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Updated: Feb 28, 2026

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Large Scale Energy Efficient Sensor Network Routing Using a Quantum Processor Unit
Published on: September 8, 2023
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Quantum-Enhanced Edge Intelligence Leveraging Large Language Models for Immersive Space-Aerial-Ground Communications:
Abhishek Gupta1, Ajmery Sultana1
1Faculty of Computer Science and Technology, Algoma University, Brampton, ON L6V 1A3, Canada.
Sensors (Basel, Switzerland)
|February 27, 2026
Summary
Space-Aerial-Ground Integrated Networks (SAGINs) combine UAVs, CubeSats, and terrestrial systems for 6G communications. Quantum-enhanced LLMs optimize these networks for secure, reliable, and intelligent connectivity.
Area of Science:
- Communications Engineering
- Network Architecture
- Artificial Intelligence
Background:
- Sixth-generation (6G) networks require advanced infrastructure for intelligent transportation and communication systems.
- Space-Aerial-Ground Integrated Networks (SAGINs) are crucial for meeting International Mobile Telecommunications (IMT)-2030 standards.
- Unmanned Aerial Vehicles (UAVs), CubeSats, and terrestrial systems form the core components of SAGINs.
Purpose of the Study:
- To examine the convergence of UAVs, CubeSats, and terrestrial infrastructures within SAGINs.
- To highlight the roles of each component in achieving 6G communication goals.
- To explore the integration of Large Language Models (LLMs) and quantum communication for network optimization.
Main Methods:
- Analysis of UAVs for airborne connectivity and CubeSats for global coverage.
- Investigation of terrestrial systems for high-capacity communication layers.
- Exploration of LLMs and quantum communication for network management, security, and latency reduction.
Main Results:
- SAGINs, through seamless interaction, are essential for ultra-reliable, intelligent, and pervasive 6G communication.
- UAVs and CubeSats extend coverage and capacity in remote and urban areas.
- Quantum-enhanced LLMs improve bandwidth allocation, routing, and interoperability, enabling secure, privacy-preserving communication.
Conclusions:
- The integration of quantum-enhanced LLMs in SAGINs represents a frontier for adaptive, high-throughput, and context-aware decision-making.
- Distributed quantum inference and multimodal sensor data fusion enable resilient, self-optimizing communication systems.
- Quantum-empowered LLMs significantly advance intelligent, autonomous, and immersive communications in SAGINs.
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