土木与环境工程学报(中英文)2026,Vol.48Issue(4):134-145,12.DOI:10.11835/j.issn.2096-6717.2024.056
基于多元线性回归模型的面砖外墙劣化评估方法
Assessment approach to deterioration of exterior wall tiles based on multiple linear regression model
摘要
Abstract
As the risk of falling caused by deterioration of exterior wall tiles has become increasingly prominent,a multiple linear regression model is proposed to rapidly assess the deterioration degree based on field surveys.This method aims to reduce the ambiguity of existing assessment approaches while improving diagnostic efficiency.Firstly,the types of deterioration and their impacts on exterior wall tiles were classified and analyzed according to the available research,and qualitative assessment standards for deterioration were summarized.Then,the image library covering the deterioration of exterior wall tiles was established through surveys,and grouped evaluation of the deterioration based on the proposed standards was conducted.Subsequently,an assessment model for the deterioration was built using a multiple linear regression approach,with a determination coefficient R2 of 82.45%,and the impact of independent variables on dependent variables was statistically significant.To further standardize the assessment results,a value function was introduced to process the model output,obtaining normalized deterioration degree assessment values.Finally,combining the regression model,value function,and rating standards of deterioration degree,a complete set of assessment approaches was formed.Compared with traditional assessment methods,this approach has the advantages of being comprehensive,simple,efficient,and highly applicable.关键词
面砖外墙/劣化特征识别/多元线性回归模型/评估标准Key words
exterior wall tiles/deterioration characteristic identification/multiple linear regression model/assessment standard分类
建筑与水利引用本文复制引用
杨同越,许浒,赵仕兴,田永丁,龙丹冰,余志祥..基于多元线性回归模型的面砖外墙劣化评估方法[J].土木与环境工程学报(中英文),2026,48(4):134-145,12.基金项目
国家自然科学基金(52308330) (52308330)
四川省建筑设计研究院有限公司课题(KYYN202231-F1) National Natural Science Foundation of China(No.52308330) (KYYN202231-F1)
Research Project of Sichuan Provincial Architectural Design and Research Institute Co.,Ltd.(No.KYYN202231-F1) (No.KYYN202231-F1)