Utilizing chemical domain knowledge and machine learning for nanoparticle and biochemical spectroscopic analysis

Rapid and accurate chemical analysis is desirable in many scientific and technological fields but remains challenging. This thesis demonstrates the integration of domain knowledge-driven feature engineering and machine learning (ML) with UV-vis and SERS spectroscopic analyses for high-throughput...

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Bibliographic Details
Main Author: Tan, Emily Xi
Other Authors: Ling Xing Yi
Format: Thesis-Doctor of Philosophy
Language:English
Published: Nanyang Technological University 2025
Subjects:
Online Access:https://hdl.handle.net/10356/182230