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- W3168575721 abstract "Cloth simulation has wide applications in computer animation, garment design, and robot-assisted dressing. This work presents a differentiable cloth simulator whose additional gradient information facilitates cloth-related applications. Our differentiable simulator extends a state-of-the-art cloth simulator based on Projective Dynamics (PD) and with dry frictional contact. We draw inspiration from previous work to propose a fast and novel method for deriving gradients in PD-based cloth simulation with dry frictional contact. Furthermore, we conduct a comprehensive analysis and evaluation of the usefulness of gradients in contact-rich cloth simulation. Finally, we demonstrate the efficacy of our simulator in a number of downstream applications, including system identification, trajectory optimization for assisted dressing, closed-loop control, inverse design, and real-to-sim transfer. We observe a substantial speedup obtained from using our gradient information in solving most of these applications." @default.
- W3168575721 created "2021-06-22" @default.
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- W3168575721 date "2022-10-03" @default.
- W3168575721 modified "2023-10-15" @default.
- W3168575721 title "DiffCloth: Differentiable Cloth Simulation with Dry Frictional Contact" @default.
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- W3168575721 doi "https://doi.org/10.1145/3527660" @default.
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