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基于峰值多层级支持向量机的X射线通信解调技术研究

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X射线通信技术是一种以X射线为载波的空间通信方式,它具有通信带宽大、重量轻、体积小、功耗低、保密性高等优势.通过设计多靶材X射线信号调制装置可以提高X射线的通信速率,在信号接收端要保证X射线能谱的识别准确率,才能真正发挥基于能量负载的X射线通信的优势.本文针对多靶材X射线特征能谱精确识别问题,提出基于峰值多层级支持向量机的X射线通信解调方法,设计了适合四码元通信的峰值多层级支持向量机分类器,通过参数调优和验证确保了高准确率和泛化能力.仿真结果证明:支持向量机为基于能量负载的X射线通信方法提供了高效、准确、鲁棒的信号识别解决方案.
X-ray Communication Demodulation Technology Based on Peak Multilevel Support Vector Machine
X-ray communication technology is a kind of space communication mode using X-ray as a carrier,which has the ad-vantages of a large communication bandwidth,light weight,small volume,low power consumption,and high confidentiality.By de-signing a multi-target X-ray signal modulation device,the X-ray communication rate can be improved,and the accuracy of X-ray en-ergy spectrum recognition at the signal receiving end can be ensured,so that the advantages of X-ray communication based on ener-gy load can be truly played.In this paper,an X-ray communication demodulation method based on peaking multi-level support vec-tor machine is proposed to accurately identify the X-ray characteristic energy spectrum of multi-target materials.A peaking multi-level support vector machine classifier suitable for four-element communication is designed.The parameter tuning and verification ensure high accuracy and generalization ability.The simulation results show that support vector machine provides an efficient,accu-rate,and robust signal recognition solution for X-ray communication based on energy load.

X-ray communicationSupport vector machinesDemodulationParticle swarm

李诗嘉、高有涛

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中国科学院微小卫星创新研究院 上海 201306

南京航空航天大学 南京 210016

X射线通信 支持向量机 解调 粒子群

中央高校基本科研业务费专项资金资助

NS2024054

2024

遥测遥控
中国航天工业总公司第七0四研究所

遥测遥控

CSTPCD
影响因子:0.28
ISSN:
年,卷(期):2024.45(5)
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