Machine Learning Approach for Optimal HVAC Control to Minimize Cost and Maximize Comfort
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Machine Learning Approach for Optimal HVAC Control to Minimize Cost and Maximize Comfort
- 1. Timothy M. Dockins – University of Texas at Arlington research funded by NSF Grant CNS-0649229
- 5. u u u u u u u u u u u u 120 minutes 10 minutes time horizon 4096 permutations t 0
- 6. Thermal Space Model Home Occupancy Predictor Thermal Sensation Model Predictive Optimal Controller environment controller energy cost comfort cost C Clothing Level C Activity Level Outdoor temperature sensor Occupancy Sensors HVAC Air Temperature Radiant Temperature Air Velocity Relative Humidity
- 7. Occupancy Sensors Thermal Space Model Home Occupancy Predictor Thermal Sensation Model Predictive Optimal Controller environment controller energy cost comfort cost C Clothing Level C Activity Level occupants Outdoor temperature sensor HVAC Air Temperature Radiant Temperature Air Velocity Relative Humidity