In Search of Sustainable Design Patterns: Combining Data Mining and Semantic Data Modelling on Disparate Building Data

Publikation: Bidrag til bog/antologi/rapport/konference proceedingKonferenceartikel i proceedingForskningpeer review

Abstract

Cross-domain analytical techniques have made the prediction of outcomes in building design more accurate. Yet, many decisions are based on rules of thumb and previous experiences, and not on documented evidence. That results in inaccurate predictions and a difference between predicted and actual building performance. This article aims to reduce the occurrence of such errors using a combination of data mining and semantic modelling techniques, by deploying these technologies in a use case, for which sensor data is collected. The results present a semantic building data graph enriched with discovered motifs and association rules in observed properties. We conclude that the combination of semantic modelling and data mining techniques can contribute to creating a repository of building data for design decision support.
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Detaljer

Cross-domain analytical techniques have made the prediction of outcomes in building design more accurate. Yet, many decisions are based on rules of thumb and previous experiences, and not on documented evidence. That results in inaccurate predictions and a difference between predicted and actual building performance. This article aims to reduce the occurrence of such errors using a combination of data mining and semantic modelling techniques, by deploying these technologies in a use case, for which sensor data is collected. The results present a semantic building data graph enriched with discovered motifs and association rules in observed properties. We conclude that the combination of semantic modelling and data mining techniques can contribute to creating a repository of building data for design decision support.
OriginalsprogEngelsk
TitelAdvances in Informatics and Computing in Civil and Construction Engineering : Proceedings of the 35th CIB W78 2018 Conference: IT in Design, Construction, and Management
RedaktørerIvan Mutis, Timo Hartmann
ForlagSpringer Publishing Company
Publikationsdato2019
Sider19-26
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ISBN (Trykt)978-3-030-00220-6
DOI
StatusE-pub ahead of print - 2019
PublikationsartForskning
Peer reviewJa
Begivenhed35th CIB W78 2018 Conference : IT in Design, Construction, and Management - Chicago, Illinois, USA
Varighed: 1 okt. 20183 okt. 2018
Konferencens nummer: 35

Konference

Konference35th CIB W78 2018 Conference : IT in Design, Construction, and Management
Nummer35
LandUSA
ByChicago, Illinois
Periode01/10/201803/10/2018

    Forskningsområder

  • BIM, Semantics, Data mining, Pattern recognition, Knowledge discovery

Kort

ID: 281834176