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Bidirectional non-filamentary RRAM as an analog neuromorphic synapse, part I: Al/Mo/Pr0.7Ca0.3MnO3 material improvements and device measurements

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Fumarola,  Alessandro
Nano-Systems from Ions, Spins and Electrons, Max Planck Institute of Microstructure Physics, Max Planck Society;

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Citation

Moon, K., Fumarola, A., Sidler, S., Jang, J., Narayanan, P., Shelby, R. M., et al. (2017). Bidirectional non-filamentary RRAM as an analog neuromorphic synapse, part I: Al/Mo/Pr0.7Ca0.3MnO3 material improvements and device measurements. IEEE journal of the Electron Devices Society, 6, 146-155. doi:10.1109/JEDS.2017.2780275.


Cite as: https://hdl.handle.net/21.11116/0000-0009-143C-E
Abstract
We report on material improvements to non-filamentary RRAM devices based on Pr0.7Ca0.3MnO3 by introducing an MoOx buffer layer together with a reactive Al electrode, and on device measurements designed to help gauge the performance of these devices as bidirectional analog synapses for on-chip acceleration of the backpropagation algorithm. Previous Al/PCMO devices exhibited degraded LRS retention due to the low activation energy for oxidation of the Al electrode, and Mo/PCMO devices showed low conductance contrast. To control the redox reaction at the metal/PCMO interface, we introduce a 4-nm interfacial layer of conducting MoOx as an oxygen buffer layer. Due to the controlled redox reaction within this Al/Mo/PCMO device, we observed improvements in both retention and conductance on/off ratio. We confirm bidirectional analog synapse characteristics and measure “jump-tables” suitable for large scale neural network simulations that attempt to capture complex and stochastic device behavior [see companion paper]. Finally, switching energy measurements are shown, illustrating a path for future device research toward smaller devices, shorter pulses and lower programming voltages.