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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

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

We identify and describe the key qualitative rhythmic states in various 3-cell network motifs of a multifunctional central pattern generator (CPG). Such CPGs are neural microcircuits of cells whose synergetic interactions produce multiple…

Chaotic Dynamics · Physics 2015-06-18 Jeremy Wojcik , Robert Clewley , Justus Schwabedal , Andrey L. Shilnikov

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

Entrainment of movement to a periodic stimulus is a characteristic intelligent behaviour in humans and an important goal for adaptive robotics. We demonstrate a quadruped central pattern generator (CPG), consisting of modified Matsuoka…

Adaptation and Self-Organizing Systems · Physics 2022-10-05 Alex Szorkovszky , Frank Veenstra , Kyrre Glette

Central Pattern Generators (CPGs) form the neural basis of the observed rhythmic behaviors for locomotion in legged animals. The CPG dynamics organized into networks allow the emergence of complex locomotor behaviors. In this work, we take…

Robotics · Computer Science 2023-03-03 Aditya M. Deshpande , Eric Hurd , Ali A. Minai , Manish Kumar

We propose a novel discrete model of central pattern generators (CPG), neuronal ensembles generating rhythmic activity. The model emphasizes the role of nonsynaptic interactions and the diversity of electrical properties in nervous systems.…

Neural and Evolutionary Computing · Computer Science 2017-05-10 Nikolay Bazenkov , Varvara Dyakonova , Oleg Kuznetsov , Dmitri Sakharov , Dmitry Vorontsov , Liudmila Zhilyakova

We study the rhythmogenesis of oscillatory patterns emerging in network motifs composed of inhibitory coupled tonic spiking neurons represented by the Plant model of R15 nerve cells. Such motifs are argued to be used as building blocks for…

Neurons and Cognition · Quantitative Biology 2015-03-27 D. Alacam , A. L. Shilnikov

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…

Stick insect stepping patterns have been studied for insights about locomotor rhythm generation and control, because the underlying neural system is relatively accessible experimentally and produces a variety of rhythmic outputs. Harnessing…

Neurons and Cognition · Quantitative Biology 2025-04-17 Zahra Aminzare , Jonathan E. Rubin

Central Pattern Generators (CPGs) in invertebrates are comprised of networks of neurons in which every neuron has reciprocal connections to other members of the CPG. This is a ``closed'' network topology. An ``open'' topology, where one or…

chao-dyn · Physics 2007-05-23 R. Huerta , P. Varona , M. I. Rabinovich , Henry D. I. Abarbanel

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

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

To establish the relationship between locomotory behavior and dynamics of neural circuits in the nematode C. elegans we combined molecular and theoretical approaches. In particular, we quantitatively analyzed the motion of C. elegans with…

Neurons and Cognition · Quantitative Biology 2008-06-10 Jan Karbowski , Gary Schindelman , Chris J. Cronin , Adeline Seah , Paul W. Sternberg

Living creatures exhibit a remarkable diversity of locomotion mechanisms, evolving structures specialised for interacting with their environment. In the vast majority of cases, locomotor behaviours such as flying, crawling, and running, are…

Biological Physics · Physics 2020-07-28 Kirsty Y. Wan

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

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

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

In many neural networks, patterns controlling rhythmic behaviors are maintained across a wide range of periods. In the crustacean pyloric central pattern generator (CPG), a constant bursting pattern is preserved over a three-to-fivefold…

Neurons and Cognition · Quantitative Biology 2025-07-15 Gabrielle O'Brien , Adam L. Weaver , William H. Barnett , Dmitry A. Kozhanov , Gennady S. Cymbalyuk

Legged locomotion is a challenging task in the field of robotics but a rather simple one in nature. This motivates the use of biological methodologies as solutions to this problem. Central pattern generators are neural networks that are…

Neural and Evolutionary Computing · Computer Science 2020-03-18 Elie Aljalbout , Florian Walter , Florian Röhrbein , Alois Knoll
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