Projects per year
Abstract
Artificial neural networks (ANN), deep learning, and neuromorphic systems are exciting new processing architectures being used to implement a wide variety of intelligent and adaptive systems. To date, these architectures have been primarily realized using traditional complementary metal-oxide-semiconductor (CMOS) processes or otherwise conventional semiconductor fabrication processes. Thus, the high cost associated with the design and fabrication of these circuits has limited the broader scientific community from applying new ideas, and arguably, has slowed research progress in this exciting new area. Solution-processed electronics offer an attractive option for providing low-cost rapid prototyping of neuromorphic devices. This article proposes a novel, wholly solution-based process used to produce low-cost transparent synaptic transistors capable of emulating biological synaptic functioning and thus used to construct ANN. We have demonstrated the fabrication process by constructing an ANN that encodes and decodes a 100 × 100 pixel image. Here, the synaptic weights were configured to achieve the desired image processing functions.
| Original language | English |
|---|---|
| Pages (from-to) | 17521-17530 |
| Number of pages | 10 |
| Journal | ACS Applied Materials & Interfaces |
| Volume | 11 |
| Issue number | 19 |
| DOIs | |
| Publication status | Published - 15 May 2019 |
Keywords
- electrohydrodynamic printing
- neuromorphic device
- sol-gel InO
- sol-gel ITO
- synaptic plasticity
- synaptic transistors
- thin film transistor
Projects
- 1 Finished
-
ARC Centre of Excellence for Integrative Brain Function
Egan, G. (Primary Chief Investigator (PCI)), Rosa, M. (Chief Investigator (CI)), Lowery, A. (Chief Investigator (CI)), Stuart, G. (Chief Investigator (CI)), Arabzadeh, E. (Chief Investigator (CI)), Skafidas, E. S. (Chief Investigator (CI)), Ibbotson, M. (Chief Investigator (CI)), Petrou, S. (Chief Investigator (CI)), Paxinos, G. (Chief Investigator (CI)), Mattingley, J. (Chief Investigator (CI)), Garrido, M. (Chief Investigator (CI)), Sah, P. K. (Chief Investigator (CI)), Robinson, P. A. (Chief Investigator (CI)), Martin, P. (Chief Investigator (CI)), Grunert, U. (Chief Investigator (CI)), Tanaka, K. (Partner Investigator (PI)), Mitra, P. (Partner Investigator (PI)), Johnson, G. (Partner Investigator (PI)), Diamond, M. (Partner Investigator (PI)), Margrie, T. (Partner Investigator (PI)), Leopold, D. (Partner Investigator (PI)), Movshon, J. (Partner Investigator (PI)), Markram, H. (Partner Investigator (PI)), Victor, J. (Partner Investigator (PI)), Hill, S. (Partner Investigator (PI)) & Jirsa, V. K. (Partner Investigator (PI))
Australian National University (ANU), Eidgenössische Technische Hochschule Zürich (ETH Zürich) (Federal Institute of Technology Zurich), ARC - Australian Research Council, Karolinska Institutet (Karolinska Institute), Council of the Queensland Institute of Medical Research (trading as QIMR Berghofer Medical Research Institute), Ecole Polytechnique Federale de Lausanne (EPFL) (Swiss Federal Institute of Technology in Lausanne) , Monash University, University of Melbourne, University of New South Wales (UNSW), University of Queensland , University of Sydney, Monash University – Internal University Contribution, NIH - National Institutes of Health (United States of America), Cornell University, New York University, Francis Crick Institute, Scuola Internazionale Superiore di Studi Avanzati (International School for Advanced Studies), Duke University, Cold Spring Harbor Laboratory, RIKEN
25/06/14 → 31/12/21
Project: Research
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