Quantum-Inspired Evolutionary Algorithms for Traveling Salesman Optimization

This paper introduces a novel hybrid evolutionary approach to the Traveling Salesman Problem (TSP), integrating adaptive mutation strategies with quantum-inspired harmonic perturbations. Our method achieves a final route distance of 7.4202 on a 50-city instance, surpassing traditional heuristics and competing with state-of-the-art solvers. We formalize the mathematical foundations, analyze computational efficiency, and benchmark results against existing techniques. Future work explores scalability, reinforcement learning hybrids, and potential quantum computing integration.

Publication Details

Journal
Open Science Framework
Published
2025-01-01
DOI
https://doi.org/10.17605/osf.io/wu2e4
Primary Topic
Metaheuristic Optimization Algorithms Research
Type
article
Field-Weighted Citation Impact
0.00
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article

Quantum-Inspired Evolutionary Algorithms for Traveling Salesman Optimization

Open Science Framework
Metaheuristic Optimization Algorithms Research
article

Quantum-Inspired Evolutionary Algorithms for Traveling Salesman Optimization

article en

Abstract

This paper introduces a novel hybrid evolutionary approach to the Traveling Salesman Problem (TSP), integrating adaptive mutation strategies with quantum-inspired harmonic perturbations. Our method achieves a final route distance of 7.4202 on a 50-city instance, surpassing traditional heuristics and competing with state-of-the-art solvers. We formalize the mathematical foundations, analyze computational efficiency, and benchmark results against existing techniques. Future work explores scalability, reinforcement learning hybrids, and potential quantum computing integration.

Open Science Framework
Sustainable cities and communities
Openalex Percentile: Top 74%
Metaheuristic Optimization Algorithms Research
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Quantum-Inspired Evolutionary Algorithms for Traveling Salesman Optimization · Open Science Framework (2025) | TGRS Research Map | TGRS