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Learning controllers merely based on a performance metric has been proven effective in many physical and non-physical tasks in both control theory and reinforcement learning. However, in practice, the controller must guarantee some notion…

系统与控制 · 电气工程与系统科学 2020-11-24 Arash Mehrjou , Mohammad Ghavamzadeh , Bernhard Schölkopf

Biped robots are inherently unstable because of their complex kinematics as well as dynamics. Despite the many research efforts in developing biped locomotion, the performance of biped locomotion is still far from the expectations. This…

机器人学 · 计算机科学 2022-01-25 Mohammadreza Kasaei , Ali Ahmadi , Nuno Lau , Artur Pereira

The instability of myoelectric signals over time complicates their use to control highly articulated prostheses. To address this problem, studies have tried to combine surface electromyography with modalities that are less affected by the…

计算机视觉与模式识别 · 计算机科学 2017-09-08 Andrea Gigli , Arjan Gijsberts , Valentina Gregori , Matteo Cognolato , Manfredo Atzori , Barbara Caputo

Practical stabilization of input-affine systems in the presence of measurement errors and input constraints is considered in this brief note. Assuming that a Lyapunov function and a stabilizing control exist for an input-affine system, the…

系统与控制 · 电气工程与系统科学 2025-01-16 Patrick Schmidt , Pavel Osinenko , Stefan Streif

Lyapunov stability theory is the bedrock of direct adaptive control. Fundamentally, Lyapunov stability requires constructing a distance-like function which must decrease with time to ensure stability. Feedback linearization, backstepping,…

系统与控制 · 电气工程与系统科学 2020-02-18 Brett T. Lopez , Jean-Jacques E. Slotine

The paper presents a new stiffness modelling method for multi-chain parallel robotic manipulators with flexible links and compliant actuating joints. In contrast to other works, the method involves a FEA-based link stiffness evaluation and…

机器人学 · 计算机科学 2008-10-07 Anatoly Pashkevich , Damien Chablat , Philippe Wenger

Machine learning techniques have demonstrated their effectiveness in achieving autonomy and optimality for nonlinear and high-dimensional dynamical systems. However, traditional black-box machine learning methods often lack formal stability…

系统与控制 · 电气工程与系统科学 2025-01-03 Kun Wang , Roberto Armellin , Adam Evans , Harry Holt , Zheng Chen

Building robotic prostheses requires a sensor-based interface designed to provide the robotic hand with the control required to perform hand gestures. Traditional Electromyography (EMG) based prosthetics and emerging alternatives often face…

机器人学 · 计算机科学 2025-07-15 Dean Zadok , Oren Salzman , Alon Wolf , Alex M. Bronstein

In this paper, we present a novel control framework to achieve robust push recovery on bipedal robots while locomoting. The key contribution is the unification of hybrid system models of locomotion with a reduced-order model predictive…

机器人学 · 计算机科学 2025-04-29 Min Dai , Aaron D. Ames

This paper presents a novel framework for stabilizing nonlinear systems represented in state-dependent form. We first reformulate the nonlinear dynamics as a state-dependent parameter-varying model and synthesize a stabilizing controller…

系统与控制 · 电气工程与系统科学 2025-10-21 Lidong Li , Rui Huang , Lin Zhao

Compliance is a strong requirement for human-robot interactions. Soft-robots provide an opportunity to cover the lack of compliance in conventional actuation mechanisms, however, the control of them is very challenging given their intrinsic…

机器人学 · 计算机科学 2021-10-12 Mahmood Mazare , Silvia Tolu , Mostafa Taghizadeh

Aerial transportation using quadrotors with cable-suspended payloads holds great potential for applications in disaster response, logistics, and infrastructure maintenance. However, their hybrid and underactuated dynamics pose significant…

系统与控制 · 电气工程与系统科学 2025-10-30 Luis F. Recalde , Mrunal Sarvaiya , Giuseppe Loianno , Guanrui Li

This paper presents a reinforcement learning-based neuroadaptive control framework for robotic manipulators operating under deferred constraints. The proposed approach improves traditional barrier Lyapunov functions by introducing a smooth…

机器人学 · 计算机科学 2025-03-20 Hamed Rahimi Nohooji , Abolfazl Zaraki , Holger Voos

Control Lyapunov functions (CLFs) and control barrier functions (CBFs) are widely used tools for synthesizing controllers subject to stability and safety constraints. Paired with online optimization, they provide stabilizing control actions…

机器人学 · 计算机科学 2022-10-04 Hongkai Dai , Frank Permenter

Legged robots are typically in rigid contact with the environment at multiple locations, which add a degree of complexity to their control. We present a method to control the motion and a subset of the contact forces of a floating-base…

机器人学 · 计算机科学 2014-10-17 Andrea Del Prete , Nicolas Mansard , Francesco Nori , Giorgio Metta , Lorenzo Natale

Hybrid assistive systems that integrate functional electrical stimulation (FES) and robotic exoskeletons offer a promising approach for neurorehabilitation. However, control of these systems remains challenging due to actuator redundancy…

系统与控制 · 电气工程与系统科学 2025-11-14 Hossein Kavianirad , Satoshi Endo , Davide Astarita , Lorenzo Amato , Emilio Trigili , Sandra Hirche

This paper deals with the robust force and position control problems of Series Elastic Actuators. It is shown that a Series Elastic Actuator's force control problem can be described by a second-order dynamic model which suffers from only…

机器人学 · 计算机科学 2019-03-14 Emre Sariyildiz , Rahim Mutlu , Haoyong Yu

We solve the feedback stabilization problem for a tank, with friction, containing a liquid modeled by the viscous Saint-Venant system of Partial Differential Equations. A spill-free exponential stabilization is achieved, with robustness to…

最优化与控制 · 数学 2022-06-06 Iasson Karafyllis , Filippos Vokos , Miroslav Krstic

Control Barrier Functions (CBFs) and Control Lyapunov Functions (CLFs) are popular tools for enforcing safety and stability of a controlled system, respectively. They are commonly utilized to build constraints that can be incorporated in a…

系统与控制 · 电气工程与系统科学 2021-10-05 Fernando Castañeda , Jason J. Choi , Bike Zhang , Claire J. Tomlin , Koushil Sreenath

This work primarily focuses on synthesizing a controller that guarantees an unknown continuous-time system to be incrementally input-to-state stable ($\delta$-ISS). In this context, the notion of $\delta$-ISS control Lyapunov function…

系统与控制 · 电气工程与系统科学 2025-12-23 Ahan Basu , Bhabani Shankar Dey , Pushpak Jagtap