Electrochemical detection combined with machine learning for intelligent sensing of maleic hydrazide by using carboxylated PEDOT modified with copper nanoparticles
| العنوان: | Electrochemical detection combined with machine learning for intelligent sensing of maleic hydrazide by using carboxylated PEDOT modified with copper nanoparticles |
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| المؤلفون: | Yu Ge, Wenbin Qian, Binglong Wu, Jianping Huang, Yangping Wen, Ting Xue, Jun Yang, Yingying Sheng |
| المصدر: | Microchimica Acta. 186 |
| بيانات النشر: | Springer Science and Business Media LLC, 2019. |
| سنة النشر: | 2019 |
| مصطلحات موضوعية: | Detection limit, Aqueous solution, Materials science, business.industry, 010401 analytical chemistry, Nanoparticle, 02 engineering and technology, 021001 nanoscience & nanotechnology, Hydrazide, Machine learning, computer.software_genre, 01 natural sciences, 0104 chemical sciences, Analytical Chemistry, Working range, chemistry.chemical_compound, chemistry, PEDOT:PSS, Nanosensor, Micellar solutions, Artificial intelligence, 0210 nano-technology, business, computer |
| الوصف: | A method for intelligent data analysis was designed by combining electrochemical sensing with machine learning (ML). Specifically, a voltammetric sensor is described for determination of the phytoinhibitor maleic hydrazide in crop samples. Carboxyl-functionalized poly(3,4-ethylenedioxythiophene) (PEDOT-C4-COOH) was electro-synthesized in aqueous micellar solution by direct anodic oxidation of its monomer. A nanosensor was then prepared by placing copper nanoparticles (CuNPs) on the PEDOT-C4-COOH film via electro-deposition of Cu (II) from aqueous micellar solutions. An artificial neural network (ANN) served as a powerful ML model to realize intelligent data analysis and smart transformation for digital output. Different established regression methods were selected for evaluating the ANN-based method that was found to be superior to known methods. The sensor has a wide working range (from 0.06-1000 μM), a low limit of detection (10 nM), good stability, selectivity and practicality. The method was applied to the determination of maleic hydrazide in (spiked) samples of onion, rice, potato and cotton leaf. Satisfactory results demonstrate that the feature of simultaneous data acquisition and analysis is highly attractive. Graphical abstract Schematic representation of an electrochemical sensor based on carboxyl-functionalized poly(3,4-ethylenedioxythiophene) (PEDOT-C4-COOH) and copper nanoparticles (CuNPs) by differential pulse voltammetry (DPV) to detect maleic hydrazide (MH). PEDOT-C4-COOH was electro-synthesized in 0.1 M LiClO |
| تدمد: | 1436-5073 0026-3672 |
| URL الوصول: | https://explore.openaire.eu/search/publication?articleId=doi_dedup___::242f2e1f51a2d73bb31abd959cca5401 https://doi.org/10.1007/s00604-019-3652-x |
| حقوق: | CLOSED |
| رقم الأكسشن: | edsair.doi.dedup.....242f2e1f51a2d73bb31abd959cca5401 |
| قاعدة البيانات: | OpenAIRE |
Find this article in full text from Springer Verlag. | تدمد: | 14365073 00263672 |
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