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February 28, 2026Mathematics0 citationsOpen Access

Circular Economy Modeling: A Multiobjective Closed-Loop Sustainable Supply Chain Problem Solved by Kernel Search

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JRJoel-Novi Rodríguez-EscotoSNSamuel Nucamendi‐GuillénEOElias Olivares-Benitez

Key Points

  • The aim is to solve a complex multi-objective closed-loop supply chain problem incorporating sustainability factors.
  • Utilized a matheuristic algorithm called Kernel search to address the supply chain problem.
  • Conducted algorithm parameter tuning to optimize performance.
  • Compared Kernel search's efficiency against an augmented epsilon-constraint method in terms of speed and solution quality.
  • Achieved an average improvement of 72% in computational time compared to traditional methods.
  • Quality metrics improved between 0.47% to 28.18% with the Kernel search algorithm.
  • Generated Pareto fronts addressing economic, environmental, and social objectives.

Abstract

The multi-objective sustainable closed-loop supply chain network studied involves characteristics that produce high complexity due to the interaction of downstream and upstream strategic, tactical, and operational decisions, as well as sustainability elements. For this reason, a matheuristic algorithm, the Kernel search, is presented to solve large instances of the problem. After the algorithm parameter tuning, several instances are solved. A comparison with an augmented epsilon-constraint method is conducted in terms of speed and quality. The results show that the Kernel search matheuristic outperforms in the selected metrics, achieving an average improvement of 72% in computational time and from 0.47% to 28.18% in quality metrics. The solutions obtained deliver Pareto fronts in terms of economic, environmental, and social objectives.

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Cite This Study

Rodríguez-Escoto et al. (2026) studied this question.

synapsesocial.com/papers/69a286850a974eb0d3c017abhttps://doi.org/10.3390/math14050773
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