Reconstruction from non-uniform samples
Thesis (S.M.)--Massachusetts Institute of Technology, Dept. of Electrical Engineering and Computer Science, 2010.
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| Format: | Thesis |
| Language: | eng |
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Massachusetts Institute of Technology
2010
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| Online Access: | http://hdl.handle.net/1721.1/57688 |
| _version_ | 1826217572990713856 |
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| author | Leow, Kwang Siong Jeremy |
| author2 | Alan V. Oppenheim. |
| author_facet | Alan V. Oppenheim. Leow, Kwang Siong Jeremy |
| author_sort | Leow, Kwang Siong Jeremy |
| collection | MIT |
| description | Thesis (S.M.)--Massachusetts Institute of Technology, Dept. of Electrical Engineering and Computer Science, 2010. |
| first_indexed | 2024-09-23T17:05:49Z |
| format | Thesis |
| id | mit-1721.1/57688 |
| institution | Massachusetts Institute of Technology |
| language | eng |
| last_indexed | 2024-09-23T17:05:49Z |
| publishDate | 2010 |
| publisher | Massachusetts Institute of Technology |
| record_format | dspace |
| spelling | mit-1721.1/576882019-04-11T05:18:49Z Reconstruction from non-uniform samples Leow, Kwang Siong Jeremy Alan V. Oppenheim. Massachusetts Institute of Technology. Dept. of Electrical Engineering and Computer Science. Massachusetts Institute of Technology. Dept. of Electrical Engineering and Computer Science. Electrical Engineering and Computer Science. Thesis (S.M.)--Massachusetts Institute of Technology, Dept. of Electrical Engineering and Computer Science, 2010. Cataloged from PDF version of thesis. Includes bibliographical references (p. 79-81). Exact reconstruction of a band-limited signal from its non-uniform samples involves the use of Lagrange interpolation, which is impractical to implement as it is computationally difficult. This thesis develops approximate reconstruction methods based on time-warping to obtain reconstruction of band-limited signals from non-uniform samples. A review of non-uniform sampling theorems is presented followed by an alternative interpretation of the Lagrange interpolation kernel by decomposing the kernel into its constituent components. A discussion of time-warping and its use in the context of non-uniform sampling is made. This includes an alternative interpretation known as the delay-modulation, which we show to be a simpler representation for a specific case of non-uniform sampling where the sample instants are deviations from a uniform grid. Based on some essential characteristics of the Lagrange kernel, a framework using a modulated time-warped sine function is formed to obtain various approximations to the Lagrange kernel. The thesis also formulates a vector space representation of non-uniform sampling and interpolation and incorporates warped sinc functions to obtain faster convergence in iterative algorithms for reconstruction of band-limited signals from non-uniform samples. by Kwang Siong Jeremy Leow. S.M. 2010-08-30T14:37:22Z 2010-08-30T14:37:22Z 2010 2010 Thesis http://hdl.handle.net/1721.1/57688 635954979 eng M.I.T. theses are protected by copyright. They may be viewed from this source for any purpose, but reproduction or distribution in any format is prohibited without written permission. See provided URL for inquiries about permission. http://dspace.mit.edu/handle/1721.1/7582 81 p. application/pdf Massachusetts Institute of Technology |
| spellingShingle | Electrical Engineering and Computer Science. Leow, Kwang Siong Jeremy Reconstruction from non-uniform samples |
| title | Reconstruction from non-uniform samples |
| title_full | Reconstruction from non-uniform samples |
| title_fullStr | Reconstruction from non-uniform samples |
| title_full_unstemmed | Reconstruction from non-uniform samples |
| title_short | Reconstruction from non-uniform samples |
| title_sort | reconstruction from non uniform samples |
| topic | Electrical Engineering and Computer Science. |
| url | http://hdl.handle.net/1721.1/57688 |
| work_keys_str_mv | AT leowkwangsiongjeremy reconstructionfromnonuniformsamples |