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Amphibious legged robots inspired by salamanders are promising in applications in complex amphibious environments. However, despite the significant success of training controllers that achieve diverse locomotion behaviors in conventional…

Robotics · Computer Science 2026-03-18 Mengze Tian , Qiyuan Fu , Chuanfang Ning , Javier Jia Jie Pey , Auke Ijspeert

We have been developing human-sized biped robots based on passive dynamic mechanisms. In human locomotion, the muscles activate at the same rate relative to the gait cycle during running. To achieve adaptive running for robots, such…

Robotics · Computer Science 2024-03-15 Yusuke Sakurai , Tomoya Kamimura , Yuki Sakamoto , Shohei Nishii , Kodai Sato , Yuta Fujiwara , Akihito Sano

Initially, robots were developed with the aim of making our life easier, carrying out repetitive or dangerous tasks for humans. Although they were able to perform these tasks, the latest generation of robots are being designed to take a…

We propose an architecture for learning complex controllable behaviors by having simple Policies Modulate Trajectory Generators (PMTG), a powerful combination that can provide both memory and prior knowledge to the controller. The result is…

Robotics · Computer Science 2019-10-08 Atil Iscen , Ken Caluwaerts , Jie Tan , Tingnan Zhang , Erwin Coumans , Vikas Sindhwani , Vincent Vanhoucke

Modular robotics enables the development of versatile and adaptive robotic systems with autonomous reconfiguration. This paper presents a modular robotic system in which each module has independent actuation, battery power, and control,…

Robotics · Computer Science 2025-08-05 Jiayu Ding , Rohit Jakkula , Tom Xiao , Zhenyu Gan

This paper aims to present a stability control strategy for quadruped robot under lateral impact with the help of lateral trot. We firstly propose five necessary conditions for keeping balance. The classical four-neuron Central Pattern…

Robotics · Computer Science 2017-11-22 Qingsheng Luo , Chenyang Zhou , Yan Jia , Jianfeng Gao , Fangzheng Liu

Walking animals, like stick insects, cockroaches or ants, demonstrate a fascinating range of locomotive abilities and complex behaviors. The locomotive behaviors can consist of a variety of walking patterns along with adaptation that allow…

Neural and Evolutionary Computing · Computer Science 2016-08-08 Sakyasingha Dasgupta , Dennis Goldschmidt , Florentin Wörgötter , Poramate Manoonpong

This work developed a learning framework for perceptive legged locomotion that combines visual feedback, proprioceptive information, and active gait regulation of foot-ground contacts. The perception requires only one forward-facing camera…

Robotics · Computer Science 2023-02-01 Daniel Chee Hian Tan , Jenny Zhang , Michael , Chuah , Zhibin Li

Central Pattern Generators (CPGs) are biological neural circuits capable of producing coordinated rhythmic outputs in the absence of rhythmic input. As a result, they are responsible for most rhythmic motion in living organisms. This…

Machine Learning · Computer Science 2019-01-21 Vincent Liu , Ademi Adeniji , Nathaniel Lee , Jason Zhao , Mario Srouji

Central Pattern Generators (CPGs) have several properties desirable for locomotion: they generate smooth trajectories, are robust to perturbations and are simple to implement. Although conceptually promising, we argue that the full…

Spring-based actuators in legged locomotion provide energy-efficiency and improved performance, but increase the difficulty of controller design. While previous work has focused on extensive modeling and simulation to find optimal…

Robotics · Computer Science 2023-08-22 Antonin Raffin , Daniel Seidel , Jens Kober , Alin Albu-Schäffer , João Silvério , Freek Stulp

In this letter, we formulate a novel Markov Decision Process (MDP) for safe and data-efficient learning for humanoid locomotion aided by a dynamic balancing model. In our previous studies of biped locomotion, we relied on a low-dimensional…

Robotics · Computer Science 2020-04-29 Junhyeok Ahn , Jaemin Lee , Luis Sentis

Compliant robots can be more versatile than traditional robots, but their control is more complex. The dynamics of compliant bodies can however be turned into an advantage using the physical reservoir computing frame-work. By feeding sensor…

Neural and Evolutionary Computing · Computer Science 2020-04-15 Alexander Vandesompele , Gabriel Urbain , Francis wyffels , Joni Dambre

This paper represents an adaptive rhythmic control for a snake-like robot with 25 degrees of freedom. The adaptive gait control is implemented in algorithmic way in simulation and on a real robot. We investigated behavioral and energetic…

Robotics · Computer Science 2011-09-01 Eugen Meister , Sergej Stepanenko , Serge Kernbach

Animal locomotion employs different periodic patterns known as animal gaits. In 1993 Collins and Stewart achieved the characterization in quadrupeds and bipeds by using permutation symmetries groups which impose constrains in the locomotion…

Adaptation and Self-Organizing Systems · Physics 2007-05-23 Horacio Castellini Hilda Cerdeira Lilia Romanelli

This article presents a new control approach and a dynamic model for engineered flapping flight with many interacting degrees of freedom. This paper explores the applications of neurobiologically inspired control systems in the form of…

Optimization and Control · Mathematics 2011-08-05 Soon-Jo Chung , Michael Dorothy

In this paper, we propose a method for generating undulatory gaits for snake robots. Instead of starting from a pre-defined movement pattern such as a serpenoid curve, we use a Model Predictive Control approach to automatically generate…

Robotics · Computer Science 2020-10-19 Emily Hannigan , Bing Song , Gagan Khandate , Maximilian Haas-Heger , Ji Yin , Matei Ciocarlie

Cyclic motions are fundamental patterns in robotic applications including industrial manipulation and legged robot locomotion. This paper proposes an approach for the online modulation of cyclic motions in robotic applications. For this…

Robotics · Computer Science 2022-04-19 Venus Pasandi , Hamid Sadeghian , Mehdi Keshmiri , Daniele Pucci

Classical snake robot control leverages mimicking snake-like gaits tuned for specific environments. However, to operate adaptively in unstructured environments, gait generation must be dynamically scheduled. In this work, we present a…

Robotics · Computer Science 2023-12-07 Shuo Jiang , Adarsh Salagame , Alireza Ramezani , Lawson Wong

Similar to their counterparts in nature, the flexible bodies of snake-like robots enhance their movement capability and adaptability in diverse environments. However, this flexibility corresponds to a complex control task involving highly…

Robotics · Computer Science 2019-04-17 Zhenshan Bing , Christian Lemke , Zhuangyi Jiang , Kai Huang , Alois Knoll