Contactnets: Learning discontinuous contact dynamics with smooth, implicit representations

S Pfrommer, M Halm, M Posa - Conference on Robot …, 2021 - proceedings.mlr.press
Common methods for learning robot dynamics assume motion is continuous, causing
unrealistic model predictions for systems undergoing discontinuous impact and stiction …

Modeling, analysis and control of robot–object nonsmooth underactuated Lagrangian systems: A tutorial overview and perspectives

B Brogliato - Annual Reviews in Control, 2023 - Elsevier
So-called robot–object Lagrangian systems consist of a class of nonsmooth underactuated
complementarity Lagrangian systems, with a specific structure: an “object” and a “robot” …

Stabilization of complementarity systems via contact-aware controllers

A Aydinoglu, P Sieg, VM Preciado… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
We propose a control framework, which can utilize tactile information by exploiting the
complementarity structure of contact dynamics. Since many robotic tasks, like manipulation …

Contact-aware controller design for complementarity systems

A Aydinoglu, VM Preciado… - 2020 IEEE International …, 2020 - ieeexplore.ieee.org
While many robotic tasks, like manipulation and locomotion, are fundamentally based in
making and breaking contact with the environment, state-of-the-art control policies struggle …

Describing Physics For Physical Reasoning: Force-Based Sequential Manipulation Planning

M Toussaint, JS Ha, D Driess - IEEE Robotics and Automation …, 2020 - ieeexplore.ieee.org
Physical reasoning is a core aspect of intelligence in animals and humans. A central
question is what model should be used as a basis for reasoning. Existing work considered …

Planning Impact-Driven Logistic Tasks

A Zermane, N Dehio, A Kheddar - IEEE Robotics and …, 2024 - ieeexplore.ieee.org
This letter proposes a decoupled two-level model-based planning strategy and control for a
class of robotic tasks involving impact to be made with desired performance and constraints …

A convex quasistatic time-stepping scheme for rigid multibody systems with contact and friction

T Pang, R Tedrake - 2021 IEEE International Conference on …, 2021 - ieeexplore.ieee.org
Motion planning for robotic manipulation makes heavy use of quasistatic models, but these
same models have not yet proven useful for simulation. This is because in many multi …

Stability analysis of complementarity systems with neural network controllers

A Aydinoglu, M Fazlyab, M Morari, M Posa - Proceedings of the 24th …, 2021 - dl.acm.org
Complementarity problems, a class of mathematical optimization problems with
orthogonality constraints, are widely used in many robotics tasks, such as locomotion and …

[PDF][PDF] Set-valued rigid body dynamics for simultaneous frictional impact

M Halm, M Posa - arXiv preprint arXiv:2103.15714, 2021 - dair.seas.upenn.edu
Robotic manipulation and locomotion often entail nearly-simultaneous collisions—such as
heel and toe strikes during a foot step—with outcomes that are extremely sensitive to the …

Easing reliance on collision-free planning with contact-aware control

T Pang, R Tedrake - 2022 International Conference on …, 2022 - ieeexplore.ieee.org
We believe that the future of robot motion planning will look very different than how it looks
today: instead of complex collision avoidance trajectories with a brittle dependence on …