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We address the problem of adapting robot trajectories to improve safety, comfort, and efficiency in human-robot collaborative tasks. To this end, we propose CoMOTO, a trajectory optimization framework that utilizes stochastic motion…

When a big and heavy robot moves, it exerts large forces on the environment and on its own structure, its angular momentum can varysubstantially, and even the robot's structure can deform if there is a mechanical weakness. Under these…

系统与控制 · 电气工程与系统科学 2022-10-28 Nahuel A Villa , Pierre Fernbach , Maximilien Naveau , Guilhem Saurel , Ewen Dantec , Nicolas Mansard , Olivier Stasse

An approach to model and estimate human walking kinematics in real-time for Physical Human-Robot Interaction is presented. The human gait velocity along the forward and vertical direction of motion is modelled according to the Yoyo-model.…

机器人学 · 计算机科学 2021-08-30 Yash Vyas , Mike Allenspach , Christian Lanegger , Roland Siegwart , Marco Tognon

This study explores the dynamics of asymmetrical bounding gaits in quadrupedal robots, focusing on the integration of torso pitching and hip motion to enhance speed and stability. Traditional control strategies often enforce a fixed…

机器人学 · 计算机科学 2025-09-01 Jing Cheng , Yasser G. Alqaham , Zhenyu Gan

We propose an online motion planner for legged robot locomotion with the primary objective of achieving energy efficiency. The conceptual idea is to leverage a placement set of footstep positions based on the robot's body position to…

机器人学 · 计算机科学 2025-06-25 Alexander Schperberg , Marcel Menner , Stefano Di Cairano

Generally, humanoid robots usually suffer significant impact force when walking or running in a non-predefined environment that could easily damage the actuators due to high stiffness. In recent years, the usages of passive, compliant…

机器人学 · 计算机科学 2022-01-25 Anh Khoa Lanh Luu , Van Tu Duong , Huy Hung Nguyen , Sang Bong Kim , Tan Tien Nguyen

Performing highly agile dynamic motions, such as jumping or running on uneven stepping stones has remained a challenging problem in legged robot locomotion. This paper presents a framework that combines trajectory optimization and model…

机器人学 · 计算机科学 2022-09-20 Chuong Nguyen , Lingfan Bao , Quan Nguyen

This study introduces an innovative methodology for the planning of metro network routes within the urban environment of Chennai, Tamil Nadu, India. A comparative analysis of the modified Ant Colony Optimization (ACO) method (previously…

神经与进化计算 · 计算机科学 2024-07-08 Hariram Sampath Kumar , Archana Singh , Manish Kumar Ojha

Learning how to walk is a sophisticated neurological task for most animals. In order to walk, the brain must synthesize multiple cortices, neural circuits, and diverse sensory inputs. Some animals, like humans, imitate surrounding…

神经与进化计算 · 计算机科学 2020-04-14 Justin Ting , Yan Fang , Ashwin Sanjay Lele , Arijit Raychowdhury

Trajectory optimization (TO) is one of the most powerful tools for generating feasible motions for humanoid robots. However, including uncertainties and stochasticity in the TO problem to generate robust motions can easily lead to an…

机器人学 · 计算机科学 2019-06-11 Majid Khadiv , Mohammad Hasan Yeganegi , S. Ali A. Moosavian , Jia-Jie Zhu , Ludovic Righetti

Nowadays swarm intelligence-based algorithms are being used widely to optimize the dynamic traveling salesman problem (DTSP). In this paper, we have used mixed method of Ant Colony Optimization (AOC)and gradient descent to optimize DTSP…

神经与进化计算 · 计算机科学 2013-07-30 Farhad Soleimanian Gharehchopogh , Isa Maleki , Seyyed Reza Khaze

Human-Robot Collaboration (HRC) has evolved into a highly promising issue owing to the latest breakthroughs in Artificial Intelligence (AI) and Human-Robot Interaction (HRI), among other reasons. This emerging growth increases the need to…

机器人学 · 计算机科学 2024-10-02 Oscar Gil Viyuela , Alberto Sanfeliu

So far, only few bounds on the runtime behavior of Ant Colony Optimization (ACO) have been reported. To alleviate this situation, we investigate the ACO variant we call Bivalent ACO (BACO) that uses exactly two pheromone values. We provide…

神经与进化计算 · 计算机科学 2024-05-07 Matthias Kergaßner , Oliver Keszocze , Rolf Wanka

Hyperparameter optimisation is a crucial process in searching the optimal machine learning model. The efficiency of finding the optimal hyperparameter settings has been a big concern in recent researches since the optimisation process could…

机器学习 · 计算机科学 2020-09-15 Yuxi Huan , Fan Wu , Michail Basios , Leslie Kanthan , Lingbo Li , Baowen Xu

Pedestrian movement, although ubiquitous and well-studied, is still not that well understood due to the complicating nature of the embedded social dynamics. Interest among researchers in simulating pedestrian movement and interactions has…

分布式、并行与集群计算 · 计算机科学 2014-12-17 Sankha Baran Dutta , Robert McLeod , Marcia Friesen

Humanoid robots offer significant versatility for performing a wide range of tasks, yet their basic ability to walk and run, especially at high velocities, remains a challenge. This letter presents a novel method that combines deep…

机器人学 · 计算机科学 2024-10-22 Xinming Zhang , Xianghui Wang , Lerong Zhang , Guodong Guo , Xiaoyu Shen , Wei Zhang

Ergonomics is a key factor to consider when designing control architectures for effective physical collaborations between humans and humanoid robots. In contrast, ergonomic indexes are often overlooked in the robot design phase, which leads…

机器人学 · 计算机科学 2023-12-13 Carlotta Sartore , Lorenzo Rapetti , Fabio Bergonti , Stefano Dafarra , Silvio Traversaro , Daniele Pucci

This paper addresses the challenge of terrain-adaptive dynamic locomotion in humanoid robots, a problem traditionally tackled by optimization-based methods or reinforcement learning (RL). Optimization-based methods, such as model-predictive…

机器人学 · 计算机科学 2024-07-30 Shangqun Yu , Nisal Perera , Daniel Marew , Donghyun Kim

Nature suggests that exploiting the elasticities and natural dynamics of robotic systems could increase their locomotion efficiency. Prior work on elastic snake robots supports this hypothesis, but has not fully exploited the nonlinear…

机器人学 · 计算机科学 2026-05-14 Tristan Ehlert , Arne Sachtler , Annika Schmidt , Davide Calzolari , Alin Albu-Schäffer

This paper presents a data-driven strategy to streamline the deployment of model-based controllers in legged robotic hardware platforms. Our approach leverages a model-free safe learning algorithm to automate the tuning of control gains,…

机器人学 · 计算机科学 2023-10-27 Daniel Widmer , Dongho Kang , Bhavya Sukhija , Jonas Hübotter , Andreas Krause , Stelian Coros