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  • Nov
    17

    ME512 Seminar Series- Naichen Shi

    McCormick - Mechanical Engineering (ME)

    3:00 PM LR3, Technological Institute

    EVENT DETAILS

    Generative Models for Design and Process Intelligence

    Abstract The increasing complexity of modern manufacturing systems calls for new paradigms that tightly integrate data with human expertise and scientific modeling. In this talk, I will present a few recent works that leverage generative models, including diffusion and flow-matching models, to advance design and process intelligence. I will first introduce Coupled Flow Matching, which employs optimal transport and flow-based generative modeling to enable controllable dimension reduction and design. Next, I will discuss the active learning framework enabled by generative diffusion surrogates, which merge prior knowledge with experimental measurements to guide experiment design. I will also introduce our work on diffusion calibration models that combine imperfect computer simulations with real-world measurements. These efforts highlight how generative models can serve as a unifying language to connect data, physics, and humans in the future of manufacturing intelligence.

    Bio
    Naichen is an assistant professor in the Department of Mechanical Engineering
    and the Department of Industrial Engineering and Management Sciences. His
    research focuses on integrative data analytics and science-informed AI models.
    Naichen received his Ph.D. from the University of Michigan. His work has been
    recognized with several honors, including the INFORMS Data Mining Best
    Paper Award and the Wilson Prize.

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    TIME Monday, November 17, 2025 at 3:00 PM - 4:00 PM

    LOCATION LR3, Technological Institute    map it

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    CONTACT Jeremy Wells    jeremywells@northwestern.edu EMAIL

    CALENDAR McCormick - Mechanical Engineering (ME)

  • Dec
    13

    Northwestern Engineering PhD Hooding and Master's Recognition Ceremony

    McCormick School of Engineering and Applied Science

    4:00 PM Pick-Staiger Concert Hall

    EVENT DETAILS

    TIME Saturday, December 13, 2025 at 4:00 PM - 6:00 PM

    LOCATION Pick-Staiger Concert Hall    map it

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    CONTACT Andi Joppie    andi.joppie@northwestern.edu EMAIL

    CALENDAR McCormick School of Engineering and Applied Science

  • Dec
    24

    Winter Recess Starts - University Closed Through January 1st, 2026

    University Academic Calendar

    All Day

    EVENT DETAILS

    TIME Wednesday, December 24, 2025

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    CONTACT Office of the Registrar    nu-registrar@northwestern.edu EMAIL

    CALENDAR University Academic Calendar

  • Jan
    5

    Winter classes begin

    University Academic Calendar

    All Day

    EVENT DETAILS

    TIME Monday, January 5, 2026

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    CONTACT Office of the Registrar    nu-registrar@northwestern.edu EMAIL

    CALENDAR University Academic Calendar

  • Jan
    12

    From Clocks to Clouds: How Scientific Revolutions Reshaped Reality and Our Place Within It

    McCormick - Mechanical Engineering (ME)

    3:00 PM LR3, Technological Institute

    EVENT DETAILS

    TIME Monday, January 12, 2026 at 3:00 PM - 4:00 PM

    LOCATION LR3, Technological Institute    map it

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    CONTACT Jeremy Wells    jeremywells@northwestern.edu EMAIL

    CALENDAR McCormick - Mechanical Engineering (ME)

  • Feb
    2

    ME512 Seminar Series- Anthony Rollett

    McCormick - Mechanical Engineering (ME)

    3:00 PM LR3, Technological Institute

    EVENT DETAILS

    TIME Monday, February 2, 2026 at 3:00 PM - 4:00 PM

    LOCATION LR3, Technological Institute    map it

    ADD TO CALENDAR

    CONTACT Jeremy Wells    jeremywells@northwestern.edu EMAIL

    CALENDAR McCormick - Mechanical Engineering (ME)