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2018 Solving The Traveling Salesman Problem Using Parallelized Artificial Bee Colony Algorithm

Fast developing GPU technology increases the performance of search algorithms used to solve NP-hard problems. Travelling Salesman Problem (TSP) is a well-known NP-hard problem. In this paper, we parallelize a popular swarm algorithm, Artificial Bee Colony, to solve TSP. Proposed algorithm is tested on small scale benchmarks obtained by modifying Mandl’s Swiss Road Network. Proposed implementation is tested by three experiments performed on a host PC and a GPU card. The results are compared against the results generated by the serial implementatio n, which is executed on the host PC. Test results for the fully connected benchmark show that the proposed parallel implementation has increased the performance of the computation up to 150 times compared to the serial implementation.

International Conference on Advanced Technologies, Computer Engineering and Science
ICATCES

Fouad Asil Mustafa Gök

360 453
Subject Area: Computer Science Broadcast Area: International Type: Oral Paper Language: English