Physics-informed neural networks for programmable origami metamaterials with controlled deployment

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Abstract
Physics-informed neural networks program full energy landscapes of origami metamaterials directly from governing equations, enabling data-free inverse design and controlled sequential deployment.
Funding Information
  • Ministry of Food and Drug Safety (RS-2023-00215667)
  • National Research Foundation of Korea (2022H1D3A2A03096579)
  • National Research Foundation of Korea (2023R1A2C2003705)
  • National Research Foundation of Korea (RS-2023-00222166)
  • Air Force Office of Scientific Research (FA2386-24-1-4051)
  • Ministry of Science and ICT, South Korea (N10250154)

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