Model Reduction and Neural Networks

154 faculty research Model Reduction and Neural Networks on GradNova.

Clarence Rowley

Sin-I Cheng Professor in Engineering Science

Department of Mechanical and Aerospace Engineering

Princeton University

Control, Robotics and Dynamical Systems

Fluid Mechanics

Fluid Dynamics and Turbulent Flows

Model Reduction and Neural Networks

Christine Allen-Blanchette

Assistant Professor

Department of Mechanical and Aerospace Engineering

Princeton University

Control, Robotics and Dynamical Systems

Model Reduction and Neural Networks

Generative Adversarial Networks and Image Synthesis

Human Pose and Action Recognition

Xiang Yang

Kenneth K. & Olivia J. Kuo Early Career Professor

Department of Mechanical Engineering

Pennsylvania State University

Fluid Dynamics and Turbulent Flows

Fluid Dynamics and Vibration Analysis

Model Reduction and Neural Networks

Plant Water Relations and Carbon Dynamics

Samuel Grauer

Kenneth Kuan-Yun Kuo Early Career Professor

Department of Mechanical Engineering

Pennsylvania State University

Aerodynamics and Acoustics in Jet Flows

Atmospheric and Environmental Gas Dynamics

Fluid Dynamics and Turbulent Flows

Model Reduction and Neural Networks

Jack McNamara

Professor, Mechanical and Aerospace Engineering

Department of Mechanical and Aerospace Engineering

The Ohio State University

Computational Fluid Dynamics and Aerodynamics

Fluid Dynamics and Turbulent Flows

Fluid Dynamics and Vibration Analysis

Gas Dynamics and Kinetic Theory

Joseph Kwon

Professor, Chemical and Biomolecular Engineering; Richard M. Morrow Endowed Chair in Polymer Engineering, Chemical and Biomolecular Engineering

William G. Lowrie Department of Chemical and Biomolecular Engineering

The Ohio State University

Colloids, Aerosols, Particle Technology

Molecular Thermodynamics and Molecular Simulation

Sustainability, Energy, Environment, Process Engineering

Phase Equilibria and Thermodynamics

Bahador Bahmani

Assistant Professor of Mechanical Engineering

Department of Mechanical Engineering

Northwestern University

Advanced Manufacturing

AI and Design

Computational Engineering

Model Reduction and Neural Networks

Subhayan De

Assistant Professor

Department of Mechanical Engineering

Northern Arizona University

Advanced Multi-Objective Optimization Algorithms

Model Reduction and Neural Networks

Probabilistic and Robust Engineering Design

Structural Health Monitoring Techniques

Safa Jamali

Associate Professor, Mechanical and Industrial Engineering

Department of Chemical Engineering

Northeastern University

Colloidal Suspensions

Computational Fluid Dynamics

Hemorheology and Hemodynamics

Mesoscale Computational Science

Alberto Padovan

Assistant Professor

Department of Mechanical and Industrial Engineering

New Jersey Institute of Technology

Computational Fluid Dynamics and Aerodynamics

Fluid Dynamics and Turbulent Flows

Gas Dynamics and Kinetic Theory

Model Reduction and Neural Networks

Adeel Akhtar

Assistant Professor

Department of Mechanical and Industrial Engineering

New Jersey Institute of Technology

Adaptive Control of Nonlinear Systems

Control and Dynamics of Mobile Robots

Dynamics and Control of Mechanical Systems

Model Reduction and Neural Networks

Xiaosong Du

Assistant Professor

Department of Mechanical and Aerospace Engineering

Missouri University of Science and Technology

Aircraft Design Optimization

Electric Drones

Machine Learning

Advanced Aircraft Design and Technologies

Susanta Ghosh

Associate Professor, Mechanical and Aerospace Engineering

Department of Mechanical and Aerospace Engineering

Michigan Technological University

Bayesian Machine Learning and Uncertainty Quantification

Biomedical Imaging and Inverse Problems

Computational Solid Mechanics

Materials Modeling

Siva Nadarajah

Associate Professor

Department of Mechanical Engineering

McGill University

Advanced Numerical Techniques for Computational Fluid Dynamics

Development

Development of Numerical Methods for the Analysis and Design of Aerospace Systems

High-Performance Parallel Computing

Jean-Jacques E Slotine

Professor

Department of Mechanical Engineering

Massachusetts Institute of Technology

Adaptive Control of Nonlinear Systems

Advanced Control Systems Optimization

Control and Stability of Dynamical Systems

Model Reduction and Neural Networks

Themistoklis Sapsis

Professor

Department of Mechanical Engineering

Massachusetts Institute of Technology

Fluid Dynamics and Turbulent Flows

Meteorological Phenomena and Simulations

Model Reduction and Neural Networks

Probabilistic and Robust Engineering Design

Sili Deng

Associate Professor

Department of Mechanical Engineering

Massachusetts Institute of Technology

Advanced Combustion Engine Technologies

Combustion and Flame Dynamics

Energetic Materials and Combustion

Machine Learning in Materials Science

Navid Azizan

Associate Professor

Department of Mechanical Engineering

Massachusetts Institute of Technology

Domain Adaptation and Few-Shot Learning

Model Reduction and Neural Networks

Smart Grid Energy Management

Sparse and Compressive Sensing Techniques

Parisa Khodabakhshi

Assistant Professor

Department of Mechanical Engineering and Mechanics

Lehigh University

Advanced Graph Neural Networks

Model Reduction and Neural Networks

Numerical Methods for Differential Equations

Numerical Methods in Engineering

Arsen Iskhakov

Assistant Professor

Department of Mechanical and Nuclear Engineering

Kansas State University

Computational Fluid Dynamics and Aerodynamics

Model Reduction and Neural Networks

Nuclear Engineering Thermal-Hydraulics

Nuclear Reactor Physics and Engineering

Davood B. Pourkargar

Associate Professor

Department of Chemical Engineering

Kansas State University

Advanced Control Systems Optimization

Fault Detection and Control Systems

Model Reduction and Neural Networks

Process Optimization and Integration

Ioannis (Yannis) Kevrekidis

Bloomberg Distinguished Professor

Department of Chemical and Biomolecular Engineering

Johns Hopkins University

Algorithms, Data, and the Computer-Assisted Modeling of Complex Dynamical Systems

Model Reduction and Neural Networks

Nonlinear Dynamics and Pattern Formation

Advanced Mathematical Modeling in Engineering

Adarsh Krishnamurthy

Professor

Department of Mechanical Engineering

Iowa State University

3D Shape Modeling and Analysis

Advanced Numerical Analysis Techniques

Computer Graphics and Visualization Techniques

Manufacturing Process and Optimization

Scott T. M. Dawson

Associate Professor of Mechanical and Aerospace Engineering

Department of Mechanical, Materials, and Aerospace Engineering

Illinois Institute of Technology

Aerodynamics and Acoustics in Jet Flows

Computational Fluid Dynamics and Aerodynamics

Fluid Dynamics and Turbulent Flows

Fluid Dynamics and Vibration Analysis

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