1. Abstract:
A concise summary of the paper’s scope, including the role of AI in wireless networks, focusing on four key areas: resource allocation, performance optimization, security, and IoT.
2. Introduction:
Introduce the growing importance of AI in wireless networks, such as 5G, 6G, and IoT.
Outline the objective of the survey, which is to explore the advancements in AI across these four categories:Resource Allocation and Network Management
Wireless Networks Performance and Optimization
Security and Intrusion Detection
IoT and Edge Computing
3. Methodology:
Explain how the 30 papers were selected.
Describe how the papers are grouped into four main categories based on their contributions to AI in wireless networks.
4. Categorized Survey:
1. AI in Resource Allocation and Network Management:Discusses how AI optimizes resource allocation and enhances network management in wireless systems.
Example contributions include AI techniques that dynamically manage bandwidth and spectrum.
Papers: 1, 2, 6, 13.
2. AI for Wireless Networks Performance and Optimization:Focuses on AI-driven methods for improving the performance of wireless networks, including signal quality, traffic optimization, and energy efficiency.
These innovations help wireless networks meet the growing demands of modern communication.
Papers: 3, 4, 17, 19, 20.
3. AI in Security and Intrusion Detection:Reviews AI’s role in improving wireless network security, especially through the use of machine learning models for intrusion detection.
Highlights how AI can detect and respond to cyber threats more efficiently.
Papers: 21, 22, 25.
4. AI in IoT and Edge Computing:Covers the impact of AI on managing IoT devices and optimizing edge computing environments.
AI enables real-time decision-making and predictive analytics for IoT networks, crucial for next-generation wireless systems.
Papers: 26, 27, 28, 29.
5. Conclusion:
Summarize the key findings from each category.
Suggest future research directions, such as enhancing AI scalability and integrating AI into 6G networks and IoT ecosystems.
6. References:
List all 30 papers in IEEE format
Note: No AI usege at all