Increasing speed of raman acquisition through Hadamard based multiplexing

Raman spectroscopy is a strong candidate for analysis of biological samples due to its possible label-free nature, high chemical specificity and excellent capability of cell classification but its major drawback is the long time required to acquire signals. Two applications are presented which focus...

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Main Author: Muhammad Usman
Other Authors: Liu Quan
Format: Theses and Dissertations
Language:English
Published: 2017
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Online Access:http://hdl.handle.net/10356/72368
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-723682023-03-03T16:06:06Z Increasing speed of raman acquisition through Hadamard based multiplexing Muhammad Usman Liu Quan School of Chemical and Biomedical Engineering DRNTU::Engineering::Bioengineering Raman spectroscopy is a strong candidate for analysis of biological samples due to its possible label-free nature, high chemical specificity and excellent capability of cell classification but its major drawback is the long time required to acquire signals. Two applications are presented which focus on increasing the speed of Raman acquisition by utilizing the multiplexing capability of Hadamard transform. First application is related to Raman based flow cytometry and the results obtained and the algorithms developed in this project will help in reducing reading acquisition time and minimizing the error in readings by adjusting the parameters of laser and cell flow line. Hadamard transform, Raman spectroscopy and Raman based flow cytometry is first introduced. An algorithm developed for implementation of the Hadamard transform which fastens acquisition is then explained. Experiments performed to evaluate errors induced by major factors are discussed. Lastly, the results obtained from the video processing algorithms for determining the actual cell line parameters and flow speed of the sample are presented. Second application is on developing a Hadamard based optical chopper for a multi-channel imaging system. An algorithm for selecting a suitable rotor position is proposed and afterwards the criteria for choosing an efficient transform matrix are described. Then an error determining algorithm for the recovered channel readings is presented. Finally the mechanical design of the chopper and the main considerations for its structural stability are reported. ​Master of Science (Biomedical Engineering) 2017-06-16T03:38:03Z 2017-06-16T03:38:03Z 2017 Thesis http://hdl.handle.net/10356/72368 en 55 p. application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic DRNTU::Engineering::Bioengineering
spellingShingle DRNTU::Engineering::Bioengineering
Muhammad Usman
Increasing speed of raman acquisition through Hadamard based multiplexing
description Raman spectroscopy is a strong candidate for analysis of biological samples due to its possible label-free nature, high chemical specificity and excellent capability of cell classification but its major drawback is the long time required to acquire signals. Two applications are presented which focus on increasing the speed of Raman acquisition by utilizing the multiplexing capability of Hadamard transform. First application is related to Raman based flow cytometry and the results obtained and the algorithms developed in this project will help in reducing reading acquisition time and minimizing the error in readings by adjusting the parameters of laser and cell flow line. Hadamard transform, Raman spectroscopy and Raman based flow cytometry is first introduced. An algorithm developed for implementation of the Hadamard transform which fastens acquisition is then explained. Experiments performed to evaluate errors induced by major factors are discussed. Lastly, the results obtained from the video processing algorithms for determining the actual cell line parameters and flow speed of the sample are presented. Second application is on developing a Hadamard based optical chopper for a multi-channel imaging system. An algorithm for selecting a suitable rotor position is proposed and afterwards the criteria for choosing an efficient transform matrix are described. Then an error determining algorithm for the recovered channel readings is presented. Finally the mechanical design of the chopper and the main considerations for its structural stability are reported.
author2 Liu Quan
author_facet Liu Quan
Muhammad Usman
format Theses and Dissertations
author Muhammad Usman
author_sort Muhammad Usman
title Increasing speed of raman acquisition through Hadamard based multiplexing
title_short Increasing speed of raman acquisition through Hadamard based multiplexing
title_full Increasing speed of raman acquisition through Hadamard based multiplexing
title_fullStr Increasing speed of raman acquisition through Hadamard based multiplexing
title_full_unstemmed Increasing speed of raman acquisition through Hadamard based multiplexing
title_sort increasing speed of raman acquisition through hadamard based multiplexing
publishDate 2017
url http://hdl.handle.net/10356/72368
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