Scalable Fabrication of Neuromorphic Devices Using Inkjet Printing for the Deposition of Organic Mixed Ionic-Electronic Conductor

IF 5.3 2区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY
Fabian Gärisch, Vincent Schröder, Emil J. W. List-Kratochvil, Giovanni Ligorio
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Abstract

Recent advancements in artificial intelligence (AI) have highlighted the critical need for energy-efficient hardware solutions, especially in edge-computing applications. However, traditional AI approaches are plagued by significant power consumption. In response, researchers have turned to biomimetic strategies, drawing inspiration from the ion-mediated operating principle of biological synapses, to develop organic neuromorphic devices as promising alternatives. Organic mixed ionic-electronic conductor (OMIEC) materials have emerged as particularly noteworthy in this field, due to their potential for enhancing neuromorphic computing capabilities. Together with device performance, it is crucial to select devices that allow fabrication via scalable techniques. This study investigates the fabrication of OMIEC-based neuromorphic devices using inkjet printing, providing a scalable and material-efficient approach. Employing a commercially available polymer mixed ionic-electronic conductor (BTEM-PPV) and a lithium salt, inkjet-printed devices exhibit performance comparable to those fabricated via traditional spin-coating methods. These two-terminal neuromorphic devices demonstrate functionality analogous to literature-known devices and demonstrate promising frequency-dependent short-term plasticity. Furthermore, comparative studies with previous light-emitting electrochemical cells (LECs) and neuromorphic OMIEC devices validate the efficacy of inkjet printing as a potential fabrication technique. The findings suggest that inkjet printing is suitable for large-scale production, offering reproducible and stable fabrication processes. By adopting the OMIEC material system, inkjet printing holds the potential for further enhancing device performance and functionality. Overall, this study underscores the viability of inkjet printing as a scalable fabrication method for OMIEC-based neuromorphic devices, paving the way for advancements in AI hardware.

Abstract Image

利用喷墨打印技术沉积有机离子电子混合导体,实现神经形态设备的可扩展制造
人工智能(AI)的最新进展凸显了对高能效硬件解决方案的迫切需求,尤其是在边缘计算应用中。然而,传统的人工智能方法受到功耗巨大的困扰。为此,研究人员转向生物仿生策略,从生物突触的离子介导工作原理中汲取灵感,开发出有机神经形态器件,作为前景广阔的替代方案。有机混合离子电子导体(OMIEC)材料由于具有增强神经形态计算能力的潜力,在这一领域尤其值得关注。除了器件性能,选择可通过可扩展技术制造的器件也至关重要。本研究利用喷墨打印技术研究了基于 OMIEC 的神经形态器件的制造,提供了一种可扩展且节省材料的方法。喷墨打印器件采用了市售的聚合物混合离子电子导体(BTEM-PPV)和锂盐,其性能可与通过传统旋涂方法制造的器件相媲美。这些双端神经形态器件展示了与文献中已知器件类似的功能,并表现出良好的频率依赖性短期可塑性。此外,与以前的发光电化学电池(LEC)和神经形态 OMIEC 器件的比较研究验证了喷墨打印作为一种潜在制造技术的功效。研究结果表明,喷墨打印适用于大规模生产,可提供可重复和稳定的制造工艺。通过采用 OMIEC 材料系统,喷墨打印有望进一步提高设备性能和功能。总之,这项研究强调了喷墨打印作为基于 OMIEC 的神经形态设备的可扩展制造方法的可行性,为人工智能硬件的进步铺平了道路。
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来源期刊
Advanced Electronic Materials
Advanced Electronic Materials NANOSCIENCE & NANOTECHNOLOGYMATERIALS SCIE-MATERIALS SCIENCE, MULTIDISCIPLINARY
CiteScore
11.00
自引率
3.20%
发文量
433
期刊介绍: Advanced Electronic Materials is an interdisciplinary forum for peer-reviewed, high-quality, high-impact research in the fields of materials science, physics, and engineering of electronic and magnetic materials. It includes research on physics and physical properties of electronic and magnetic materials, spintronics, electronics, device physics and engineering, micro- and nano-electromechanical systems, and organic electronics, in addition to fundamental research.
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