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Chicca, Elisabetta ; Stefanini, Fabio; Bartolozzi, Chiara; Indiveri, Giacomo: Neuromorphic Electronic Circuits for Building Autonomous Cognitive Systems. 2014
Inhalt
II Neural dynamics in analog VLSI
III Silicon neurons
IV Silicon synapses
IV-A Short term depression and short-term facilitation
IV-B NMDA voltage gating and conductance behavior
IV-C Homeostatic plasticity: synaptic scaling
V Synaptic plasticity: spike-based learning circuits
VI From circuits to networks
VI-A Recurrent neural networks
VI-B Distributed multi-chip networks
VI-C A SW/HW echo-system
VII Experimental results
VII-A Synaptic and neural dynamics
VII-B Spike-based learning
VII-C sWTA networks of I&F neurons
VIII Discussion
VIII-A Device mismatch and noise
VIII-B Exploiting variability and imprecision
VIII-C Towards autonomous cognitive systems
VIII-D Challenges and progress in Neuromorphic Engineering
IX Conclusions
References
Biographies
Elisabetta Chicca
Fabio Stefanini
Chiara Bartolozzi
Giacomo Indiveri