Artificial Intelligence in <scp>5G</scp> Systems: Management of Resources in High‐Altitude Infrastructures

ABSTRACT The emergence of the 5G generation has considerably advanced wireless communication systems, with higher data rates and increased connectivity. Massive Multiple Input Multiple Output (mMIMO) structures, utilizing numerous antennas, improve spectral efficiency. High‐Altitude Platform Stations (HAPS) provide promising deployment structures for 5G networks. However, it faces challenges including useful resource allocation, interference mitigation, and dynamic beamforming adaptation. This study proposes an efficient method for optimizing communication systems through the use of HAPS through aggregate of game theory and dynamic optimization strategies. The model introduces a novel method known as Dynamic Levysalp Fusion Optimization (DLSFO), which integrates the Levy Flight Algorithm (LFA) and Improved Slap Swarm Optimization (ISSO) to enhance exploration and avoid local optima in mMIMO systems. The findings demonstrate the effectiveness of the proposed method with a system latency (SL), bit error rate (BER), and sum rate, showcasing its potential to increase overall system performance for multi‐person, multi‐beam conversation systems on HAPS.

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Publication Details

Journal
Internet Technology Letters
Published
2025-03-28
DOI
https://doi.org/10.1002/itl2.70015
Primary Topic
Satellite Communication Systems
Type
article
Field-Weighted Citation Impact
0.00
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article

Artificial Intelligence in 5G Systems: Management of Resources in High‐Altitude Infrastructures

Durga Sivashankar, K Madhura, Swaroop Mohanty, Sourav Rampal et al.
Internet Technology Letters
Satellite Communication Systems
article

Artificial Intelligence in 5G Systems: Management of Resources in High‐Altitude Infrastructures

Durga Sivashankar, K Madhura, Swaroop Mohanty, Sourav Rampal, Shubhi Goyal, Vikash Kumar Singh
article en

Abstract

ABSTRACT The emergence of the 5G generation has considerably advanced wireless communication systems, with higher data rates and increased connectivity. Massive Multiple Input Multiple Output (mMIMO) structures, utilizing numerous antennas, improve spectral efficiency. High‐Altitude Platform Stations (HAPS) provide promising deployment structures for 5G networks. However, it faces challenges including useful resource allocation, interference mitigation, and dynamic beamforming adaptation. This study proposes an efficient method for optimizing communication systems through the use of HAPS through aggregate of game theory and dynamic optimization strategies. The model introduces a novel method known as Dynamic Levysalp Fusion Optimization (DLSFO), which integrates the Levy Flight Algorithm (LFA) and Improved Slap Swarm Optimization (ISSO) to enhance exploration and avoid local optima in mMIMO systems. The findings demonstrate the effectiveness of the proposed method with a system latency (SL), bit error rate (BER), and sum rate, showcasing its potential to increase overall system performance for multi‐person, multi‐beam conversation systems on HAPS.

Internet Technology LettersVol. 8(3)
Indian Institute of Technology Roorkee (IN), Manipal Academy of Higher Education (IN), Vivekananda Global University (IN), Amity University (AE), General Electric (India) (IN), Siemens Healthcare (United States) (US), C.V. Raman Global University, Chitkara University (IN)
Openalex Percentile: Top 92%
Satellite Communication Systems
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Artificial Intelligence in <scp>5G</scp> Systems: Management of Resources in High‐Altitude Infrastructures — Durga Sivashankar, K Madhura, et al. · Internet Technology Letters (2025) | TGRS Research Map | TGRS