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Computational Methods To Move People
From Imagination To Invention.

Research loop

  1. 01Simulate

    Digital twins that quickly inform algorithms about how to improve designs.

  2. 02AI For Co-Design

    Algorithms that find optimal configurations for CPS's cyber and physical aspects.

  3. 03Digital Fabrication

    Manufacturable design spaces and processes for realizing novel engineered systems.

  4. 04Real-To-Sim

    Data from the real world provides recursive self-improvement of simulators and designs.

Application areas
Research loopSimulate, AI For Co-Design, Digital Fabrication, and Real-To-Sim form a recursive cycle, with real-world data improving simulators and designs.
01SimulateSimulation provides design derivatives, partial with respect to x, to step 2: AI For Co-Design.
02AI ForCo-DesignSimulation and co-design form a simulation-validated feedback cycle.
03DigitalFabricationCo-design sends .dfm files to digital fabrication.
04Real-To-SimFabrication supplies the physical robot. A camera observes it running, then a model update returns to simulation.

News

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News

  1. Interactive Knit Origami at ACM SCF 2026

    Interactive Knit Origami at ACM SCF 2026Our new work on interactive knit origami design and simulation will be appearing at ACM's Symposium on Computational Fabrication 2026.
  2. Website Finalized

    Website FinalizedV2 of the LOCI lab website is now online.
  3. Welcome, New Students!

    Welcome, New Students!Welcome to new PhD student Junlin Zhou, and new MS students!
  4. Welcome, Junpeng and Amber!

    Welcome, Junpeng and Amber!Welcome to new PhD students Junpeng Gao and Amber Chen!
  5. Website Established

    Website EstablishedV1 of the LOCI lab website is now online!
  6. Fluidic Sensors for Manufacturing

    Fluidic Sensors for ManufacturingWe are excited to partner with Manufacturing USA, the CMU Manufacturing Futures Institute, and the ARM Institute on developing new fluidic sensors for manufacturing.
  7. Welcome, Inaugural Group Members!

    Welcome, Inaugural Group Members!Welcome to inaugural group members Joshua Jacob, Henry Chan, Angie Bonilla, Maria Parilli, and (previously visiting) Jonathan Külz!
  1. Interactive Knit Origami at ACM SCF 2026

    Interactive Knit Origami at ACM SCF 2026Our new work on interactive knit origami design and simulation will be appearing at ACM's Symposium on Computational Fabrication 2026.
  2. Website Finalized

    Website FinalizedV2 of the LOCI lab website is now online.

Projects

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Lab personnel

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Active

  • Henry (Wang Sing) ChanPhD Student

    Henry (Wang Sing) Chan details

    Major

    Electrical & Computer Engineering

    Co-Advisor

    • Gary Fedder

    Topics of Interest

    • Robot Sensing
    • Mechanical Design
    • Ultrasonics
  • Angelica Bonilla-FominayaPhD Student

    Angelica Bonilla-Fominaya details

    Major

    Robotics

    Co-Advisor

    • Jim McCann

    Topics of Interest

    • Simulation
    • Machine Textiles
    • Human-Robot Interaction
  • Maria Parilli-AlvarezPhD Student

    Maria Parilli-Alvarez details

    Major

    Electrical & Computer Engineering (Portugal)

    Co-Advisor

    • Phil LeDuc
    • Pedro Fonseca & Paula Marques (Portugal)

    Topics of Interest

    • Simulation
    • Co-Design
    • Soft Robotics
  • Amber (Yinglei) ChenPhD Student

    Amber (Yinglei) Chen details

    Major

    Mechanical Engineering

    Topics of Interest

    • Design Workflows
    • Agentic AI
    • HCI
  • Junlin ZhouPhD Student

    Junlin Zhou details

    Major

    Mechanical Engineering

    Co-Advisor

    • Chris McComb

    Topics of Interest

    • Agentic AI
    • Design Lifecycle
    • Manufacturing
  • Hector HeMS Student

    Hector He details

    Major

    Electrical & Computer Engineering

    Co-Advisor

    • Changliu Liu

    Topics of Interest

    • Generative AI
    • Safe Learning
  • Perrin WoodsMS Student

    Perrin Woods details

    Major

    Mechanical Engineering

    Topics of Interest

    • 3D Printing
    • Bioprinting
  • Ethan FiskMS Student

    Ethan Fisk details

    Major

    Robotics

    Topics of Interest

    • Mechanical Design
    • Dexterous Manipulation
  • Omar AldhaherUndergrad

    Omar Aldhaher details

    Major

    Electrical & Computer Engineering

    Topics of Interest

    • Robot Sensing
  • Advaith NarayananUndergrad

    Advaith Narayanan details

    Major

    Electrical & Computer Engineering

    Topics of Interest

    • Computational Design

Alumni & Collaborators

  • Jonathan KülzVisitor (2025)

    Jonathan Külz details

    From

    • TU Munich
  • Junyeong MoonIntern (2026)

    Junyeong Moon details

    From

    • UC Irvine
  • Anirudh IyengarIntern (2026)

    Anirudh Iyengar details

    From

    • UC Berkeley
  • Yanning HouIntern (2026)

    Yanning Hou details

    From

    • Harvard University