Literature DB >> 28113961

Generalized Feature Extraction for Wrist Pulse Analysis: From 1-D Time Series to 2-D Matrix.

David Zhang.   

Abstract

Traditional Chinese pulse diagnosis, known as an empirical science, depends on the subjective experience. Inconsistent diagnostic results may be obtained among different practitioners. A scientific way of studying the pulse should be to analyze the objectified wrist pulse waveforms. In recent years, many pulse acquisition platforms have been developed with the advances in sensor and computer technology. And the pulse diagnosis using pattern recognition theories is also increasingly attracting attentions. Though many literatures on pulse feature extraction have been published, they just handle the pulse signals as simple 1-D time series and ignore the information within the class. This paper presents a generalized method of pulse feature extraction, extending the feature dimension from 1-D time series to 2-D matrix. The conventional wrist pulse features correspond to a particular case of the generalized models. The proposed method is validated through pattern classification on actual pulse records. Both quantitative and qualitative results relative to the 1-D pulse features are given through diabetes diagnosis. The experimental results show that the generalized 2-D matrix feature is effective in extracting both the periodic and nonperiodic information. And it is practical for wrist pulse analysis.

Entities:  

Mesh:

Year:  2016        PMID: 28113961     DOI: 10.1109/JBHI.2016.2628238

Source DB:  PubMed          Journal:  IEEE J Biomed Health Inform        ISSN: 2168-2194            Impact factor:   5.772


  2 in total

1.  Multitask Interactive Attention Learning Model Based on Hand Images for Assisting Chinese Medicine in Predicting Myocardial Infarction.

Authors:  Qida Wang; Chenqi Zhao; Yan Qiang; Zijuan Zhao; Kai Song; Shichao Luo
Journal:  Comput Math Methods Med       Date:  2021-10-26       Impact factor: 2.238

2.  Refined Multiscale Entropy Analysis of Wrist Pulse for Gender Difference in Traditional Chinese Medicine among Young Individuals.

Authors:  Huaxing Xu; Qia Wang; Xiaobo Mao; Zhigang Shang; Yuping Zhao; Luqi Huang
Journal:  Evid Based Complement Alternat Med       Date:  2022-02-08       Impact factor: 2.629

  2 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.