Actual problems of creating digital twins of machine engineering products in terms of durability assessment

A. Erpalov, K. A. Khoroshevskii, I. Gadolina
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Abstract

The global digitalization of production opens new opportunities for predictive diagnostics of the technical condition of mechanical engineering products. The issues attributed to assessing their technical condition, primarily to the determination of the residual life of mechanical engineering products, are considered. Currently, a class of virtual models, digital twins of the residual life is distinguished. Apart from the functions of monitoring and predicting the stability of structures, they can possess a feedback and control the durability by simulating and optimizing the real technological process, taking into account the possibility of achieving the limit state of the structure. The problems of existing methods of assessing the durability in time and frequency domains are considered in detail from the viewpoint of using the residual resource of structures as the basis of an algorithmic support of digital twins. We also marked the possible variety of obtaining initial data for assessing the durability, namely fatigue diagrams of materials for different types and schemes of loading. The fatigue diagram is greatly affected by the loading process (regular, random or mixed), while in the actual work the non-stationary random loading prevails. The methods used for assessing the durability of non-stationary loading are poorly studied and often resolve into simplification of a non-stationary process. The study is focused on non-stationary loading processes, since the creation of digital twins implies a continuous analysis of the durability of the structure for real operational loads. Other problems that can arise when developing digital twins of structures are also considered and discussed.
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基于耐久性评估的机械工程产品数字孪生创建的实际问题
生产的全球数字化为机械工程产品技术状况的预测诊断提供了新的机会。考虑了评估其技术状况的问题,主要是机械工程产品剩余寿命的确定。目前,有一类虚拟模型,数字双胞胎的剩余寿命被区分开来。除了具有监测和预测结构稳定性的功能外,还可以通过模拟和优化实际工艺过程,考虑到结构达到极限状态的可能性,对耐久性进行反馈和控制。从利用结构剩余资源作为数字孪生的算法支持基础的角度,详细讨论了现有的时间域和频域耐久性评估方法存在的问题。我们还标记了获得评估耐久性的初始数据的可能变化,即不同类型和加载方案下材料的疲劳图。疲劳图受加载过程(规则加载、随机加载或混合加载)的影响较大,而在实际工作中以非平稳随机加载为主。用于评估非平稳载荷耐久性的方法研究得很少,而且往往归结为非平稳过程的简化。该研究的重点是非平稳加载过程,因为数字双胞胎的创建意味着对结构在实际操作载荷下的耐久性进行连续分析。在开发数字结构双胞胎时可能出现的其他问题也进行了考虑和讨论。
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