CModel:一个基于告密器的模型,用于稳固的分子通信信号检测.
Wenxin Zhao1, Pengfei Lu1, Hui Sun1
1College of Information Science and Technology, Shihezi University, Shihezi 832003, China.
Sensors (Basel, Switzerland)
|September 13, 2025
概括
一个新的ComModel (CModel) 增强了在杂环境中的分子通信信号检测. 它的性能优于传统方法,即使在高信号漂移和噪声的情况下,也提供稳定而准确的检测.
科学领域:
- 电气工程 电气工程
- 计算机科学 计算机科学
- 信息理论 信息理论
背景情况:
- 分子通信信号检测受到复杂环境,多源噪声和信号漂移的挑战.
- 传统的检测模型受到漂移速度和信号噪声比限制的限制.
- 开发强大的检测方法对于推进分子通信系统至关重要.
研究的目的:
- 提出一个创新的检测模型,ComModel (CModel),用于分子通信信号检测.
- 在复杂和杂的环境中提高信号检测准确性和适应性.
- 克服传统方法在处理信号漂移和噪声方面的局限性.
主要方法:
- 拟议的ComModel (CModel) 是基于Informer架构的.
- 它整合了probSparse注意力,交叉注意力和卷积层.
- 对传统深度神经网络和基于变压器的模型进行性能评估.
主要成果:
- 与现有模型相比,CModel的性能优越,特别是在复杂的场景中.
- 它保持稳定性,并表现出较低的比特错误率,随着漂移速度的增加 (中高).
- CModel在高噪音环境中表现出色,在多噪音条件下证明强大.
结论:
- 康莫代尔 (CModel) 为分子通信信号检测提供了强大而可靠的解决方案.
- 该模型适应不同漂移速度和噪音水平的适应性使其适合于现实世界的应用.
- 这项工作通过为具有挑战性的分子通信环境提供更有效的检测框架,推动了该领域的发展.
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