Title :
A Tour Construction Framework for the Travelling Salesman Problem
Author :
Ahrens, Barry M.
Author_Institution :
GSCIS, Nova Southeastern Univ., Fort Lauderdale-Davie, FL, USA
Abstract :
The Tour Construction Framework (TCF) integrates both global and local heuristics in a complementary framework in order to efficiently solve the Travelling Salesman Problem (TSP). Most tour construction heuristics are strictly local in nature. However, the experimental method presented in this research includes a global heuristic to efficiently solve the TSP. The Global Path (GP) component and Super Node (SN) component comprise the TCF. Each component heuristic is tuned with one or more parameters. The performance of the TCF is evaluated for speed, accuracy, and computational complexity, and it is compared against six mainstream TSP solvers: LinKernighan-Helsgaun (LKH-2), 2-Opt, Greedy, Boruvka, QuickBoruvka, and Nearest Neighbor. The empirical study demonstrates the effectiveness of the TCF in achieving near-optimal solutions for the TSP with reasonable costs.
Keywords :
travelling salesman problems; GP component; TCF; TSP; computational complexity; global heuristics; global path component; local heuristics; super node component; tour construction framework; travelling salesman problem; Cities and towns; Complexity theory; Heuristic algorithms; Measurement; Memory management; Optimization; Tin; Combinatorial Optimization; Machine Learning; Scheduling;
Conference_Titel :
Southeastcon, 2013 Proceedings of IEEE
Conference_Location :
Jacksonville, FL
Print_ISBN :
978-1-4799-0052-7
DOI :
10.1109/SECON.2013.6567459