Redox-based memristive devices : towards highly scalable synaptic electronics

Complimentary Metal-Oxide Semiconductor (CMOS)-based systems have been the core elements of the semiconductor technology for decades. With the predicted CMOS scaling limit and the increasing amount of data in today’s technology, researchers around the world have started looking for emerging electron...

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Main Author: Putu Andhita Dananjaya
Other Authors: Lew Wen Siang
Format: Thesis-Doctor of Philosophy
Language:English
Published: Nanyang Technological University 2021
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Online Access:https://hdl.handle.net/10356/146143
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spelling sg-ntu-dr.10356-1461432023-02-28T23:45:07Z Redox-based memristive devices : towards highly scalable synaptic electronics Putu Andhita Dananjaya Lew Wen Siang School of Physical and Mathematical Sciences WenSiang@ntu.edu.sg Science::Physics Complimentary Metal-Oxide Semiconductor (CMOS)-based systems have been the core elements of the semiconductor technology for decades. With the predicted CMOS scaling limit and the increasing amount of data in today’s technology, researchers around the world have started looking for emerging electronics to keep up with the hardware requirements and new radical computing paradigm, e.g., quantum and neuromorphic computing, to further lower the computational cost, especially in handling unstructured data set where the conventional von Neumann architecture struggles to strike a balance between power cost and space trade-off. Redox-based memristive devices emerge as one of the promising candidates to fulfil the hardware requirements of the emerging neuromorphic computing systems, e.g., as a synaptic device element. The highly scalable nature of the device along with its analog characteristic have been the focus of the research in the field. However, the inherent stochasticity, non-linearity, and symmetry of the device conductance switching behaviour hinder its progress in synaptic device applications. Fortunately, the synaptic device requirements are highly dependent on the target applications. Thus, systematic and thorough understanding upon the device physics involve during the switching operation is required to have full control on the performance at the system level and how to further improve it. This thesis focuses on the development of redox-based memristive devices governed by different underlying physical mechanisms, i.e., anion and cation-based system, to facilitate different device applications. The anion-based devices were operated under different mode of programming to investigate its potential application in different synaptic array architectures. The switching dynamics, under trap-controlled space-charge-limited mechanism, and its correlation with the linearity and symmetry of the device conductance response are extensively discussed. On the other hand, the cation-based devices were operated under volatile switching regime to investigate its unique switching dynamics for highly scalable select devices. The device temporal response to external voltage applied was used to understand the device switching behaviour under the theoretical framework of field-induced nucleation theory and Rayleigh instability. Doctor of Philosophy 2021-01-28T03:04:15Z 2021-01-28T03:04:15Z 2020 Thesis-Doctor of Philosophy Putu Andhita Dananjaya. (2020). Redox-based memristive devices : towards highly scalable synaptic electronics. Doctoral thesis, Nanyang Technological University, Singapore. https://hdl.handle.net/10356/146143 10.32657/10356/146143 en This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License (CC BY-NC 4.0). application/pdf Nanyang Technological University
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Science::Physics
spellingShingle Science::Physics
Putu Andhita Dananjaya
Redox-based memristive devices : towards highly scalable synaptic electronics
description Complimentary Metal-Oxide Semiconductor (CMOS)-based systems have been the core elements of the semiconductor technology for decades. With the predicted CMOS scaling limit and the increasing amount of data in today’s technology, researchers around the world have started looking for emerging electronics to keep up with the hardware requirements and new radical computing paradigm, e.g., quantum and neuromorphic computing, to further lower the computational cost, especially in handling unstructured data set where the conventional von Neumann architecture struggles to strike a balance between power cost and space trade-off. Redox-based memristive devices emerge as one of the promising candidates to fulfil the hardware requirements of the emerging neuromorphic computing systems, e.g., as a synaptic device element. The highly scalable nature of the device along with its analog characteristic have been the focus of the research in the field. However, the inherent stochasticity, non-linearity, and symmetry of the device conductance switching behaviour hinder its progress in synaptic device applications. Fortunately, the synaptic device requirements are highly dependent on the target applications. Thus, systematic and thorough understanding upon the device physics involve during the switching operation is required to have full control on the performance at the system level and how to further improve it. This thesis focuses on the development of redox-based memristive devices governed by different underlying physical mechanisms, i.e., anion and cation-based system, to facilitate different device applications. The anion-based devices were operated under different mode of programming to investigate its potential application in different synaptic array architectures. The switching dynamics, under trap-controlled space-charge-limited mechanism, and its correlation with the linearity and symmetry of the device conductance response are extensively discussed. On the other hand, the cation-based devices were operated under volatile switching regime to investigate its unique switching dynamics for highly scalable select devices. The device temporal response to external voltage applied was used to understand the device switching behaviour under the theoretical framework of field-induced nucleation theory and Rayleigh instability.
author2 Lew Wen Siang
author_facet Lew Wen Siang
Putu Andhita Dananjaya
format Thesis-Doctor of Philosophy
author Putu Andhita Dananjaya
author_sort Putu Andhita Dananjaya
title Redox-based memristive devices : towards highly scalable synaptic electronics
title_short Redox-based memristive devices : towards highly scalable synaptic electronics
title_full Redox-based memristive devices : towards highly scalable synaptic electronics
title_fullStr Redox-based memristive devices : towards highly scalable synaptic electronics
title_full_unstemmed Redox-based memristive devices : towards highly scalable synaptic electronics
title_sort redox-based memristive devices : towards highly scalable synaptic electronics
publisher Nanyang Technological University
publishDate 2021
url https://hdl.handle.net/10356/146143
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