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融合子带方差和FD变换的长记忆过程仿真
引用本文:贾代平,吴丽娟.融合子带方差和FD变换的长记忆过程仿真[J].系统仿真学报,2007,19(6):1344-1346,1350.
作者姓名:贾代平  吴丽娟
作者单位:1. 山东工商学院计算机系,山东,264005;海军航空工程学院电子信息工程系,山东,264000
2. 海军航空工程学院电子信息工程系,山东,264000
摘    要:根据长记忆过程小波变换的频带分割及其去相关性,提出了“子带方差”的概念,并给出了在长记忆条件下的估算公式。在此基础上,构造了一种具有扩展记忆功能的FD变换,该变换可以将一个无记忆的、独立同分布的随机序列转化为具有指定长记忆特性的随机序列,由此实现对长记忆过程的仿真。对仿真序列进行模型比较和参数估计证实,基于子带方差的FD变换可以有效地扩展和控制随机序列的记忆性。

关 键 词:长记忆  FD模型  子带方差  分整差分  金字塔算法
文章编号:1004-731X(2007)06-1344-03
收稿时间:2006-02-04
修稿时间:2006-02-042006-06-26

Simulation and Check of LMP by Sub-band Variance and FD Transform
JIA Dai-ping,WU Li-juan.Simulation and Check of LMP by Sub-band Variance and FD Transform[J].Journal of System Simulation,2007,19(6):1344-1346,1350.
Authors:JIA Dai-ping  WU Li-juan
Institution:1. Dept. of Computer Science Shandong Institute of Business and Technology, Shandong 264005, China; 2.Dept. of Electronic Engineering, Naval Aeronautical Engineering Academy, Shandong 264000, China
Abstract:Due to the decorrelation and frequency-band partition of DWT for long memory process (LMP), a physical quantity called sub-band variance was proposed, and its approximating expression was given under the fractionally differenced (FD) parameters or spectral density is specified. Moreover, a special diagonal matrix and a related transformwere constructed, which can transform an IID stochastic sequence into a sample of FD process. Simulation samples were compared with the theoretical model, and their statistical properties were checked in two ways. The results validate that the sequence memory can be effectively extended and controlled by the transform based on sub-band variance.
Keywords:long memory    FD model  sub-band variance  fractionally differencing  pyramid algorithm
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