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In recent years, locomotion mechanisms exhibited by vertebrate animals have been the inspiration for the improvement in the performance of robotic systems. These mechanisms include the adaptability of their locomotion to any change…

Neural and Evolutionary Computing · Computer Science 2022-07-04 Pablo Lopez-Osorio , Alberto Patino-Saucedo , Juan P. Dominguez-Morales , Horacio Rostro-Gonzalez , Fernando Perez-Peña

Central pattern generators (CPGs), with a basis is neurophysiological studies, are a type of neural network for the generation of rhythmic motion. While CPGs are being increasingly used in robot control, most applications are hand-tuned for…

Neural and Evolutionary Computing · Computer Science 2015-03-13 Atilim Gunes Baydin

Biological studies reveal that neural circuits located at the spinal cord called central pattern generator (CPG) oscillates and generates rhythmic signals, which are the underlying mechanism responsible for rhythmic locomotion behaviors of…

Robotics · Computer Science 2023-05-15 Chuanyu Yang , Can Pu , Tianqi Wei , Cong Wang , Zhibin Li

Bio-inspired control of motion is an active field of research with many applications in real world tasks. In the case of robotic systems that need to exhibit oscillatory behaviour (i.e. locomotion of snake-type or legged robots), Central…

Robotics · Computer Science 2015-09-09 Carlos Garcia-Saura

This paper introduces a new wheel-legged robot and develops motion controllers based on central pattern generators (CPGs) for the robot to navigate over a range of terrains. A transformable leg-wheel design is considered and characterized…

Robotics · Computer Science 2024-07-08 Tyler Bishop , Keran Ye , Konstantinos Karydis

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…

This paper presents a bio-inspired central pattern generator (CPG)-type architecture for learning optimal maneuvering control of periodic locomotory gaits. The architecture is presented here with the aid of a snake robot model problem…

Systems and Control · Electrical Eng. & Systems 2019-10-08 Tixian Wang , Amirhossein Taghvaei , Prashant G. Mehta

Learning to walk -- i.e., learning locomotion under performance and energy constraints continues to be a challenge in legged robotics. Methods such as stochastic gradient, deep reinforcement learning (RL) have been explored for bipeds,…

Neural and Evolutionary Computing · Computer Science 2020-03-24 Ashwin Sanjay Lele , Yan Fang , Justin Ting , Arijit Raychowdhury

For a robot to be both autonomous and collaborative requires the ability to adapt its movement to a variety of external stimuli, whether these come from humans or other robots. Typically, legged robots have oscillation periods explicitly…

Robotics · Computer Science 2023-07-03 Alex Szorkovszky , Frank Veenstra , Kyrre Glette

Central Pattern Generators (CPGs) models have been long used to investigate both the neural mechanisms that underlie animal locomotion as well as a tool for robotic research. In this work we propose a spiking CPG neural network and its…

An originally chaotic system can be controlled into various periodic dynamics. When it is implemented into a legged robot's locomotion control as a central pattern generator (CPG), sophisticated gait patterns arise so that the robot can…

Artificial Intelligence · Computer Science 2014-09-02 Guanjiao Ren , Weihai Chen , Sakyasingha Dasgupta , Christoph Kolodziejski , Florentin Wörgötter , Poramate Manoonpong

Neuromorphic computing systems, where information is transmitted through action potentials in a bio-plausible fashion, is gaining increasing interest due to its promise of low-power event-driven computing. Application of neuromorphic…

Neural and Evolutionary Computing · Computer Science 2025-09-03 Zhuangyu Han , Abhronil Sengupta

Animals possess a remarkable ability to navigate challenging terrains, achieved through the interplay of various pathways between the brain, central pattern generators (CPGs) in the spinal cord, and musculoskeletal system. Traditional…

Robotics · Computer Science 2024-04-30 Ge Sun , Milad Shafiee , Peizhuo Li , Guillaume Bellegarda , Auke Ijspeert , Guillaume Sartoretti

Locomotion is a crucial challenge for legged robots that is addressed "effortlessly" by biological networks abundant in nature, named central pattern generators (CPG). The multitude of CPG network models that have so far become biomimetic…

Neural and Evolutionary Computing · Computer Science 2020-06-09 Ioannis Polykretis , Konstantinos P. Michmizos

The complexity of bipedal locomotion may be attributed to the difficulty in synchronizing joint movements while at the same time achieving high-level objectives such as walking in a particular direction. Artificial central pattern…

Neural and Evolutionary Computing · Computer Science 2019-09-15 Sayantan Auddy , Sven Magg , Stefan Wermter

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

Inspired by biological motion generation, central pattern generators (CPGs) is frequently employed in legged robot locomotion control to produce natural gait pattern with low-dimensional control signals. However, the limited adaptability…

Robotics · Computer Science 2023-10-13 Qiyue Yang , Yue Gao , Shaoyuan Li

Inspired by the dynamic coupling of moto-neurons and physical elasticity in animals, this work explores the possibility of generating locomotion gaits by utilizing physical oscillations in a soft snake by means of a low-level spiking neural…

Robotics · Computer Science 2025-02-11 Chuhan Zhang , Cong Wang , Wei Pan , Cosimo Della Santina

All vertebrates are capable of performing various types of physical activity. Locomotor patterns are created by the cyclical coordinated work of the skeletal muscles. The organization of such a system in living organisms is responsible for…

Neurons and Cognition · Quantitative Biology 2021-12-15 A. I. Zharinov , Y. A. Tsybina , S. Y. Gordleeva

The gait generator, which is capable of producing rhythmic signals for coordinating multiple joints, is an essential component in the quadruped robot locomotion control framework. The biological counterpart of the gait generator is the…

Robotics · Computer Science 2024-06-21 Yide Liu , Xiyan Liu , Dongqi Wang , Wei Yang , shaoxing Qu
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