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Overview of amorphous carbon memristor device, modeling, and applications for neuromorphic computing

Jie Wu, Xuqi Yang, Jing Chen, Shiyu Li, Tianchen Zhou, Zhikuang Cai, Xiaojuan Lian, Lei Wang

2024Nanotechnology Reviews13 citationsDOIOpen Access PDF

Abstract

Abstract Carbon-based materials strongly pertain to citizens’ daily life due to their versatile derivatives such as diamond, graphite, fullerenes, carbon nanotube, single-layer graphene, and amorphous carbon (a-C). Compared to other families, a-C exhibits reconfigurable electrical properties by triggering its sp 2 –sp 3 transition and vice versa , which can be readily fabricated by conventional film deposition technologies. For above reasons, a-C has been adopted as a promising memristive material and has given birth to several physical and theoretical prototypes. To further help researchers comprehend the physics behind a-C-based memristors and push forward their development, here we first reviewed the classification of a-C-based materials associated with their respective electrical and thermal properties. Subsequently, several a-C -based memristors with different architectures were presented, followed by their respective memristive principles. We also elucidated the state-of-the-art modeling strategies of a-C memristors, and their practical applications on neuromorphic fields were also described. The possible scenarios to further mitigate the physical performances of a-C memristors were eventually discussed, and their future prospect to rival with other memristors was also envisioned.

Topics & Concepts

MemristorNeuromorphic engineeringMaterials scienceNanotechnologyGrapheneCarbon nanotubeGraphiteCarbon fibersAmorphous carbonAmorphous solidComputer scienceComputer architectureEngineering physicsElectronic engineeringEngineeringArtificial neural networkArtificial intelligenceChemistryComposite numberComposite materialOrganic chemistryAdvanced Memory and Neural ComputingSemiconductor materials and devicesGraphene research and applications
Overview of amorphous carbon memristor device, modeling, and applications for neuromorphic computing | Litcius