Mechanical Properties Analysis of Flexible Memristors for Neuromorphic Computing.

IF 36.3 1区 材料科学 Q1 Engineering
Zhenqian Zhu,Jiheng Shui,Tianyu Wang,Jialin Meng
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引用次数: 0

Abstract

The advancement of flexible memristors has significantly promoted the development of wearable electronic for emerging neuromorphic computing applications. Inspired by in-memory computing architecture of human brain, flexible memristors exhibit great application potential in emulating artificial synapses for high-efficiency and low power consumption neuromorphic computing. This paper provides comprehensive overview of flexible memristors from perspectives of development history, material system, device structure, mechanical deformation method, device performance analysis, stress simulation during deformation, and neuromorphic computing applications. The recent advances in flexible electronics are summarized, including single device, device array and integration. The challenges and future perspectives of flexible memristor for neuromorphic computing are discussed deeply, paving the way for constructing wearable smart electronics and applications in large-scale neuromorphic computing and high-order intelligent robotics.
用于神经形态计算的柔性记忆电阻器力学性能分析。
柔性记忆电阻器的进步极大地促进了新兴神经形态计算应用的可穿戴电子设备的发展。受人脑内存计算架构的启发,柔性记忆电阻器在模拟人工突触实现高效、低功耗的神经形态计算方面显示出巨大的应用潜力。本文从柔性记忆电阻器的发展历史、材料体系、器件结构、机械变形方法、器件性能分析、变形过程应力模拟、神经形态计算应用等方面对柔性记忆电阻器进行了全面的综述。综述了近年来柔性电子的研究进展,包括单器件、器件阵列和集成。深入讨论了柔性记忆电阻器在神经形态计算中的挑战和未来前景,为构建可穿戴智能电子设备以及在大规模神经形态计算和高阶智能机器人中的应用铺平了道路。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Nano-Micro Letters
Nano-Micro Letters NANOSCIENCE & NANOTECHNOLOGY-MATERIALS SCIENCE, MULTIDISCIPLINARY
CiteScore
32.60
自引率
4.90%
发文量
981
审稿时长
1.1 months
期刊介绍: Nano-Micro Letters is a peer-reviewed, international, interdisciplinary, and open-access journal published under the SpringerOpen brand. Nano-Micro Letters focuses on the science, experiments, engineering, technologies, and applications of nano- or microscale structures and systems in various fields such as physics, chemistry, biology, material science, and pharmacy.It also explores the expanding interfaces between these fields. Nano-Micro Letters particularly emphasizes the bottom-up approach in the length scale from nano to micro. This approach is crucial for achieving industrial applications in nanotechnology, as it involves the assembly, modification, and control of nanostructures on a microscale.
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