A Morse-code recognition system with LMS and matching algorithms for persons with disabilities

被引:32
|
作者
Shih, CH [1 ]
Luo, CH [1 ]
机构
[1] NATL CHENG KUNG UNIV,DEPT ELECT ENGN,TAINAN 70101,TAIWAN
关键词
morse code; adaptive signal processing; Least-Mean-Square algorithm; matching;
D O I
10.1016/S1386-5056(97)00020-8
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Single-switch communication is an effective auxiliary method for persons with disabilities. However, it is not easy to recognize the Morse codes typed by them. In our earlier proposed Morse code auto-recognition method, using the Least-Mean-Square (LMS) adaptive algorithm, it was demonstrated that the system could successfully recognize the Morse-coded messages at unstable typing speeds. However, the speed variation had to be limited to a range between 0.67 and two times the present speed. In the case of beginners or those with heavy disabilities, this rule can not always be complied with, producing a low recognition rate of 20%. To address this limitation, this paper offers an advanced recognition method which combines the Least-Mean-Square algorithm with a character-by-character matching technique. The recognition rate for this method from simulated and real data from various sources is as high as 75% or more on average. This practical application of the single-switch method means a step forward toward alternative communication for disabled persons. (C) 1997 Elsevier Science Ireland Ltd.
引用
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页码:193 / 202
页数:10
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