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  • Sep
    28

    SPREE Seminar: Nikolaos Bouklas

    McCormick - Civil and Environmental Engineering

    11:00 AM A230, Technological Institute

    EVENT DETAILS

    Topic: Exploring the low-data regime in hyperelasticity and elastoplasticity

    Abstract: Machine learning techniques are gearing up to play a significant role in the field of computational solid mechanics and multiphysics, enabling the integration of experimental data and physical constraints towards data-driven constitutive laws, acceleration of computational techniques for multi-scale modeling, and new paradigms for the solution of forward and inverse problems, to name a few. This talk will cover recent advancements in the area of ML-enabled constitutive modeling I) A physics-informed data-driven constitutive modeling approach for isotropic and anisotropic hyperelastic materials is developed using tensor representation theorems. The trained surrogates (using laGPR and NNs) are able to respect physical principles such as material frame indifference, material symmetry, and the local balance of angular momentum. Overall, the presented approach is tested on synthetic data from isotropic and anisotropic constitutive laws and shows surprising accuracy even far beyond the limits of the training domain, indicating that the resulting surrogates can efficiently generalize as they incorporate knowledge about the underlying physics. Additionally, it is shown that the inherent material symmetries can be discovered directly from data. II) Finally, we proceed to tackle elastoplasticity in a modular framework. Employing convexity for the yield functions we recover texture-parametrized yield functions using input convex (IC)NNs and propose a hybrid model-data-driven framework to recover yield functions with tension compression asymmetries in the low data regime. Additionally, by employing thermodynamic requirements in an NN-based framework we learn hardening laws from limited experimental data.

    Biography: Dr. Bouklas is an Assistant Professor at the Sibley School of Mechanical and Aerospace Engineering at Cornell University. Prior to that, he was a postdoctoral researcher at the Laboratory for Multiscale Materials Modeling at EPFL, Switzerland, and at the Oden Institute at the University of Texas at Austin. He received his Ph.D. from the Aerospace Engineering and Engineering Mechanics department at the University of Texas at Austin and obtained his Diploma in Mechanical Engineering from the Aristotle University of Thessaloniki, Greece. Dr. Bouklas' research focuses on the fields of theoretical and computational solid mechanics. Developing theoretical frameworks and advanced computational methods, he aims to improve the fundamental understanding of materials and structures and enhance the predictive capabilities in relevant engineering applications. He is interested in the study of soft materials, active materials, and biomaterials, fracture and instabilities, as well as multiscale modeling in coupled multi-physical systems. He is the recipient of the Young Investigator Program award from the Air Force Office of Scientific Research

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    TIME Wednesday, September 28, 2022 at 11:00 AM - 12:00 PM

    LOCATION A230, Technological Institute    map it

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    CONTACT Joy Trehan    joy.trehan@northwestern.edu EMAIL

    CALENDAR McCormick - Civil and Environmental Engineering

  • May
    1

    SPREE Seminar Series- Roman Makhenko

    McCormick - Civil and Environmental Engineering (CEE)

    11:00 AM A236, Technological Institute

    EVENT DETAILS

    TIME Wednesday, May 1, 2024 at 11:00 AM - 12:00 PM

    LOCATION A236, Technological Institute    map it

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    CONTACT Andrew Liguori    andrew.liguori@northwestern.edu EMAIL

    CALENDAR McCormick - Civil and Environmental Engineering (CEE)

  • May
    3

    EES Seminar Series- X-ray fluorescence microscopy for life and environmental studies at the Advanced Photon Source- Si Chen

    McCormick - Civil and Environmental Engineering (CEE)

    2:00 PM A236, Technological Institute

    EVENT DETAILS

    TIME Friday, May 3, 2024 at 2:00 PM - 3:00 PM

    LOCATION A236, Technological Institute    map it

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    CONTACT Andrew Liguori    andrew.liguori@northwestern.edu EMAIL

    CALENDAR McCormick - Civil and Environmental Engineering (CEE)

  • May
    6

    AED/MPM PD Seminar Series- Steve Nargang

    McCormick - Civil and Environmental Engineering (CEE)

    11:00 AM 1101, Pancoe-NSUHS Life Sciences Pavilion

    EVENT DETAILS

    TIME Monday, May 6, 2024 at 11:00 AM - 12:00 PM

    LOCATION 1101, Pancoe-NSUHS Life Sciences Pavilion    map it

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    CONTACT Andrew Liguori    andrew.liguori@northwestern.edu EMAIL

    CALENDAR McCormick - Civil and Environmental Engineering (CEE)

  • May
    8

    SPREE Seminar Series- Investigating Single & Multi-Component Polymer Grafted Nanoparticles using Molecular Modelling- Subhadeep Pal

    McCormick - Civil and Environmental Engineering (CEE)

    11:00 AM A236, Technological Institute

    EVENT DETAILS

    TIME Wednesday, May 8, 2024 at 11:00 AM - 12:00 PM

    LOCATION A236, Technological Institute    map it

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    CONTACT Andrew Liguori    andrew.liguori@northwestern.edu EMAIL

    CALENDAR McCormick - Civil and Environmental Engineering (CEE)

  • 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

  • May
    10

    EES Seminar Series- Phosphorous Recycling- Jade Basinski

    McCormick - Civil and Environmental Engineering (CEE)

    2:00 PM A236, Technological Institute

    EVENT DETAILS

    TIME Friday, May 10, 2024 at 2:00 PM - 3:00 PM

    LOCATION A236, Technological Institute    map it

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    CONTACT Andrew Liguori    andrew.liguori@northwestern.edu EMAIL

    CALENDAR McCormick - Civil and Environmental Engineering (CEE)

  • May
    13

    AED/MPM PD Seminar Series- Albert Mena & Maya Stuhlbarg

    McCormick - Civil and Environmental Engineering (CEE)

    11:00 AM 1101, Pancoe-NSUHS Life Sciences Pavilion

    EVENT DETAILS

    TIME Monday, May 13, 2024 at 11:00 AM - 12:00 PM

    LOCATION 1101, Pancoe-NSUHS Life Sciences Pavilion    map it

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    CONTACT Andrew Liguori    andrew.liguori@northwestern.edu EMAIL

    CALENDAR McCormick - Civil and Environmental Engineering (CEE)

  • May
    15

    SPREE Seminar Series- Understanding Heat Transport at Grain Boundaries Through High Resolution Imaging- Elenora Isotta

    McCormick - Civil and Environmental Engineering (CEE)

    11:00 AM A236, Technological Institute

    EVENT DETAILS

    TIME Wednesday, May 15, 2024 at 11:00 AM - 12:00 PM

    LOCATION A236, Technological Institute    map it

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    CONTACT Andrew Liguori    andrew.liguori@northwestern.edu EMAIL

    CALENDAR McCormick - Civil and Environmental Engineering (CEE)

  • May
    17

    EES Seminar Series- Dave Lampert

    McCormick - Civil and Environmental Engineering (CEE)

    2:00 PM A236, Technological Institute

    EVENT DETAILS

    TIME Friday, May 17, 2024 at 2:00 PM - 3:00 PM

    LOCATION A236, Technological Institute    map it

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    CONTACT Andrew Liguori    andrew.liguori@northwestern.edu EMAIL

    CALENDAR McCormick - Civil and Environmental Engineering (CEE)

  • May
    20

    AED/MPM PD Seminar Series- Andres Marulanda Escobar

    McCormick - Civil and Environmental Engineering (CEE)

    11:00 AM 1101, Pancoe-NSUHS Life Sciences Pavilion

    EVENT DETAILS

    TIME Monday, May 20, 2024 at 11:00 AM - 12:00 PM

    LOCATION 1101, Pancoe-NSUHS Life Sciences Pavilion    map it

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    CONTACT Andrew Liguori    andrew.liguori@northwestern.edu EMAIL

    CALENDAR McCormick - Civil and Environmental Engineering (CEE)

  • May
    22

    SPREE Seminar Series- Mechanism-Based Multi-Scale Models for Damage and Failure in Heterogeneous Materials- Kedar Kirane

    McCormick - Civil and Environmental Engineering (CEE)

    11:00 AM A236, Technological Institute

    EVENT DETAILS

    TIME Wednesday, May 22, 2024 at 11:00 AM - 12:00 PM

    LOCATION A236, Technological Institute    map it

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    CONTACT Andrew Liguori    andrew.liguori@northwestern.edu EMAIL

    CALENDAR McCormick - Civil and Environmental Engineering (CEE)

  • May
    24

    EES Seminar Series- PFAS Characterization- Gordon Getzinger

    McCormick - Civil and Environmental Engineering (CEE)

    2:00 PM A236, Technological Institute

    EVENT DETAILS

    TIME Friday, May 24, 2024 at 2:00 PM - 3:00 PM

    LOCATION A236, Technological Institute    map it

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    CONTACT Andrew Liguori    andrew.liguori@northwestern.edu EMAIL

    CALENDAR McCormick - Civil and Environmental Engineering (CEE)

  • Jun
    6

    CEE Department Graduation Recognition and Ceremony

    McCormick - Civil and Environmental Engineering (CEE)

    4:00 PM 1702 Chicago Ave

    EVENT DETAILS

    TIME Thursday, June 6, 2024 at 4:00 PM - 8:00 PM

    LOCATION 1702 Chicago Ave   

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    CONTACT Andrew Liguori    andrew.liguori@northwestern.edu EMAIL

    CALENDAR McCormick - Civil and Environmental Engineering (CEE)

  • Jun
    7

    CEE Graduating Undergraduate Celebrating

    McCormick - Civil and Environmental Engineering (CEE)

    6:00 PM 623 W Howard St

    EVENT DETAILS

    TIME Friday, June 7, 2024 at 6:00 PM - 9:00 PM

    LOCATION 623 W Howard St   

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    CONTACT Andrew Liguori    andrew.liguori@northwestern.edu EMAIL

    CALENDAR McCormick - Civil and Environmental Engineering (CEE)

  • 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