
Atul Agrawal
@atul_ag07
ML Researcher @proximafusion || PhD @TU_Muenchen || UQ/ML + Physics/engineering || Alumnus @IITBHU_Varanasi @CentraleNantes
ID: 4032538032
27-10-2015 06:27:50
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Thank you Skoltech_ru SMILES - Summer School of Machine Learning at SK for organizing such a nice summer school on Machine Learning and accepting me :). Very interesting lectures.


Congratulations prof PS Koutsourelakis and Sebastian.

Interested in using unlabeled data (i.e. just inputs) and physical constraints in constructing efficient surrogates for PDEs with high-dimensional parametric inputs in the Small-Data regime? More information in the newly-published J. of Comp. Phys. paper authors.elsevier.com/a/1cel5508Hokgj



Interested in learning a probabilistic, #data-driven #turbulence closure model from sparse velocity/pressure observations, while quantifying the model form error? (Joint work with prof. PS Koutsourelakis ) #turbulence #RANS #datadriven #probabilisticmachinelearning #UQ



New work with Atul Agrawal on a probabilistic, data-driven closure model for RANS equations sciencedirect.com/science/articl…


New paper on probabilistic data driven model for turbulence closure with PS Koutsourelakis in Elsevier Physics Journal of Computational Physics. Open Source link: sciencedirect.com/science/articl… TU München #RANS #turbulence #DataDriven #SciML


Have an optimization problem involving a real-world physics-based simulator? The simulator is stochastic, 💵💵, black-box, multi-modal, and high dimensional? We might have a solution. Check out: hal.science/hal-04659802 (w Kislaya Ravi, PS Koutsourelakis , J.H. Bungartz)

ARTICLE: From concrete mixture to structural design—a holistic optimization procedure in the presence of uncertainties ✍️Atul Agrawal, PS Koutsourelakis (TU München), Erik Tamsen and J.F. Unger (BAM_DE) 👉bit.ly/4eIo6Jo


New paper alert. "Stochastic black-box optimization using multifidelity score function estimator," published in Machine Learning: Science and Technology (IOP Publishing ) w\ kislaya ravi PS Koutsourelakis prof. Hans Bungartz. iopscience.iop.org/article/10.108… #BlackBoxOptimization #SciML #UQ #ML
