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000902588 0247_ $$2doi$$a10.1088/1742-6596/2042/1/012126
000902588 0247_ $$2ISSN$$a1742-6588
000902588 0247_ $$2ISSN$$a1742-6596
000902588 0247_ $$2Handle$$a2128/29081
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000902588 037__ $$aFZJ-2021-04383
000902588 041__ $$aEnglish
000902588 1001_ $$0P:(DE-Juel1)174343$$aDerbas, Ghadeer$$b0$$eCorresponding author
000902588 1112_ $$aCarbon-neutral cities - energy efficiency and renewables in the digital era$$cEPFL Lausanne$$d2021-09-08 - 2021-09-10$$gCISBAT 2021$$wSwitzerland
000902588 245__ $$aData-driven occupant-centric rules of automated shade adjustments: Luxembourg case study
000902588 260__ $$c2021
000902588 300__ $$a1-6
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000902588 3367_ $$0PUB:(DE-HGF)8$$2PUB:(DE-HGF)$$aContribution to a conference proceedings$$bcontrib$$mcontrib$$s1651488767_15551
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000902588 4900_ $$aJournal of Physics: Conference Series
000902588 520__ $$aThis study presents key findings of observed datasets in a nearly zero-energy office building for over 66 working days from June to mid-September in 2019, Luxembourg. Measurements of indoor and outdoor environmental parameters as well as user-shade override adjustments were extracted from the KNX-based building management system (BMS) in 47 office rooms located in three typical floor levels. Relative frequency and "rate of change" of blind use were analysed in terms of window orientation, occupancy level, and the time of the day. Logistic regression and data mining techniques were used to identify potentially useful and understandable occupant behaviour patterns and reveal the main triggers behind blind adjustments. The well-designed automation system together with the inner glare protection formed the base of very low user-shade interactions. A mean of 0.184 manual blind adjustments per day per office. Eight regression sub-models were developed and all were incapable of predicting user-shade lowering and raising events. Alternatively, two user profiles were mined based on 20 rules gained from clustering analysis: user (ß) was representing the passive user, and user (μ) the medium user. Overall, we conclude that the automated shading system in this building is satisfactory, user-friendly, and a robust control system.
000902588 536__ $$0G:(DE-HGF)POF4-5111$$a5111 - Domain-Specific Simulation & Data Life Cycle Labs (SDLs) and Research Groups (POF4-511)$$cPOF4-511$$fPOF IV$$x0
000902588 536__ $$0G:(BMBF)01DH16027$$aPilotprojekt zur Entwicklung eines palästinensisch-deutschen Forschungs- und Promotionsprogramms 'Palestinian-German Science Bridge' (01DH16027)$$c01DH16027$$x1
000902588 588__ $$aDataset connected to CrossRef, Journals: juser.fz-juelich.de
000902588 7001_ $$0P:(DE-HGF)0$$aVoss, Karsten$$b1$$eLast author
000902588 773__ $$a10.1088/1742-6596/2042/1/012126$$gVol. 2042, no. 1, p. 012126 -$$n1$$p012126 -$$v2042$$y2021
000902588 8564_ $$uhttps://juser.fz-juelich.de/record/902588/files/Derbas_2021_J._Phys.%20_Conf._Ser._2042_012126%281%29.pdf$$yOpenAccess
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000902588 9101_ $$0I:(DE-588b)5008462-8$$6P:(DE-Juel1)174343$$aForschungszentrum Jülich$$b0$$kFZJ
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000902588 9141_ $$y2021
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