Charge-Based Compact Modeling of OECTs for Neuromorphic Applications

Organic electrochemical transistors (OECTs) are a class of promising neuromorphic devices due to their exceptional conductivity, ease of fabrication, and cost-effectiveness. These devices exhibit ionic behavior similar to biological synapses, enabling efficient switching. Developing a compact model...

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Main Authors: Ghader Darbandy, Malte Koch, Lukas M. Bongartz, Karl Leo, Hans Kleemann, Alexander Kloes
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Journal of the Electron Devices Society
Subjects:
Online Access:https://ieeexplore.ieee.org/document/10816051/
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author Ghader Darbandy
Malte Koch
Lukas M. Bongartz
Karl Leo
Hans Kleemann
Alexander Kloes
author_facet Ghader Darbandy
Malte Koch
Lukas M. Bongartz
Karl Leo
Hans Kleemann
Alexander Kloes
author_sort Ghader Darbandy
collection DOAJ
description Organic electrochemical transistors (OECTs) are a class of promising neuromorphic devices due to their exceptional conductivity, ease of fabrication, and cost-effectiveness. These devices exhibit ionic behavior similar to biological synapses, enabling efficient switching. Developing a compact model for OECTs is challenging due to the complex interplay of electrochemical reactions, ion transport, interactions with electrons or holes, and charge carrier dynamics that must be accurately captured and integrated into a simplified framework. In this work, we develop a combined physics-based compact model that integrates the Nernst equation from electrochemistry with thermally activated charges from semiconductor physics. This model enables easy incorporation into circuit simulations and provides a simple core framework for further extensions to account for additional effects. We fabricated, characterized, and analyzed OECTs based on PEDOT:PSS, and the proposed compact model shows good agreement with our experimental data.
format Article
id doaj-art-023c7a4e0bcc4db18b039df66f4a6964
institution Kabale University
issn 2168-6734
language English
publishDate 2025-01-01
publisher IEEE
record_format Article
series IEEE Journal of the Electron Devices Society
spelling doaj-art-023c7a4e0bcc4db18b039df66f4a69642025-01-10T00:00:36ZengIEEEIEEE Journal of the Electron Devices Society2168-67342025-01-0113344010.1109/JEDS.2024.352257710816051Charge-Based Compact Modeling of OECTs for Neuromorphic ApplicationsGhader Darbandy0https://orcid.org/0000-0003-0537-3984Malte Koch1Lukas M. Bongartz2https://orcid.org/0009-0005-1127-6402Karl Leo3https://orcid.org/0000-0003-3313-1843Hans Kleemann4https://orcid.org/0000-0002-9773-6676Alexander Kloes5https://orcid.org/0000-0002-6485-1512NanoP, TH Mittelhessen University of Applied Sciences, Giessen, GermanyNanoP, TH Mittelhessen University of Applied Sciences, Giessen, GermanyDresden Integrated Center for Applied Physics and Photonic Materials, Technische Universitt Dresden, Dresden, GermanyDresden Integrated Center for Applied Physics and Photonic Materials, Technische Universitt Dresden, Dresden, GermanyDresden Integrated Center for Applied Physics and Photonic Materials, Technische Universitt Dresden, Dresden, GermanyNanoP, TH Mittelhessen University of Applied Sciences, Giessen, GermanyOrganic electrochemical transistors (OECTs) are a class of promising neuromorphic devices due to their exceptional conductivity, ease of fabrication, and cost-effectiveness. These devices exhibit ionic behavior similar to biological synapses, enabling efficient switching. Developing a compact model for OECTs is challenging due to the complex interplay of electrochemical reactions, ion transport, interactions with electrons or holes, and charge carrier dynamics that must be accurately captured and integrated into a simplified framework. In this work, we develop a combined physics-based compact model that integrates the Nernst equation from electrochemistry with thermally activated charges from semiconductor physics. This model enables easy incorporation into circuit simulations and provides a simple core framework for further extensions to account for additional effects. We fabricated, characterized, and analyzed OECTs based on PEDOT:PSS, and the proposed compact model shows good agreement with our experimental data.https://ieeexplore.ieee.org/document/10816051/Compact modelsynaptic devicesOECTsneuromorphic applications
spellingShingle Ghader Darbandy
Malte Koch
Lukas M. Bongartz
Karl Leo
Hans Kleemann
Alexander Kloes
Charge-Based Compact Modeling of OECTs for Neuromorphic Applications
IEEE Journal of the Electron Devices Society
Compact model
synaptic devices
OECTs
neuromorphic applications
title Charge-Based Compact Modeling of OECTs for Neuromorphic Applications
title_full Charge-Based Compact Modeling of OECTs for Neuromorphic Applications
title_fullStr Charge-Based Compact Modeling of OECTs for Neuromorphic Applications
title_full_unstemmed Charge-Based Compact Modeling of OECTs for Neuromorphic Applications
title_short Charge-Based Compact Modeling of OECTs for Neuromorphic Applications
title_sort charge based compact modeling of oects for neuromorphic applications
topic Compact model
synaptic devices
OECTs
neuromorphic applications
url https://ieeexplore.ieee.org/document/10816051/
work_keys_str_mv AT ghaderdarbandy chargebasedcompactmodelingofoectsforneuromorphicapplications
AT maltekoch chargebasedcompactmodelingofoectsforneuromorphicapplications
AT lukasmbongartz chargebasedcompactmodelingofoectsforneuromorphicapplications
AT karlleo chargebasedcompactmodelingofoectsforneuromorphicapplications
AT hanskleemann chargebasedcompactmodelingofoectsforneuromorphicapplications
AT alexanderkloes chargebasedcompactmodelingofoectsforneuromorphicapplications