Fazel Khayatian
Fazel Khayatian
Research Scientist, Urban Energy Systems Laboratory, Empa
Verified email at - Homepage
Cited by
Cited by
Application of neural networks for evaluating energy performance certificates of residential buildings
F Khayatian, L Sarto
Energy and Buildings 125, 45-54, 2016
Evaluation of cities’ smartness by means of indicators for small and medium cities and communities: A methodology for Northern Italy
E Bruni, A Panza, L Sarto, F Khayatian
Sustainable Cities and Society 34, 193-202, 2017
Building energy retrofit index for policy making and decision support at regional and national scales
F Khayatian, L Sarto
Applied energy 206, 1062-1075, 2017
Using generative adversarial networks to evaluate robustness of reinforcement learning agents against uncertainties
F Khayatian, Z Nagy, A Bollinger
Energy and Buildings 251, 111334, 2021
Temporal Resolution of Measurements and the Effects on Calibrating Building Energy Models
F Khayatian, A Bollinger, P Heer
eSIM 2020 Conference Proceedings, 2020
Hybrid probabilistic–possibilistic treatment of uncertainty in building energy models: A case study of sizing peak cooling loads
F Khayatian, M MeshkinKiya, P Baraldi, F Di Maio, E Zio
ASCE-ASME J Risk and Uncert in Engrg Sys Part B Mech Engrg 4 (4), 2018
Unsupervised learning for feature projection: Extracting patterns from multidimensional building measurements
C Xiao, F Khayatian
Energy and Buildings 224, 110228, 2020
Quantifying the climate and human-system-driven uncertainties in energy planning by using GANs
ATD Perera, F Khayatian, S Eggimann, K Orehounig, S Halgamuge
Applied Energy 328, 120169, 2022
On the use of conditional TimeGAN to enhance the robustness of a reinforcement learning agent in the building domain
M Fochesato, F Khayatian, DF Lima, Z Nagy
Proceedings of the 9th ACM International Conference on Systems for Energy …, 2022
A data-driven approach for window opening predictions in non-air-conditioned buildings
Y Fu, T Zhou, I Lun, F Khayatian, W Deng, W Su
Intelligent Buildings International 14 (3), 329-345, 2022
Benchmarking HVAC controller performance with a digital twin
F Khayatian, H Cai, A Bojarski, P Heer, A Bollinger
Applied Energy Symposium 2022: Clean Energy towards Carbon Neutrality (CEN2022), 2022
Experiment strategy for evaluating advanced building energy management system
H Cai, F Khayatian, P Heer
Journal of Physics: Conference Series 2042 (1), 012030, 2021
Application of deep machine learning in multi-scale building energy audit
Italy, 2018
The system can't perform the operation now. Try again later.
Articles 1–13