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Parallel solutions of correlation dimension calculation

Parallel solutions of correlation dimension calculation
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摘要 The calculation of correlation dimension is a key problem of the fractals. The standard algorithm requires O(N2) computations. The previous improvement methods endeavor to sequentially reduce redundant computation on condition that there are many different dimensional phase spaces, whose application area and performance improvement degree are limited. This paper presents two fast parallel algorithms: O (N^2/p + logp) time p processors PRAM algo- rithm and O(N^2/p) time p processors LARPBS algorithm. Analysis and results of numeric computation indicate that the speedup of parallel algorithms relative to sequence algorithms is efficient. Compared with the PRAM algorithm, The LARPBS algorithm is practical, optimally scalable and cost optimal. The calculation of correlation dimension is a key problem of the fractals. The standard algorithm requires O(N2) computations. The previous improvement methods endeavor to sequentially reduce redundant computation on condition that there are many different dimensional phase spaces, whose application area and performance improvement degree are limited. This paper presents two fast parallel algorithms: O (N^2/p + logp) time p processors PRAM algo- rithm and O(N^2/p) time p processors LARPBS algorithm. Analysis and results of numeric computation indicate that the speedup of parallel algorithms relative to sequence algorithms is efficient. Compared with the PRAM algorithm, The LARPBS algorithm is practical, optimally scalable and cost optimal.
出处 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2005年第3期665-669,共5页 系统工程与电子技术(英文版)
基金 This project was supported by the National Natural Science Foundation of China(60273075) .
关键词 correlation dimension ALGORITHM parallel. correlation dimension, algorithm, parallel.
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  • 2Wang Ying,Han Yueqiu,Mao Erke.Fractal Dimension Studying of Random Sequence [A].Proc.ICSP'96 [C].Beijing:ICSP,1996.257-260.
  • 3James Theiler.Efficient Algorithm for Estimating the Correlation Dimension from a Set of Discrete Points [J].Phys.Rev.1987,36(9):4456-4462.

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