Ion–Electron Interactions in 2D Nanomaterials-Based Artificial Synapses for Neuromorphic Applications DOI
Tingting Mei, Fandi Chen,

Tianxu Huang

и другие.

ACS Nano, Год журнала: 2025, Номер unknown

Опубликована: Апрель 29, 2025

With the increasing limitations of conventional computing techniques, particularly von Neumann bottleneck, brain's seamless integration memory and processing through synapses offers a valuable model for technological innovation. Inspired by biological synapse facilitating adaptive, low-power computation modulating signal transmission via ionic conduction, iontronic synaptic devices have emerged as one most promising candidates neuromorphic computing. Meanwhile, atomic-scale thickness tunable electronic properties van der Waals two-dimensional (2D) materials enable possibility designing highly integrated, energy-efficient that closely replicate plasticity. This review comprehensively analyzes advancements in based on 2D materials, focusing electron-ion interactions both transistors memristors. The challenges material stability, scalability, device are evaluated, along with potential solutions future research directions. By highlighting these developments, this insights into advancing systems.

Язык: Английский

Ion–Electron Interactions in 2D Nanomaterials-Based Artificial Synapses for Neuromorphic Applications DOI
Tingting Mei, Fandi Chen,

Tianxu Huang

и другие.

ACS Nano, Год журнала: 2025, Номер unknown

Опубликована: Апрель 29, 2025

With the increasing limitations of conventional computing techniques, particularly von Neumann bottleneck, brain's seamless integration memory and processing through synapses offers a valuable model for technological innovation. Inspired by biological synapse facilitating adaptive, low-power computation modulating signal transmission via ionic conduction, iontronic synaptic devices have emerged as one most promising candidates neuromorphic computing. Meanwhile, atomic-scale thickness tunable electronic properties van der Waals two-dimensional (2D) materials enable possibility designing highly integrated, energy-efficient that closely replicate plasticity. This review comprehensively analyzes advancements in based on 2D materials, focusing electron-ion interactions both transistors memristors. The challenges material stability, scalability, device are evaluated, along with potential solutions future research directions. By highlighting these developments, this insights into advancing systems.

Язык: Английский

Процитировано

0