[HTML][HTML] Empirical loss weight optimization for PINN modeling laser bio-effects on human skin for the 1D heat equation

J Farmer, CA Oian, BA Bowman, T Khan - Machine Learning with …, 2024 - Elsevier
The application of deep neural networks towards solving problems in science and
engineering has demonstrated encouraging results with the recent formulation of physics …

Calibrated Aleatoric Uncertainty-based Adaptive Label Distribution Learning for Pose Estimation of Sichuan Peppers (November 2023)

X Liu, D Dong, J Luo, B Li - IEEE Sensors Journal, 2024 - ieeexplore.ieee.org
Pose estimation is crucial to guide a visual harvesting robot to detach crops. In this article,
pose estimation for Sichuan peppers is formulated as an ordinal classification problem by …

[PDF][PDF] Robust Deep Learning Under Application Induced Data Distortions

R Sahay - 2022 - hammer.purdue.edu
Throughout the last decade, machine learning has incurred exciting developments and, as a
result, has been applied in a variety of applications such as wireless communications, image …