Impacts of design deficiencies on maintenance cost of high-rise residential buildings and mitigation measures
The building design has drawn great attention in recent years because of its large impact on
many aspects of the functionality and maintenance activities in high-rise residential …
many aspects of the functionality and maintenance activities in high-rise residential …
Semi‐supervised learning based on convolutional neural network and uncertainty filter for façade defects classification
Develo** a classifier to identify the defects from façade images using deep learning
requires abundant labeled images. However, it is time‐consuming and uneconomical to …
requires abundant labeled images. However, it is time‐consuming and uneconomical to …
Overview of design for maintainability in building and construction research
The body of knowledge on design for maintainability (DfM) is increasing. However, there is
currently no systematic analysis of the diversified DfM-related issues and research. Through …
currently no systematic analysis of the diversified DfM-related issues and research. Through …
Evaluation of CART, CHAID, and QUEST algorithms: a case study of construction defects in Taiwan
CL Lin, CL Fan - Journal of Asian Architecture and Building …, 2019 - Taylor & Francis
The type and number of defects constitute a major indicator of project quality and are thus
emphasized in project management. Therefore, it is necessary to explore appropriate tools …
emphasized in project management. Therefore, it is necessary to explore appropriate tools …
Façade defects classification from imbalanced dataset using meta learning‐based convolutional neural network
Façade inspection is a regular but necessary maintenance task to ensure the safety,
functioning, and aesthetics of a building. Traditional visual identification of façade defects is …
functioning, and aesthetics of a building. Traditional visual identification of façade defects is …
Analysis of building maintenance requests using a text mining approach: building services evaluation
R Bortolini, N Forcada - Building Research & Information, 2020 - Taylor & Francis
End users' maintenance requests gathered from computerized maintenance management
systems (CMMS) configure a rich source of information to evaluate the occupants' …
systems (CMMS) configure a rich source of information to evaluate the occupants' …
Building inspection system for evaluating the technical performance of existing buildings
R Bortolini, N Forcada - Journal of Performance of Constructed …, 2018 - ascelibrary.org
The technical performance assessment of a building is essential for planning maintenance
actions to improve its condition and functionality. The aim of this study is to present a …
actions to improve its condition and functionality. The aim of this study is to present a …
Few-shot classification of façade defects based on extensible classifier and contrastive learning
Façade defect classification based on deep learning has made great progresses in recent
years. However, deep learning models commonly need abundant labeled data for training …
years. However, deep learning models commonly need abundant labeled data for training …
MultiDefectNet: Multi-class defect detection of building façade based on deep convolutional neural network
Defects in residential building façades affect the structural integrity of buildings and degrade
external appearances. Defects in a building façade are typically managed using manpower …
external appearances. Defects in a building façade are typically managed using manpower …
Defect risk assessment using a hybrid machine learning method
CL Fan - Journal of Construction Engineering and Management, 2020 - ascelibrary.org
Defects pose considerable risks to construction projects in terms of both cost and quality,
and identifying defects thus is crucial to effective construction quality management. In this …
and identifying defects thus is crucial to effective construction quality management. In this …