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Dr. Pawan Goyal

Dr. Pawan Goyal

Internship

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location of Dr. Pawan GoyalHeilbronn, Baden-Württemberg, Germany

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  • Timeline

  • About me

    Senior AI Engineer | AI researcher | Scientific ML | Surrogate Modelling | Generative Engineering Designs

  • Education

    • Indian Institute of Technology, Madras

      2008 - 2013
      Integrated B.Tech. and M.Tech. Engineering Design

    • Otto-von-Guericke University Magdeburg

      2013 - 2018
      Doctor of Philosophy - PhD Computational and Applied Mathematics summa cum laude (excellent)

  • Experience

    • Tata Consultancy Services

      May 2010 - Jul 2010
      Internship

      Primary goal: Analyse the capabilities of the software for FIRE, which was designed to detect the faults in locomotives.

    • Max Planck Institute for Dynamics of Complex Technical System

      May 2011 - Jul 2011
      Visiting Research Fellow

      Research topic: Investigate model-order reduction techniques for large-scale dynamical systems, appearing in areas of sciences and engineering.

    • Airbus Group Inc.

      Jan 2012 - Jul 2012
      Research Intern

      Primary goal: perform fast numerical simulations of fluid flows using reduced-order modeling.

    • Max Planck Institute for Dynamics of Complex Technical System

      Aug 2013 - Oct 2023

      The main goal of the team is on Physics-Enhanced Machine Learning. Our primary aim is to use empirical knowledge to enhance the performance of artificial intelligence-based models. Our current main focus is on the projects towards:-- Towards learning models using high-dimensional time-series data-- Identifying suitable embedding using deep learning (autoencoders) for dynamical systems-- CT Image reconstruction using deep learning concepts such as adversarial, cyclicity Main Projects:-- Low-dimensional modeling of large-scale dynamical models using data-- Construction of models using input-output data in the frequency-domain Main Tasks-- Development of various algorithms to obtain low-dimensional (reduced-order) modelsAccomplishments: -- Awarded the Dr.-Klaus-Körper Award 2019, given by GAMM in appreciation of an excellent dissertation in Applied Mathematics and Mechanics -- Awarded the best doctoral thesis within the faculty of Mathematics at the OvGU university, Magdeburg, 2018 -- Proposed various novel algorithms to tackle reduced modeling problems of nonlinear systems

      • Team Leader

        Jan 2021 - Oct 2023

      • Postdoctoral Research Scientist

        Jan 2018 - Jan 2021

      • Scientific Researcher

        Aug 2013 - Dec 2017

    • AppliedAI Initiative GmbH

      Nov 2023 - now
      Senior AI Engineer

      How to leverage generative AI for have 3D engineering-ready designs

    • Max Planck Institute for Dynamics of Complex Technical Systems

      Jan 2025 - now
      Senior Research Associate

  • Licenses & Certifications

  • Honors & Awards

    • Awarded to Dr. Pawan Goyal
      Invited Speaker - Feb 2020 I was invited to give a talk at the workshop on "Mathematics of Reduced Order Models" which was organized at ICERM, Brown University, Providence, USA. Recorded video can be found here https://icerm.brown.edu/video_archive/.
    • Awarded to Dr. Pawan Goyal
      Invited Speaker - Oct 2019 I was invited to give a talk at the workshop on "Machine learning and data-driven methods for model reduction and control" which was held in Shanghai, China. For more info, please visit https://www.mpi-magdeburg.mpg.de/shanghaiws19.
    • Awarded to Dr. Pawan Goyal
      Dr.-Klaus-Korper Prize International Association of Applied Mathematics and Mechanics (GAMM) Mar 2019 I have been awarded Dr.-Klaus-Korper Prize by GAMM (Gesellschaft für Angewandte Mathematik und Mechanik e.V. / International Association of Applied Mathematics and Mechanics) for an excellent Ph.D. Dissertation in the field of Applied Mathematics and Mechanics.
    • Awarded to Dr. Pawan Goyal
      Research Visit at MIT Massachusetts Institute of Technology, Cambridge, USA Mar 2019 I received an opportunity to visit Prof. Karen Willcox's research group and had fruitful discussions in the area of reduced-order models, which is also popular as digital-twin.
    • Awarded to Dr. Pawan Goyal
      Best Ph.D. Thesis Award Otto-von-Guericke University, Magdeburg, Germany Nov 2018 I was awarded the best Ph.D. in Mathematics, 2018 by OvGU, Magdeburg, Germany. The thesis was written in the field of computational and applied mathematics.
    • Awarded to Dr. Pawan Goyal
      Travel Grant IPAM, University of California, Los Angeles, USA Oct 2018 I was awarded the travel grand to attend the workshop: "HPC and Data Science for Scientific Discovery" at IPAM, University of California, Los Angeles, where I got an opportunity to present our related work.