DocumentCode
3327019
Title
Emerging resistive memories for low power embedded applications and neuromorphic systems
Author
DeSalvo, B. ; Vianello, E. ; Thomas, O. ; Clermidy, F. ; Bichler, O. ; Gamrat, C. ; Perniola, L.
Author_Institution
LETI, CEA, Grenoble, France
fYear
2015
fDate
24-27 May 2015
Firstpage
3088
Lastpage
3091
Abstract
In this work, we will focus on the role that new nonvolatile resistive memory technologies can play in emerging fields of application, such as non-volatile logic circuits or neuromorphic circuits, to save energy and increase performance. Concerning the introduction of non-volatile functionalities at the logic level, we will demonstrate hybrid CMOS logic plus ReRAM (specifically CBRAM and OXRAM) circuits for ultra low power FPGA and fixed-logic IC design, as Non Volatile Flip-Flops. Concerning neuromorphic circuits, we will focus on the emulation of synaptic plasticity effects with resistive memory synapses. We will present large-scale energy efficient neuromorphic systems based on ReRAM as stochastic-binary synapses. Prototype applications such as complex visual- and auditory-pattern extraction will be also discussed using feedforward spiking neural networks.
Keywords
CMOS logic circuits; field programmable gate arrays; flip-flops; low-power electronics; neural nets; resistive RAM; CBRAM circuits; OXRAM circuits; auditory-pattern extraction; complex visual-pattern extraction; feedforward spiking neural networks; fixed-logic IC design; hybrid CMOS logic plus ReRAM circuits; logic level; low power embedded applications; neuromorphic circuits; neuromorphic systems; nonvolatile flip-flops; nonvolatile functionality; nonvolatile resistive memory technology; resistive memory synapses; stochastic-binary synapses; synaptic plasticity effects; ultra low power FPGA; CMOS integrated circuits; Field programmable gate arrays; Hafnium compounds; Neural networks; Neuromorphics; Nonvolatile memory; Random access memory; Conductive-Bridge RAM; NV-FPGA; NV-Flip Flop; Oxide-ReRAM; ReRAM; artificial synapses; neuromorphic circuits;
fLanguage
English
Publisher
ieee
Conference_Titel
Circuits and Systems (ISCAS), 2015 IEEE International Symposium on
Conference_Location
Lisbon
Type
conf
DOI
10.1109/ISCAS.2015.7169340
Filename
7169340
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