Research on the Use of Machine Learning on Building Facades
Open Access
- 7 June 2022
- journal article
- Published by Orclever Science and Research Group in The European Journal of Research and Development
- Vol. 2 (2), 224-240
- https://doi.org/10.56038/ejrnd.v2i2.63
Abstract
Artificial intelligence and its sub-branch, machine learning technologies, have developed rapidly in recent years and their use for various purposes has seemed to be increased in various sectors from automotive to medicine, from law to marketing. Similarly, these technologies have begun to be used in the building sector and in the field of architecture. These technologies are being used in many fields in architecture such as feasibility studies, building design, project control, occupational safety, earthquake resistant building design and applications, energy efficient system design, construction with smart construction equipment, smart building design, and smart facade design. Despite this increasing use in the field, it has been determined by the literature review that the number of studies focusing on the use of machine learning in architecture, especially on building facades, is low. In this sense in the study, it is aimed to examine the relationship between artificial intelligence and machine learning technologies with architecture in the context of building facades. Initially in the study the topics and the historical process related to artificial intelligence and machine learning were explained, subsequently the use of technologies on the building facades was examined through examples. In this way, a guiding resource has been created for those who want to work on this subject in the future.Keywords
This publication has 18 references indexed in Scilit:
- A review on cooling performance enhancement for phase change materials integrated systems—flexible design and smart control with machine learning applicationsJournal of Affective Disorders, 2020
- TLS FOR DETECTING SMALL DAMAGES ON A BUILDING FAÇADEThe International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 2019
- Modelling the thermal behaviour of a building facade using deep learningPLOS ONE, 2018
- Procedural Modeling of a Building from a Single ImageComputer Graphics Forum, 2018
- Using machine learning techniques for occupancy-prediction-based cooling control in office buildingsApplied Energy, 2018
- Automated Recognition of Building Façades for Creation of As-Is Mock-Up 3D ModelsJournal of Computing in Civil Engineering, 2017
- Development of surrogate models using artificial neural network for building shell energy labellingEnergy Policy, 2014
- Representation Learning: A Review and New PerspectivesIEEE Transactions on Pattern Analysis and Machine Intelligence, 2013
- Automated Design of Both the Topology and Sizing of Analog Electrical Circuits Using Genetic ProgrammingPublished by Springer Science and Business Media LLC ,1996
- DAPS: Expert System for Structural Damage AssessmentJournal of Computing in Civil Engineering, 1990