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Mathematics > Optimization and Control

Title: Exact and Heuristic Approaches for the Stochastic N-k Interdiction in Power Grids

Abstract: The article introduces the stochastic N-k interdiction problem for power grid operations and planning that aims to identify a subset of k components (out of N components) that maximizes the expected damage, measured in terms of load shed. Uncertainty is modeled through a fixed set of outage scenarios, where each scenario represents a subset of components removed from the grid. We formulate the stochastic N-k interdiction problem as a bi-level optimization problem and propose two algorithmic solutions. The first approach reformulates the bi-level stochastic optimization problem to a single level, mixed-integer linear program (MILP) by dualizing the inner problem and solving the resulting problem directly using a MILP solver to global optimality. The second is a heuristic cutting-plane approach, which is exact under certain assumptions. We compare these approaches in terms of computation time and solution quality using the IEEE-Reliability Test System and present avenues for future research.
Comments: 6 pages, 2 figures
Subjects: Optimization and Control (math.OC)
Report number: LA-UR-24-20722
Cite as: arXiv:2402.00217 [math.OC]
  (or arXiv:2402.00217v1 [math.OC] for this version)

Submission history

From: Kaarthik Sundar [view email]
[v1] Wed, 31 Jan 2024 22:35:46 GMT (265kb,D)

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