Digital twin enabled asset management of machine tools

B Sicard, Y Wu, SA Gadsden - 2024 IEEE International …, 2024 - ieeexplore.ieee.org
Machine tools (MT) are essential equipment in modern manufacturing. They are a large
investment which yields great returns to productivity and profitability. MTs enable the high …

DIGITAL TWIN MACHINE TOOL FEED DRIVE TEST BENCH FOR RESEARCH ON CONDITION MONITORING AND MODELING

B Sicard - 2024 - macsphere.mcmaster.ca
Machine tools are essential components of modern manufacturing. They are com posed of
various mechanical, hydraulic, and electrical systems such as the spindle, tool changer …

Generating synthetic data for data-driven solutions via a digital twin for condition monitoring in machine tools

B Sicard, Q Butler, Y Wu, S Abdolahi… - Synthetic Data for …, 2024 - spiedigitallibrary.org
Machine tools (MT) are critical to modern manufacturing. They allow precision
manufacturing of complex components at high volumes. MTs are large capital investments …

PHYSICS-INFORMED MACHINE LEARNING FOR MODELING AND ANALYSIS OF MECHANICAL SYSTEMS

Y Wu - 2024 - macsphere.mcmaster.ca
Physics-informed neural networks (PINNs) provide an alternative to traditional solvers for
differential equations, specifically in tasks such as system identification and inverse …