Non-destructive evaluating the density and mechanical properties of ancient timber members based on machine learning approach

Zhenbo Xin,Dongfang Ke,Houjiang Zhang,Yongzhu Yu,Fenglu Liu

Construction and Building Materials（2022）

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摘要

•Machine learning models were proposed based on combined parameters of NDT and colour parameters.•Density, MOE, MOR, and CSPG were predicted accurately using the proposed ML methods.•The proposed ML models outperformed the MLR in predicting the density and mechanical properties of ancient timber members.

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关键词

Ancient timber members,Density and mechanical properties,Relevance vector machine,Machine learning,Non-destructive testing

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