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Towards the reliability quantification of recyclable precast concrete elements and sub-assemblies: A feasibility exploration of the application of an expectation-maximization algorithm embedded safety assessment technique

机译:朝着可回收预制混凝土元件和子组件的可靠性定量:期望最大化算法嵌入式安全评估技术应用的可行性探索

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Documenting a preliminary pilot study of the quantification of the reliability of recyclable elements and sub-assemblies in a precast concrete structure, this paper explores the feasibility of applying a most recently developed expectation-maximization (EM) algorithm embedded safety assessment technique. The recent push to increase sustainable practices in the construction industry can be attended to by introducing the repurposing of concrete elements and sub-assemblies in new structures. Precast concrete provides one of the best options to undertake this task due to its superior cost effectiveness, access to detailed plans, and quality control during pouring. To ensure the intended recycled precast concrete elements and sub-assemblies are safe to use, a structural appraisal must be carried out, yet it is not uncommon that some data missingness is encountered during such tests. The feasibility of addressing this issue by resorting to an EM algorithm embedded technique is investigated in this study. It is illustrated that the difference in the probability of failure between the relevant complete- and incomplete-data scenarios is not statistically significant. This paper outlines the application of the EM algorithm embedded technique in the field of precast concrete structures to enact a potentially vital sustainability initiative.
机译:记录的可回收元素和子组件的预制混凝土结构的可靠性定量的初步试验研究,探讨应用最近开发的期望最大化(EM)算法嵌入安全性评估技术的可行性。近期加推地可持续的做法在建筑行业可以通过引入混凝土构件和子组件在新结构的再利用参加的。预制混凝土提供了承担这一任务的最佳选择之一,由于其优越的性价比,获得了详细的计划,并在浇注过程的质量控制。为了确保预定的回收预制混凝土构件和子组件使用是安全的,结构鉴定必须进行,但它的情况并不少见在这样的测试中一些数据missingness遇到。诉诸EM算法嵌入技术解决这个问题的可行性在这项研究进行了研究。它说明,在出现故障的相关的进修和不完整数据的场景之间的概率差异无统计学显著。本文概述了EM算法嵌入技术在混凝土预制件领域的应用制定一个潜在的重要可持续发展倡议。

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