Cough Expired Volume and Cough Peak Flow Rate Estimation Based on GA-BP Method
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 d...
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| Main Authors: | , , , , , , |
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| Format: | Article |
| Language: | English |
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Wiley
2020-01-01
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| Series: | Complexity |
| Online Access: | http://dx.doi.org/10.1155/2020/9036369 |
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| author | Shuai Ren Jinglong Niu Zihao Luo Yan Shi Maolin Cai Zujin Luo Qihui Yu |
| author_facet | Shuai Ren Jinglong Niu Zihao Luo Yan Shi Maolin Cai Zujin Luo Qihui Yu |
| author_sort | Shuai Ren |
| collection | DOAJ |
| description | 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. |
| format | Article |
| id | doaj-art-e4dce856d0e44f9a8a70a747ccd17384 |
| institution | Kabale University |
| issn | 1076-2787 1099-0526 |
| language | English |
| publishDate | 2020-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | Complexity |
| spelling | doaj-art-e4dce856d0e44f9a8a70a747ccd173842025-08-20T03:26:26ZengWileyComplexity1076-27871099-05262020-01-01202010.1155/2020/90363699036369Cough Expired Volume and Cough Peak Flow Rate Estimation Based on GA-BP MethodShuai Ren0Jinglong Niu1Zihao Luo2Yan Shi3Maolin Cai4Zujin Luo5Qihui Yu6School of Automation Science and Electrical Engineering, Beihang University, Beijing 100191, ChinaNorth Automatic Control Technology Institute, Taiyuan, Shanxi 030006, ChinaSchool of Automation Science and Electrical Engineering, Beihang University, Beijing 100191, ChinaSchool of Automation Science and Electrical Engineering, Beihang University, Beijing 100191, ChinaSchool of Automation Science and Electrical Engineering, Beihang University, Beijing 100191, ChinaDepartment of Respiratory and Critical Care Medicine, Beijing Engineering Research Center of Respiratory and Critical Care Medicine, Beijing Institute of Respiratory Medicine, Beijing Chao-Yang Hospital, Capital Medical University, Beijing 100043, ChinaThe State Key Laboratory of Fluid Power and Mechatronic Systems, Zhejiang University, Hangzhou 310027, ChinaCough 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.http://dx.doi.org/10.1155/2020/9036369 |
| spellingShingle | Shuai Ren Jinglong Niu Zihao Luo Yan Shi Maolin Cai Zujin Luo Qihui Yu Cough Expired Volume and Cough Peak Flow Rate Estimation Based on GA-BP Method Complexity |
| title | Cough Expired Volume and Cough Peak Flow Rate Estimation Based on GA-BP Method |
| title_full | Cough Expired Volume and Cough Peak Flow Rate Estimation Based on GA-BP Method |
| title_fullStr | Cough Expired Volume and Cough Peak Flow Rate Estimation Based on GA-BP Method |
| title_full_unstemmed | Cough Expired Volume and Cough Peak Flow Rate Estimation Based on GA-BP Method |
| title_short | Cough Expired Volume and Cough Peak Flow Rate Estimation Based on GA-BP Method |
| title_sort | cough expired volume and cough peak flow rate estimation based on ga bp method |
| url | http://dx.doi.org/10.1155/2020/9036369 |
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