Building quality prediction method and device based on deep learning, and storage medium

Abstract

The invention provides a building quality prediction method and device based on deep learning and a storage medium, and the method comprises the steps: obtaining the quality data of multiple dimensions, wherein the quality data of each dimension comprise a corresponding quality evaluation score, dimension information and building type information; determining dimension weight values of different dimension information based on the building type information, wherein the quality data of multiple dimensions of the same building have the same building type information; screening variable values in the first deep learning model according to the information of the multiple dimensions to obtain a second deep learning model, wherein variables in the second deep learning model correspond to the quality data of the multiple dimensions; adjusting variable weights of variable values in the second deep learning model based on the quality data of the multiple dimensions to obtain a third deep learning model; and inputting the plurality of quality evaluation scores and the dimension weight values into a third deep learning model to obtain a building quality prediction result, an accuracy prediction result and a comprehensive result.

Description

technical field [0001] The present invention relates to the technical field of building quality, in particular to a deep learning-based building quality prediction method, device and storage medium. Background technique [0002] Construction project quality inspection refers to the activities of testing the materials, components, equipment, and project entity quality and use functions of construction projects to determine their quality characteristics in accordance with relevant national laws, regulations, mandatory standards for project construction and design documents. . [0003] In the process of building quality inspection, inspections of various dimensions and levels are included. For example, foundation engineering inspection, main structure engineering on-site inspection and building curtain wall engineering inspection, etc. Among them, foundation engineering testing includes foundation and composite foundation bearing capacity static load testing, pile bearing cap...

AI Technical Summary

Problems solved by technology

[0004] In the existing inspection process, most of the output is an absolute value of qualified and unqualified, which will cause many developers and builders to construct according to the minimum standard

It is impossible for the developer and the purchaser to have a quantitative concept of the quality of the qualified building project

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