YU Fei, LI Yuan-xiang, WEI Bo, et al. The Application of a Novel OBL Based on Lens Imaging Principle in PSO[J]. Acta Electronica Sinica, 2014, 42(2): 230-235.
DOI:
YU Fei, LI Yuan-xiang, WEI Bo, et al. The Application of a Novel OBL Based on Lens Imaging Principle in PSO[J]. Acta Electronica Sinica, 2014, 42(2): 230-235.DOI:
The Application of a Novel OBL Based on Lens Imaging Principle in PSO
By introducing opposition-based learning (OBL) in PSO
particles are enabled to find an opposite position that is closer to the global optimization solution.However
OBL only makes a good performance on the initial phrase of the evolution
while at later stages it needs to be combined with other techniques (e.g.Cauchy mutation) to improve its ability of "exploration".In this paper
a novel OBL based on the principle of lens imaging is proposed.It uses two parameters (i.e.
zoom factor and the factor of search radius)
which will achieve a better balance between PSO's "exploration" and "exploitation" abilities.The simulation shows that the novel OBL possesses better convergence rate and convergence effect.