Litcius/Paper detail

Refining Time Delay Estimate of Complex Signal Using Polynomial Interpolation in Time Domain

Oksana Guschina

20212021 Systems of Signals Generating and Processing in the Field of on Board Communications14 citationsDOI

Abstract

This paper deals with time delay estimation of a complex random signal carried out in the time domain where its discrete-time finite observation is being processed. The paper observes polynomial interpolation methods applied to a sampled cross-correlation function (CCF) in the neighborhood of its maximum. This kind of approximation compromises the fast computation of the delay with the high accuracy of resultant estimate. The second and third order polynomial approximation schemes are considered for three approaches based on absolute value of correlation samples or their complex originals. The latter is shown to be obligatory forced with the condition that time delay estimate has to be real-valued despite the fact that complex signals are processed. The numerical simulation performed for first-order autoregressive model random process allows estimating the dependency of the bias, variance and total error of the estimates on signal-to-noise ratio. The comparative analysis conducted for the methods shows that second-order approximation applied to absolute value of CCF produce the accuracy that can be treated as satisfactory for general purpose.

Topics & Concepts

Autoregressive modelInterpolation (computer graphics)PolynomialAlgorithmTime domainSIGNAL (programming language)Approximation errorMathematicsApplied mathematicsNoise (video)Polynomial interpolationFrequency domainAutocorrelationComputer scienceMathematical optimizationLinear interpolationStatisticsMathematical analysisArtificial intelligenceProgramming languageImage (mathematics)Computer visionMotion (physics)Image and Signal Denoising MethodsStructural Health Monitoring TechniquesTarget Tracking and Data Fusion in Sensor Networks
Refining Time Delay Estimate of Complex Signal Using Polynomial Interpolation in Time Domain | Litcius