Electric-Double-Layer Coupled Oxide-Based Neuromorphic Transistors Studies
Seiten
2019
|
1st ed. 2019
Springer Verlag, Singapore
978-981-13-3313-2 (ISBN)
Springer Verlag, Singapore
978-981-13-3313-2 (ISBN)
This book focuses on essential synaptic plasticity emulations and neuromorphic computing applications realized with the aid of three-terminal synaptic devices based on ion-coupled oxide-based electric-double-layer (EDL) transistors.
To replicate the robust, plastic and fault-tolerant computational power of the human brain, the emulation of essential synaptic plasticity and computation of neurons/synapse by electronic devices are generally considered to be key steps. The book shows that the formation of an EDL at the dielectric/channel interface that slightly lags behind the stimuli can be attributed to the electrostatic coupling between ions and electrons; this mechanism underlies the emulation of short-term synaptic behaviors. Furthermore, it demonstrates that electrochemical doping/dedoping processes in the semiconducting channel by penetrated ions from electrolyte can be utilized for the emulation of long-term synaptic behaviors. Lastly, it applies these synaptic transistors in an artificial visual system to demonstrate the potential for constructing neuromorphic systems. Accordingly, the book offers a unique resource on understanding the brain-machine interface, brain-like chips, artificial cognitive systems, etc.
To replicate the robust, plastic and fault-tolerant computational power of the human brain, the emulation of essential synaptic plasticity and computation of neurons/synapse by electronic devices are generally considered to be key steps. The book shows that the formation of an EDL at the dielectric/channel interface that slightly lags behind the stimuli can be attributed to the electrostatic coupling between ions and electrons; this mechanism underlies the emulation of short-term synaptic behaviors. Furthermore, it demonstrates that electrochemical doping/dedoping processes in the semiconducting channel by penetrated ions from electrolyte can be utilized for the emulation of long-term synaptic behaviors. Lastly, it applies these synaptic transistors in an artificial visual system to demonstrate the potential for constructing neuromorphic systems. Accordingly, the book offers a unique resource on understanding the brain-machine interface, brain-like chips, artificial cognitive systems, etc.
Introduction.- Fabrications and characterizations of oxide-based EDL transistors.- Synaptic emulations based on oxide-based EDL transistors.- Neuromorphic computing applications based on oxide-based EDL transistors.- Summary and prospect.
Erscheinungsdatum | 05.02.2019 |
---|---|
Reihe/Serie | Springer Theses |
Zusatzinfo | 70 Illustrations, color; 7 Illustrations, black and white; XXI, 107 p. 77 illus., 70 illus. in color. |
Verlagsort | Singapore |
Sprache | englisch |
Maße | 155 x 235 mm |
Themenwelt | Naturwissenschaften ► Chemie ► Analytische Chemie |
Technik ► Elektrotechnik / Energietechnik | |
Technik ► Maschinenbau | |
Schlagworte | Electric-double-layer (EDL) modulation • Neuromorphic computing applications • Neuromorphic engineering • Oxide-based EDL transistors • Synaptic devices • Synaptic plasticity emulations |
ISBN-10 | 981-13-3313-0 / 9811333130 |
ISBN-13 | 978-981-13-3313-2 / 9789811333132 |
Zustand | Neuware |
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