Pareto-critical equilibrium condition for non-linear multiobjective optimization problems with applications
The new (necessary) Pareto-critical equilibrium condition (PCEC) discussed in this study is based on the Pareto-critical condition for non-linear optimization problems. The proposed condition is evaluated by defining a multiobjective optimization problems (MOOPs) subject to a set of constraints. Then this MOOPs is converted to a single objective optimization problem by using the available optimization techniques, for instance, the weighted sum method, and solved by the non-linear Nelder-Mead simplex method. The obtained solution points satisfy the proposed PCEC of an unconstrained multiobjective optimization problem (MOOPs) under the convexity assumption. This PCEC is evaluated in a search that either results in a point inside the feasible region or a point for which the PCEC holds. The resulting Pareto-critical equilibrium condition is globally valid for convex problems. Numerical experiments are carried out in order to clarify the proposed condition's validity. Moreover, the proposed PCEC is used to place a downlink transmit beamforming system base station in an ideal position as a first application and is also employed in situations where there are multiple agents working towards a common goal as a second application.
Authors
- Amjad Iqbal
- Abdul Rehman (ORCID: https://orcid.org/0000-0003-2569-8540)
- Shakoor Muhammad (ORCID: https://orcid.org/0000-0001-5104-6832)
- Taimur Ali
- Khan Faisal
Institutions
- Abdul Wali Khan University Mardan (PK)
- Ollscoil na Gaillimhe – University of Galway (IE)
- University of Balochistan (PK)
Publication Details
- Journal
- Heliyon
- Published
- 2024-10-22
- DOI
- https://doi.org/10.1016/j.heliyon.2024.e39498
- Citations
- 1
- Primary Topic
- Advanced Multi-Objective Optimization Algorithms
- Type
- article
- Field-Weighted Citation Impact
- 0.36
Funders
- College of Engineering and Informatics, National University of Ireland, Galway
- National University of Ireland
- University of Galway
- Abdul Wali Khan University Mardan