粒子群优化了深度学习,用于对认知无线电网络的干扰检测和吞吐量增强
Muhammad Imran1, Khalid Ibrahim2, Pan Zhiwen1,3
1National Mobile Communications Research Laboratory, Southeast University, Nanjing, 210096, China.
Scientific reports
|March 4, 2026
概括
本研究介绍了使用游戏理论和深度学习的认知无线电网络 (CRN) 的混合防干扰框架. 这种新的方法增强了干扰器检测和频率选择,提高了网络安全性和性能.
科学领域:
- 无线通信无线通信
- 网络安全 网络安全
- 人工智能的人工智能
背景情况:
- 认知无线电网络 (CRN) 对于5G及以后的频谱效率至关重要.
- 它们的开放性使得它们容易受到干扰攻击,从而损害网络完整性.
- 现有的防干扰方法在动态对抗环境中往往缺乏稳定性.
研究的目的:
- 为CRN开发一个统一的反干扰框架.
- 共同解决干扰器检测和战略频率选择问题.
- 提高CRN对干扰的安全性和效率.
主要方法:
- 一个混合框架,整合了游戏理论,深度学习和粒子集群优化 (PSO).
- 对于对干扰器的功用意识的频率跳跃 (FH) 决策的游戏理论.
- 一个PSO优化的深度神经网络 (DNN),DeepSwarm,用于强大的干扰器检测.
主要成果:
- DeepSwarm实现了高性能指标:98.10%的精度,98.30%的回忆,98.10%的精度,98.05%的F1-score.
- 拟议的FH战略改善了通道利用率,并将正常化吞吐量提高了高达32%.
- 超越了基线方法,如SVM,线性回归和堆叠.
结论:
- 混合框架有效地保护在敌对环境中的CRN.
- 整合PSO可以提高DNN在动态干扰场景中的性能.
- 拟议的解决方案为CRN安全提供了可扩展和有效的方法.
相关概念视频
Propagation Speed of Electromagnetic Waves
4.8K
Electromagnetic waves are consistent with Ampere's law. Assuming there is no conduction current Ampere's law is given as:
4.8K
Maximum Power Transfer
1.0K
Numerous practical applications within engineering disciplines, such as telecommunications, necessitate optimizing power delivery to a connected load. This pursuit, however, entails inherent internal losses, which can either equal or exceed the power supplied to the load. The Thevenin equivalent circuit is helpful in finding the maximum power a linear circuit can deliver to a load. It is assumed in this context that the load resistance can be adjusted.
By substituting the entire circuit with...
By substituting the entire circuit with...
1.0K
Prismatic Beams: Problem Solving
505
In the design of a supported timber beam subjected to a distributed load, both the beam's physical dimensions and the timber's characteristics, such as its grade and species, are critical. These factors determine the allowable stress values, which are crucial for calculating the necessary beam depth to ensure structural integrity and safety.
The design begins with analyzing the beam as a free body to identify moments and force balances, thereby determining support reactions. Next, the...
The design begins with analyzing the beam as a free body to identify moments and force balances, thereby determining support reactions. Next, the...
505
Ampere-Maxwell's Law: Problem-Solving
1.3K
A parallel-plate capacitor with capacitance C, whose plates have area A and separation distance d, is connected to a resistor R and a battery of voltage V. The current starts to flow at t = 0. What is the displacement current between the capacitor plates at time t? From the properties of the capacitor, what is the corresponding real current?
To solve the problem, we can use the equations from the analysis of an RC circuit and Maxwell's version of Ampère's law.
For the first part of the...
To solve the problem, we can use the equations from the analysis of an RC circuit and Maxwell's version of Ampère's law.
For the first part of the...
1.3K
Optimal Foraging
14.1K
How animals obtain and eat their food is called foraging behavior. Foraging can include searching for plants and hunting for prey and depends on the species and environment.
14.1K
Parallel Processing
839
The brain processes sensory information rapidly due to parallel processing, which involves sending data across multiple neural pathways at the same time. This method allows the brain to manage various sensory qualities, such as shapes, colors, movements, and locations, all concurrently. For instance, when observing a forest landscape, the brain simultaneously processes the movement of leaves, the shapes of trees, the depth between them, and the various shades of green. This enables a quick and...
839

