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A novel two-level method for the computation of the LSP frequenciesusing a decimation-in-degree algorithm

机译:一种采用度抽取算法的LSP频率计算的新型两级方法

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A novel two-level method is proposed for rapidly and accurately computing the line spectrum pair (LSP) frequencies. An efficient decimation-in-degree (DID) algorithm is also proposed in the first level, which can transform any symmetric or antisymmetric polynomial with real coefficients into the other polynomials with lower degrees and without any transcendental functions. The DID algorithm not only can avoid prior storage or large calculation of transcendental functions but can also be easily applied toward those fast root-finding methods. In the second level, if the transformed polynomial is of degree 4 or less, employing closed-form formulas is the fastest procedure of quite high accuracy. If it is of a higher degree, a modified Newton-Raphson method with cubic convergence is applied. Additionally, the process of the modified Newton-Raphson method can be accelerated by adopting a deflation scheme along with Descartes rule of signs and the interlacing property of LSP frequencies for selecting the better initial values. Besides this, Horner's method is extended to efficiently calculate the values of a polynomial and its first and second derivatives. A few conventional numerical methods are also implemented to make a comparison with the two-level method. Experimental results indicate that the two-level method is the fastest one. Furthermore, this method is more advantageous under the requirement of a high level of accuracy
机译:提出了一种新颖的两级方法,用于快速准确地计算线谱对(LSP)频率。在第一级中,还提出了一种有效的度数抽取(DID)算法,该算法可以将具有实系数的任何对称或反对称多项式转换为具有较低阶数且没有任何先验函数的多项式。 DID算法不仅可以避免先验函数的先验存储或大量计算,而且还可以轻松地应用于那些快速的求根方法。在第二级中,如果变换后的多项式为4或更小,则采用封闭形式的公式是精度很高的最快过程。如果它的程度更高,则将应用具有三次收敛性的改进的Newton-Raphson方法。此外,通过采用放气方案,笛卡尔符号法则和LSP频率的隔行特性来选择更好的初始值,可以加快改进的Newton-Raphson方法的处理。除此之外,霍纳方法得到了扩展,可以有效地计算多项式及其一阶和二阶导数的值。还采用了一些常规的数值方法来与两级方法进行比较。实验结果表明,二级方法是最快的方法。此外,这种方法在要求高精度的情况下更有利

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