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Artificial intelligence and virtual environment application for materials design methodology

机译:人工智能和虚拟环境在材料设计方法论中的应用

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摘要

Purpose: The purpose of this study is to develop a methodology for material design, enabling the selection of the chemical elements concentration, heat and plastic treatment conditions and geometrical dimensions to ensure the required mechanical properties of structural steels specified by the designer of machinery and equipment as the basis for the design of material components manufactured from these steels, by using a computational model developed with use of artificial intelligence methods and virtual environment. The model is designed to provide impact examinations of these factors on the mechanical properties of steel only in the computing environment. Design/methodology/approach: A virtual research environment built with use of computational model describing relationships between chemical composition, heat and plastic treatment conditions and product geometric dimensions and mechanical properties of the examined group of steel was developed and practical applied. This model enables the design of new structural steel by setting the values of mechanical properties based on material production descriptors and allows the selection of production descriptors on the basis of the mechanical properties without the need for additional tests or experimental studies in reality.
机译:目的:本研究的目的是开发一种材料设计方法,以选择化学元素的浓度,热处理和塑性处理条件以及几何尺寸,以确保机械和设备设计者指定的结构钢所需的机械性能。通过使用利用人工智能方法和虚拟环境开发的计算模型,作为由这些钢制成的材料组件设计的基础。该模型旨在仅在计算环境中提供这些因素对钢的机械性能的影响检查。设计/方法/方法:使用计算模型构建的虚拟研究环境已开发并实际应用,该计算模型描述了化学成分,热处理和塑性处理条件与产品几何尺寸和受检钢的力学性能之间的关系。该模型可以通过基于材料生产描述符设置机械性能值来设计新的结构钢,并允许根据机械性能选择生产描述符,而无需实际进行额外的测试或实验研究。

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