I am developing Machine Learning and Deep Learning models for evaluation the energy performance to detect and diagnose the simultaneous multiple faults in the HVAC systems of the commercial buildings which accounts for about 40% of the total energy use in the US. I use Python with Scikit-learn, TensorFlow, PyTorch, and Keras libraries for the development of models, as my PhD thesis. Also, I am a data scientist skilled in programming with Python and SQL (pgAdmin) for data analysis.
Moreover, I Developed machine learning models using historical data of HVAC system of two semi-detached houses located in Inuvik, NWT, Canada and weather data for prediction of heating energy use and developed the Principal Component Analysis (PCA) model for fault detection and diagnosis scope in the HVAC system as my MASc thesis.
Sessions in which Behrad Bezyan participates
Conference: Concordia University, John Molson School of Business (MB) Building - MB3.210
Talk
Burak Gunay, Carleton University (Chair)
Brodie Hobson, Carleton University (Speaker)
José Candanedo, CanmetENERGY-Varennes / Natural Resources Canada (Speaker)
Narges Zaeri Esfahani, Carleton University (Speaker)
Behrad Bezyan, Concordia University (Speaker)
Sessions in which Behrad Bezyan attends
Opening Ceremony: Concordia University, Henry F Hall Building - Sir George Williams University Alumni Auditorium (H-110)
Keynote
Leon Wang, Concordia University (Speaker)
Andreas Athienitis, Concordia University (Speaker)
Conference: Concordia University, John Molson School of Business (MB) Building - MB3.430
Talk
Dr. Tianzhen Hong, Lawrence Berkeley National Laboratory (Chair)
Da Yan, Tsinghua University (Speaker)
Bing Dong, Syracuse University (Speaker)
Yueming (Lucy) Qiu, University of Maryland College Park (Speaker)
Conference: Concordia University, John Molson School of Business (MB) Building - MB2.430
Talk
Miljana Horvat, Toronto Metropolitan University (Chair)
Hatem Alrawashdeh, Concordia University (Speaker)
Mehrdad Shirinbakhsh, University of Toronto (Speaker)
Seyedmohammad Hosseini, NTNU (Speaker)
Edward Louie, Pacific Northwest National Laboratory (Speaker)
K M Faridul Hasan, University of Sopron (Speaker)
William Gagnon, McGill University (Speaker)
Conference: Concordia University, John Molson School of Business (MB) Building - BMO Amphitheater - MB1.210
Keynote
Colleen Mercer Clarke, International Federation of Landscape Architects (Keynote speaker)
Dr. Andrew Persily, U.S. National Institute of Standards and Technology (Keynote speaker)
Conference: Concordia University, John Molson School of Business (MB) Building - MB2.430
Talk
Xin Xu, Beijing university of technology (Speaker)
yaowen chen, School of Building Services Science and Engineering, Xi’an University of Architecture and Technology, Xi’an 710055, China (Speaker)
Michael De Pinto, Ryerson University (Speaker)
Caroline H-Vermette (Chair)
Ursula Eicker, Concordia University (Speaker)
Chenyu Huang (Speaker)
Conference: Concordia University, John Molson School of Business (MB) Building - MB3.430
Talk
Hossein Bakhtiari, University of Gävle & Gavlefastigheter Company, Sweden (Speaker)
Scott Bucking, Carleton University (Speaker)
Milad Rostami, Carleton University (Speaker)
Kathryn Hinkelman, Pennsylvania State University (Speaker)
Sylvie Leroyer, Environment and Climate Change Canada (Chair)