首页> 外文会议>Signal and Image Processing >MATERIAL CHARACTERISTICS IN FOURIER DOMAIN (MCFD) FORMULATION, A SIGNATURE TO DETERMINE SOIL TYPE, MOISTURE, AND VEGETATION HEALTH, BASED ON MULTILAYER GROUND PENETRATING RADAR REFLECTION
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MATERIAL CHARACTERISTICS IN FOURIER DOMAIN (MCFD) FORMULATION, A SIGNATURE TO DETERMINE SOIL TYPE, MOISTURE, AND VEGETATION HEALTH, BASED ON MULTILAYER GROUND PENETRATING RADAR REFLECTION

机译:基于多层地面穿透雷达反射的傅里叶域(MCFD)配方的材料特征,它是确定土壤类型,水分和植被健康的标志

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The ground penetrating radar (GPR) incident wave to ground is not totally reflected, part of it travels to the next layer, and its intensity and form depends on the boundary reflectivity and the type of materials in the experiment. It is observed that the reflected wave is attenuated, convolved, and compressed differently, as it travels through distinct materials. A material characteristic in Fourier domain (MCFD) is defined and calculated at every reflection. It is possible to determine the characteristics of the media by using the wavelet of the electromagnetic signal before and after it is reflected from the media. An algorithm is developed which calculated MCFD trains a 2-layer Back-propagation Neural Network (NN). This NN is farther linked to second NN that determines the material moisture. Material type can be determined irregardless of the layer at which the object is buried (limited to GPR reflection intensity level), object size, or if an extended subsurface layer is present. It was also found that by using the MCFD, vegetation could be classified according to its health using GPR. This is a great advantage in terms of higher resolution achievable by active as opposed to passive satellites in the measurements of vegetation health index.
机译:地面穿透雷达(GPR)入射到地面的波没有被完全反射,它的一部分传播到下一层,其强度和形式取决于边界反射率和实验中材料的类型。可以观察到,反射波通过不同的材料时,其衰减,卷积和压缩方式不同。定义和计算每次反射时的傅立叶域材料特征(MCFD)。可以通过使用电磁信号在从介质反射之前和之后的小波来确定介质的特性。开发了一种算法,该算法计算出的MCFD训练了一个2层反向传播神经网络(NN)。该NN进一步与确定物料湿度的第二NN相关联。可以确定材料类型,而与对象被掩埋的层(限于GPR反射强度级别),对象大小或是否存在扩展的地下层无关。还发现通过使用MCFD,可以使用GPR根据植被的健康程度对植被进行分类。就植被健康指数的测量而言,与无源卫星相比,有源卫星可获得更高的分辨率,这是一个很大的优势。

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