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  • Oct
    17

    Special Seminar: Steve WaiChing Sun

    McCormick - Civil and Environmental Engineering

    10:00 AM A230, Technological Institute

    EVENT DETAILS

    A Non-Cooperative Zero-Sum Game for Creating, Validating and Falsifying Predictive Elastoplastic Models with Non-Euclidean Internal Variables

    Abstract: Many machine learning models used in computational mechanics employ supervised and unsupervised learning techniques to make predictions with little or no interpretability. This black-box approach makes it difficult to assess and manage risks for engineering applications. In this talk, we present a new framework in which multiple AIs assigned to different roles (experimentalist, modeler) are participating and interacting in the scientific discovery process where plausible knowledge of constitutive mechanisms is represented by directed graphs and directed multigraphs. As such, both human and machine learning process are re-cast as the procedure to find a directed graph that links the input and output data with the optimal set of edges that maximize the reward (the objective function that measures the prediction qualities) while fulfilling mechanics principles (e.g. convexity, material frame indifference, thermodynamic laws, symmetry and invariance).

    Based on the performance of the modelers, two experimentalist AIs are then design experiments, one rewarded by actions that enhance the blind prediction quality, another one rewarded by actions that expose the weakness of the models. Through competitions, the three modelers repetitively practice and improve their skills of completing their corresponding tasks via the Edisonian scientific approach without consuming human time. We demonstrate that the proposed algorithm is able to discover new hidden hierarchical structures of mechanics knowledge, rediscover well-known mechanics knowledge without any human intervention, spot the weakness of existing models and create new approach to incorporate non-Euclidean data traditionally excluded in constitutive laws to make predictions more accurate and robust.

    Bio: Professor Sun obtained his B.S. from UC Davis (2005); M.S. in civil engineering (geomechanics) from Stanford (2007); M.A. degree from Princeton (2008); and Ph.D. in theoretical and applied mechanics from Northwestern (2011). From 2011 to 2014, he worked at the Mechanics of Materials department at Sandia (Livermore), first as a postdoc, then senior MTS. Sun’s research focuses on theoretical, computational and data-driven mechanics for porous media and geological materials. He is the recipients of NSF CAREER Award (2019), the EMI Leonardo da Vinci Award (2018), the Zienkiewicz Numerical Methods Engineering Prize (2017), AFOSR Young Investigator Program Award (2017), Dresden Fellowship (2016), ARO Young Investigator Program Award (2015), and the Caterpillar Best Paper Prize (2014), among others.

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    TIME Thursday, October 17, 2019 at 10:00 AM - 11:00 AM

    LOCATION A230, Technological Institute    map it

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    CONTACT Tierney Acott    tierney-acott@northwestern.edu EMAIL

    CALENDAR McCormick - Civil and Environmental Engineering

  • Apr
    22

    AED/MPM PD Seminar Series- Luke Leung

    McCormick - Civil and Environmental Engineering (CEE)

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

    EVENT DETAILS

    TIME Monday, April 22, 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)

  • Apr
    24

    SPREE Seminar Series - From Dots In Space To Space-Time-Magnitude Connections: Evolution of Energy Release Research As Applied to Damage Mechanics and Induced Seismicity- Jesse Hampton

    McCormick - Civil and Environmental Engineering (CEE)

    11:00 AM A236, Technological Institute

    EVENT DETAILS

    TIME Wednesday, April 24, 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)

  • Apr
    26

    EES Seminar Series- Kaize Ding

    McCormick - Civil and Environmental Engineering (CEE)

    2:00 PM A236, Technological Institute

    EVENT DETAILS

    TIME Friday, April 26, 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
    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