4.6 Article

A logic-constrained knapsack formulation and a tabu algorithm for the daily photograph scheduling of an earth observation satellite

Journal

COMPUTATIONAL OPTIMIZATION AND APPLICATIONS
Volume 20, Issue 2, Pages 137-157

Publisher

KLUWER ACADEMIC PUBL
DOI: 10.1023/A:1011203002719

Keywords

tabu search; heuristics; satellite photograph scheduling; multidimensional knapsack; constrained combinatorial optimization

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The daily photograph scheduling problem of earth observation satellites such as Spot 5 consists of scheduling a subset of mono or stereo photographs from a given set of candidates to different cameras. The scheduling must maximize a profit function while satisfying a large number of constraints. In this paper, we first present a formulation of the problem as a generalized version of the well-known knapsack model, which includes large numbers of binary and ternary logical constraints. We then develop a tabu search algorithm which integrates some important features including an efficient neighborhood, a dynamic tabu tenure mechanism, techniques for constraint handling, intensification and diversification. Extensive experiments on a set of large and realistic benchmark instances show the effectiveness of this approach.

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