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  • Apr
    18

    TAM Seminar- Laura De Lorenzis

    McCormick - Mechanical Engineering (ME)

    11:00 AM A230, Technological Institute

    EVENT DETAILS

    Automated discovery of material models

    The talk overviews the recent research on automated discovery of material models carried out by the group of the speaker and collaborators. Overall, this research proposes a shift in paradigm, moving away from the classical calibration of the unknown parameters in an a priori chosen material model, towards the new task of model discovery, i.e. simultaneous selection of the most appropriate model and calibration of its unknown parameters.

    The new approach, inspired by advances on automated discovery of governing equations for non-linear dynamical systems, deploys sparse regression from a potentially extremely large library of material models to automatically select the few terms that lead to the best approximation of the experimental data. These data can be available in the form of stressstrain pairs or as full-field displacement, and force data obtained from mechanical testing with digital image correlation. Sparse regression delivers a parsimonious, i.e. simple and interpretable, deterministic model; through the appropriate design of the model library, the discovered model can be guaranteed to satisfy a priori the desired physics constraints. As an alternative to sparse regression, Bayesian learning with sparsity-promoting priors can deliver a few candidate models with quantified uncertainty, as proposed in. Another possible choice is to replace the model library with a neural network, thus trading interpretability against a larger approximation space. The latest advances include deploying formal grammars to generate the language of hyperelastic materials [6], i.e. a very large library of hyperelastic models fulfilling predefined requirements, and the first steps towards experimental validation,, also leveraging X-ray tomography with digital volume correlation and in-situ testing.

    LAURA DE LORENZIS received her Engineering degree and her PhD from the University of her hometown Lecce, in southern Italy, where she first stayed as Assistant and later as Associate Professor of Solid and structural mechanics. In 2013 she moved to the TU Braunschweig, Germany, as Professor and Director of the Institute of Applied Mechanics. There she was founding member and Chair (2017-2020) of the Center for Mechanics, Uncertainty and Simulation in Engineering. Since 2020 she is Professor of Computational Mechanics at ETH Zürich. She was visiting scholar in several renowned institutions, including Chalmers University of Technology, the Hong Kong Polytechnic University, the Massachusetts Institute of Technology (as Fulbright Fellow), the Leibniz University of Hannover (as Alexander von Humboldt Fellow), the University of Texas at Austin and the University of Cape Town. She is the recipient of several prizes, including the RILEM L’Hermite Medal 2011, the AIMETA Junior Prize 2011, the IIFC Young Investigator Award 2012, two best paper awards and two student teaching prizes at the TU Braunschweig. In 2011 she was awarded a European Research Council Starting Researcher Grant. In 2022 she was elected Solid Mechanics Fellow of the European Mechanics Society (EUROMECH) "in recognition of her outstanding and influential contributions to computational solid mechanics including in particular phase-field approaches to fracture and fatigue, variational collocation methods, and data-driven mechanics". She authored or co-authored more than 140 papers on international journals, delivered over 15 plenary lectures at international conferences and is editorial board member or associate editor of over 15 international journals. Since 2023 she is Editor of Computer Methods in Applied Mechanics and Engineering.

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    TIME Thursday, April 18, 2024 at 11:00 AM - 12:00 PM

    LOCATION A230, Technological Institute    map it

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    CONTACT Jeremy Wells    jeremywells@northwestern.edu EMAIL

    CALENDAR McCormick - Mechanical Engineering (ME)

  • May
    2

    Thought Leader Dialogue: AI and the Future of Work

    Center for Human-Computer Interaction + Design (HCI+D)

    4:00 PM

    EVENT DETAILSmore info

    TIME Thursday, May 2, 2024 at 4:00 PM - 5:15 PM

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    CONTACT Madison Deyo    Madison.Deyo@northwestern.edu EMAIL

    CALENDAR Center for Human-Computer Interaction + Design (HCI+D)

  • May
    3

    Russ Tedrake, MIT and Toyota Research Institute, "Dexterous Manipulation with Diffusion Policies"

    Center for Robotics and Biosystems (CRB)

    11:30 AM M416, Technological Institute

    EVENT DETAILSmore info

    TIME Friday, May 3, 2024 at 11:30 AM - 12:30 PM

    LOCATION M416, Technological Institute    map it

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    CONTACT Amy Nedoss    amy.nedoss@northwestern.edu EMAIL

    CALENDAR Center for Robotics and Biosystems (CRB)

  • May
    8

    Extending Care: A Conversation about Conservation and Futurity

    Block Museum of Art

    6:00 PM Block Museum of Art, Mary and Leigh

    EVENT DETAILSmore info

    TIME Wednesday, May 8, 2024 at 6:00 PM - 7:30 PM

    LOCATION Block Museum of Art, Mary and Leigh    map it

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    CONTACT Block Museum of Art    block-museum@northwestern.edu EMAIL

    CALENDAR Block Museum of Art

  • Jun
    10

    Northwestern Engineering PhD Hooding and Master's Degree Recognition Ceremony

    McCormick School of Engineering and Applied Science

    9:00 AM Welsh-Ryan Arena

    EVENT DETAILSmore info

    TIME Monday, June 10, 2024 at 9:00 AM - 11:00 AM

    LOCATION Welsh-Ryan Arena   

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    CONTACT Amy Pokrass    amy.pokrass@northwestern.edu EMAIL

    CALENDAR McCormick School of Engineering and Applied Science

  • Jun
    10

    Northwestern Engineering Undergraduate Convocation

    McCormick School of Engineering and Applied Science

    2:00 PM Welsh-Ryan Arena

    EVENT DETAILSmore info

    TIME Monday, June 10, 2024 at 2:00 PM - 4:00 PM

    LOCATION Welsh-Ryan Arena   

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    CONTACT Amy Pokrass    amy.pokrass@northwestern.edu EMAIL

    CALENDAR McCormick School of Engineering and Applied Science

  • Aug
    14

    Undergraduate Quantum Summer School

    McCormick School of Engineering and Applied Science

    All Day Ford Motor Company Engineering Design Center

    EVENT DETAILSmore info

    TIME Wednesday, August 14, 2024

    LOCATION Ford Motor Company Engineering Design Center    map it

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    CONTACT Dongyang Li    lidongyang@northwestern.edu EMAIL

    CALENDAR McCormick School of Engineering and Applied Science

  • Aug
    15

    Undergraduate Quantum Summer School

    McCormick School of Engineering and Applied Science

    All Day Ford Motor Company Engineering Design Center

    EVENT DETAILSmore info

    TIME Thursday, August 15, 2024

    LOCATION Ford Motor Company Engineering Design Center    map it

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    CONTACT Dongyang Li    lidongyang@northwestern.edu EMAIL

    CALENDAR McCormick School of Engineering and Applied Science