Finite rate Innovation and its applications in electrocardiography
Compression and reconstruction of Electrocardiograms (ECG) has been a common topic of research in signal processing as wavelets, compressed sensing and many other methods have been used. However, the goal of this thesis was to demonstrate a sampling scheme, Variable Pulse Width Finite Rate of Innova...
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| Format: | Thesis |
| Language: | English |
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2015
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| Online Access: | https://hdl.handle.net/10356/65402 |
| _version_ | 1824455290384285696 |
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| author | Amrish Nair |
| author2 | Pina Marziliano |
| author_facet | Pina Marziliano Amrish Nair |
| author_sort | Amrish Nair |
| collection | NTU |
| description | Compression and reconstruction of Electrocardiograms (ECG) has been a common topic of research in signal processing as wavelets, compressed sensing and many other methods have been used. However, the goal of this thesis was to demonstrate a sampling scheme, Variable Pulse Width Finite Rate of Innovation (VPW-FRI), whose samples provided meaningful information. The samples could be split into subspaces which were associated to the di fferent waveforms in an ECG and hence specfi c features could be reconstructed
directly from the samples without having to reconstruct the entire signal. This allowed for many clinical applications such as heart rate determination, fetal heart rate calculation and P and T wave detection. This extended to a multichannel sampling scheme. Since this is a subspace method, it had
robust de-noising capabilities. The novel subspace method developed in this thesis solves many of the earlier limitations of VPW-FRI and FRI and the e fficacy will be demonstrated on data from hospitals and medical devices. |
| first_indexed | 2025-02-19T03:35:51Z |
| format | Thesis |
| id | ntu-10356/65402 |
| institution | Nanyang Technological University |
| language | English |
| last_indexed | 2025-02-19T03:35:51Z |
| publishDate | 2015 |
| record_format | dspace |
| spelling | ntu-10356/654022023-07-04T16:26:05Z Finite rate Innovation and its applications in electrocardiography Amrish Nair Pina Marziliano School of Electrical and Electronic Engineering DRNTU::Engineering::Mathematics and analysis::Simulations Compression and reconstruction of Electrocardiograms (ECG) has been a common topic of research in signal processing as wavelets, compressed sensing and many other methods have been used. However, the goal of this thesis was to demonstrate a sampling scheme, Variable Pulse Width Finite Rate of Innovation (VPW-FRI), whose samples provided meaningful information. The samples could be split into subspaces which were associated to the di fferent waveforms in an ECG and hence specfi c features could be reconstructed directly from the samples without having to reconstruct the entire signal. This allowed for many clinical applications such as heart rate determination, fetal heart rate calculation and P and T wave detection. This extended to a multichannel sampling scheme. Since this is a subspace method, it had robust de-noising capabilities. The novel subspace method developed in this thesis solves many of the earlier limitations of VPW-FRI and FRI and the e fficacy will be demonstrated on data from hospitals and medical devices. ELECTRICAL and ELECTRONIC ENGINEERING 2015-09-08T06:31:35Z 2015-09-08T06:31:35Z 2015 2015 Thesis Amrish Nair. (2015). Finite rate Innovation and its applications in electrocardiography. Doctoral thesis, Nanyang Technological University, Singapore. https://hdl.handle.net/10356/65402 10.32657/10356/65402 en 90 p. application/pdf |
| spellingShingle | DRNTU::Engineering::Mathematics and analysis::Simulations Amrish Nair Finite rate Innovation and its applications in electrocardiography |
| title | Finite rate Innovation and its applications in electrocardiography |
| title_full | Finite rate Innovation and its applications in electrocardiography |
| title_fullStr | Finite rate Innovation and its applications in electrocardiography |
| title_full_unstemmed | Finite rate Innovation and its applications in electrocardiography |
| title_short | Finite rate Innovation and its applications in electrocardiography |
| title_sort | finite rate innovation and its applications in electrocardiography |
| topic | DRNTU::Engineering::Mathematics and analysis::Simulations |
| url | https://hdl.handle.net/10356/65402 |
| work_keys_str_mv | AT amrishnair finiterateinnovationanditsapplicationsinelectrocardiography |