Multiphysics Systems Design Lab.

Multiphysics Systems Design Lab.

The Multiphysics Systems Laboratory focuses on DNA nanotechnology, computational mechanics simulation, and Medical & Physical AI. By converging the latest AX technologies—such as PINNs, Generative AI, and multimodal data analysis—we apply advanced methodologies to complex multiphysics systems.

The Multiphysics Systems Laboratory focuses on DNA nanotechnology, computational mechanics simulation, and Medical & Physical AI. By converging the latest AX technologies—such as PINNs, Generative AI, and multimodal data analysis—we apply advanced methodologies to complex multiphysics systems.

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Research

Three research areas, one multiphysics toolbox

All research areas
01

DNA Nanotechnology

DNA nanotechnology: DNA tiles self-assembling into a honeycomb lattice and complementary strands hybridizing ATGCATGTACGTAC
  • AI-Driven DNA/RNA Nanostructure Design
  • Dynamic DNA Origami & Molecular Machines
  • Programmable Nucleic Acid Therapeutics (mRNA/CRISPR Delivery)
  • Hierarchical Self-assembly for Smart Materials
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02

Computational Mechanics

Computational mechanics: topology optimization removing material from a beam until an optimal truss-like structure remains
  • Data-Driven Mechanics & Physics-Informed Learning
  • AI-accelerated Nonlinear Finite Element Method
  • Digital Twin Frameworks for Complex Systems
  • Smart Composite Structures
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03

Medical AI

Medical and physical AI: ECG and physics signals feeding a neural network that outputs predictions
  • Multimodal Bio-Digital Biomarker Discovery
  • Generative AI & Large Multimodal Models (LMMs) in Healthcare
  • Physics-Informed Neural Networks (PINNs) for Multiphysics
  • AI-Powered Digital Twins (Medical & Industrial)
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Join the MSDL

We are looking for Graduate Students and Postdoctoral Researchers to join our team.

We are always looking for highly motivated individuals to join our team. If you are a prospective Graduate Student or Postdoctoral Researcher, please send your application materials, including a CV with a list of references and a cover letter describing your background and interests.