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In this paper, a method for stabilizing biped robots stepping by a combination of Divergent Component of Motion (DCM) tracking and step adjustment is proposed. In this method, the DCM trajectory is generated, consistent with the predefined…

We propose a contact-explicit hierarchical architecture coupling Reinforcement Learning (RL) and Model Predictive Control (MPC), where a high-level RL agent provides gait and navigation commands to a low-level locomotion MPC. This offloads…

Model predictive control (MPC) has been successful in applications involving the control of complex physical systems. This class of controllers leverages the information provided by an approximate model of the system's dynamics to simulate…

机器学习 · 计算机科学 2020-10-09 Rel Guzman , Rafael Oliveira , Fabio Ramos

This paper presents a gait controller for bipedal robots to achieve highly agile walking over various terrains given local slope and friction cone information. Without these considerations, untimely impacts can cause a robot to trip and…

机器人学 · 计算机科学 2023-02-22 Grant Gibson , Oluwami Dosunmu-Ogunbi , Yukai Gong , Jessy Grizzle

The simulation-to-real gap problem and the high computational burden of whole-body Model Predictive Control (whole-body MPC) continue to present challenges in generating a wide variety of movements using whole-body MPC for real humanoid…

机器人学 · 计算机科学 2024-09-16 Koji Ishihara , Hiroaki Gomi , Jun Morimoto

Ensuring safe physical interaction between torque-controlled manipulators and humans is essential for deploying robots in everyday environments. Model Predictive Control (MPC) has emerged as a suitable framework thanks to its capacity to…

Safe path and gait planning are essential for bipedal robots to navigate complex real-world environments. The prevailing approaches often plan the path and gait separately in a hierarchical fashion, potentially resulting in unsafe movements…

机器人学 · 计算机科学 2024-03-27 Chengyang Peng , Victor Paredes , Ayonga Hereid

We address the challenge of enabling bipedal robots to traverse rough terrain by developing probabilistically safe planning and control strategies that ensure dynamic feasibility and centroidal robustness under terrain uncertainty.…

机器人学 · 计算机科学 2025-10-10 Kasidit Muenprasitivej , Ye Zhao , Glen Chou

Dynamic legged locomotion is a challenging topic because of the lack of established control schemes which can handle aerial phases, short stance times, and high-speed leg swings. In this paper, we propose a controller combining whole-body…

机器人学 · 计算机科学 2019-09-17 Donghyun Kim , Jared Di Carlo , Benjamin Katz , Gerardo Bledt , Sangbae Kim

We propose a data-driven tracking model predictive control (MPC) scheme to control unknown discrete-time linear time-invariant systems. The scheme uses a purely data-driven system parametrization to predict future trajectories based on…

系统与控制 · 电气工程与系统科学 2021-04-19 Julian Berberich , Johannes Köhler , Matthias A. Müller , Frank Allgöwer

The integration of Supernumerary Limbs (SLs) on humanoid robots poses a significant stability challenge due to the dynamic perturbations they introduce. This thesis addresses this issue by designing a novel hierarchical control architecture…

机器人学 · 计算机科学 2025-12-02 Bowen Zhi

This work explores an innovative algorithm designed to enhance the mobility of underactuated bipedal robots across challenging terrains, especially when navigating through spaces with constrained opportunities for foot support, like steps…

机器人学 · 计算机科学 2024-09-09 Oluwami Dosunmu-Ogunbi , Aayushi Shrivastava , Jessy W Grizzle

In this paper, we propose a whole-body planning framework that unifies dynamic locomotion and manipulation tasks by formulating a single multi-contact optimal control problem. We model the hybrid nature of a generic multi-limbed mobile…

机器人学 · 计算机科学 2021-03-02 Jean-Pierre Sleiman , Farbod Farshidian , Maria Vittoria Minniti , Marco Hutter

In this paper, a novel dual-mode robust model predictive control (MPC) approach is proposed for solving the tracking control problem of non-holonomoic mobile robots with additive bounded disturbance. To reduce the negative effect of…

机器人学 · 计算机科学 2023-02-27 Huan Meng

This paper presents a model-based balance stabilization system which takes into account not only the stable part of COM dynamics but also the unstable part. In this system, the overall dynamics of a humanoid robot is approximated using a…

机器人学 · 计算机科学 2019-06-06 Mohammadreza Kasaei , Nuno Lau , Artur Pereira

Agile earth observation satellites employ multiple actuators to enable flexible and responsive imaging capabilities. While significant advancements in actuator technology have enhanced satellites' torque and momentum, relatively little…

系统与控制 · 电气工程与系统科学 2026-04-28 Yiming Wang , Mihindukulasooriya Sheral Crescent Tissera , Haihong Yu , Kai Jie Ethan Foo , Sean Yeo Keyuan , Ankit Srivastava , Hao An

Automated vehicles and logistics robots must often position themselves in narrow environments with high precision in front of a specific target, such as a package or their charging station. Often, these docking scenarios are solved in two…

机器人学 · 计算机科学 2025-04-07 Oliver Schumann , Michael Buchholz , Klaus Dietmayer

Despite the success of model predictive control (MPC), its application to high-dimensional systems, such as flexible structures and coupled fluid/rigid-body systems, remains a largely open challenge due to excessive computational…

系统与控制 · 计算机科学 2019-05-03 Joseph Lorenzetti , Benoit Landry , Sumeet Singh , Marco Pavone

The feet of robots are typically used to design locomotion strategies, such as balancing, walking, and running. However, they also have great potential to perform manipulation tasks. In this paper, we propose a model predictive control…

机器人学 · 计算机科学 2020-12-22 Chenyu Yang , Bike Zhang , Jun Zeng , Ayush Agrawal , Koushil Sreenath

To efficiently deploy robotic systems in society, mobile robots must move autonomously and safely through complex environments. Nonlinear model predictive control (MPC) methods provide a natural way to find a dynamically feasible trajectory…

机器人学 · 计算机科学 2025-05-12 Dennis Benders , Johannes Köhler , Thijs Niesten , Robert Babuška , Javier Alonso-Mora , Laura Ferranti