Evidence map›Paper›PMID 40345172›Full record

ArticleAdvanced science (Weinheim, Baden-Wurttemberg, Germany)2025

Residual Stresses and Micro-voids Propel Metal Diffusion for Filament-Based Memristors.

Joel Y Y Loh, Jason Yuan, Samuel Moor-Smith, Adam Glustein, Gloria Vytas, Will Taylor, Andres Lombo, Richard J Curry, Nazir Pyarali Kherani

Abstract read
In one paragraph

Article in Advanced science (Weinheim, Baden-Wurttemberg, Germany), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Article
  2. Residual Stresses and Micro-voids Propel Metal Diffusion for Filament-Based Memristors.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors.

Joel Y Y LohDepartment of Electrical and Computer Engineering, University of Toronto, Toronto, Ontario, M5S 3G4, Canada.ORCID https://orcid.org/0000-0003-3385-5526
Jason YuanDepartment of Electrical and Computer Engineering, University of Toronto, Toronto, Ontario, M5S 3G4, Canada.
Samuel Moor-SmithDepartment of Physics, University of Toronto, Toronto, Ontario, M5S 3G4, Canada.
Adam GlusteinDepartment of Electrical and Computer Engineering, University of Toronto, Toronto, Ontario, M5S 3G4, Canada.
Gloria VytasDepartment of Electrical and Computer Engineering, University of Toronto, Toronto, Ontario, M5S 3G4, Canada.
Will TaylorDepartment of Electrical and Computer Engineering, University of Toronto, Toronto, Ontario, M5S 3G4, Canada.
Andres LomboDepartment of Electrical and Computer Engineering, University of Toronto, Toronto, Ontario, M5S 3G4, Canada.
Richard J CurryDepartment of Electrical and Electronic Engineering, Photon Science Institute, University of Manchester, Alan Turing Building, Oxford Rd, Manchester, M13 9PY, United Kingdom.
Nazir Pyarali KheraniDepartment of Electrical and Computer Engineering, University of Toronto, Toronto, Ontario, M5S 3G4, Canada.

Funding

Natural Sciences and Engineering Research Council of Canada RGPIN-2017-06405University of Toronto
6 · The paper itself

Abstract

Metal filamentation based mechanisms have the advantage of a high switching current ratio, yet typically require high switching voltages to activate the memristive device due to the primary mechanism of atomic vacancy filling and movement. Herein, Introducing non-reactive nitrogen gas during plasma sputtering of silver is shown to prime the overlying metal nitride layer to achieve low threshold switching at applied biases of below 60 millivolts. Residual nitrogen species within the silver under-layer promote the creation of nano-sized void defects within the superjacent dielectric layer, which, coupled with residual stresses in the gigapascal range, enable sub-micron filamentation growth. These memristor devices function similarly to potassium ion channels, displaying current growth and relaxation patterns that align with the Hodgkin-Huxley model, and as such are amenable to the development of artificial neuron structures. Further, a diverse set of neuromorphic behaviors not seen within typical metal filamentation based memristors is observed. This includes multi-peak synaptic weight changes in the device's response to spiked stimuli. Both the switching voltages and neuromorphic properties are linked to the nitrogen-argon pressure during silver deposition. Interestingly, these devices also exhibit lateral growth of silver filamentation across the surface of the metal nitride thin film layer with gaps of more than a hundred micrometers, suggesting that the underlying silver undergoes accumulation and breakthrough. The filling of large micro-voids with Ag generates large nanoparticles that easily propagate, enabling a large diffusion front and faster filamentation time, whereas small micro-voids create a bottleneck in the filamentation process. Additionally, the introduction of residual stresses in conventional diffusion theory indicates greater dendritic interconnectivity and thus electrode to electrode connection. This study demonstrates that the facile incorporation of non-reactive gases during the sputter-deposition of a metal electrode opens a path to unique material mechanisms that facilitate the development of versatile memristors.

Indexed as

memristorsputteringstressthin film

Identifiers

PMID40345172
PMCPMC12165104

What OpenQuestion holds

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LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.