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Femtosecond laser direct writing of functional stimulus-responsive structures and applications 飞秒激光直写功能刺激响应结构及其应用
IF 14.7 1区 工程技术 Q1 ENGINEERING, MANUFACTURING Pub Date : 2023-09-07 DOI: 10.1088/2631-7990/acf798
Yuxuan Zhang, Dong Wu, Yachao Zhang, Yucheng Bian, Chaowei Wang, Jiawen Li, J. Chu, Yanlei Hu
Diverse natural organisms possess stimulus-responsive structures to adapt to the surrounding environment. Inspired by nature, researchers have developed various smart stimulus-responsive structures with adjustable properties and functions to address the demands of ever-changing application environments that are becoming more intricate. Among many fabrication methods for stimulus-responsive structures, femtosecond laser direct writing (FsLDW) has received increasing attention because of its high precision, simplicity, true three-dimensional machining ability, and wide applicability to almost all materials. This paper systematically outlines state-of-the-art research on stimulus-responsive structures prepared by FsLDW. Based on the introduction of femtosecond laser-matter interaction and mainstream FsLDW-based manufacturing strategies, different stimulating factors that can trigger structural responses of prepared intelligent structures, such as magnetic field, light, temperature, pH, and humidity, are emphatically summarized. Various applications of functional structures with stimuli-responsive dynamic behaviors fabricated by FsLDW, as well as the present obstacles and forthcoming development opportunities, are discussed.
多种自然生物都具有刺激响应结构以适应周围环境。受大自然的启发,研究人员开发了各种具有可调节属性和功能的智能刺激响应结构,以满足日益复杂的不断变化的应用环境的需求。在众多刺激响应结构的制造方法中,飞秒激光直接写入(FsLDW)以其高精度、简单、真正的三维加工能力以及对几乎所有材料的广泛适用性而越来越受到人们的关注。本文系统地概述了FsLDW制备的刺激反应结构的最新研究进展。在介绍飞秒激光-物质相互作用和基于fslw的主流制造策略的基础上,重点总结了能触发所制备智能结构结构响应的不同刺激因素,如磁场、光、温度、pH和湿度。讨论了FsLDW制备的具有刺激响应动力学行为的功能结构的各种应用,以及目前的障碍和未来的发展机遇。
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引用次数: 0
Porous metal implants: processing, properties, and challenges. 多孔金属植入物:加工、性能和挑战。
IF 14.7 1区 工程技术 Q1 ENGINEERING, MANUFACTURING Pub Date : 2023-09-01 Epub Date: 2023-07-13 DOI: 10.1088/2631-7990/acdd35
Amit Bandyopadhyay, Indranath Mitra, Jose D Avila, Mahadev Upadhyayula, Susmita Bose

Porous and functionally graded materials have seen extensive applications in modern biomedical devices-allowing for improved site-specific performance; their appreciable mechanical, corrosive, and biocompatible properties are highly sought after for lightweight and high-strength load-bearing orthopedic and dental implants. Examples of such porous materials are metals, ceramics, and polymers. Although, easy to manufacture and lightweight, porous polymers do not inherently exhibit the required mechanical strength for hard tissue repair or replacement. Alternatively, porous ceramics are brittle and do not possess the required fatigue resistance. On the other hand, porous biocompatible metals have shown tailorable strength, fatigue resistance, and toughness. Thereby, a significant interest in investigating the manufacturing challenges of porous metals has taken place in recent years. Past research has shown that once the advantages of porous metallic structures in the orthopedic implant industry have been realized, their biological and biomechanical compatibility-with the host bone-has been followed up with extensive methodical research. Various manufacturing methods for porous or functionally graded metals are discussed and compared in this review, specifically, how the manufacturing process influences microstructure, graded composition, porosity, biocompatibility, and mechanical properties. Most of the studies discussed in this review are related to porous structures for bone implant applications; however, the understanding of these investigations may also be extended to other devices beyond the biomedical field.

多孔和功能梯度材料在现代生物医学设备中得到了广泛应用,从而提高了特定场地的性能;其可观的机械、腐蚀性和生物相容性特性在轻质和高强度承重骨科和牙科植入物中备受追捧。这种多孔材料的实例是金属、陶瓷和聚合物。尽管多孔聚合物易于制造且重量轻,但其本身并没有表现出硬组织修复或替换所需的机械强度。或者,多孔陶瓷是脆性的,并且不具有所需的抗疲劳性。另一方面,多孔生物相容性金属显示出可定制的强度、抗疲劳性和韧性。因此,近年来人们对研究多孔金属的制造挑战产生了极大的兴趣。过去的研究表明,一旦多孔金属结构在骨科植入物行业中的优势得以实现,它们与宿主骨的生物和生物力学兼容性就得到了广泛而系统的研究。本文讨论并比较了多孔或功能梯度金属的各种制造方法,特别是制造工艺如何影响微观结构、梯度成分、孔隙率、生物相容性和机械性能。本综述中讨论的大多数研究都与骨植入物应用的多孔结构有关;然而,对这些研究的理解也可以扩展到生物医学领域之外的其他设备。
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引用次数: 4
Temperature field model in surface grinding: a comparative assessment 表面磨削温度场模型的比较评价
IF 14.7 1区 工程技术 Q1 ENGINEERING, MANUFACTURING Pub Date : 2023-08-29 DOI: 10.1088/2631-7990/acf4d4
Min Yang, M. Kong, Changhe Li, Yunze Long, Yanbin Zhang, Shubham Sharma, Runze Li, Teng Gao, Mingzheng Liu, Xin Cui, Xiaoming Wang, Xiao Ma, Yuying Yang
Grinding is a crucial process in machining workpieces because it plays a vital role in achieving the desired precision and surface quality. However, a significant technical challenge in grinding is the potential increase in temperature due to high specific energy, which can lead to surface thermal damage. Therefore, ensuring control over the surface integrity of workpieces during grinding becomes a critical concern. This necessitates the development of temperature field models that consider various parameters, such as workpiece materials, grinding wheels, grinding parameters, cooling methods, and media, to guide industrial production. This study thoroughly analyzes and summarizes grinding temperature field models. First, the theory of the grinding temperature field is investigated, classifying it into traditional models based on a continuous belt heat source and those based on a discrete heat source, depending on whether the heat source is uniform and continuous. Through this examination, a more accurate grinding temperature model that closely aligns with practical grinding conditions is derived. Subsequently, various grinding thermal models are summarized, including models for the heat source distribution, energy distribution proportional coefficient, and convective heat transfer coefficient. Through comprehensive research, the most widely recognized, utilized, and accurate model for each category is identified. The application of these grinding thermal models is reviewed, shedding light on the governing laws that dictate the influence of the heat source distribution, heat distribution, and convective heat transfer in the grinding arc zone on the grinding temperature field. Finally, considering the current issues in the field of grinding temperature, potential future research directions are proposed. The aim of this study is to provide theoretical guidance and technical support for predicting workpiece temperature and improving surface integrity.
磨削是工件加工中的一个关键工序,它对工件的精度和表面质量起着至关重要的作用。然而,磨削的一个重大技术挑战是由于高比能可能导致温度升高,这可能导致表面热损伤。因此,确保在磨削过程中对工件表面完整性的控制成为一个关键问题。这就需要开发考虑工件材料、砂轮、磨削参数、冷却方法和介质等各种参数的温度场模型,以指导工业生产。本文对磨削温度场模型进行了深入的分析和总结。首先,研究了磨削温度场的理论,根据热源是否均匀连续,将其分为基于连续带热源的传统模型和基于离散带热源的模型。通过这一检验,导出了一个更精确的、与实际磨削条件更接近的磨削温度模型。随后,总结了各种磨削热模型,包括热源分布模型、能量分布比例系数模型和对流换热系数模型。通过综合研究,确定每个类别最被广泛认可、使用和准确的模型。综述了这些磨削热模型的应用,揭示了磨削弧区的热源分布、热分布和对流换热对磨削温度场影响的规律。最后,结合磨削温度领域目前存在的问题,提出了今后可能的研究方向。研究的目的是为预测工件温度和提高表面完整性提供理论指导和技术支持。
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引用次数: 7
Material manufacturing from atomic layer 原子层材料制造
IF 14.7 1区 工程技术 Q1 ENGINEERING, MANUFACTURING Pub Date : 2023-08-24 DOI: 10.1088/2631-7990/acf3b8
Xinwei Wang, Rong Chen, Shuhui Sun
Atomic scale engineering of materials and interfaces has become increasingly important in material manufacturing. Atomic layer deposition (ALD) is a technology that can offer many unique properties to achieve atomic-scale material manufacturing controllability. Herein, we discuss this ALD technology for its applications, attributes, technology status and challenges. We envision that the ALD technology will continue making significant contributions to various industries and technologies in the coming years.
材料和界面的原子尺度工程在材料制造中变得越来越重要。原子层沉积(ALD)技术可以提供许多独特的性能,以实现原子尺度材料制造的可控性。本文讨论了该技术的应用、特性、技术现状和面临的挑战。我们预计,在未来几年,ALD技术将继续为各个行业和技术做出重大贡献。
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引用次数: 0
Photothermal superhydrophobic copper nanowire assemblies: fabrication and deicing/defrosting applications 光热超疏水铜纳米线组件:制造和除冰/除霜应用
IF 14.7 1区 工程技术 Q1 ENGINEERING, MANUFACTURING Pub Date : 2023-08-24 DOI: 10.1088/2631-7990/acef78
Siyan Yang, Qixun Li, Bingang Du, Yushan Ying, Y. Zeng, Yuankai Jin, Xuezhi Qin, Shouwei Gao, Steven Wang, Zuankai Wang, Rongfu Wen, Xuehu Ma
Ice and frost buildup continuously pose significant challenges to multiple fields. As a promising de-icing/defrosting alternative, designing photothermal coatings that leverage on the abundant sunlight source on the earth to facilitate ice/frost melting has attracted tremendous attention recently. However, previous designs suffered from either localized surface heating owing to the limited thermal conductivity or unsatisfied meltwater removal rate due to strong water/substrate interaction. Herein, we developed a facile approach to fabricate surfaces that combine photothermal, heat-conducting, and superhydrophobic properties into one to achieve efficient de-icing and defrosting. Featuring copper nanowire assemblies, such surfaces were fabricated via the simple template-assisted electrodeposition method, allowing us to tune the nanowire assembly geometry by adjusting the template dimensions and electrodeposition time. The highly ordered copper nanowire assemblies facilitated efficient sunlight absorption and lateral heat spreading, resulting in a fast overall temperature rise to enable the thawing of ice and frost. Further promoted by the excellent water repellency of the surface, the thawed ice and frost could be spontaneously and promptly removed. In this way, the all-in-one design enabled highly enhanced de-icing and defrosting performance compared to other nanostructured surfaces merely with superhydrophobicity, photothermal effect, or the combination of both. In particular, the defrosting efficiency could approach ∼100%, which was the highest compared to previous studies. Overall, our approach demonstrates a promising path toward designing highly effective artificial deicing/defrosting surfaces.
冰与霜的持续积累对多个领域构成了重大挑战。作为一种很有前途的除冰除霜替代方案,利用地球上丰富的阳光资源来设计促进冰/霜融化的光热涂层近年来引起了人们的广泛关注。然而,以前的设计要么由于有限的导热性而受到局部表面加热的影响,要么由于水/基质的强烈相互作用而导致融水去除率不理想。在此,我们开发了一种简单的方法来制造将光热、热传导和超疏水性结合在一起的表面,以实现有效的除冰和除霜。采用铜纳米线组件,这种表面是通过简单的模板辅助电沉积方法制造的,允许我们通过调整模板尺寸和电沉积时间来调整纳米线组件的几何形状。高度有序的铜纳米线组件促进了有效的阳光吸收和侧向热扩散,导致整体温度快速上升,使冰和霜融化。由于表面优异的拒水性,进一步促进解冻的冰和霜可以自发和迅速地去除。通过这种方式,与其他仅具有超疏水性、光热效应或两者兼而有之的纳米结构表面相比,一体化设计能够大大增强除冰和除霜性能。特别是,除霜效率接近100%,与以往的研究相比达到了最高水平。总的来说,我们的方法展示了一条设计高效人工除冰/除霜表面的有希望的道路。
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引用次数: 0
Laser patterning of large-scale perovskite single-crystal-based arrays for single-mode laser displays 单模激光显示用大规模钙钛矿单晶阵列的激光图像化
IF 14.7 1区 工程技术 Q1 ENGINEERING, MANUFACTURING Pub Date : 2023-08-22 DOI: 10.1088/2631-7990/acf2d0
Wangqi Mao, Haonan Li, Bing Tang, Chi Zhang, L. Liu, Pei Wang, Hongxing Dong, Long Zhang
Lead halide perovskites have attracted considerable attention as potential candidates for high-performance nano/microlasers, owing to their outstanding optical properties. However, the further development of perovskite microlaser arrays (especially based on polycrystalline thin films) produced by the conventional processing techniques is hindered by the chemical instability and surface roughness of the perovskite structures. Herein, we demonstrate a laser patterning of large-scale, highly crystalline perovskite single-crystal films to fabricate reproducible perovskite single-crystal-based microlaser arrays. Perovskite thin films were directly ablated by femtosecond-laser in multiple low-power cycles at a minimum machining line width of approximately 300 nm to realize high-precision, chemically clean, and repeatable fabrication of microdisk arrays. The surface impurities generated during the process can be washed away to avoid external optical loss due to the robustness of the single-crystal film. Moreover, the high-quality, large-sized perovskite single-crystal films can significantly improve the quality of microcavities, thereby realizing a perovskite microdisk laser with narrow linewidth (0.09 nm) and low threshold (5.1 μJ/cm2). Benefiting from the novel laser patterning method and the large-sized perovskite single-crystal films, a high power and high color purity laser display with single-mode microlasers as pixels was successfully fabricated. Thus, this study may offer a potential platform for mass-scale and reproducible fabrication of microlaser arrays, and further facilitate the development of highly integrated applications based on perovskite materials.
卤化铅钙钛矿由于其优异的光学性能而成为高性能纳米/微激光器的潜在候选材料,引起了人们的广泛关注。然而,钙钛矿微激光阵列(特别是基于多晶薄膜的微激光阵列)的进一步发展受到钙钛矿结构的化学不稳定性和表面粗糙度的阻碍。在此,我们展示了大规模,高结晶钙钛矿单晶薄膜的激光图像化,以制造可重复的钙钛矿单晶微激光阵列。利用飞秒激光直接烧蚀钙钛矿薄膜,在约300 nm的最小加工线宽下进行多次低功率循环,实现了微磁盘阵列的高精度、化学清洁和可重复加工。由于单晶膜的坚固性,在此过程中产生的表面杂质可以被冲走,以避免外部光学损失。此外,高质量、大尺寸的钙钛矿单晶薄膜可以显著提高微腔的质量,从而实现窄线宽(0.09 nm)、低阈值(5.1 μJ/cm2)的钙钛矿微盘激光器。利用新型激光图像化方法和大尺寸钙钛矿单晶薄膜,成功制备了以单模微激光器为像素点的高功率、高色纯激光显示器。因此,这项研究可能为大规模和可重复制造微激光阵列提供一个潜在的平台,并进一步促进基于钙钛矿材料的高度集成应用的发展。
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引用次数: 0
Additive manufacturing of magnesium and its alloys: process-formability-microstructure-performance relationship and underlying mechanism 镁及其合金增材制造:工艺-成形-组织-性能关系及机理
IF 14.7 1区 工程技术 Q1 ENGINEERING, MANUFACTURING Pub Date : 2023-08-21 DOI: 10.1088/2631-7990/acf254
S. Sui, Shuai Guo, D. Ma, C. Guo, Xiangquan Wu, Zhongmin Zhang, Chunjie Xu, D. Shechtman, S. Remennik, Daniel Safranchik, R. Lapovok
Magnesium and its alloys, as a promising class of materials, is popular in lightweight application and biomedical implants due to their low density and good biocompatibility. Additive manufacturing (AM) of Mg and its alloys is of growing interest in academia and industry. The domain-by-domain localized forming characteristics of AM leads to unique microstructures and performances of AM-process Mg and its alloys, which are different from those of traditionally manufactured counterparts. However, the intrinsic mechanisms still remain unclear and need to be in-depth explored. Therefore, this work aims to discuss and analyze the possible underlying mechanisms regarding defect appearance and elimination, microstructure formation and evolution, and performance improvement, based on presenting a comprehensive and systematic review on the relationship between process parameters, forming quality, microstructure characteristics and resultant performances. Lastly, some key perspectives requiring focus for further progression are highlighted to promote development of AM-processed Mg and its alloys and accelerate their industrialization.
镁及其合金因其低密度和良好的生物相容性,在轻量化应用和生物医学植入物中得到广泛应用。镁及其合金的增材制造(AM)越来越受到学术界和工业界的关注。增材制造的逐域局部成形特性使得增材制造的镁合金及其合金具有不同于传统制造镁合金的独特组织和性能。然而,其内在机制尚不清楚,需要深入探讨。因此,本工作旨在通过对工艺参数、成形质量、微观组织特征与最终性能之间关系的全面系统综述,探讨和分析缺陷产生与消除、微观组织形成与演变以及性能改进的可能机制。最后,提出了今后需要重点关注的几个问题,以促进am加工镁合金的发展,加快其产业化进程。
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引用次数: 1
3D printing critical materials for rechargeable batteries: from materials, design and optimization strategies to applications 可充电电池的3D打印关键材料:从材料、设计和优化策略到应用
IF 14.7 1区 工程技术 Q1 ENGINEERING, MANUFACTURING Pub Date : 2023-08-17 DOI: 10.1088/2631-7990/acf172
Y. Mu, Youqi Chu, Lyuming Pan, Buke Wu, Lingfeng Zou, Jiafeng He, Meisheng Han, T. Zhao, Lin Zeng
Three-dimensional (3D) printing, an additive manufacturing technique, is widely employed for the fabrication of various electrochemical energy storage devices (EESDs), such as batteries and supercapacitors, ranging from nanoscale to macroscale. This technique offers excellent manufacturing flexibility, geometric designability, cost-effectiveness, and eco-friendliness. Recent studies have focused on the utilization of 3D-printed critical materials for EESDs, which have demonstrated remarkable electrochemical performances, including high energy densities and rate capabilities, attributed to improved ion/electron transport abilities and fast kinetics. However, there is a lack of comprehensive reviews summarizing and discussing the recent advancements in the structural design and application of 3D-printed critical materials for EESDs, particularly rechargeable batteries. In this review, we primarily concentrate on the current progress in 3D printing (3DP) critical materials for emerging batteries. We commence by outlining the key characteristics of major 3DP methods employed for fabricating EESDs, encompassing design principles, materials selection, and optimization strategies. Subsequently, we summarize the recent advancements in 3D-printed critical materials (anode, cathode, electrolyte, separator, and current collector) for secondary batteries, including conventional Li-ion (LIBs), Na-ion (SIBs), K-ion (KIBs) batteries, as well as Li/Na/K/Zn metal batteries, Zn-air batteries, and Ni–Fe batteries. Within these sections, we discuss the 3DP precursor, designprinciples of 3D structures, and working mechanisms of the electrodes. Finally, we address the major challenges and potential applications in the development of 3D-printed critical materials for rechargeable batteries.
三维(3D)打印是一种增材制造技术,广泛应用于从纳米级到宏观尺度的各种电化学储能装置(EESDs)的制造,如电池和超级电容器。这种技术提供了极好的制造灵活性、几何可设计性、成本效益和生态友好性。最近的研究主要集中在3d打印eesd关键材料的应用上,这些材料表现出了卓越的电化学性能,包括高能量密度和速率能力,这归功于改进的离子/电子传输能力和快速动力学。然而,对于3d打印关键材料的结构设计和应用的最新进展,特别是可充电电池,缺乏全面的综述和讨论。在这篇综述中,我们主要集中在新兴电池的3D打印(3DP)关键材料的最新进展。我们首先概述了用于制造eesd的主要3d打印方法的关键特征,包括设计原则,材料选择和优化策略。随后,我们总结了用于二次电池的3d打印关键材料(阳极、阴极、电解质、分离器和集流器)的最新进展,包括传统的锂离子(LIBs)、钠离子(SIBs)、K离子(KIBs)电池,以及Li/Na/K/Zn金属电池、Zn-空气电池和Ni-Fe电池。在这些章节中,我们讨论了3D打印前体,3D结构的设计原则,以及电极的工作机制。最后,我们讨论了可充电电池3d打印关键材料开发中的主要挑战和潜在应用。
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引用次数: 0
A bionic controllable strain membrane for cell stretching at air–liquid interface inspired by papercutting 受剪纸启发,一种用于细胞在气液界面拉伸的仿生可控应变膜
IF 14.7 1区 工程技术 Q1 ENGINEERING, MANUFACTURING Pub Date : 2023-08-11 DOI: 10.1088/2631-7990/acef77
Yuanrong Li, Mingjun Xie, S. Lv, Yuan Sun, Zhuang Li, Zeming Gu, Yongxing He
Lung diseases associated with alveoli, such as acute respiratory distress syndrome, have posed a long-term threat to human health. However, an in vitro model capable of simulating different deformations of the alveoli and a suitable material for mimicking basement membrane are currently lacking. Here, we present an innovative biomimetic controllable strain membrane (BCSM) at an air–liquid interface (ALI) to reconstruct alveolar respiration. The BCSM consists of a high-precision three-dimensional printing melt-electrowritten polycaprolactone (PCL) mesh, coated with a hydrogel substrate—to simulate the important functions (such as stiffness, porosity, wettability, and ALI) of alveolar microenvironments, and seeded pulmonary epithelial cells and vascular endothelial cells on either side, respectively. Inspired by papercutting, the BCSM was fabricated in the plane while it operated in three dimensions. A series of the topological structure of the BCSM was designed to control various local-area strain, mimicking alveolar varied deformation. Lopinavir/ritonavir could reduce Lamin A expression under over-stretch condition, which might be effective in preventing ventilator-induced lung injury. The biomimetic lung-unit model with BCSM has broader application prospects in alveoli-related research in the future, such as in drug toxicology and metabolism.
与肺泡相关的肺部疾病,如急性呼吸窘迫综合征,对人类健康构成了长期威胁。然而,目前缺乏能够模拟肺泡不同变形的体外模型和模拟基底膜的合适材料。在这里,我们提出了一种创新的仿生可控应变膜(BCSM)在气液界面(ALI)重建肺泡呼吸。BCSM包括一个高精度的三维打印熔融体——电写聚己内酯(PCL)网,涂有水凝胶底物——来模拟肺泡微环境的重要功能(如刚度、孔隙度、湿润性和ALI),并分别在两侧植入肺上皮细胞和血管内皮细胞。受剪纸的启发,BCSM是在平面上制造的,同时它在三维空间中运行。设计了一系列BCSM的拓扑结构,以控制不同的局部应变,模拟肺泡的变化变形。洛匹那韦/利托那韦可降低过拉伸状态下Lamin A的表达,可能有效预防呼吸机所致肺损伤。具有BCSM的仿生肺单位模型在药物毒理学、代谢等肺泡相关研究中具有更广阔的应用前景。
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引用次数: 0
CMOS-compatible neuromorphic devices for neuromorphic perception and computing: a review 用于神经形态感知和计算的cmos兼容神经形态装置:综述
IF 14.7 1区 工程技术 Q1 ENGINEERING, MANUFACTURING Pub Date : 2023-08-11 DOI: 10.1088/2631-7990/acef79
Yixin Zhu, Huiwu Mao, Ying Zhu, Xiangjing Wang, Chuanyu Fu, Shuo Ke, C. Wan, Qing Wan
Neuromorphic computing is a brain-inspired computing paradigm that aims to construct efficient, low-power, and adaptive computing systems by emulating the information processing mechanisms of biological neural systems. At the core of neuromorphic computing are neuromorphic devices that mimic the functions and dynamics of neurons and synapses, enabling the hardware implementation of artificial neural networks. Various types of neuromorphic devices have been proposed based on different physical mechanisms such as resistive switching devices and electric-double-layer transistors. These devices have demonstrated a range of neuromorphic functions such as multistate storage, spike-timing-dependent plasticity, dynamic filtering, etc. To achieve high performance neuromorphic computing systems, it is essential to fabricate neuromorphic devices compatible with the complementary metal oxide semiconductor (CMOS) manufacturing process. This improves the device’s reliability and stability and is favorable for achieving neuromorphic chips with higher integration density and low power consumption. This review summarizes CMOS-compatible neuromorphic devices and discusses their emulation of synaptic and neuronal functions as well as their applications in neuromorphic perception and computing. We highlight challenges and opportunities for further development of CMOS-compatible neuromorphic devices and systems.
神经形态计算是一种受大脑启发的计算范式,旨在通过模拟生物神经系统的信息处理机制来构建高效、低功耗和自适应的计算系统。神经形态计算的核心是模拟神经元和突触的功能和动态的神经形态设备,使人工神经网络的硬件实现成为可能。基于不同的物理机制,人们提出了各种类型的神经形态器件,如电阻开关器件和双层电晶体管。这些装置已经展示了一系列的神经形态功能,如多状态存储、峰值时间依赖的可塑性、动态滤波等。为了实现高性能的神经形态计算系统,必须制造与互补金属氧化物半导体(CMOS)制造工艺兼容的神经形态器件。这提高了器件的可靠性和稳定性,有利于实现更高集成度和低功耗的神经形态芯片。本文综述了兼容cmos的神经形态器件,并讨论了它们对突触和神经元功能的模拟,以及它们在神经形态感知和计算中的应用。我们强调了进一步发展cmos兼容神经形态器件和系统的挑战和机遇。
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引用次数: 0
期刊
International Journal of Extreme Manufacturing
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