Umberto Villa Email and Phone Number
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I define myself as a mathematical engineer and computational scientist.My work focuses on advancing our understanding of physical and biological phenomena, improving the design of engineering systems, and supporting informed decision-making under uncertainty by use of mathematical/statistical modeling and high-performance computing. An important component of my work is the systematic integration of mathematical models and data (e.g., experimental measures and images) using the Bayesian framework. Throughout my career, I have led the development of novel formulations and algorithms for the solution of both forward and inverse problems. I have achieved this by establishing a close working collaboration with some of the leading research experts in the fields of medical imaging, geophysics, engineering, computational sciences, and applied mathematics.During my doctoral program and postdoctoral training, I made several important contributions to the field of computational science and engineering, and more specifically with regards to the use of large-scale numerical simulation as a tool to inform decision-making under uncertainty. These included the use of patient-specific computational hemodynamics simulations to quantify wall shear stress and predict the risk of rupture of an aneurysm; the optimal control of the inlet condition of a turbulent jet to ensure proper mixing; and the use of information-theoretic approaches (expected information gain) to optimally designing sensing systems.As a Research Assistant Professor at Washington University, I am working on several projects aiming at advancing quantitative and functional image reconstruction algorithms with the ultimate goal of advancing the state-of-care for cancer diagnosis and treatment. In particular, my focus is on emerging acoustic and optical imaging modalities, such as photoacoustic computed tomography (PACT) and ultrasound computed tomography (USCT).
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Assistant ProfessorBiomedical Engineering, The University Of Texas At AustinAustin, Tx, Us -
Research ScientistOden Institute For Computational Engineering And Sciences Aug 2022 - PresentAustin, Texas, United States -
Research Assistant ProfessorWashington University In St. Louis Aug 2018 - Jul 2022St Louis, MissouriModel and learning-based image reconstruction algorithms for emerging imaging modalities such as ultrasound computed tomography (USCT) and photoacoustic computed tomography (PACT).Meaningful assessment of learning-based image reconstruction algorithm using objective measurements of image quality and numerical observers.High-fidelity modeling of imaging systems and anatomically realistic numerical phantoms for conducting virtual imaging trials. -
Research AssociateThe University Of Texas At Austin Mar 2015 - Jul 2018Austin, Texas AreaInvestigation of scalable numerical methods for inverse problems, Bayesian inference, PDE-constrained optimization, uncertainty quantification, optimization under uncertainty. Applications to geophysical and engineering problems. -
Postdoctoral FellowLawrence Livermore National Laboratory Feb 2013 - Feb 2015Investigation of highly parallel and scalable numerical solvers for mixed finite element discretizations: element agglomeration algebraic multigrid (AMGe), numerical upscaling. -
PhdEmory University Jan 2008 - Dec 2012Greater Atlanta AreaPhD in Computational MathematicsDissertation Research in Computational Fluid Dynamics: Scalable Efficient Methods for Incompressible Fluid-dynamics in Engineering ProblemsAdvisor: Prof. A. Veneziani.Teaching:Calculus I and Calculus II instructor.Life science calculus TALinear Algebra TA -
InternshipLawrence Livermore National Laboratory Jun 2012 - Sep 2012Livermore, Ca
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InternshipLawrence Livermore National Laboratory Jul 2011 - Sep 2011Livermore, CaInvestigation of stable and robust finite element discretizations for the Brinkman problem. Development and parallel c++ implementation of optimal block preconditioners for the Brinkman problem.Summer student Intern under the supervision of Dr. P. Vassilevski (Center for Applied Scientific Computing - CASC)
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InternshipOak Ridge National Laboratory May 2010 - Aug 2010Oak Ridge, TnResearch Participant in the Computer Science and Mathematics division under the supervision of Dr. J. Hill.Development of a general optimization-based framework for multi-physics multi-model Domain Decomposition. Application to conjugate heat transfer and fluid structure interaction problems.
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InternshipOak Ridge National Laboratory May 2009 - Aug 2009Oak Ridge, TnResearch Participant in the Computer Science and Mathematics division under the supervision of Dr. J. Hill.
Umberto Villa Skills
Umberto Villa Education Details
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Computational Mathematics -
Mathematical Engineering -
Mathematical Engineering -
Mathematical Engineering
Frequently Asked Questions about Umberto Villa
What company does Umberto Villa work for?
Umberto Villa works for Biomedical Engineering, The University Of Texas At Austin
What is Umberto Villa's role at the current company?
Umberto Villa's current role is Assistant Professor.
What is Umberto Villa's email address?
Umberto Villa's email address is uv****@****stl.edu
What schools did Umberto Villa attend?
Umberto Villa attended Emory University, Politecnico Di Milano, Politecnico Di Torino, Politecnico Di Milano.
What skills is Umberto Villa known for?
Umberto Villa has skills like Numerical Analysis, Mathematical Modeling, Scientific Computing, Matlab, Latex, Cfd, Parallel Computing, Finite Element Analysis, High Performance Computing, Simulations, C++, Numerical Simulation.
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Umberto Villa
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Umberto Villa
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