Cough Expired Volume and Cough Peak Flow Rate Estimation Based on GA-BP Method
Joint Authors
Yu, Qihui
Ren, Shuai
Shi, Yan
Luo, Zujin
Cai, Maolin
Niu, Jinglong
Luo, Zihao
Source
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-9, 9 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-02-26
Country of Publication
Egypt
No. of Pages
9
Main Subjects
Abstract EN
Cough is a respiratory protective behavior for clearing the secretion.
The cough process can be characterized by three features which are cough peak flow rate, peak velocity time, and cough expired volume.
The cough expired volume (CEV) and the cough peak flow rate (CPFR) are important for medical diagnosis and cough effectiveness assessment.
In this study, the CEV and CPFR values of 700 healthy participants were measured and collected by using a portable pulmonary function device.
The gender, age, height, weight, and smoking status information of the 700 participants were also collected.
Meanwhile, the integration of backpropagation neural network and genetic algorithm (GA-BP) method was developed to estimate CEV and CPFR values.
The results showed that the estimation accuracy of GA-BP method exceeds 90%, which indicates that the GA-BP method could be effectively used for CEV and CPFR value estimation.
Furthermore, the method proposed in this paper could be useful for medical diagnosis and medical device development.
American Psychological Association (APA)
Ren, Shuai& Niu, Jinglong& Luo, Zihao& Shi, Yan& Cai, Maolin& Luo, Zujin…[et al.]. 2020. Cough Expired Volume and Cough Peak Flow Rate Estimation Based on GA-BP Method. Complexity،Vol. 2020, no. 2020, pp.1-9.
https://search.emarefa.net/detail/BIM-1145343
Modern Language Association (MLA)
Ren, Shuai…[et al.]. Cough Expired Volume and Cough Peak Flow Rate Estimation Based on GA-BP Method. Complexity No. 2020 (2020), pp.1-9.
https://search.emarefa.net/detail/BIM-1145343
American Medical Association (AMA)
Ren, Shuai& Niu, Jinglong& Luo, Zihao& Shi, Yan& Cai, Maolin& Luo, Zujin…[et al.]. Cough Expired Volume and Cough Peak Flow Rate Estimation Based on GA-BP Method. Complexity. 2020. Vol. 2020, no. 2020, pp.1-9.
https://search.emarefa.net/detail/BIM-1145343
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1145343