首页 | 本学科首页   官方微博 | 高级检索  
     

用窗口法在小存储器中实现DTW算法
引用本文:付中华,赵荣椿. 用窗口法在小存储器中实现DTW算法[J]. 西北工业大学学报, 2002, 20(4): 540-543
作者姓名:付中华  赵荣椿
作者单位:西北工业大学,计算机科学与工程系,陕西,西安,710072
摘    要:动态时间规整DTW算法是一种运用动态规划原理计算时间矢量相似度的方法,在语音识别等领域有着广泛的应用。窗口法是针对DTW算法的特点,采用了动态高效的空间管理办法,解决了通常的DTW算法需要存储一个较大的矩阵,因而在存储空间有限的硬件系统中难以实现的问题,窗口法已经在实际系统中得到了应用。

关 键 词:小存储器 DTW算法 窗口法 存储空间 动态时间规整 语音识别
文章编号:1000-2758(2002)04-0540-04
修稿时间:2001-09-01

On Implementing Dynamic Time-Warping in Small RAM
Fu Zhonghua,Zhao Rongchun. On Implementing Dynamic Time-Warping in Small RAM[J]. Journal of Northwestern Polytechnical University, 2002, 20(4): 540-543
Authors:Fu Zhonghua  Zhao Rongchun
Abstract:It is difficult to implement DTW(Dynamic Time-Warping) in storage-limited hardware application because a large memory is needed to store a big searching matrix. We propose to use Shifting Window Method to implement DTW in a small RAM, which is a storage-limited hardware. Section 2 utilizes Figs.3 and 4 to explain the principles of such implementation and derive Eqs.(5), (6),and (7). At the end of section 2 we list the nine steps of our algorithm for such implementation. We applied our algorithm to implement DTW in a talking toy made by us. We built the system of this toy on ATMEL 90S8535 SC with a RAM whose memory storage is only 512 Bytes. The performance of this toy was very close to what was possible in experiments with normal DTW that had to be done on a PC with 64M RAM. The experiments show that our use of Shifting Window Method can indeed save much storage memory without sacrificing the effectiveness of searching.
Keywords:DTW(Dynamic Time-Warping)   shifting window method   memory storage  
本文献已被 CNKI 维普 万方数据 等数据库收录!
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号