Bayesian modeling of finger joints’ tensile and bending properties considering censored data

IF 2.4 3区 农林科学 Q1 FORESTRY
Farid Vafadar, Steven Collins, Gerhard Fink
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引用次数: 0

Abstract

Finger joints (FJs) are longitudinal interlocking connections between timber boards commonly used in engineered wood products such as glued laminated timber beams. The mechanical properties of FJs, particularly tensile strength, are vital for the performance of such products; however, practical constraints often lead to testing FJs primarily in bending rather than tension. Therefore, it is crucial to investigate the relationship between tensile and bending strengths. The present study investigates this relationship using paired FJs. It further evaluates the predictability of FJ tensile and bending properties based on the dynamic modulus of elasticity of the connected timber boards. Tensile and bending tests were conducted, and censored data resulting from failures outside the FJs were handled using a hierarchical Bayesian linear regression method. The study proposes models to estimate FJ tensile strength from bending strength and to predict tensile and bending properties based on the dynamic modulus of elasticity of the connected timber boards. Model predictions are compared with experimental outcomes, indicating the effective integration of censored data. Results further show that excluding censored data underestimates FJ tensile and bending strength. The proposed Bayesian modeling procedure offers a means to connect failure modes with data types and appropriately address censored data. Such models can help to enhance quality control/production efficiency and the structural reliability of engineered wood products.

考虑截尾数据的手指关节拉伸和弯曲特性贝叶斯建模
指节(FJs)是一种在工程木制品(如胶合木梁)中常用的木板之间的纵向互锁连接。FJs的机械性能,特别是抗拉强度,对此类产品的性能至关重要;然而,实际限制往往导致测试fj主要在弯曲而不是张力。因此,研究拉伸强度和弯曲强度之间的关系是至关重要的。本研究使用配对fj来研究这种关系。基于连接木板的动态弹性模量,进一步评价了FJ拉伸和弯曲性能的可预测性。进行了拉伸和弯曲测试,并使用分层贝叶斯线性回归方法处理了fj外部故障产生的删除数据。研究提出了由弯曲强度估算FJ抗拉强度的模型,以及基于连接木板的动态弹性模量预测FJ抗拉和弯曲性能的模型。将模型预测结果与实验结果进行了比较,表明了删减数据的有效整合。结果进一步表明,排除删减数据低估了FJ的拉伸和弯曲强度。所提出的贝叶斯建模过程提供了一种将失效模式与数据类型联系起来并适当处理屏蔽数据的方法。这些模型可以帮助提高质量控制/生产效率和工程木制品的结构可靠性。
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来源期刊
European Journal of Wood and Wood Products
European Journal of Wood and Wood Products 工程技术-材料科学:纸与木材
CiteScore
5.40
自引率
3.80%
发文量
124
审稿时长
6.0 months
期刊介绍: European Journal of Wood and Wood Products reports on original research and new developments in the field of wood and wood products and their biological, chemical, physical as well as mechanical and technological properties, processes and uses. Subjects range from roundwood to wood based products, composite materials and structural applications, with related jointing techniques. Moreover, it deals with wood as a chemical raw material, source of energy as well as with inter-disciplinary aspects of environmental assessment and international markets. European Journal of Wood and Wood Products aims at promoting international scientific communication and transfer of new technologies from research into practice.
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