People

Leadership

Ulisses Braga-Neto

Ulisses Braga-Neto

Director Professor Department of Electrical and Computer Engineering
Research Interest

Machine learning; Statistical signal processing; Applications in engineering and science.

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Steering Committee

Lab Members

Raymundo Arroyave

Raymundo Arroyave

Director Professor Department of Materials Science and Engineering
Research Interest

Materials Science; Numerical Methods.

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Raktim Bhattacharya

Raktim Bhattacharya

Professor Department of Aerospace Engineering
Research Interest

Uncertainty quantification in SciML; Convex optimization; Information fusion in manifolds;
Asynchronous algorithms for exascale computation; Applications in astrodynamics and flight mechanics.

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James Cai

James Cai

Professor Department of Veterinary Integrative Biosciences Department of Electrical and Computer Engineering
Research Interest

Machine learning; Single-cell biology; Data-driven life science; Quantum computing.

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Yalchin Efendiev

Yalchin Efendiev

Professor Department of Mathematics
Research Interest

Multiscale methods; Porous media; Model reduction; Numerical analysis; Data-driven model reduction; Uncertainty quantification.

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Eduardo Gildin

Eduardo Gildin

Professor Department of Petroleum Engineering
Research Interest

Reservoir simulation; Model order reduction.

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Diego Marcondes

Diego Marcondes

MSI-Google fellow Mathematical Sciences Institute The Australian National University
Research Interest

Statistical Learning Theory, Mathematical Morphology, Physics-Informed Neural Networks, Operator Learning.

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Lisa Perez

Lisa Perez

Associate Director Texas A&M High Performance Research Computing
Research Interest

High performance computing; Quantum chemistry; Molecular dynamics; Scientific machine learning; AI/ML.

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Jean Ragusa

Jean Ragusa

Professor Department of Nuclear Engineering
Research Interest

Scientific computing (solution techniques, algorithms); Uncertainty quantification; Model-order reduction applied to complex radiation/multiphysics problems.

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Jian Tao

Jian Tao

Assistant Professor Department of Visualization
Research Interest

Numerical analysis; Workflow management; Data science; HPC; Scientific computation.

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Lifan Wang

Lifan Wang

Professor Department of Physics & Astronomy
Research Interest

Time-domain astronomy; Astronomical site surveys; Machine learning in astronomy; Supernovae; Astronomical polarimetry; Wide-field astronomical surveys; Cosmological parameters.

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Former Lab Members

Dehao Liu

Dehao Liu

Post-Doctoral Researcher Department of Materials Science and Engineering TAMIDS
Bio

Computational materials science; Physics-informed machine learning; Scalable versatile Bayesian optimization; Additive manufacturing.

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Levi McClenny

Levi McClenny

Research Assistant Department of Electrical Engineering
Bio

Physics-informed deep learning, Physics-explainable AI; PINNs; Materials science.

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Ming Zhong

Ming Zhong

Assistant Research Scientist TAMIDS
Bio

Numerical ODE/PDE; Modeling and simulation; PINN/PI-GP; Inverse problems; Data recovery.

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