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Reliability Analysis and Customized Preventive Maintenance Policies for Stents With Stochastic Dependent Competing Risk Processes

机译:具有随机相关竞争风险过程的支架可靠性分析和定制预防性维护策略

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The rapid advancement of biomedical implant devices has raised new challenges to the failure analysis and reliability study of such new technologies. Based on the physics-of-failure study of stents, we develop a probabilistic reliability model that considers the stochastic processes presumed to describe two failure-generating processes, as well as the statistical interdependence between them due to exposure to the same external shock process. Different activity levels of patients may result in different levels of shocks and shock damages. Our new reliability models take into account the different effects from the shock process, and the statistical dependence between two failure processes for different patient groups. Based on the respective reliability models, customized maintenance strategies are then developed for different patient groups, with the aim to minimize the impact of unforeseen failures. A numerical example using data from literature is presented to illustrate the derived reliability and maintenance procedures. The results indicate the difference between the inspection timetables for patients with different activity levels. The reliability and maintenance models developed in this paper can facilitate continued advancement of implant devices, and provide fundamentally new perspectives on the application of reliability concepts to evolving medical devices.
机译:生物医学植入装置的飞速发展为这种新技术的失效分析和可靠性研究提出了新的挑战。基于支架的失效物理研究,我们开发了一个概率可靠性模型,该模型考虑了假设为描述两个故障产生过程的随机过程,以及由于暴露于相同的外部冲击过程而在统计上的相互依赖性。患者不同的活动水平可能导致不同程度的电击和电击损害。我们的新可靠性模型考虑了电击过程的不同影响,以及针对不同患者组的两个故障过程之间的统计依赖性。然后,基于各自的可靠性模型,针对不同的患者组开发定制的维护策略,以最大程度地减少意外故障的影响。给出了一个使用文献数据的数值示例,以说明导出的可靠性和维护程序。结果表明,针对不同活动水平的患者,检查时间表之间存在差异。本文开发的可靠性和维护模型可以促进植入式设备的不断发展,并从根本上为可靠性概念在不断发展的医疗设备中的应用提供新的观点。

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