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An Analysis of THz-TDS Signals using Geometric Algebra

机译:使用几何代数分析THz-TDS信号

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摘要

THz-TDS signals can be represented as vectors in a high dimensional vector space, which are hyper-complex numbers in geometric algebra (GA). Using the language of GA, the properties of these vectors are theoretically analyzed and demonstrate the projective character of THz-TDS signals. The tangential distance of vectors is used to measure the difference of the corresponding THz-TDS signals. A novel dimensionality reduction method via the projective split is presented, by which vectors of THz-TDS signals can be linear mapped from a high dimensional space into a lower dimensional space. The projective split is recursively employed and linear maps the vector space of high dimension into a sequence of sub-spaces step by step. Experiments demonstrate the feasibility and accuracy of our method.
机译:THz-TDS信号可以表示为高维向量空间中的向量,这是几何代数(GA)中的超复数。使用遗传算法的语言,从理论上分析了这些矢量的特性,并证明了THz-TDS信号的投影特性。向量的切线距离用于测量相应的THz-TDS信号的差。提出了一种新的通过射影分裂的降维方法,通过该方法可以将THz-TDS信号的矢量从高维空间线性映射到低维空间。递归地采用投影分割,并将高维向量空间逐步映射为一系列子空间。实验证明了该方法的可行性和准确性。

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