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Robust Mixed 0-1 Programming and Submodularity
We study the solution set of the robust continuous 0-1 knapsack problem with a single unrestricted continuous variable. Using the submodularity of the cardinality-constrained robust 0-1 knapsack set function, we identify extended polymatroid inequalities that can be used as cutting planes in a branch-and-cut algorithm. We propose a polynomial-time separation algorithm for the most violated extended polymatroid inequality. We prove that the convex hull of the feasible solutions to the robust continuous 0-1 knapsack problem can be described completely by extended polymatroid inequalities and bound inequalities. Additionally, we propose a polynomial-time algorithm for the robust continuous 0–1 knapsack problem itself. We report computational results that show the effectiveness of the proposed extended polymatroid inequalities.
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