no code implementations • 3 Mar 2024 • Muchen Sun, Francesca Baldini, Peter Trautman, Todd Murphey
Our framework consistently outperforms both non-learning and learning-based methods on both safety and navigation efficiency and reaches human-level crowd navigation performance on top of a meta-planner.
no code implementations • 3 Mar 2024 • Muchen Sun, Ayush Gaggar, Peter Trautman, Todd Murphey
However, current methods typically have exponential computation complexity in the search space dimension and are restricted to Euclidean space.
no code implementations • 30 Sep 2023 • Jake Ketchum, Sophia Schiffer, Muchen Sun, Pranav Kaarthik, Ryan L. Truby, Todd D. Murphey
Gait generation for soft robots is challenging due to the nonlinear dynamics and high dimensional input spaces of soft actuators.
1 code implementation • 26 Sep 2022 • Muchen Sun, Allison Pinosky, Ian Abraham, Todd Murphey
Functional registration algorithms represent point clouds as functions (e. g. spacial occupancy field) avoiding unreliable correspondence estimation in conventional least-squares registration algorithms.