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首页> 外文期刊>Signal Processing Letters, IEEE >An Optimal-Dimensionality Sampling for Spin-$s$Functions on the Sphere
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An Optimal-Dimensionality Sampling for Spin-$s$Functions on the Sphere

机译:球上自旋- $ s $ 函数的最佳维采样

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摘要

For the representation of spin-n$s$nband-limited functions on the sphere, we propose a sampling scheme with optimal number of samples equal to the number of degrees of freedom of the function in harmonic space. In comparison to the existing sampling designs, which requiren${sim }2L^2$nsamples for the representation of spin-n$s$nfunctions band-limited atn$L$n, the proposed scheme requiresn$N_o=L^2-s^2$nsamples for the accurate computation of the spin-n$s$nspherical harmonic transform (n$s$n-SHT). For the proposed sampling scheme, we also develop a method to compute then$s$n-SHT. We place the samples in our design scheme such that the matrices involved in the computation ofn$s$n-SHT are well-conditioned. We also present a multipassn$s$n-SHT to improve the accuracy of the transform. We also show the proposed sampling design exhibits superior geometrical properties compared to existing equiangular and Gauss–Legendre sampling schemes, and enables accurate computation of then$s$n-SHT corroborated through numerical experiments.
机译:对于spin-n $ s $ 的表示在球上的n带限制函数中,我们提出了一种采样方案,其最优采样数等于谐波空间中函数的自由度数。与需要n $ {sim} 2L ^的现有采样设计相比, 2 $ nsamples用于表示spin-n $ s $ n函数带限atn $ L $ n,建议的方案需要n $ N_o = L ^ 2-s ^ 2 $ nsamples用于精确计算spin-n $ s $ 非球面谐波变换(n $ s $ n-SHT)。对于建议的采样方案,我们还开发了一种方法来计算然后 $ s $ n-SHT。我们将样本放入我们的设计方案中,以便计算n $ s $ n-SHT条件良好。我们还提出了一个multipassn $ s $ n-SHT以提高变换的准确性。我们还表明,与现有的等角和高斯-勒格德式采样方案相比,拟议的采样设计具有更优越的几何特性,并且能够精确地计算当时的 $ s $ n-SHT通过数值实验得到了证实。

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