Spiderweb nanomechanical resonators via Bayesian optimization: inspired by nature and guided by machine learning
Sign Up to like & getrecommendations! Published in 2021 at "Advanced materials"
DOI: 10.1002/adma.202106248
Abstract: From ultra-sensitive detectors of fundamental forces to quantum networks and sensors, mechanical resonators are enabling next-generation technologies to operate in room temperature environments. Currently, silicon nitride nanoresonators stand as a leading microchip platform in these… read more here.
Keywords: machine; machine learning; inspired nature; spiderweb nanomechanical ... See more keywords
Model fusion with physics-guided machine learning: Projection-based reduced-order modeling
Sign Up to like & getrecommendations! Published in 2021 at "Physics of Fluids"
DOI: 10.1063/5.0053349
Abstract: The unprecedented amount of data generated from experiments, field observations, and large-scale numerical simulations at a wide range of spatiotemporal scales has enabled the rapid advancement of data-driven and especially deep learning models in the… read more here.
Keywords: physics guided; framework; data driven; physics ... See more keywords