Geometry physics neural operator solver for solid mechanics
Abstract This study developed Geometry Physics neural Operator (GPO), a novel solver framework to approximate the partial differential equation (PDE) solutions for solid mechanics problems with irregular geometry and achieved a significant speedup in simulation time compared to numerical solvers. GPO leverages a weak form of PDEs based on the principle
Chawit Kaewnuratchadasorn+3 more
wiley +1 more source
Computational fluid dynamic modeling of pressure and velocity in a water aspirator. [PDF]
Tadyszak K, Rabyk M, Pánek J, Hrubý M.
europepmc +1 more source
A symmetric version of the Euler equations by using Generalized Bernoulli Method. [PDF]
Filobello-Nino U+6 more
europepmc +1 more source
Measuring the Performance of Survival Models to Personalize Treatment Choices
ABSTRACT Various statistical and machine learning algorithms can be used to predict treatment effects at the patient level using data from randomized clinical trials (RCTs). Such predictions can facilitate individualized treatment decisions. Recently, a range of methods and metrics were developed for assessing the accuracy of such predictions. Here, we
Orestis Efthimiou+10 more
wiley +1 more source
Compliance of private ventilated improved pit latrines to odour and fly control guidelines: A technical audit in selected regions of Ghana. [PDF]
Obeng PA+5 more
europepmc +1 more source
ABSTRACT The STEP 1 randomized trial evaluated the effect of taking semaglutide versus placebo on body weight over a 68‐week duration. As with any study evaluating an intervention delivered over a sustained period, nonadherence was observed. This was addressed in the original trial analysis within the Estimand Framework by viewing nonadherence as an ...
Jack Bowden+5 more
wiley +1 more source
Benthic jellyfish act as suction pumps to facilitate release of interstitial porewater. [PDF]
Durieux DM+5 more
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Environmental hazard assessment of forest fire sites to firefighting aircraft-part I: Canyon wind and temperature distribution. [PDF]
Luo Y, Huang L, Shi L, Bao G, Dai F.
europepmc +1 more source
Pathogenesis of Pachyvein Formation in Central Serous Chorioretinopathy: A Hydrodynamic Analysis. [PDF]
Nishi O+3 more
europepmc +1 more source