Projects With Keyword Machine Learning
Quantum-Optimized Reconstruction of Ketone Dynamics from Fabry-Pérot Optical Breath Measurements
Introduction: Diabetes management depends on measurements that are often invasive, intermittent, or expensive. Acetone in exhaled breath is linked to ketone metabolism and can be measured optically, but a breath spectrum is not itself a metabolic state: the clinically meaningful quantities—blood β-hydroxybutyrate (BHB), acetoacetate, acetone, and t... read more
Keywords
Quantum Agents for Diabetic Retinopathy
Diabetic retinopathy develops when diabetes damages blood vessels in the retina, producing lesions that can threaten vision. These changes are unevenly distributed: some retinal regions remain stable while others worsen. Many computational approaches summarize progression through an overall disease grade or risk score. Predicting the locations of f... read more
Keywords
On the Efficacy of Solving the Poisson Equation through a QPINN
Physics-informed neural networks (PINNs) solve differential equations by training a neural net- work while penalizing violations of the governing equation and boundary conditions in the loss function [1]. Quantum physics-informed neural networks (QPINNs) extend this idea by embedding a parameterized quantum circuit within part of the classical n... read more
Keywords