ArticleScientific reports2026
Amorphous metal-oxide semiconductor thin-film neuron, synapse, and neuromorphic system.
Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
What it found
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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.
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.
Who cites it
1 citing paper in PubMed.
- Flexible Neuromorphic Memristors: From Mechanisms to Applications.Materials (Basel, Switzerland) · 2026Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
16 authors.
Funding
Abstract
Artificial intelligence will spread exponentially and requires compact size and energy efficiency, for which one solution is neuromorphic systems. On the other hand, thin-film semiconductor technologies have spread widely and feature as giant-micro electronics. In this study, an amorphous metal-oxide semiconductor (AOS) thin-film neuron, synapse, and neuromorphic system are researched and developed. First, an AOS thin-film transistor (TFT) is fabricated and evaluated experimentally, and the experiment results are reproduced by a simulation model. A thin-film neuron composed of the AOS TFTs is designed, fabricated, and confirmed to work in a circuit simulation and experimentally, and this behavior is desirable for the thin-film neuron. Next, an AOS thin-film memristor and AOS thin-film Schottky diode are fabricated and evaluated experimentally, these characteristics are desirable for them, and the experiment results are reproduced by a simulation model. Thin-film synapses composed of the AOS thin-film memristors and Schottky diodes are designed, fabricated, and confirmed to work in a circuit simulation using simulation models of the AOS TFT and AOS thin-film Schottky diode, and the simulation results are reproduced by a fitting model. Lastly, a neuromorphic system composed of the thin-film neurons and synapses is designed, fabricated, and confirmed to work in a logic simulation. Training is executed using circuit-aware training based on the circuit behavior and training images of the MNIST, inference is performed, and the recognition accuracy achieves 94.1%. Finally, it is concluded that the AOS thin-film neuron, synapse, and neuromorphic system are feasible.
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Registered trials
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.