Search Results for author: Muchen Sun

Found 4 papers, 1 papers with code

Mixed-Strategy Nash Equilibrium for Crowd Navigation

no code implementations3 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.

Decision Making Gaussian Processes +1

Fast Ergodic Search with Kernel Functions

no code implementations3 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.

Automated Gait Generation For Walking, Soft Robotic Quadrupeds

no code implementations30 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.

Scale-Invariant Fast Functional Registration

1 code implementation26 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.

Object Localization

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