Umberto Villa

Umberto Villa Email and Phone Number

Austin, TX, US
Umberto Villa's Location
Austin, Texas, United States, United States
Umberto Villa's Contact Details
About Umberto Villa

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).

Umberto Villa's Current Company Details
Biomedical Engineering, The University of Texas at Austin

Biomedical Engineering, The University Of Texas At Austin

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Assistant Professor
Austin, TX, US
Umberto Villa Work Experience Details
  • Biomedical Engineering, The University Of Texas At Austin
    Assistant Professor
    Biomedical Engineering, The University Of Texas At Austin
    Austin, Tx, Us
  • Oden Institute For Computational Engineering And Sciences
    Research Scientist
    Oden Institute For Computational Engineering And Sciences Aug 2022 - Present
    Austin, Texas, United States
  • Washington University In St. Louis
    Research Assistant Professor
    Washington University In St. Louis Aug 2018 - Jul 2022
    St Louis, Missouri
    Model 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.
  • The University Of Texas At Austin
    Research Associate
    The University Of Texas At Austin Mar 2015 - Jul 2018
    Austin, Texas Area
    Investigation of scalable numerical methods for inverse problems, Bayesian inference, PDE-constrained optimization, uncertainty quantification, optimization under uncertainty. Applications to geophysical and engineering problems.
  • Lawrence Livermore National Laboratory
    Postdoctoral Fellow
    Lawrence Livermore National Laboratory Feb 2013 - Feb 2015
    Investigation of highly parallel and scalable numerical solvers for mixed finite element discretizations: element agglomeration algebraic multigrid (AMGe), numerical upscaling.
  • Emory University
    Phd
    Emory University Jan 2008 - Dec 2012
    Greater Atlanta Area
    PhD 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
  • Lawrence Livermore National Laboratory
    Internship
    Lawrence Livermore National Laboratory Jun 2012 - Sep 2012
    Livermore, Ca
  • Lawrence Livermore National Laboratory
    Internship
    Lawrence Livermore National Laboratory Jul 2011 - Sep 2011
    Livermore, Ca
    Investigation 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)
  • Oak Ridge National Laboratory
    Internship
    Oak Ridge National Laboratory May 2010 - Aug 2010
    Oak Ridge, Tn
    Research 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.
  • Oak Ridge National Laboratory
    Internship
    Oak Ridge National Laboratory May 2009 - Aug 2009
    Oak Ridge, Tn
    Research Participant in the Computer Science and Mathematics division under the supervision of Dr. J. Hill.

Umberto Villa Skills

Numerical Analysis Mathematical Modeling Scientific Computing Matlab Latex Cfd Parallel Computing Finite Element Analysis High Performance Computing Simulations C++ Numerical Simulation Computational Fluid Dynamics Fluid Dynamics Optimization Modeling Mpi Linux Partial Differential Equations Computational Mathematics Computer Science Linear Algebra Applied Mathematics Computational Fluid Dynamics

Umberto Villa Education Details

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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