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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)

  • Sep
    3

    CRB Seminar: "What shall we work on? Challenges and opportunities for academic labs in the era of robot learning​", Ruohan Zhang

    Center for Robotics and Biosystems (CRB)

    12:00 PM B211, Technological Institute

    EVENT DETAILSmore info

    TIME Thursday, September 3, 2026 at 12:00 PM - 1:00 PM

    LOCATION B211, Technological Institute    map it

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    CONTACT Vanessa Gutierrez    vanessavg@northwestern.edu EMAIL

    CALENDAR Center for Robotics and Biosystems (CRB)

  • Sep
    14

    Welcome & Breakfast for New McCormick PhD Students

    McCormick School of Engineering and Applied Science

    9:00 AM LR2, Technological Institute

    EVENT DETAILS

    TIME Monday, September 14, 2026 at 9:00 AM - 10:30 AM

    LOCATION LR2, Technological Institute    map it

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    CONTACT Andi Joppie    andi.joppie@northwestern.edu EMAIL

    CALENDAR McCormick School of Engineering and Applied Science

  • Sep
    22

    Welcome & Luncheon for New Full-time Graduate Students

    McCormick School of Engineering and Applied Science

    11:00 AM Ryan Family Auditorium, Technological Institute

    EVENT DETAILS

    TIME Tuesday, September 22, 2026 at 11:00 AM - 12:30 PM

    LOCATION Ryan Family Auditorium, Technological Institute    map it

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    CONTACT Andi Joppie    andi.joppie@northwestern.edu EMAIL

    CALENDAR McCormick School of Engineering and Applied Science

  • Sep
    23

    Fall 2026 Classes Begin

    University Academic Calendar

    All Day

    EVENT DETAILS

    TIME Wednesday, September 23, 2026

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

    CALENDAR University Academic Calendar