Neuro-Dynamic Programming
Rollout Algorithms for Combinatorial Optimization
Journal of Heuristics
The mutual exclusion scheduling problem for permutation and comparability graphs
Information and Computation
Theoretical Computer Science - Game theory meets theoretical computer science
A robust and fast action selection mechanism for planning
AAAI'97/IAAI'97 Proceedings of the fourteenth national conference on artificial intelligence and ninth conference on Innovative applications of artificial intelligence
The Complexity of Sorting with Networks of Stacks and Queues
ESA '08 Proceedings of the 16th annual European symposium on Algorithms
Polyhedral and algorithmic properties of quantified linear programs
ESA'10 Proceedings of the 18th annual European conference on Algorithms: Part I
Quantified linear programs: a computational study
ESA'11 Proceedings of the 19th European conference on Algorithms
A filter and fan based algorithm for slab rehandling problem in MPA of steel industry
ICSI'12 Proceedings of the Third international conference on Advances in Swarm Intelligence - Volume Part I
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We investigate a complex stacking problem that stems from storage planning of steel slabs in integrated steel production. Besides the practical importance of such stacking tasks, they are appealing from a theoretical point of view. We show that already a simple version of our stacking problem is PSPACE-complete. Thus, fast algorithms for computing provably good solutions as they are required for practical purposes raise various algorithmic challenges. We describe an algorithm that computes solutions within 5/4 of optimality for all our real-world test instances. The basic idea is a search in an exponential state space that is guided by a state-valuation function. The algorithm is extremely fast and solves practical instances within a few seconds. We assess the quality of our solutions by computing instance-dependent lower bounds from a combinatorial relaxation formulated as mixed integer program. To the best of our knowledge, this is the first approach that provides quality guarantees for such problems.