基于改进时频脊线的跳频参数盲估计算法

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中图分类号:TN911 文献标志码:A 文章编号:1673-2340(2025)02-0048-08
Blind estimation algorithm for frequency hopping parameters based on enhanced time-frequency ridge extraction
WANKai',CHANGCheng²,HOUChangbol*,WUXiangyu1 (l.Schoolof Informationand CommunicationEngineering,HarbinEngineering University,Harbinl5Oool,China; 2.China AcademyofLaunchVehicle Technology,BeijinglOo854,China)
Abstract:In existing blindestimation algorithms for frequency-hoppingparameters basedon time-frequencyridges, performance degrades significantly when thesignal-to-noiseratio(SNR)fals below-5dB.Toaddressthis issue,an improvedblindestimationmethod basedontime-frequencyridges isproposed.First,the time-frequencymatrixof the receivedsignal isobtainedusing theshort-time Fourier transform(STFT).Then,Gaussian filtering isapplied for signal smoothingand noise suppresson.Since the energy distribution offixed-frequency interference differs fromthat of frequency-hopping signals in the time-frequency matrix,an energycancelation method is used to eliminate such interference.Next,OTSU thresholding isapplied tothe matrixafter energycancelltion to further removeresidual fixed-frequency interferenceand noise,yieldingaclearer time-frequencyrepresentation.Time-frequencyridgesare thenextracted from this image,and the least-squares method is employed to fitthe hopping instants along these ridges,enabling accurateestimationof frequency-hopping parameters.Simulation resultsshow that the proposed method efectively produces clean time-frequency images evenat SNR levelsaslowas -5dB in the presence of fixed-frequency interference. The average relative estimation error of each parameter remains below 1% ,and the method demonstrates strong robustness against varying intensity and quantity of interference.
Keywords:frequencyhopping signal;parameter estimation;time-frequencyridges;fixed frequencyinterference; gaussian filtering; blind estimation algorithms; signal to noise
跳频通信作为扩频技术的重要分支,通过伪随机码序列对载波频率实施动态操控,实现快速灵活的跳变机制。(剩余10089字)