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A Study on Rational Function Model Generation for TerraSAR-X Imagery

机译:TerraSAR-X影像的有理函数模型生成研究

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The Rational Function Model (RFM) has been widely used as an alternative to rigorous sensor models of high-resolution optical imagery in photogrammetry and remote sensing geometric processing. However, not much work has been done to evaluate the applicability of the RF model for Synthetic Aperture Radar (SAR) image processing. This paper investigates how to generate a Rational Polynomial Coefficient (RPC) for high-resolution TerraSAR-X imagery using an independent approach. The experimental results demonstrate that the RFM obtained using the independent approach fits the Range-Doppler physical sensor model with an accuracy of greater than 10−3 pixel. Because independent RPCs indicate absolute errors in geolocation, two methods can be used to improve the geometric accuracy of the RFM. In the first method, Ground Control Points (GCPs) are used to update SAR sensor orientation parameters, and the RPCs are calculated using the updated parameters. Our experiment demonstrates that by using three control points in the corners of the image, an accuracy of 0.69 pixels in range and 0.88 pixels in the azimuth direction is achieved. For the second method, we tested the use of an affine model for refining RPCs. In this case, by applying four GCPs in the corners of the image, the accuracy reached 0.75 pixels in range and 0.82 pixels in the azimuth direction.
机译:有理函数模型(RFM)已被广泛用作摄影测量和遥感几何处理中高分辨率光学图像的严格传感器模型的替代。但是,尚未进行太多工作来评估RF模型在合成孔径雷达(SAR)图像处理中的适用性。本文研究如何使用独立方法为高分辨率TerraSAR-X图像生成有理多项式系数(RPC)。实验结果表明,采用独立方法获得的RFM符合Range-Doppler物理传感器模型,其精度大于10 -3 像素。由于独立的RPC表示地理位置绝对错误,因此可以使用两种方法来提高RFM的几何精度。在第一种方法中,地面控制点(GCP)用于更新SAR传感器方向参数,而RPC是使用更新后的参数来计算的。我们的实验表明,通过在图像的四个角中使用三个控制点,可以实现范围为0.69像素和方位角方向为0.88像素的精度。对于第二种方法,我们测试了使用仿射模型完善RPC的方法。在这种情况下,通过在图像的各个角落应用四个GCP,精度在范围上达到0.75像素,在方位方向上达到0.82像素。

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