activity
20212023
most citedDiffAqua: A Differentiable Computational Design Pipeline for Soft Underwater Swimmers with Shape Interpolation

58 citations · 81 across the 5 of their papers we have counts for

collaborators

5 papers

cs.RO2023

SLoMo: A General System for Legged Robot Motion Imitation from Casual Videos

John Z. Zhang, Shuo Yang, Gengshan Yang +3

We present SLoMo: a first-of-its-kind framework for transferring skilled motions from casually captured "in the wild" video footage of humans and animals to legged robots. SLoMo wo…

cs.RO2022★ 4 cited

Fast Aquatic Swimmer Optimization with Differentiable Projective Dynamics and Neural Network Hydrodynamic Models

Elvis Nava, John Z. Zhang, Mike Y. Michelis +5

Aquatic locomotion is a classic fluid-structure interaction (FSI) problem of interest to biologists and engineers. Solving the fully coupled FSI equations for incompressible Navier…

cs.RO2021★ 19 cited

Sim2Real for Soft Robotic Fish via Differentiable Simulation

John Z. Zhang, Yu Zhang, Pingchuan Ma +5

Accurate simulation of soft mechanisms under dynamic actuation is critical for the design of soft robots. We address this gap with our differentiable simulation tool by learning th…

cs.LG2021★ 58 cited

DiffAqua: A Differentiable Computational Design Pipeline for Soft Underwater Swimmers with Shape Interpolation

Pingchuan Ma, Tao Du, John Z. Zhang +4

The computational design of soft underwater swimmers is challenging because of the high degrees of freedom in soft-body modeling. In this paper, we present a differentiable pipelin…

cs.RO2021

Mediating between Contact Feasibility and Robustness of Trajectory Optimization through Chance Complementarity Constraints

Luke Drnach, John Z. Zhang, Ye Zhao

As robots move from the laboratory into the real world, motion planning will need to account for model uncertainty and risk. For robot motions involving intermittent contact, plann…