Detecting Common Insulation Problems in Built Environments using Thermal Images

dc.contributor.authorKhan, Naima
dc.contributor.authorPathak, Nilavra
dc.contributor.authorRoy, Nirmalya
dc.date.accessioned2021-07-30T19:24:45Z
dc.date.available2021-07-30T19:24:45Z
dc.date.issued2019-08-01
dc.description.abstractProper thermal insulation yields optimum energy expenses in buildings by maintaining necessary heat gain or loss through the built envelope. However, improper thermal insulation causes significant energy wastage along with infusing various damages on indoor and outdoor walls of the buildings, for example, damp areas, black stains, cracks, paint bubbles etc. Therefore, it is important to inspect the temperature variations in different areas of the built environments in regular basis. We propose a method for identifying temperature variance in building thermal images based on Symbolic Aggregated Approximation (SAX). Our process helps detect the temperature variation over different image segments and infers the fault prone segments of leakages. We have collected about 50 thermal images associated with different types of wall specific insulation problems in indoor built environment and were able to identify the affected area with approximately 75% accuracy using our proposed method based on temperature variation detection approach.en_US
dc.description.sponsorshipThis work is supported by the NSF CNS grant 1544687.en_US
dc.description.urihttps://ieeexplore.ieee.org/document/8784080en_US
dc.format.extent5 pagesen_US
dc.genreconference papers and proceedings postprints
dc.identifierdoi:10.13016/m27ru6-x7ss
dc.identifier.citationKhan, Naima; Pathak, Nilavra; Roy, Nirmalya; Detecting Common Insulation Problems in Built Environments using Thermal Images; 2019 IEEE International Conference on Smart Computing (SMARTCOMP), 1 August, 2019; https://doi.org/10.1109/SMARTCOMP.2019.00087en_US
dc.identifier.urihttps://doi.org/10.1109/SMARTCOMP.2019.00087
dc.identifier.urihttp://hdl.handle.net/11603/22235
dc.language.isoen_USen_US
dc.publisherIEEEen_US
dc.relation.isAvailableAtThe University of Maryland, Baltimore County (UMBC)
dc.relation.ispartofUMBC Information Systems Department Collection
dc.relation.ispartofUMBC Faculty Collection
dc.relation.ispartofUMBC Student Collection
dc.rightsThis item is likely protected under Title 17 of the U.S. Copyright Law. Unless on a Creative Commons license, for uses protected by Copyright Law, contact the copyright holder or the author.
dc.rights© 2019 IEEE.  Personal use of this material is permitted.  Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works
dc.titleDetecting Common Insulation Problems in Built Environments using Thermal Imagesen_US
dc.typeTexten_US

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