基于能源的干扰模式通过尖端波形变压器进行开放式集识别
Xincheng Zhong1, Junbiao Cui2, Zhuangwei Ji1
1Department of Computer Science, Changzhi University, Changzhi, Shanxi, China.
PloS one
|June 26, 2025
概括
本研究引入了一个新的干扰模式识别 (JPR) 框架,用于识别通信系统中已知和未知的干扰信号. 这种新的方法通过准确地分类各种干扰模式来提高通信的稳定性.
科学领域:
- 电气工程 电气工程
- 信号处理 信号处理
- 人工智能的人工智能
背景情况:
- 干扰模式 (JPs) 对现代通信系统构成重大威胁,破坏民用和工业应用中的操作.
- 准确识别已知JP和检测未知JP对于保持可靠的通信链路至关重要.
研究的目的:
- 为了应对阻塞模式开放集识别 (JP-OSR) 的挑战.
- 提出一个新的框架,有效地识别已知的JPs,并在通信信号中检测未知的JPs.
主要方法:
- 使用尖端波形变压器 (SWT) 进行高分辨率的时频特征提取.
- 采用超球最大类分离 (MCS) 来对齐特征并增强类间的区别.
- 集成了一个基于能源的模型,具有适应值,以处理不同干扰到信号比率 (JSR) 和JP的特征变化.
主要成果:
- 拟议的框架在干扰模式开放集识别 (JP-OSR) 中表现出卓越的性能.
- SWT有效地捕获了干扰信号的复杂时间和光谱特征.
- 适应性值机制能够在不同的JSR条件下准确识别已知和未知的干扰类型.
结论:
- 整合SWT,MCS和自适应值的新型框架对JP-OSR有效.
- 该方法提供了一个强大的解决方案,用于提高通信系统对干扰的弹性.
- 模拟实验验证了对干扰模式识别的拟议方法的优越性.
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