Evidence map›Paper›PMID 40212325›Full record

ArticleSmall science2022

Timing Selector: Using Transient Switching Dynamics to Solve the Sneak Path Issue of Crossbar Arrays.

Mingyi Rao, Wenhao Song, Fatemeh Kiani, Shiva Asapu, Ye Zhuo, Rivu Midya, Navnidhi Upadhyay, Qing Wu, Mark Barnell, Peng Lin and 4 more

Abstract read
In one paragraph

Article in Small science, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing 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

7 citing papers in PubMed.

  1. Diffusive memristors in the edge of chaos.Nature communications · 2026
    Article
  2. Review
  3. Article
  4. Review
  5. Article
  6. SET Kinetics of Ag/HfOMicromachines · 2023
    Article
  7. Review
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

14 authors.

Mingyi RaoDepartment of Electrical and Computer Engineering University of Massachusetts Amherst Amherst MA 01003 USA.
Wenhao SongMing Hsieh Department of Electrical and Computer Engineering University of Southern California Los Angeles CA 90089 USA.
Fatemeh KianiDepartment of Electrical and Computer Engineering University of Massachusetts Amherst Amherst MA 01003 USA.
Shiva AsapuDepartment of Electrical and Computer Engineering University of Massachusetts Amherst Amherst MA 01003 USA.
Ye ZhuoMing Hsieh Department of Electrical and Computer Engineering University of Southern California Los Angeles CA 90089 USA.
Rivu MidyaDepartment of Electrical and Computer Engineering University of Massachusetts Amherst Amherst MA 01003 USA.
Navnidhi UpadhyayDepartment of Electrical and Computer Engineering University of Massachusetts Amherst Amherst MA 01003 USA.
Qing WuAir Force Research Lab Information Directorate Rome NY 13441 USA.
Mark BarnellAir Force Research Lab Information Directorate Rome NY 13441 USA.
Peng LinDepartment of Electrical and Computer Engineering University of Massachusetts Amherst Amherst MA 01003 USA.
Can LiDepartment of Electrical and Computer Engineering University of Massachusetts Amherst Amherst MA 01003 USA.
Zhongrui WangDepartment of Electrical and Computer Engineering University of Massachusetts Amherst Amherst MA 01003 USA.
Qiangfei XiaDepartment of Electrical and Computer Engineering University of Massachusetts Amherst Amherst MA 01003 USA.
J Joshua YangDepartment of Electrical and Computer Engineering University of Massachusetts Amherst Amherst MA 01003 USA.ORCID 0000-0001-8242-7531

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Sneak path current is a fundamental issue and a major roadblock to the wide application of memristor crossbar arrays. Traditional selectors such as transistors compromise the 2D scalability and 3D stack-ability of the array, while emerging selectors with highly nonlinear current-voltage relations contradict the requirement of a linear current-voltage relation for efficient multiplication by directly using Ohm's law. Herein, the concept of a timing selector is proposed and demonstrated, which addresses the sneak path issue with a voltage-dependent delay time of its transient switching behavior, while preserving a linear current-voltage relationship for computation. Crossbar arrays with silver-based diffusive memristors as the timing selectors are built and the operation principle and operational windows are experimentally demonstrated. The timing selector enables large memristor crossbar arrays that can be used to solve large-dimension real-world problems in machine intelligence and neuromorphic computing.

Indexed as

crossbar arraysmemristorsneuromorphic computingresistive switchingselectors

Identifiers

PMID40212325
PMCPMC11936054

What OpenQuestion holds

Textmetadata
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.