Literature DB >> 29428411

A sensor-based wrist pulse signal processing and lung cancer recognition.

Zhichao Zhang1, Yuan Zhang2, Lina Yao3, Houbing Song4, Anton Kos5.   

Abstract

Pulse diagnosis is an efficient method in traditional Chinese medicine for detecting the health status of a person in a non-invasive and convenient way. Jin's pulse diagnosis (JPD) is a very efficient recent development that is gradually recognized and well validated by the medical community in recent years. However, no acceptable results have been achieved for lung cancer recognition in the field of biomedical signal processing using JPD. More so, there is no standard JPD pulse feature defined with respect to pulse signals. Our work is designed mainly for care giving service conveniently at home to the people having lung cancer by proposing a novel wrist pulse signal processing method, having an insight from JPD. We developed an iterative slide window (ISW) algorithm to segment the de-noised signal into single periods. We analyzed the characteristics of the segmented pulse waveform and for the first time summarized 26 features to classify the pulse waveforms of healthy individuals and lung cancer patients using a cubic support vector machine (CSVM). The result achieved by the proposed method is found to be 78.13% accurate.
Copyright © 2018 Elsevier Inc. All rights reserved.

Entities:  

Keywords:  Cubic support vector machine (CSVM); Feature extraction; Iterative sliding window (ISW); Jin’s pulse diagnosis (JPD); Lung cancer recognition; Pulse signal processing and analysis

Mesh:

Year:  2018        PMID: 29428411     DOI: 10.1016/j.jbi.2018.01.009

Source DB:  PubMed          Journal:  J Biomed Inform        ISSN: 1532-0464            Impact factor:   6.317


  5 in total

1.  A Wearable and Real-Time Pulse Wave Monitoring System Based on a Flexible Compound Sensor.

Authors:  Xiaoxiao Kang; Jun Zhang; Zheming Shao; Guotai Wang; Xingguang Geng; Yitao Zhang; Haiying Zhang
Journal:  Biosensors (Basel)       Date:  2022-02-20

2.  The Use of Artificial Intelligence in Complementary and Alternative Medicine: A Systematic Scoping Review.

Authors:  Hongmin Chu; Seunghwan Moon; Jeongsu Park; Seongjun Bak; Youme Ko; Bo-Young Youn
Journal:  Front Pharmacol       Date:  2022-04-01       Impact factor: 5.988

3.  Three-Dimensional Arterial Pulse Signal Acquisition in Time Domain Using Flexible Pressure-Sensor Dense Arrays.

Authors:  Jianzhong Chen; Ke Sun; Rong Zheng; Yi Sun; Heng Yang; Yifei Zhong; Xinxin Li
Journal:  Micromachines (Basel)       Date:  2021-05-17       Impact factor: 2.891

4.  Portable Interactive Pulse Tactile Recorder and Player System.

Authors:  Tzu-Chieh Hsieh; Chien-Min Wu; Cheng-Chung Tsai; Wen-Chien Lo; Yu-Min Wang; Shana Smith
Journal:  Sensors (Basel)       Date:  2021-06-25       Impact factor: 3.576

5.  A 3D Wrist Pulse Signal Acquisition System for Width Information of Pulse Wave.

Authors:  Chuanglu Chen; Zhiqiang Li; Yitao Zhang; Shaolong Zhang; Jiena Hou; Haiying Zhang
Journal:  Sensors (Basel)       Date:  2019-12-18       Impact factor: 3.576

  5 in total

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