matter physics.

[33]  Michael Ferris,et al.  Co-optimization of generation unit commitment and transmission switching with N-1 reliability , 2010, IEEE PES General Meeting.

[34]  Natalia Alguacil,et al.  Analysis of Electric Grid Interdiction With Line Switching , 2010, IEEE Transactions on Power Systems.

[35]  Chao Yang,et al.  Identification of severe multiple contingencies in electric power networks , 2005, Proceedings of the 37th Annual North American Power Symposium, 2005..