TY - GEN
T1 - A fast and elitist multi-objective particle swarm algorithm
T2 - 2008 IEEE International Conference on Granular Computing, GRC 2008
AU - Liu, Yang
PY - 2008
Y1 - 2008
N2 - In this paper, a new nondominated sorting particle swarm optimisation (NSPSO), is proposed, that combines the operations (fast ranking of nondominated solutions, crowding distance ranking and elitist strategy of combining parent population and offspring population together) of a known MOGA NSGA-II and the other advanced operations (selection and mutation operations) with a single particle swarm optimiser (PSO). The efficacy of this algorithm is demonstrated on 2 test functions, and the comparison is made with the NSGA-II and a Multi-objective PSO (MOPSO-CD). The simulation results suggest that the proposed optimisation framework is able to achieve good solutions as well diversity compared to NSGA-II and MOPSO-CD optimisation framework.
AB - In this paper, a new nondominated sorting particle swarm optimisation (NSPSO), is proposed, that combines the operations (fast ranking of nondominated solutions, crowding distance ranking and elitist strategy of combining parent population and offspring population together) of a known MOGA NSGA-II and the other advanced operations (selection and mutation operations) with a single particle swarm optimiser (PSO). The efficacy of this algorithm is demonstrated on 2 test functions, and the comparison is made with the NSGA-II and a Multi-objective PSO (MOPSO-CD). The simulation results suggest that the proposed optimisation framework is able to achieve good solutions as well diversity compared to NSGA-II and MOPSO-CD optimisation framework.
UR - http://www.scopus.com/inward/record.url?scp=57949098875&partnerID=8YFLogxK
U2 - 10.1109/GRC.2008.4664711
DO - 10.1109/GRC.2008.4664711
M3 - Conference Proceeding
AN - SCOPUS:57949098875
SN - 9781424425129
T3 - 2008 IEEE International Conference on Granular Computing, GRC 2008
SP - 470
EP - 475
BT - 2008 IEEE International Conference on Granular Computing, GRC 2008
Y2 - 26 August 2008 through 28 August 2008
ER -