{"title":"Black Phosphorus Quantum Dots Functionalized with Photochromic Poly(vinylspiropyran)-Grafted Polydopamine for Transient Digital-Type Memristors","authors":"Zemiao Zhao, Qiang Che, Qian Chen, Kexin Wang, Kejia Zhao, Chenjian Zhang, Haidong He, Xinzhu Wang, Yu Chen","doi":"10.1093/bulcsj/uoae083","DOIUrl":null,"url":null,"abstract":"The covalent functionalization of black phosphorus quantum dots (BPQDs) with organic species or polymers will inevitably change or damage their electronic structure and intrinsic structure. To address this problem and explore application of BPQDs in transient digital-type memristors, a polydopamine (PDA) thin film is first synthesized in situ on the surface of BPQDs to produce a donor–acceptor type BPQDs@PDA composite which is directly used to react with 2-bromoisobutyryl bromide to give BPQDs@PDA-Br. By using BPQDs@PDA-Br as atom transfer radical polymerization agent, a large number of polyvinylspiropyran chains (PSP) are in situ grown from the PDA surface to yield BPQDs@PDA-PSP. Upon UV/visible light illumination, the spiropyran’s two isomers (ring-closed spiropyran form and ring-opened merocyanine) in the PSP moieties will interconvert into each other rapidly. As expected, the as-fabricated ITO/BPQDs@PDA-PSP/ITO device exhibits typical nonvolatile digital-type memristive performance under visible irradiation, with a small turn-on voltage of -1.52 V, a turn-off voltage of +1.16 V, and an ON/OFF ratio of with an ON/OFF current ratio of 1.02 ×104. Upon UV illumination, the information stored in the device is quickly and completely erased within six seconds. By utilizing a simple memristor-based convolutional neural network, one can easily realize handwritten digit recognition. After 10 epochs of training, numeral recognition accuracy can reach up to 96.21%.","PeriodicalId":9511,"journal":{"name":"Bulletin of the Chemical Society of Japan","volume":"25 1","pages":""},"PeriodicalIF":3.3000,"publicationDate":"2024-07-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Bulletin of the Chemical Society of Japan","FirstCategoryId":"92","ListUrlMain":"https://doi.org/10.1093/bulcsj/uoae083","RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"CHEMISTRY, MULTIDISCIPLINARY","Score":null,"Total":0}
引用次数: 0
Abstract
The covalent functionalization of black phosphorus quantum dots (BPQDs) with organic species or polymers will inevitably change or damage their electronic structure and intrinsic structure. To address this problem and explore application of BPQDs in transient digital-type memristors, a polydopamine (PDA) thin film is first synthesized in situ on the surface of BPQDs to produce a donor–acceptor type BPQDs@PDA composite which is directly used to react with 2-bromoisobutyryl bromide to give BPQDs@PDA-Br. By using BPQDs@PDA-Br as atom transfer radical polymerization agent, a large number of polyvinylspiropyran chains (PSP) are in situ grown from the PDA surface to yield BPQDs@PDA-PSP. Upon UV/visible light illumination, the spiropyran’s two isomers (ring-closed spiropyran form and ring-opened merocyanine) in the PSP moieties will interconvert into each other rapidly. As expected, the as-fabricated ITO/BPQDs@PDA-PSP/ITO device exhibits typical nonvolatile digital-type memristive performance under visible irradiation, with a small turn-on voltage of -1.52 V, a turn-off voltage of +1.16 V, and an ON/OFF ratio of with an ON/OFF current ratio of 1.02 ×104. Upon UV illumination, the information stored in the device is quickly and completely erased within six seconds. By utilizing a simple memristor-based convolutional neural network, one can easily realize handwritten digit recognition. After 10 epochs of training, numeral recognition accuracy can reach up to 96.21%.
期刊介绍:
The Bulletin of the Chemical Society of Japan (BCSJ) is devoted to the publication of scientific research papers in the fields of Theoretical and Physical Chemistry, Analytical and Inorganic Chemistry, Organic and Biological Chemistry, and Applied and Materials Chemistry. BCSJ appears as a monthly journal online and in advance with three kinds of papers (Accounts, Articles, and Short Articles) describing original research. The purpose of BCSJ is to select and publish the most important papers with the broadest significance to the chemistry community in general. The Chemical Society of Japan hopes all visitors will notice the usefulness of our journal and the abundance of topics, and welcomes more submissions from scientists all over the world.