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用于形态依赖计算硬件的受脑启发的聚合物树枝状网络

Brain-Inspired Polymer Dendrite Networks for Morphology-Dependent Computing Hardware.

作者信息

Scholaert Corentin, Coffinier Yannick, Pecqueur Sébastien, Alibart Fabien

机构信息

IEMN, UMR 8520, Univ. Lille, CNRS, Univ. Polytechnique Hauts-de-France, Lille, 59000, France.

Laboratoire Nanotechnologies & Nanosystèmes (LN2), CNRS IRL-3463, 3IT, Sherbrooke, Québec, J1K0A5, Canada.

出版信息

Adv Sci (Weinh). 2025 Sep;12(33):e02291. doi: 10.1002/advs.202502291. Epub 2025 Aug 11.

Abstract

Process variation is always a challenge to mitigate in electronics. This especially holds true for organic semiconductors, where reproducibility concerns hinder industrialization. Challenging this concept, it shows AC-electropolymerization to be a powerful platform for the development of morphology-dependent computing hardware, thanks precisely to its intrinsic stochasticity. The findings reveal that electropolymerized polymer dendrite networks exhibit a complex structure-operation relationship that allows to implement nearly linear to nonlinear functions. Moreover, dendritic networks can integrate a limitless number of inputs from their environment, which can be used to the advantage in the context of in materio computing to discriminate between different spatiotemporal inputs. These results position electropolymerization as a pivotal technique for the bottom-up implementation of computationally powerful objects. This study anticipates this study to help shifting the negative perception of variability in the material science community and promote the electropolymerization framework as a foundation for the development of a new generation of hardware defined by its topological richness.

摘要

在电子学中,工艺变化始终是一个难以缓解的挑战。对于有机半导体而言尤其如此,其可重复性问题阻碍了产业化进程。与这一观念相悖的是,交流电聚合恰恰因其固有的随机性,被证明是开发形态依赖型计算硬件的强大平台。研究结果表明,电聚合形成的聚合物树枝状网络呈现出复杂的结构 - 操作关系,能够实现近乎线性到非线性的功能。此外,树枝状网络可以整合来自其环境的无数输入,这在原位计算的背景下可用于区分不同的时空输入。这些结果将电聚合定位为自下而上实现具有强大计算能力的对象的关键技术。本研究预期有助于改变材料科学界对变异性的负面看法,并推动将电聚合框架作为开发由其丰富拓扑结构定义的新一代硬件的基础。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7c2e/12412553/efc5da38bcfa/ADVS-12-e02291-g002.jpg

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