Machine-Learning Enabled Multidimensional Data Utilization in
Multi-resonance Biosensors: A Pathway to Enhanced Accuracy
Machine-Learning Enabled Multidimensional Data Utilization in
Multi-resonance Biosensors: A Pathway to Enhanced Accuracy
A novel framework is proposed that combines multi-resonance biosensors with machine learning (ML) to significantly enhance the accuracy of parameter prediction in biosensing. Unlike traditional single-resonance systems, which are limited to one-dimensional datasets, this approach leverages multi-dimensional data generated by a custom-designed nanostructure, a periodic array of silicon nanorods with …