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Comparative analysis of C n2 estimation methods for sonic anemometer data.

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    Four methods estimate the refractive index structure parameter (Cn2) from sonic temperature. The nearest neighbors and structure function methods accurately estimated Cn2 across all turbulence strengths, outperforming others.

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    Area of Science:

    • Atmospheric physics
    • Optical engineering
    • Turbulence research

    Background:

    • The refractive index structure parameter (Cn2) is crucial for understanding optical propagation through the atmosphere.
    • Ultrasonic anemometers measuring wind speed and sonic temperature are commonly used to estimate Cn2.
    • Accurate Cn2 estimation is vital for applications in adaptive optics, remote sensing, and secure communications.

    Purpose of the Study:

    • To compare the performance of four distinct methods for estimating Cn2 from sonic temperature data.
    • To evaluate the accuracy of these methods under varying atmospheric turbulence conditions.
    • To determine appropriate error bars for Cn2 estimations based on temperature fluctuations.

    Main Methods:

    • Utilized temporal sonic temperature data from two separated ultrasonic anemometers on a homogenous path.
    • Compared four estimation methods: Bayesian, power spectral, nearest neighbors, and structure function.
    • Validated results against a commercial scintillometer and the differential image motion method.

    Main Results:

    • The Bayesian and power spectral methods provided adequate estimates for strong turbulence but overestimated Cn2 in weak turbulence.
    • The nearest neighbors and structure function methods demonstrated robust performance across all tested turbulence strengths.
    • Error bars for Cn2 were considered, accounting for finite turbulent sample sizes.

    Conclusions:

    • The nearest neighbors and structure function methods are recommended for reliable Cn2 estimation from sonic temperature data.
    • The choice of method significantly impacts Cn2 accuracy, particularly under weak turbulence conditions.
    • Further research into error quantification for Cn2 estimation is warranted.