Evidence map›Paper›PMID 41065139›Full record

ArticleNano letters2025

Magneto-Ionic Physical Reservoir Computing in Perpendicularly Magnetized Heterostructures.

Md Mahadi Rajib, Dhritiman Bhattacharya, Christopher J Jensen, Gong Chen, Fahim F Chowdhury, Shouvik Sarker, Kai Liu, Jayasimha Atulasimha

Abstract read
In one paragraph

Article in Nano letters, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

8 authors.

Md Mahadi RajibDepartment of Mechanical and Nuclear Engineering, Virginia Commonwealth University, Richmond, Virginia 23284, United States.
Dhritiman BhattacharyaDepartment of Physics, Georgetown University, Washington, D.C. 20057, United States.ORCID 0000-0002-2308-7749
Christopher J JensenDepartment of Physics, Georgetown University, Washington, D.C. 20057, United States.ORCID 0000-0001-7459-1841
Gong ChenDepartment of Physics, Georgetown University, Washington, D.C. 20057, United States.
Fahim F ChowdhuryDepartment of Mechanical and Nuclear Engineering, Virginia Commonwealth University, Richmond, Virginia 23284, United States.
Shouvik SarkerDepartment of Mechanical and Nuclear Engineering, Virginia Commonwealth University, Richmond, Virginia 23284, United States.
Kai LiuDepartment of Physics, Georgetown University, Washington, D.C. 20057, United States.ORCID 0000-0001-9413-6782
Jayasimha AtulasimhaDepartment of Mechanical and Nuclear Engineering, Virginia Commonwealth University, Richmond, Virginia 23284, United States.ORCID 0000-0002-5681-0884

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Recent progress in magneto-ionics offers exciting potential to leverage its energy efficiency for implementing physical reservoir computing (PRC). In this work, we experimentally demonstrate the classification of temporal data using a perpendicularly magnetized magneto-ionic (MI) heterostructure. The device was specifically engineered to induce nonlinear ion migration dynamics, which in turn imparted nonlinearity and short-term memory (STM) to the magnetization. These key features for enabling reservoir computing were investigated, and the role of the ion migration mechanism, along with its history-dependent influence on STM, was explained. These attributes were utilized to distinguish between sine and square waveforms within a randomly distributed set of pulses. Additionally, two important performance metrics─STM and parity check capacity ─were quantified, yielding promising values of 1.44 and 2 for 24 virtual nodes, respectively, comparable to those of other state-of-the-art reservoirs. Our work paves the way for exploiting the relaxation dynamics of solid-state MI platforms and developing energy-efficient MI reservoir computing devices.

Indexed as

energy-efficientmagneto-ionicsreservoir computingshort-term memory

Identifiers

PMID41065139
PMCPMC12550859

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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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.