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The Application of a Mixed Coding Approach to Address Mixed Integer Linear and Non-Linear Programming Problems using Particle Swarm Optimization (PSO) with an Artificial Bee Colony (ABC) Algorithm

Authors: Somboon Sukpancharoen; Thongchai Rohitatisha Srinophakun; Jongjit Hirunlabh;

The Application of a Mixed Coding Approach to Address Mixed Integer Linear and Non-Linear Programming Problems using Particle Swarm Optimization (PSO) with an Artificial Bee Colony (ABC) Algorithm

Abstract

This study used optimization via ABC-PSO mixed coding to solve problems involving mixed integer nonlinear programming (MINLP) and mixed integer linear programming (MILP). The combination of ABC (Artificial Bee Colony) and PSO (Particle Swarm Optimization) is assessed with reference to seven benchmark problem tests. The A algorithm was then tested and analyzed. The proposed approach is shown to compare favorably with other established meta-heuristic techniques on the basis of the results provided in this study. This study also considers the specific attributes of the ABC-PSO algorithm with a focus on the potential consequences of application for actual constrained optimization.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
3
Average
Average
Average
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