M. Vasquez et Jk. Hao, A "logic-constrained" knapsack formulation and a tabu algorithm for the daily photograph scheduling of an earth observation satellite, COMPUT OP A, 20(2), 2001, pp. 137-157
The daily photograph scheduling problem of earth observation satellites suc
h as Spot 5 consists of scheduling a subset of mono or stereo photographs f
rom a given set of candidates to different cameras. The scheduling must max
imize 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 b
inary and ternary "logical" constraints. We then develop a tabu search algo
rithm which integrates some important features including an efficient neigh
borhood, a dynamic tabu tenure mechanism, techniques for constraint handlin
g, intensification and diversification. Extensive experiments on a set of l
arge and realistic benchmark instances show the effectiveness of this appro
ach.