Synaptic Normalisation for On-Chip Learning in Analog CMOS Spiking Neural Networks

Author:

Mastella Michele1ORCID,Greatorex Hugh1ORCID,Cotteret Madison2ORCID,Janotte Ella3ORCID,Soares Girao Willian1ORCID,Richter Ole1ORCID,Chicca Elisabetta1ORCID

Affiliation:

1. University of Groningen, Cognigron, Groningen, Netherlands

2. Technische Universitat Ilmenau, University of Groningen, Cognigron, Ilmenau, Germany

3. Italian Istitute of Technology, University of Groningen, Cognigron, Genova, Italy

Funder

H2020 Marie Skłodowska-Curie Actions

H2020 Industrial Leadership

Deutsche Forschungsgemeinschaft

Publisher

ACM

Reference7 articles.

1. Chiara Bartolozzi and Giacomo Indiveri . 2007. Synaptic dynamics in analog vlsi. Neural Computation, 19, 10, (Oct . 2007 ), 2581--2603. Chiara Bartolozzi and Giacomo Indiveri. 2007. Synaptic dynamics in analog vlsi. Neural Computation, 19, 10, (Oct. 2007), 2581--2603.

2. Joseph M. Brader , Walter Senn , and Stefano Fusi . 2007. Learning real-world stimuli in a neural network with spike-driven synaptic dynamics. eng. Neural Computation, 19, 11, (Nov . 2007 ), 2881--2912. Joseph M. Brader, Walter Senn, and Stefano Fusi. 2007. Learning real-world stimuli in a neural network with spike-driven synaptic dynamics. eng. Neural Computation, 19, 11, (Nov. 2007), 2881--2912.

3. Neuromorphic Electronic Circuits for Building Autonomous Cognitive Systems

4. Giorgia Dellaferrera , Stanisław Woźniak , Giacomo Indiveri , Angeliki Pantazi , and Evangelos Eleftheriou . 2022. Introducing principles of synaptic integration in the optimization of deep neural networks. en. Nature Communications, 13, 11, (Apr . 2022 ), 1885. Giorgia Dellaferrera, Stanisław Woźniak, Giacomo Indiveri, Angeliki Pantazi, and Evangelos Eleftheriou. 2022. Introducing principles of synaptic integration in the optimization of deep neural networks. en. Nature Communications, 13, 11, (Apr. 2022), 1885.

5. Charlotte Frenkel David Bol and Giacomo Indiveri. 2021. Bottom-up and top-down neural processing systems design: neuromorphic intelligence as the convergence of natural and artificial intelligence. (2021). Charlotte Frenkel David Bol and Giacomo Indiveri. 2021. Bottom-up and top-down neural processing systems design: neuromorphic intelligence as the convergence of natural and artificial intelligence. (2021).

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