High-Resolution Full-field Structural Microscopy of the Voltage Induced Filament Formation in Neuromorphic Devices
Elliot Kisiel, Pavel Salev, Ishwor Poudyal, Fellipe Baptista, Fanny, Rodolakis, Zhan Zhang, Oleg Shpyrko, Ivan K. Schuller, Zahir Islam, and Alex, Frano

TL;DR
This study employs Dark Field X-ray Microscopy to visualize and analyze the structural dynamics of filament formation in VO2 memristive devices during electrical switching, revealing nucleation sites and phase coexistence.
Contribution
It introduces a full-field, in-operando structural imaging technique to study filament formation in VO2, uncovering nucleation pathways and phase coexistence with high spatial resolution.
Findings
Filament formation follows a preferential path determined by nucleation sites.
Pre-formation metallic rutile phase appears beneath electrodes.
Presence of low-temperature phase clusters inside high-temperature filaments.
Abstract
Neuromorphic functionalities in memristive devices are commonly associated with the ability to electrically create local conductive pathways by resistive switching. The archetypal correlated material, VO2, has been intensively studied for its complex electronic and structural phase transition as well as its filament formation under applied voltages. Local structural studies of the filament behavior are often limited due to time-consuming rastering which makes impractical many experiments aimed at investigating large spatial areas or temporal dynamics associated with the electrical triggering of the phase transition. Utilizing Dark Field X-ray Microscopy (DFXM), a novel full-field x-ray imaging technique, we study this complex filament formation process in-operando in VO2 devices from a structural perspective. We show that prior to filament formation, there is a significant gain of the…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsAdvanced Memory and Neural Computing · Transition Metal Oxide Nanomaterials · Neural dynamics and brain function
