Cargando…

Towards a Bio-Inspired Real-Time Neuromorphic Cerebellum

This work presents the first simulation of a large-scale, bio-physically constrained cerebellum model performed on neuromorphic hardware. A model containing 97,000 neurons and 4.2 million synapses is simulated on the SpiNNaker neuromorphic system. Results are validated against a baseline simulation...

Descripción completa

Detalles Bibliográficos
Autores principales:	Bogdan, Petruţ A., Marcinnò, Beatrice, Casellato, Claudia, Casali, Stefano, Rowley, Andrew G.D., Hopkins, Michael, Leporati, Francesco, D'Angelo, Egidio, Rhodes, Oliver
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Frontiers Media S.A. 2021
Materias:	Cellular Neuroscience
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8202688/ https://www.ncbi.nlm.nih.gov/pubmed/34135732 http://dx.doi.org/10.3389/fncel.2021.622870

Ejemplares similares

Structural Plasticity on the SpiNNaker Many-Core Neuromorphic System
por: Bogdan, Petruț A., et al.
Publicado: (2018)

Real-Time Simulation of a Cerebellar Scaffold Model on Graphics Processing Units
por: Kuriyama, Rin, et al.
Publicado: (2021)

Editorial: Cerebellum-related learning and psychiatric diseases
por: Ohtsuki, Gen, et al.
Publicado: (2023)

Cerebellum Involvement in Dystonia During Associative Motor Learning: Insights From a Data-Driven Spiking Network Model
por: Geminiani, Alice, et al.
Publicado: (2022)

Variations on the theme: focus on cerebellum and emotional processing
por: Ciapponi, Camilla, et al.
Publicado: (2023)

Cellular-resolution mapping uncovers spatial adaptive filtering at the rat cerebellum input stage
por: Casali, Stefano, et al.
Publicado: (2020)

Brain-Inspired Spiking Neural Network Controller for a Neurorobotic Whisker System
por: Antonietti, Alberto, et al.
Publicado: (2022)

Neuromorphic Stereo Vision: A Survey of Bio-Inspired Sensors and Algorithms
por: Steffen, Lea, et al.
Publicado: (2019)

Corrigendum: Reconstruction and Simulation of a Scaffold Model of the Cerebellar Network
por: Casali, Stefano, et al.
Publicado: (2019)

Reconstruction and Simulation of a Scaffold Model of the Cerebellar Network
por: Casali, Stefano, et al.
Publicado: (2019)

Real-time cortical simulation on neuromorphic hardware
por: Rhodes, Oliver, et al.
Publicado: (2020)

The Critical Role of Golgi Cells in Regulating Spatio-Temporal Integration and Plasticity at the Cerebellum Input Stage
por: D'Angelo, Egidio
Publicado: (2008)

A multi-layer mean-field model of the cerebellum embedding microstructure and population-specific dynamics
por: Lorenzi, Roberta Maria, et al.
Publicado: (2023)

The cerebellum and anxiety
por: Chin, Pei Wern, et al.
Publicado: (2023)

Bio-inspired artificial synapse for neuromorphic computing based on NiO nanoparticle thin film
por: Hadiyal, Keval, et al.
Publicado: (2023)

ED-BioRob: A Neuromorphic Robotic Arm With FPGA-Based Infrastructure for Bio-Inspired Spiking Motor Controllers
por: Linares-Barranco, Alejandro, et al.
Publicado: (2020)

A TMS investigation on the role of the cerebellum in pitch and timbre discrimination
por: Lega, Carlotta, et al.
Publicado: (2016)

Organization of the ventricular zone of the cerebellum
por: Gómez-González, Gabriela B., et al.
Publicado: (2022)

A Realistic Large-Scale Model of the Cerebellum Granular Layer Predicts Circuit Spatio-Temporal Filtering Properties
por: Solinas, Sergio, et al.
Publicado: (2010)

High-Pass Filtering and Dynamic Gain Regulation Enhance Vertical Bursts Transmission along the Mossy Fiber Pathway of Cerebellum
por: Mapelli, Jonathan, et al.
Publicado: (2010)

Spike Timing Regulation on the Millisecond Scale by Distributed Synaptic Plasticity at the Cerebellum Input Stage: A Simulation Study
por: Garrido, Jesús A., et al.
Publicado: (2013)

Complex Electroresponsive Dynamics in Olivocerebellar Neurons Represented With Extended-Generalized Leaky Integrate and Fire Models
por: Geminiani, Alice, et al.
Publicado: (2019)

Corrigendum: Complex Electroresponsive Dynamics in Olivocerebellar Neurons Represented With Extended-Generalized Leaky Integrate and Fire Models
por: Geminiani, Alice, et al.
Publicado: (2019)

Response Dynamics in an Olivocerebellar Spiking Neural Network With Non-linear Neuron Properties
por: Geminiani, Alice, et al.
Publicado: (2019)

Theta-Frequency Resonance at the Cerebellum Input Stage Improves Spike Timing on the Millisecond Time-Scale
por: Gandolfi, Daniela, et al.
Publicado: (2013)

Parameter tuning differentiates granule cell subtypes enriching transmission properties at the cerebellum input stage
por: Masoli, Stefano, et al.
Publicado: (2020)

Seeking a unified framework for cerebellar function and dysfunction: from circuit operations to cognition
por: D'Angelo, Egidio, et al.
Publicado: (2013)

Distributed cerebellar plasticity implements generalized multiple-scale memory components in real-robot sensorimotor tasks
por: Casellato, Claudia, et al.
Publicado: (2015)

Long-Term Synaptic Plasticity Tunes the Gain of Information Channels through the Cerebellum Granular Layer
por: Mapelli, Jonathan, et al.
Publicado: (2022)

Brain-inspired global-local learning incorporated with neuromorphic computing
por: Wu, Yujie, et al.
Publicado: (2022)

Tetrachromatic vision-inspired neuromorphic sensors with ultraweak ultraviolet detection
por: Jiang, Ting, et al.
Publicado: (2023)

Granular layEr Simulator: Design and Multi-GPU Simulation of the Cerebellar Granular Layer
por: Florimbi, Giordana, et al.
Publicado: (2021)

Corrigendum: Long-Lasting Response Changes in Deep Cerebellar Nuclei in vivo Correlate With Low-Frequency Oscillations
por: Moscato, Letizia, et al.
Publicado: (2019)

Control of a Humanoid NAO Robot by an Adaptive Bioinspired Cerebellar Module in 3D Motion Tasks
por: Antonietti, Alberto, et al.
Publicado: (2019)

Corrigendum to “Control of a Humanoid NAO Robot by an Adaptive Bioinspired Cerebellar Module in 3D Motion Tasks”
por: Antonietti, Alberto, et al.
Publicado: (2020)

Modeling Spike-Train Processing in the Cerebellum Granular Layer and Changes in Plasticity Reveal Single Neuron Effects in Neural Ensembles
por: Medini, Chaitanya, et al.
Publicado: (2012)

Comparing Neuromorphic Solutions in Action: Implementing a Bio-Inspired Solution to a Benchmark Classification Task on Three Parallel-Computing Platforms
por: Diamond, Alan, et al.
Publicado: (2016)

Stellate cell computational modeling predicts signal filtering in the molecular layer circuit of cerebellum
por: Rizza, Martina Francesca, et al.
Publicado: (2021)

Parallelization of Neural Processing on Neuromorphic Hardware
por: Peres, Luca, et al.
Publicado: (2022)

Beyond LIF Neurons on Neuromorphic Hardware
por: Ward, Mollie, et al.
Publicado: (2022)

Cannot write session to /tmp/vufind_sessions/sess_2oe634nav0pf7m071rah2tedjk