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Applications of MXenes in Neuromorphic Computing and Memristors: From Material Synthesis and Physical Mechanisms to Integrated Sensing, Memory, and Computation
by
Xu, Jianguang
, Fu, Yifeng
in
Artificial intelligence
/ artificial synapse
/ Brain
/ Computer memory
/ Data transmission
/ Electric properties
/ Energy consumption
/ Energy efficiency
/ Etching
/ Flexible components
/ Graphene
/ Handwriting recognition
/ in-sensor computing
/ Internet of Things
/ Ion migration
/ Memory
/ Memristor
/ Memristors
/ Moore's law
/ Multiprocessing
/ MXene
/ MXenes
/ Neuromorphic computing
/ Parallel processing
/ resistive switching
/ Synapses
/ Synthesis
/ Technology application
/ Unstructured data
2026
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Applications of MXenes in Neuromorphic Computing and Memristors: From Material Synthesis and Physical Mechanisms to Integrated Sensing, Memory, and Computation
by
Xu, Jianguang
, Fu, Yifeng
in
Artificial intelligence
/ artificial synapse
/ Brain
/ Computer memory
/ Data transmission
/ Electric properties
/ Energy consumption
/ Energy efficiency
/ Etching
/ Flexible components
/ Graphene
/ Handwriting recognition
/ in-sensor computing
/ Internet of Things
/ Ion migration
/ Memory
/ Memristor
/ Memristors
/ Moore's law
/ Multiprocessing
/ MXene
/ MXenes
/ Neuromorphic computing
/ Parallel processing
/ resistive switching
/ Synapses
/ Synthesis
/ Technology application
/ Unstructured data
2026
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Do you wish to request the book?
Applications of MXenes in Neuromorphic Computing and Memristors: From Material Synthesis and Physical Mechanisms to Integrated Sensing, Memory, and Computation
by
Xu, Jianguang
, Fu, Yifeng
in
Artificial intelligence
/ artificial synapse
/ Brain
/ Computer memory
/ Data transmission
/ Electric properties
/ Energy consumption
/ Energy efficiency
/ Etching
/ Flexible components
/ Graphene
/ Handwriting recognition
/ in-sensor computing
/ Internet of Things
/ Ion migration
/ Memory
/ Memristor
/ Memristors
/ Moore's law
/ Multiprocessing
/ MXene
/ MXenes
/ Neuromorphic computing
/ Parallel processing
/ resistive switching
/ Synapses
/ Synthesis
/ Technology application
/ Unstructured data
2026
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Applications of MXenes in Neuromorphic Computing and Memristors: From Material Synthesis and Physical Mechanisms to Integrated Sensing, Memory, and Computation
Journal Article
Applications of MXenes in Neuromorphic Computing and Memristors: From Material Synthesis and Physical Mechanisms to Integrated Sensing, Memory, and Computation
2026
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Overview
In the post-Moore’s Law era, conventional Von Neumann architectures face critical limitations, such as the “memory wall” and excessive power consumption, particularly when processing unstructured data. Neuromorphic computing, inspired by the human brain, offers a promising solution through parallel processing and adaptive learning. Among the candidates for artificial synapses, memristors based on two-dimensional MXenes (specifically Ti3C2Tx) have attracted significant attention due to their unique layered structure, high metallic conductivity, and tunable physicochemical properties. This review provides a comprehensive analysis of MXene-based memristors, from material synthesis to system-level applications. We examine how different synthesis strategies, including etching methods, directly influence device performance and elucidate the underlying resistive switching mechanisms driven by ion migration, valence change, and interfacial processes. Furthermore, the review demonstrates the efficacy of MXenes in emulating biological synaptic functions—such as spike-timing-dependent plasticity (STDP) and long-term potentiation/depression (LTP/LTD)—and their application in tasks like handwritten digit recognition. Finally, we highlight emerging frontiers in flexible electronics and in-sensor computing, offering insights into the future trajectory of integrated sensing, memory, and computation.
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