TY - JOUR
T1 - Ants can solve the team orienteering problem
AU - Ke, Liangjun
AU - Archetti, Claudia
AU - Feng, Zuren
PY - 2008/4
Y1 - 2008/4
N2 - The team orienteering problem (TOP) involves finding a set of paths from the starting point to the ending point such that the total collected reward received from visiting a subset of locations is maximized and the length of each path is restricted by a pre-specified limit. In this paper, an ant colony optimization (ACO) approach is proposed for the team orienteering problem. Four methods, i.e., the sequential, deterministic-concurrent and random-concurrent and simultaneous methods, are proposed to construct candidate solutions in the framework of ACO. We compare these methods according to the results obtained on well-known problems from the literature. Finally, we compare the algorithm with several existing algorithms. The results show that our algorithm is promising.
AB - The team orienteering problem (TOP) involves finding a set of paths from the starting point to the ending point such that the total collected reward received from visiting a subset of locations is maximized and the length of each path is restricted by a pre-specified limit. In this paper, an ant colony optimization (ACO) approach is proposed for the team orienteering problem. Four methods, i.e., the sequential, deterministic-concurrent and random-concurrent and simultaneous methods, are proposed to construct candidate solutions in the framework of ACO. We compare these methods according to the results obtained on well-known problems from the literature. Finally, we compare the algorithm with several existing algorithms. The results show that our algorithm is promising.
KW - Ant colony optimization
KW - Ant system
KW - Heuristics
KW - Team orienteering problem
UR - https://www.scopus.com/pages/publications/38849090016
U2 - 10.1016/j.cie.2007.10.001
DO - 10.1016/j.cie.2007.10.001
M3 - 文章
AN - SCOPUS:38849090016
SN - 0360-8352
VL - 54
SP - 648
EP - 665
JO - Computers and Industrial Engineering
JF - Computers and Industrial Engineering
IS - 3
ER -