Synaptic plasticity and visual memory in a neuromorphic 2D memitter based on WS monolayers
Creators
- 1. Advanced Materials Metrology and Life Science Division, INRiM (Istituto Nazionale di Ricerca Metrologica), Torino, 10135 (Italy)
- 2. Department of Applied Science and Technology, Politecnico di Torino, Torino, 10129 (Italy)
- 3. CNR-SCITEC, Milano, 20133 (Italy)
- 4. CNR-IMM, Agrate Brianza, 20864 (Italy)
Description
Neuromorphic computing aims to leverage physical phenomena of adaptive materials for emulating information processing capabilities and effectiveness of biological neuronal circuits. In this framework, memristors (resistors with memory) based on 2D materials are demonstrated for the hardware implementation of highly integrated artificial neural networks. All the works reported thus far exploited electrical properties of 2D materials to emulate neuromorphic functionalities. Here, a 2D memitter (emitter with memory) is reported on that exploits the stimuli-responsive photoluminescence of a monolayer WS for neuromorphic-type of data processing. A combined experimental and modeling approach reveals that photoluminescent dynamics triggered by optical stimulation emulates Short-Term synaptic Plasticity and Visual Short-Term Memory typical of biological systems. While spatio-temporal processing capabilities of input signals can be used for information processing in the context of reservoir computing, the capability of the 2D memitter of sensing, processing, and memorizing-forgetting optical inputs in the same physical substrate can be utilized for in-sensor computing. (© 2024 The Authors. Advanced Functional Materials published by Wiley‐VCH GmbH)
Additional details
Identifiers
Publishing Information
- Journal Title
- Advanced Functional Materials (Internet)
- Journal Volume
- 34
- Journal Issue
- 32
- Journal Page Range
- p. 1-9
- ISSN
- 1616-3028
- CODEN
- AFMDC6
INIS
- Country of Publication
- Germany
- Country of Input or Organization
- Germany
- INIS RN
- 55091748
- Subject category
- S36: MATERIALS SCIENCE;
- Descriptors DEI
- DATA PROCESSING; ELECTRICAL PROPERTIES; IMPLEMENTATION; MEMORY DEVICES; NEURAL NETWORKS; PHOTOLUMINESCENCE; RESISTORS; SENSORS; TUNGSTEN SULFIDES
- Descriptors DEC
- CHALCOGENIDES; ELECTRICAL EQUIPMENT; EMISSION; EQUIPMENT; LUMINESCENCE; PHOTON EMISSION; PHYSICAL PROPERTIES; PROCESSING; REFRACTORY METAL COMPOUNDS; SULFIDES; SULFUR COMPOUNDS; TRANSITION ELEMENT COMPOUNDS; TUNGSTEN COMPOUNDS
Optional Information
- Notes
- AID: 2403158