Accelerated viscosity measurements of polymer solutions using high throughput experimentation and machine learning

In this study, machine learning is used in conjunction with a proxy experiment to relate to high fidelity empirical data to measure and predict viscosity of materials in a rapid, and high throughput fashion. This paper details both the proxy and high-fidelity experiments focusing only on viscometry...

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Bibliographic Details
Main Author:	Chua, Zhong Zhe
Other Authors:	Kedar Hippalgaonkar
Format:	Final Year Project
Language:	English
Published:	Nanyang Technological University 2021
Subjects:	Engineering::Materials::Testing of materials
Online Access:	https://hdl.handle.net/10356/147685
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Institution:	Nanyang Technological University
Language:	English

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spelling	sg-ntu-dr.10356-1476852023-03-04T15:45:02Z Accelerated viscosity measurements of polymer solutions using high throughput experimentation and machine learning Chua, Zhong Zhe Kedar Hippalgaonkar School of Materials Science and Engineering kedar@ntu.edu.sg Engineering::Materials::Testing of materials In this study, machine learning is used in conjunction with a proxy experiment to relate to high fidelity empirical data to measure and predict viscosity of materials in a rapid, and high throughput fashion. This paper details both the proxy and high-fidelity experiments focusing only on viscometry and how computation is used to find a relationship between the proxy and high-fidelity experiments. This method is time efficient and economical in the long run, only requiring initial efforts to setup a base standard for future predictive work. Bachelor of Engineering (Materials Engineering) 2021-04-11T12:42:55Z 2021-04-11T12:42:55Z 2021 Final Year Project (FYP) Chua, Z. Z. (2021). Accelerated viscosity measurements of polymer solutions using high throughput experimentation and machine learning. Final Year Project (FYP), Nanyang Technological University, Singapore. https://hdl.handle.net/10356/147685 https://hdl.handle.net/10356/147685 en application/pdf Nanyang Technological University
institution	Nanyang Technological University
building	NTU Library
continent	Asia
country	Singapore Singapore
content_provider	NTU Library
collection	DR-NTU
language	English
topic	Engineering::Materials::Testing of materials
spellingShingle	Engineering::Materials::Testing of materials Chua, Zhong Zhe Accelerated viscosity measurements of polymer solutions using high throughput experimentation and machine learning
description	In this study, machine learning is used in conjunction with a proxy experiment to relate to high fidelity empirical data to measure and predict viscosity of materials in a rapid, and high throughput fashion. This paper details both the proxy and high-fidelity experiments focusing only on viscometry and how computation is used to find a relationship between the proxy and high-fidelity experiments. This method is time efficient and economical in the long run, only requiring initial efforts to setup a base standard for future predictive work.
author2	Kedar Hippalgaonkar
author_facet	Kedar Hippalgaonkar Chua, Zhong Zhe
format	Final Year Project
author	Chua, Zhong Zhe
author_sort	Chua, Zhong Zhe
title	Accelerated viscosity measurements of polymer solutions using high throughput experimentation and machine learning
title_short	Accelerated viscosity measurements of polymer solutions using high throughput experimentation and machine learning
title_full	Accelerated viscosity measurements of polymer solutions using high throughput experimentation and machine learning
title_fullStr	Accelerated viscosity measurements of polymer solutions using high throughput experimentation and machine learning
title_full_unstemmed	Accelerated viscosity measurements of polymer solutions using high throughput experimentation and machine learning
title_sort	accelerated viscosity measurements of polymer solutions using high throughput experimentation and machine learning
publisher	Nanyang Technological University
publishDate	2021
url	https://hdl.handle.net/10356/147685
_version_	1759853134659715072

Accelerated viscosity measurements of polymer solutions using high throughput experimentation and machine learning

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