Keywords: Inspection
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Journal Articles

A multiclassifier convolutional neural network to identify defect type and severity in roofing elements

Kareem Mostafa
Journal: Facilities
Facilities (2026) 44 (3-4): 182–197.
https://doi.org/10.1108/F-06-2025-0101
Published: 01 January 2026
...Kareem Mostafa Purpose Roofing is highly susceptible to environmental damage from elements like wind, snow and rain. Regular inspection and maintenance are essential to extend a roof’s lifespan. This study aims to develop an automated system that detects and classifies roofing damage types...
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Journal Articles

Using image analysis to quantify defects and prioritize repairs in built-up roofs

Kareem Mostafa, Tarek Hegazy, Robert D. Hunsperger, Stepanka Elias
Journal: Facilities
Facilities (2023) 41 (7-8): 498–509.
https://doi.org/10.1108/F-08-2022-0119
Published: 02 March 2023
...Kareem Mostafa; Tarek Hegazy; Robert D. Hunsperger; Stepanka Elias Purpose This paper aims to use convolutional neural networks (CNNs) to provide an objective approach to classify deteriorated building assets according to the type and extent of damage. This research supports automated inspection...
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Journal Articles

A code-compliance framework for fire safety in student housing facilities

Mohammad A. Hassanain, Jamilu A. Garkuwa, Muizz O. Sanni-Anibire
Journal: Facilities
Facilities (2018) 36 (7-8): 423–436.
https://doi.org/10.1108/F-12-2016-0099
Published: 08 May 2018
... 02 12 2016 06 02 2017 17 05 2017 26 09 2017 31 10 2017 © Emerald Publishing Limited 2018 Emerald Publishing Limited Licensed re-use rights only Framework Inspection Checklist Fire safety Code requirements Student housing facilities Student housing...
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