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

• 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
• Institution: Nanyang Technological University

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...