The scalographic pattern of Morlet continuous wavelet transform can differentiate bileaflet valve function
Autor: | Hiroshi Sugiki, Kenji Sugiki |
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Rok vydání: | 2018 |
Předmět: |
business.industry
0206 medical engineering Wavelet Analysis Biomedical Engineering Medicine (miscellaneous) Pattern recognition 02 engineering and technology Function (mathematics) 030204 cardiovascular system & hematology Prosthesis Design 020601 biomedical engineering Prosthesis Failure Mechanical heart-valve Biomaterials 03 medical and health sciences 0302 clinical medicine Wavelet Heart Valve Prosthesis Humans Cutoff point Artificial intelligence Cardiology and Cardiovascular Medicine business Continuous wavelet transform Mathematics |
Zdroj: | Journal of Artificial Organs. 21:308-316 |
ISSN: | 1619-0904 1434-7229 |
DOI: | 10.1007/s10047-018-1031-8 |
Popis: | The authors have discussed the significance of the Morlet continuous wavelet transform of bileaflet mechanical heart valve (BLMHV) sound for detecting its malfunction: consecutive single patterns on the scalogram alway suggested its malfunction, whereas the tandem pattern with two steepled figures was demonstrated in both normal and malfunctioning valves. Therefore, authors have tried to distinguish this pattern between them by manually calculated multiple scalographic parameters. Although only the sum of wavelet coefficients (SWC) is supposed to be closer to valve sound property than other parameters, its calculation was not available in the original wavelet application. Therefore, the application was customized in the current study to semi-automatically calculate the SWC ratio between two figures for classifying the scalographic pattern of malfunctioning valves, and its efficacy to distinguish valve function was compared to other parameters. Among 155 BLMHVs, 6 valves with consecutive single patterns (type-I) and other 6 with two similar needle-like narrow figures (type-II) were confirmed to be a malfunction by fluoroscopic examination, whereas 14 malfunctioning valves with the tandem pattern which showed a great difference between two figure sizes (type-III) were distinguished from 129 normal valves by the cutoff point of the SWC ratio |
Databáze: | OpenAIRE |
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