Litcius/Paper detail

All-in-one neuromorphic hardware with 2D material technology: current status and future perspective

Guobin Zhang, Qi Luo, Jiacheng Yao, Shuai Zhong, Hua Wang, Fei Xue, Bin Yu, Kian Ping Loh, Yishu Zhang

2025Chemical Society Reviews17 citationsDOI

Abstract

), and the potential for integration with complementary metal-oxide-semiconductor (CMOS) technology. This review article provides a comprehensive overview of the development of 2D material-based sensing devices catering to various human senses, as well as the integration of such devices with computation and memory units. Furthermore, the review delves into the recent advancements in 2D material-based sensing, memory, and computation all-in-one arrays, highlighting their potential for realizing human-mimicking data processing technologies. The perspective underscores the promising avenues and potential applications of 2D materials integrated with CMOS technology in shaping the future landscape of neuromorphic computing and sensory-cognitive systems.

Topics & Concepts

Neuromorphic engineeringPerspective (graphical)Computer architectureComputer scienceNanotechnologyMaterials scienceArtificial neural networkArtificial intelligenceAdvanced Memory and Neural ComputingFerroelectric and Negative Capacitance DevicesTransition Metal Oxide Nanomaterials