AVS 65th International Symposium & Exhibition | |
Reconfigurable Materials and Devices for Neuromorphic Computing Focus Topic | Tuesday Sessions |
Session RM-TuP |
Session: | Reconfigurable Materials and Devices for Neuromorphic Computing Poster Session |
Presenter: | Brian Hoskins, National Institute of Standards and Technology (NIST) |
Authors: | B. Hoskins, National Institute of Standards and Technology (NIST) G. Adam, National Institute for R&D in Microtechnologies (IMT Bucharest), Romania E. Strelcov, National Institute of Standards and Technology (NIST)/University of Maryland A. Kolmakov, National Institute of Standards and Technology (NIST) N.B. Zhitenev, National Institute of Standards and Technology (NIST) D. Strukov, University of California at Santa Barbara J. McClelland, National Institute of Standards and Technology (NIST) |
Correspondent: | Click to Email |
Resistive switching devices (ReRAM) represent a broad class of two-terminal continuously tunable resistors including memristors, phase change memory (PCM), valence change memory (VCM), and electrochemical metallization cells (ECM). Though these devices, especially PCM, are increasingly being commercialized by industry for use in next generation memories, they are also all actively studied for use as synaptic weights in next generation hardware-accelerated neuromorphic networks.
We have previously investigated Electron Beam Induced Current Microscopy as a means of reliably characterizing resistive switches. In that investigation, we observed surprising electronic effects, such as internal secondary electron emission, in addition to more traditional electron-hole pair separation, and we broke those up into constituent currents based on their origin through Monte-Carlo modeling of the electron beam-matter interaction.
Now, armed with a new understanding of the physics of EBIC imaging, we study the impact of manufacturing variations on resistive switches by continuously tuning the thickness of an Al2O3 interfacial barrier. Shifts in the apparent ratios of internal secondary electron emission from the top electrode to the bottom electrode and vice versa appear to indicate a continuous tuning of the apparent filament diameter as both a function of the injected current and the interfacial barrier thickness. This yields an apparent reduction in the current density, the primary effect of which is a reduction in the device damage from forming and a suppression of parasitic leakage currents imaged in devices without interfacial barriers.