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

• المؤلف الرئيسي: Tan, Emily Xi
• مؤلفون آخرون: Ling Xing Yi
• التنسيق: Thesis-Doctor of Philosophy
• اللغة: English
• منشور في: Nanyang Technological University 2025
• الموضوعات: Chemistry; Machine learning; Surface enhanced raman scattering; Plasmonics; Nanomaterial synthesis
• الوصول للمادة أونلاين: https://hdl.handle.net/10356/182230

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...