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Doostan, Alireza

Professor

Positions

Research Areas research areas

Research

research overview

  • Dr. Doostan's research is focused on data-driven modeling, machine learning, and uncertainty quantification of complex systems. Of particular interest to his work is the development of data-driven and reduced order models for scalable solution of partial differential equations with random inputs. He is also involved in the development of efficient computational tools for large-scale statistical inverse problems, data-driven modeling, and big data compression research.

keywords

  • Machine learning, Model reduction, Uncertainty Quantification, Computational Stochastic Mechanics, Computational Statistics

Publications

selected publications

Teaching

courses taught

  • ASEN 1009 - Undergraduate Aerospace Seminar
    Primary Instructor - Fall 2023
    Introduce aerospace undergraduate students to world-class aerospace researchers and technical, policy, and/or current events topics. May be repeated up to 2 total credit hours.
  • ASEN 2001 - Aerospace 1: Introduction to Statics, Structures, and Materials
    Primary Instructor - Fall 2018 / Fall 2019
    Introduces models and analytical/numerical methods for statics and structural analysis. Topics include force/moment equilibrium, truss analysis, beam theory, stress/strain, failure criteria, and structural design. Matlab proficiency required.
  • ASEN 2701 - Introduction to Statics, Structures, and Materials
    Primary Instructor - Fall 2024
    Introduces the fundamental analytical tools for statics and structural analysis in the context of the physics of aerospace materials. Topics include force/moment equilibrium, truss analysis, beam theory, stress and strain, stiffness and strength of material, and aerospace structural design.
  • ASEN 3112 - Structures
    Primary Instructor - Fall 2020 / Spring 2022
    Teaches Mechanics of Materials methods of stress and deformation analysis applicable to the design and verification of aircraft and space structures. It offers an introduction to matrix and finite element methods for truss structures, and to mechanical vibrations.
  • ASEN 3712 - Structures
    Primary Instructor - Fall 2023
    Teaches Mechanics of Materials methods of stress and deformation analysis applicable to the design and verification of aircraft and space structures. It offers an introduction to matrix and finite element methods for truss structures, and to mechanical vibrations.
    • ... more

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