利用仪器和人工智能在单一实体电化学中的新见解和应用

IF 7.9 2区化学 Q1 CHEMISTRY, PHYSICAL

Current Opinion in Electrochemistry Pub Date : 2025-06-16 DOI:10.1016/j.coelec.2025.101724

Gabriel Gemadzie , Peter McPike , Aliaksei Boika

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引用次数: 0

摘要

由于仪器仪表的创新进步，人工智能（AI）和机器学习（ML）驱动的复杂数据分析以及跨多个学科的应用范围不断扩大，单实体电化学（SEE）领域正在迅速发展。这篇综述强调了仪器开发方面的重大进展，这些进展提高了SEE测量的空间和时间分辨率，以及采用人工智能方法进行数据分析，以改善复杂电化学数据集的处理、解释和准确性。此外，我们还概述了SEE在能源存储、催化、环境监测和生物传感方面的最新应用，展示了单一实体测量的关键重要性和变革潜力。通过将先进的仪器与强大的数据分析框架相结合，SEE继续在纳米尺度上揭示独特的见解，弥合基础电化学研究和实际应用。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

Harnessing instrumentation and artificial intelligence for new insights and applications in single-entity electrochemistry

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Harnessing instrumentation and artificial intelligence for new insights and applications in single-entity electrochemistry

The field of single-entity electrochemistry (SEE) has rapidly evolved, driven by innovative advancements in instrumentation, sophisticated data analysis powered by artificial intelligence (AI) and machine learning (ML), and an expanding range of applications across multiple disciplines. This review highlights significant recent progress in instrument developments that enhance the spatial and temporal resolution of SEE measurements, as well as data analysis employing AI methodologies to improve the processing, interpretation, and accuracy of complex electrochemical datasets. Additionally, we provide an overview of impactful recent applications of SEE in energy storage, catalysis, environmental monitoring, and biosensing, demonstrating the critical importance and transformative potential of single-entity measurements. By integrating advanced instrumentation with powerful data analytical frameworks, SEE continues to reveal unique insights at the nanoscale, bridging fundamental electrochemical research and practical applications.

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来源期刊

Current Opinion in Electrochemistry Chemistry-Analytical Chemistry

CiteScore

14.00

自引率

5.90%

发文量

272

审稿时长

73 days

期刊介绍： The development of the Current Opinion journals stemmed from the acknowledgment of the growing challenge for specialists to stay abreast of the expanding volume of information within their field. In Current Opinion in Electrochemistry, they help the reader by providing in a systematic manner: 1.The views of experts on current advances in electrochemistry in a clear and readable form. 2.Evaluations of the most interesting papers, annotated by experts, from the great wealth of original publications. In the realm of electrochemistry, the subject is divided into 12 themed sections, with each section undergoing an annual review cycle: • Bioelectrochemistry • Electrocatalysis • Electrochemical Materials and Engineering • Energy Storage: Batteries and Supercapacitors • Energy Transformation • Environmental Electrochemistry • Fundamental & Theoretical Electrochemistry • Innovative Methods in Electrochemistry • Organic & Molecular Electrochemistry • Physical & Nano-Electrochemistry • Sensors & Bio-sensors •