TY - GEN
T1 - Flow-based path selection for Internet traffic engineering with NSGA-II
AU - El-Alfy, El Sayed M.
PY - 2010
Y1 - 2010
N2 - Traffic engineering has become an important issue in Internet operation due to the fast growing of the Internet traffic and the stringent requirements of quality-of-service over the limited available resources. This problem is a multicriteria optimization problem in nature and our goal in this paper is to explore the application of NSGA-II, an evolutionary algorithm for multiobjective optimization, for determining the optimal distribution of traffic demands over the network. The problem is first formulated as a multiobjective constrained optimization problem which is NP-hard. Then, a hybrid heuristic algorithm based on of linear programming and NSGA-II is developed for approximating the optimal Pareto front. We compare the performance of the proposed heuristic using a 10-node problem adopted from the literature with the exact solutions generated using a lexicographic Chebyshev method.
AB - Traffic engineering has become an important issue in Internet operation due to the fast growing of the Internet traffic and the stringent requirements of quality-of-service over the limited available resources. This problem is a multicriteria optimization problem in nature and our goal in this paper is to explore the application of NSGA-II, an evolutionary algorithm for multiobjective optimization, for determining the optimal distribution of traffic demands over the network. The problem is first formulated as a multiobjective constrained optimization problem which is NP-hard. Then, a hybrid heuristic algorithm based on of linear programming and NSGA-II is developed for approximating the optimal Pareto front. We compare the performance of the proposed heuristic using a 10-node problem adopted from the literature with the exact solutions generated using a lexicographic Chebyshev method.
KW - Evolutionary computation
KW - Multiojective optimization
KW - Multiprotocol lable switching
KW - NSGA-II
KW - Traffic engineering
UR - https://www.scopus.com/pages/publications/77954562582
U2 - 10.1109/ICTEL.2010.5478839
DO - 10.1109/ICTEL.2010.5478839
M3 - Conference contribution
AN - SCOPUS:77954562582
SN - 9781424452477
T3 - ICT 2010: 2010 17th International Conference on Telecommunications
SP - 621
EP - 627
BT - ICT 2010
ER -