Weight-dependent Equilibrium Solution for Weighted-Sum Multiobjective Optimization

来源 :2015第二届智能交通国际会议 | 被引量 : 0次 | 上传用户:dfqq209
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  As a popular approach to solve Multiobjective Optimization Problem (MOP),weighted-sum (WS) method obtains a series of weight-dependent Pareto Optimalities (i.e.multi-objective global optimums) forming Pateto Front.Each priori (preset) combination of single-objective (SO) weights stands for a certain way to compromise all of SO, e.g.a popular opinion is "Balanced weights lead to the equilibrium solution".To verify this notion, this paper proposes a method to obtain adaptive posteriori weights derived from heuristic search rather than human-judged priori weights, so as to generate an unique Equilibrium Pateto Optimality (Equi-PO) out of the Pareto Front of multiobjective-function (MOFunc), where mutual interest of every single-objective-function (SOFunc) is achieved to a certain "equal" extent.The numerical example reveal that an unique Equi-PO is obtainable with adaptive weights converging towards an unique end, and:(1) For and only for the WS-MOP whose Pareto Front is symmetric to the Equiangular Utopia Ray, "balanced weights" results in "equilibrium solution";(2) For other conditions,"balanced weights" cant.
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