ZHENG Jin-hua, YU Guo, JIA Yue. Research on MOEA/D Based on User-Preference and Alternate Weight to Solve the Effect of Reference Point on Multi-Objective Algorithms[J]. Acta Electronica Sinica, 2016, 44(1): 67-76.
DOI:
ZHENG Jin-hua, YU Guo, JIA Yue. Research on MOEA/D Based on User-Preference and Alternate Weight to Solve the Effect of Reference Point on Multi-Objective Algorithms[J]. Acta Electronica Sinica, 2016, 44(1): 67-76. DOI: 10.3969/j.issn.0372-2112.2016.01.011.
Research on MOEA/D Based on User-Preference and Alternate Weight to Solve the Effect of Reference Point on Multi-Objective Algorithms
reference point is most commonly used to express the preference information
but the position of reference point has detrimental effect on the performance of algorithms.According to this issue
this paper proposes MOEA/D-PRE that combines MOEA/D with preference information and alternate weight method.This algorithm applies the alternate weight method to map the region of interest of the decision maker
which can avoid the influence of the reference point
and the model is easy for the decision maker to adjust the size of preference region.Experimental results show that this approach has much better performance.Moreover
this paper proposes different models to satisfy different demands of the decision maker
which has provided a new way to solve MOPs based on preference information and especially to tackle the effect of reference point.