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
- TS: Data-driven Building operations Conference: Concordia University, John Molson School of Business (MB) Building - MB3.210
- 1:00 PM EDT - 2:30 PM EDT | 1 hour 30 minutes
- Data-Driven Smart Buildings: A New EraISJose Candenado
- Talk
Sessions in which Behrad Bezyan attends
- Opening Ceremony Opening Ceremony: Concordia University, Henry F Hall Building - Sir George Williams University Alumni Auditorium (H-110)
- 8:30 AM EDT - 9:00 AM EDT | 30 minutes
- Dr. Leon Wang (General President of COBEE 2022 / Président général COBEE 2022)
- Keynote
- IS: Big data analytics to inform building operations, resilience, policy and human mobility Conference: Concordia University, John Molson School of Business (MB) Building - MB3.430
- 10:30 AM EDT - 12:00 PM EDT | 1 hour 30 minutes
- Extract Typical air-conditioning behavior pattern based on large-scale online VRF system ope...
- Talk
- Building Renewables, Solar Buildings & Smart Grid 3 Conference: Concordia University, John Molson School of Business (MB) Building - MB2.430
- 3:00 PM EDT - 4:30 PM EDT | 1 hour 30 minutes
- SOLAR BUILDINGS AND STRUCTURAL WIND RESILIENCE IN WIND CODES AND STANDARDS...
- Talk
- Plenary Session 2 Conference: Concordia University, John Molson School of Business (MB) Building - BMO Amphitheater - MB1.210
- 8:30 AM EDT - 10:00 AM EDT | 1 hour 30 minutes
- Colleen S.L. Mercer Clarke,&nb...
- Keynote
- Building Renewables, Solar Buildings & Smart Grid 6 Conference: Concordia University, John Molson School of Business (MB) Building - MB2.430
- 10:30 AM EDT - 12:00 PM EDT | 1 hour 30 minutes
- Energy-driven Urban Configuration Optimization based on Modified Deep Reinforcement Learning...
- Talk
- Resilience and Climate Change 2 Conference: Concordia University, John Molson School of Business (MB) Building - MB3.430
- 10:30 AM EDT - 12:00 PM EDT | 1 hour 30 minutes
- How will mechanical night ventilation affect the electricity use and the electrical peak pow...
- Talk