Multiobjective optimization with least constraint violation: optimality conditions and exact penalization
Jiawei Chen () and
Yu-Hong Dai ()
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Jiawei Chen: Southwest University
Yu-Hong Dai: Chinese Academy of Sciences
Journal of Global Optimization, 2023, vol. 87, issue 2, No 21, 807-830
Abstract:
Abstract Although multiobjective optimization problem (MOP) is useful for solving many practical optimization problems, it is possible that the constraints are inconsistent. In this paper, we reformulate MOP with possible inconsistent constraints into MOP with least constraint violation and provide necessary optimality conditions from the perspective of M-stationary point, Fritz-John stationary point and L-stationary point. A power penalty problem is proposed by using infeasibility measure of constraints. The calmness conditions of order $$\ell $$ ℓ of the MOP with least constraint violation and the local exact penalization of order $$\ell $$ ℓ of the power penalty problem are respectively introduced, which do not require the feasibility of the original MOP. We obtain the equivalence between the calmness of order $$\ell $$ ℓ of the MOP with least constraint violation and the local exact penalization of order $$\ell $$ ℓ of the power penalty problem. Necessary and sufficient conditions for calmness of order $$\ell $$ ℓ are also established under suitable conditions.
Keywords: Multiobjective optimization with least constraint violation; Optimality conditions; Exact penalization; Calmness; Infeasibility condition; 90C25; 90C46 (search for similar items in EconPapers)
Date: 2023
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DOI: 10.1007/s10898-022-01158-8
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