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March 3, 2026
LLM-Enhanced Dynamic Spectrum Management for Integrated Non-Terrestrial and Terrestrial Networks: A Multi-Objective Optimization Approach
HZ
Hafiz Muhammad Ali Zeeshan
AA
Arslan Ahmad
University of Management and Technology
SH
Shah Hassan
Texas Medical Center
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Key Points
Dynamic spectrum management improves network performance and efficiency across terrestrial and non-terrestrial networks.
Finding optimal balance for multiple objectives facilitates better resource allocation in complex communication systems.
Observational analysis explores the integration of non-terrestrial and terrestrial networks, emphasizing a multi-objective optimization strategy.
Highlights integration challenges and suggests solutions to improve system performance using advanced modeling techniques.
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LLM-Enhanced Dynamic Spectrum Management for Integrated Non-Terrestrial and Terrestrial Networks: A Multi-Objective Optimization Approach | Synapse
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Zeeshan et al. (Fri,) studied this question.
synapsesocial.com/papers/69a75f1bc6e9836116a2a422
https://doi.org/https://doi.org/10.1007/s11036-026-02490-z