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September 10, 2025Symmetry0 citationsOpen Access

Bridging Classic Operations Research and Artificial Intelligence for Network Optimization in the 6G Era: A Review

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PAPablo AdasmeAFAli Dehghan FiroozabadiEUEnrique San Juan Urrutia

Key Points

  • Network optimization improves communications, addressing challenges like resource allocation and scheduling for dynamic tasks.
  • The analysis covers key metrics, including computational efficiency and scalability across various optimization methods.
  • Methodologies include mixed-integer programming and heuristic techniques evaluated against machine learning strategies.
  • This analysis points to significant research gaps and emphasizes the need for integrating operations research with AI.

Abstract

This paper comprehensively reviews how operations research and optimization procedures are applied to address challenges in wireless network communications. Key challenges such as network topology design, dynamic task scheduling, and multi-objective resource allocation are examined and systematically categorized. The revision focuses on literature published between 2023 and 2025, and covers topics such as flow optimization and routing, resource allocation and scheduling, mobile and wireless network management, network resilience and robustness, and energy efficiency. The works are selected using a methodological approach ranging from the exact optimization methods, such as mixed-integer programming, to heuristic/metaheuristic strategies and machine-learning-based techniques. It is reported a comparative analysis in terms of computational efficiency, scalability, and practical applicability. The main contribution is to highlight current research gaps and open challenges, with particular emphasis on the integration of operations research and artificial intelligence, especially in problems modeled using graphs and network structures.

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Cite This Study

Adasme et al. (2025) studied this question.

synapsesocial.com/papers/68c1c24454b1d3bfb60f0069https://doi.org/10.3390/sym17081279
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