{"title":"Construction of a non-linear analytical model for the rotation parts building up process using regression analysis","authors":"A.V. Siasiev, R.O. Bilichenko","doi":"10.15421/242413","DOIUrl":null,"url":null,"abstract":"We show how with the help of nonlinear paired regression, namely cubic regression, having experimental data, it is possible to investigate the relationship of tangential stresses between different layers of a cylindrical part during build-up. Six pairs of dependencies (models) between tangential stresses are considered. For each pair of dependencies, the accuracy of the built model was assessed using the average error of approximation and Fisher's F-criterion, and a comparative analysis was conducted. Despite some contradictions that arose during the evaluation of the models according to various regression parameters it was established that at least four of the six models are optimal and allow to adequately model the process of the formation of the stress-strain state in the details and elements of structures with significantly lower costs even before the stage of manufacturing finished products.","PeriodicalId":52827,"journal":{"name":"Researches in Mathematics","volume":"105 33","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-07-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Researches in Mathematics","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.15421/242413","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"Mathematics","Score":null,"Total":0}
引用次数: 0
Abstract
We show how with the help of nonlinear paired regression, namely cubic regression, having experimental data, it is possible to investigate the relationship of tangential stresses between different layers of a cylindrical part during build-up. Six pairs of dependencies (models) between tangential stresses are considered. For each pair of dependencies, the accuracy of the built model was assessed using the average error of approximation and Fisher's F-criterion, and a comparative analysis was conducted. Despite some contradictions that arose during the evaluation of the models according to various regression parameters it was established that at least four of the six models are optimal and allow to adequately model the process of the formation of the stress-strain state in the details and elements of structures with significantly lower costs even before the stage of manufacturing finished products.
我们展示了如何借助非线性配对回归(即立方回归)和实验数据,研究圆柱形零件在堆积过程中不同层之间的切向应力关系。我们考虑了切向应力之间的六对依赖关系(模型)。对于每一对依存关系,都使用平均近似误差和费雪 F 标准评估了所建模型的准确性,并进行了比较分析。尽管在根据各种回归参数对模型进行评估的过程中出现了一些矛盾,但结果表明,六个模型中至少有四个是最佳模型,可以充分模拟结构细节和元素中应力应变状态的形成过程,甚至在制造成品阶段之前就能大大降低成本。