High spectrum mineral map plotting method
A hyperspectral and mineral technology, applied in the application field of hyperspectral remote sensing geology, can solve the problems of uncertain spectral features, insufficient prior knowledge, and difficult acquisition, and achieve the effect of improving the accuracy of mineral mapping
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[0026] As shown in Figure 1, the specific implementation method of the present invention is as follows:
[0027] 1. Establishment of ICA model based on kurtosis
[0028] ICA is a multivariate data analysis method that produces statistically independent components. When using it to classify ground objects, each category is expressed as an independent component, so the separability of the categories is maximized. Suppose the observed signal X=[x 1 , x 2 ,...,x m ] T is an m-dimensional random vector, the source signal S=[s 1 ,s 2 ,...,s n ] T is an n-dimensional independent random vector, and the mixing matrix A is an m×n-dimensional non-singular matrix, then their linear combination can be described as:
[0029] X = AS (1)
[0030] (1) is called the ICA model. The essence of ICA is that when the source signal s and the mixing matrix A are unknown, according to the known observation signal X and the statistical characteristics of the source signal S, determine the sepa...
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