Predictive modelling of critical variables for improving HVOF coating using gamma regression models

IF 16.4 1区化学 Q1 CHEMISTRY, MULTIDISCIPLINARY

Accounts of Chemical Research Pub Date : 2024-06-20 DOI:10.1186/s13362-024-00146-9

Wolfgang Rannetbauer, Simon Hubmer, Carina Hambrock, Ronny Ramlau

引用次数: 0

Abstract

Thermal spray coating is a critical process in many industries, involving the application of coatings to surfaces to enhance their functionality. This paper proposes a framework for modelling and predicting critical target variables in thermal spray coating processes, based on the application of statistical design of experiments (DoE) and the modelling of the data using generalized linear models (GLMs) with a particular emphasis on gamma regression. Experimental data obtained from thermal spray coating trials are used to validate the presented approach, demonstrating that it is able to accurately model and predict critical target variables. As such, the framework has significant potential for the optimization of thermal spray coating processes, and can contribute to the development of more efficient and effective coating technologies in various industries.

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利用伽马回归模型对改进 HVOF 涂层的关键变量进行预测建模

热喷涂涂层是许多行业的关键工艺，涉及在表面喷涂涂层以增强其功能。本文提出了热喷涂涂层过程中关键目标变量的建模和预测框架，其基础是应用统计实验设计（DoE）和使用广义线性模型（GLM）对数据建模，特别强调伽马回归。从热喷涂试验中获得的实验数据被用来验证所提出的方法，证明它能够准确地模拟和预测关键的目标变量。因此，该框架在优化热喷涂涂层工艺方面具有巨大潜力，并能为各行业开发更高效、更有效的涂层技术做出贡献。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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来源期刊

Accounts of Chemical Research 化学-化学综合

CiteScore

31.40

自引率

1.10%

发文量

312

审稿时长

2 months

期刊介绍： Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.