Evidence map›Paper›PMID 40558722›Full record

ArticleGels (Basel, Switzerland)2025

Starch-Glycerol-Based Hydrogel Memristors for Bio-Inspired Auditory Neuron Applications.

Jiachu Xie, Yuehang Ju, Zhenwei Zhang, Dianzhong Wen, Lu Wang

Abstract read
In one paragraph

Article in Gels (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

5 authors.

Jiachu XieSchool of Electronic Engineering, Heilongjiang University, Harbin 150080, China.
Yuehang JuSchool of Electronic Engineering, Heilongjiang University, Harbin 150080, China.
Zhenwei ZhangSchool of Electronic Engineering, Heilongjiang University, Harbin 150080, China.
Dianzhong WenSchool of Electronic Engineering, Heilongjiang University, Harbin 150080, China.
Lu WangSchool of Electronic Engineering, Heilongjiang University, Harbin 150080, China.ORCID 0000-0002-7912-2021

Funding

Heilongjiang Province Double First-Class Disciplines Collaborative Innovation Achievement Project LJGXCG2023-030National Natural Science Foundation of China 62371183
6 · The paper itself

Abstract

In the era of artificial intelligence, the demand for rapid and efficient data processing is growing, and traditional computing architectures are increasingly struggling to meet these needs. Against this backdrop, memristor devices, capable of mimicking the computational functions of brain neural networks, have emerged as key components in neuromorphic systems. Despite this, memristors still face many challenges in biomimetic functionality and circuit integration. In this context, a starch-glycerol-based hydrogel memristor was developed using starch as the dielectric material. The starch-glycerol-water mixture employed in this study has been widely recognized in literature as a physically cross-linked hydrogel system with a three-dimensional network, and both high water content and mechanical flexibility. This memristor demonstrates a high current switching ratio and stable threshold voltage, showing great potential in mimicking the activity of biological neurons. The device possesses the functionality of auditory neurons, not only achieving artificial spiking neuron discharge but also accomplishing the spatiotemporal summation of input information. In addition, we demonstrate the application capabilities of this artificial auditory neuron in gain modulation and in the synchronization detection of sound signals, further highlighting its potential in neuromorphic engineering applications. These results suggest that starch-based hydrogel memristors offer a promising platform for the construction of bio-inspired auditory neuron circuits and flexible neuromorphic systems.

Indexed as

artificial auditory neurongain modulationhydrogelmemristorspatiotemporal integrationstarch–glycerolsynchronization detection

Identifiers

PMID40558722
PMCPMC12192081

What OpenQuestion holds

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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.