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This paper presents a method for reproducing a simple central pattern generator (CPG) using a modified Echo State Network (ESN). Conventionally, the dynamical reservoir needs to be damped to stabilize and preserve memory. However, we find…

Neural and Evolutionary Computing · Computer Science 2023-06-21 Tham Yik Foong , Danilo Vasconcellos Vargas

Computational models of the respiratory central pattern generator (rCPG) are usually based on biologically-plausible Hodgkin Huxley neuron models. Such models require numerous parameters and thus are prone to overfitting. The HH approach is…

Neurons and Cognition · Quantitative Biology 2018-11-29 Pavel Tolmachev , Rishi R. Dhingra , Michael Pauley , Mathias Dutschmann , Jonathan H. Manton

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

Periodic signals propagating along chains are common in biology, for example in locomotion and peristalsis, and are also of interest for continuum robots. In previous work we constructed such networks as 'feedforward lifts' of a central…

Chaotic Dynamics · Physics 2025-06-16 Ian Stewart , David Wood

Coupled arrays of Andronov-Hopf oscillators are investigated. These arrays can be diffusively or repulsively coupled, and can serve as central pattern generator models in animal locomotion and robotics. It is shown that repulsive coupling…

Biological Physics · Physics 2010-12-09 A. S. Landsman , J. J. Slotine

Coupling among neural rhythms is one of the most important mechanisms at the basis of cognitive processes in the brain. In this study we consider a neural mass model, rigorously obtained from the microscopic dynamics of an inhibitory…

Adaptation and Self-Organizing Systems · Physics 2020-06-24 Andrea Ceni , Simona Olmi , Alessandro Torcini , David Angulo-Garcia

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

We present a novel framework for central pattern generator design that leverages the intrinsic rebound excitability of neurons in combination with winner-takes-all computation. Our approach unifies decision-making and rhythmic pattern…

Systems and Control · Electrical Eng. & Systems 2025-04-16 Yongkang Huo , Fuvio Forni , Rodolphe Sepulchre

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

A generalized version of the Wilson-Cowan (WC) model is proposed which accounts for the evolution of the synaptic resources. Adiabatic elimination of the fast variables is performed to yield a simplified framework for the coupled…

Disordered Systems and Neural Networks · Physics 2025-11-21 Tommaso Trabocchi , Raffaella Burioni , Lucilla de Arcangelis , Duccio Fanelli

We design a system of phase oscillators that is able to produce temporally periodic sequences of patterns. Patterns are cluster partitions which encode information as phase differences between phase oscillators. The architecture of our…

Chaotic Dynamics · Physics 2012-01-18 Pablo Kaluza , Hildegard Meyer-Ortmanns

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

We analyze the dynamics of the neural circuit of the lamprey central pattern generator (CPG). This analysis provides insights into how neural interactions form oscillators and enable spontaneous oscillations in a network of damped…

Neurons and Cognition · Quantitative Biology 2009-11-10 Li Zhaoping , Alex Lewis , Silvia Scarpetta

In this paper, an incommensurate fractional order (FO) model has been proposed to generate ECG like waveforms. Earlier investigation of ECG like waveform generation is based on two identical Van-der Pol (VdP) family of oscillators which are…

Medical Physics · Physics 2014-10-21 Saptarshi Das , Koushik Maharatna

It has always been a challenge in the neuromorphic field to systematically translate biological models into analog electronic circuitry. In this paper, a generalized circuit design platform is introduced where biological models can be…

Neural and Evolutionary Computing · Computer Science 2021-08-09 Hamid Soleimani , Emmanuel. M. Drakakis

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

Emerging technologies are revealing the spiking activity in ever larger neural ensembles. Frequently, this spiking is far from independent, with correlations in the spike times of different cells. Understanding how such correlations impact…

Neurons and Cognition · Quantitative Biology 2013-05-20 James Trousdale , Yu Hu , Eric Shea-Brown , Krešimir Josić

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…

The purpose of this paper is trifold -- to serve as an instructive resource and a reference catalog for biologically plausible modeling with i) conductance-based models, coupled with ii) strength-varying slow synapse models, culminating in…

Neurons and Cognition · Quantitative Biology 2022-11-02 James Scully , Jassem Bourahmah , David Bloom , Andrey L Shilnikov

We propose a quite general model of active media by consideration of the interaction between pacemakers via their phase response curves. This model describes a network of pulse oscillators coupled by their response to the internal…

Chaotic Dynamics · Physics 2007-05-23 Sergei Rybalko , Ekaterina Zhuchkova