The Thief Orienteering Problem (ThOP) is a multi-component problem that combines features of two classic combinatorial optimization problems: Orienteering Problem and Knapsack Problem. The ThOP is challenging due to the given time constraint and the interaction between its components. We propose an Ant Colony Optimization algorithm together with a new packing heuristic to deal individually and interactively with problem components. Our approach outperforms existing work on more than 90% of the benchmarking instances, with an average improvement of over 300%.
Ants can orienteer a thief in their robbery
Jonatas B. C. Chagas,Markus Wagner
Published 2020 in Operations Research Letters
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- Publication year
2020
- Venue
Operations Research Letters
- Publication date
2020-04-15
- Fields of study
Computer Science
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