DTW Based Hierarchical Filter for Pulse Waveform Classification

碩士 === 元智大學 === 電機工程學系 === 101 === With sharp rising population in the earth, medical personnel have to deal with more and more patients. It means each person can have relatively fewer medical resources. Faced with a situation of limited medical resources, home care will become increasingly importan...

Full description

Bibliographic Details
Main Authors: Po-Jui Huang, 黃柏叡
Other Authors: Duan-Yu Chen
Format: Others
Language:zh-TW
Online Access:http://ndltd.ncl.edu.tw/handle/76091979376806344406
id ndltd-TW-101YZU05442017
record_format oai_dc
spelling ndltd-TW-101YZU054420172016-03-18T04:41:40Z http://ndltd.ncl.edu.tw/handle/76091979376806344406 DTW Based Hierarchical Filter for Pulse Waveform Classification DTW為基礎之多階層式脈搏辨識系統 Po-Jui Huang 黃柏叡 碩士 元智大學 電機工程學系 101 With sharp rising population in the earth, medical personnel have to deal with more and more patients. It means each person can have relatively fewer medical resources. Faced with a situation of limited medical resources, home care will become increasingly important. In the absence of medical staff’s supervision, the patient's physiological information will be incorrect easily because of wrong way of using medical equipment, or other unstable factors. To overcome these problems, we must have a physiological information filtering mechanism to ensure the validity of measurement information in home-care system. Therefore, in this thesis, the pulse measurement of radial artery is selected as a case study since physiology of radial artery has rich information for Chinese clinical studies. To analyze the radial pulse, a hierarchical filtering mechanism is proposed, in which Dynamic Time Warping (DTW) is combined with Discrete Fourier Transform (DFT) and standard deviation analysis. Using this filtering mechanism, unusual waveform of radial pulse can be detected effectively with precision being above 90%. Duan-Yu Chen 陳敦裕 學位論文 ; thesis 39 zh-TW
collection NDLTD
language zh-TW
format Others
sources NDLTD
description 碩士 === 元智大學 === 電機工程學系 === 101 === With sharp rising population in the earth, medical personnel have to deal with more and more patients. It means each person can have relatively fewer medical resources. Faced with a situation of limited medical resources, home care will become increasingly important. In the absence of medical staff’s supervision, the patient's physiological information will be incorrect easily because of wrong way of using medical equipment, or other unstable factors. To overcome these problems, we must have a physiological information filtering mechanism to ensure the validity of measurement information in home-care system. Therefore, in this thesis, the pulse measurement of radial artery is selected as a case study since physiology of radial artery has rich information for Chinese clinical studies. To analyze the radial pulse, a hierarchical filtering mechanism is proposed, in which Dynamic Time Warping (DTW) is combined with Discrete Fourier Transform (DFT) and standard deviation analysis. Using this filtering mechanism, unusual waveform of radial pulse can be detected effectively with precision being above 90%.
author2 Duan-Yu Chen
author_facet Duan-Yu Chen
Po-Jui Huang
黃柏叡
author Po-Jui Huang
黃柏叡
spellingShingle Po-Jui Huang
黃柏叡
DTW Based Hierarchical Filter for Pulse Waveform Classification
author_sort Po-Jui Huang
title DTW Based Hierarchical Filter for Pulse Waveform Classification
title_short DTW Based Hierarchical Filter for Pulse Waveform Classification
title_full DTW Based Hierarchical Filter for Pulse Waveform Classification
title_fullStr DTW Based Hierarchical Filter for Pulse Waveform Classification
title_full_unstemmed DTW Based Hierarchical Filter for Pulse Waveform Classification
title_sort dtw based hierarchical filter for pulse waveform classification
url http://ndltd.ncl.edu.tw/handle/76091979376806344406
work_keys_str_mv AT pojuihuang dtwbasedhierarchicalfilterforpulsewaveformclassification
AT huángbǎiruì dtwbasedhierarchicalfilterforpulsewaveformclassification
AT pojuihuang dtwwèijīchǔzhīduōjiēcéngshìmàibóbiànshíxìtǒng
AT huángbǎiruì dtwwèijīchǔzhīduōjiēcéngshìmàibóbiànshíxìtǒng
_version_ 1718207090203295744