activity
20232026
most citedMBD-NODE: Physics-informed data-driven modeling and simulation of constrained multibody systems

1 citations · 1 across the 6 of their papers we have counts for

collaborators

7 papers

cs.RO2026

Chrono-Gymnasium: An Open-Source, Gymnasium-Compatible Distributed Simulation Framework

Bocheng Zou, Harry Zhang, Khailanii Slaton +5

High-fidelity physics simulation is essential for closing the sim-to-real gap in robotics and complex mechanical systems. However, the computational overhead of high-fidelity engin…

cs.RO2026

Co-Design of Rover Wheels and Control using Bayesian Optimization and Rover-Terrain Simulations

Huzaifa Mustafa Unjhawala, Khizar Shaikh, Luning Bakke +2

While simulation is vital for optimizing robotic systems, the cost of modeling deformable terrain has long limited its use in full-vehicle studies of off-road autonomous mobility.…

cs.RO2025

A Physics-Based Continuum Model for Versatile, Scalable, and Fast Terramechanics Simulation

Huzaifa Unjhawala, Luning Bakke, Harry Zhang +4

This paper discusses Chrono's Continuous Representation Model (called herein Chrono::CRM), a general-purpose, scalable, and efficient simulation solution for terramechanics problem…

cs.CE20241 cited

MBD-NODE: Physics-informed data-driven modeling and simulation of constrained multibody systems

Jingquan Wang, Shu Wang, Huzaifa Mustafa Unjhawala +2

We describe a framework that can integrate prior physical information, e.g., the presence of kinematic constraints, to support data-driven simulation in multi-body dynamics. Unlike…

cs.RO2024

A Study on the Use of Simulation in Synthesizing Path-Following Control Policies for Autonomous Ground Robots

Harry Zhang, Stefan Caldararu, Aaron Young +8

We report results obtained and insights gained while answering the following question: how effective is it to use a simulator to establish path following control policies for an au…

cs.RO2024

Quantifying the Sim2real Gap for GPS and IMU Sensors

Ishaan Mahajan, Huzaifa Unjhawala, Harry Zhang +7

Simulation can and should play a critical role in the development and testing of algorithms for autonomous agents. What might reduce its impact is the ``sim2real'' gap -- the algor…