Helia Zandi Contact ZANDIH@ORNL.GOV All Publications Energy performance evaluation of the ASHRAE Guideline 36 control and reinforcement learning–based control using field measu... Synchronization and Rebound Effects in Residential Loads Unveiling the role of deployment in the performance of ASHRAE Guideline 36 Structural Differences between Morning and Evening Peak in Optimized Water Heaters A Transfer Learning Strategy for Improving the Data Efficiency of Deep Reinforcement Learning Control in Smart Buildings Autonomous Anomaly Detection for MPC Forecasts of HVAC Systems in Residential Communities... Anomaly detection for MPC forecast in Fleet of Water Heaters The Empirical Effect of Fleet Optimization on Synchronization and Rebound Effects in Heat Pump Water Heaters Impact of Control on Availability and Cycling of Residential HVAC in a Real-World Experiment... Peak Reduction Using Mode Adjustment of Heat Pump Water Heaters in a Residential Neighborhood... Experimental Evidence on Latency in a Fleet of Controllable Water Heaters Analysis of Building Model Forecasts using Autonomous HVAC Optimization System for Residential Neighborhood Optimal Operation of Integrated PV and Energy Storage Considering Multiple Operational Modes With a Real-World Case Study Using Synchronization as an Indicator of Controllability in a Fleet of Water Heaters Deep Reinforcement Learning Based Smart Water Heater Control for Reducing Electricity Consumption and Carbon Emission Ten questions concerning reinforcement learning for building energy management Findings from Design and Operation of Connected Neighborhoods Cyber Framework for Steering and Measurements Collection Over Instrument-Computing Ecosystems... Virtual Infrastructure Twins: Software Testing Platforms for Computing-Instrument Ecosystems Deep Reinforcement Learning based HVAC Control for Reducing Carbon Footprint of Buildings Evidence of Residential Demand Flexibility in a 46 Townhome Neighborhood Reinforcement-learning-based Smart Water Heater Control: An Actual Deployment Virtual Infrastructure Twins: Software Testing Platforms for Computing-Instrument Ecosystems Deep reinforcement learning with online data augmentation to improve sample efficiency for intelligent HVAC control Seamlessly Fuel Flexible Heat Pump with Optimal Model-based Control Strategies to Reduce Peak Demand, Utility Cost and CO2 Emission Pagination Current page 1 Page 2 Page 3 Next page ›â¶Äº Last page Last » Key Links Organizations Computing and Computational Sciences Directorate Computational Sciences and Engineering Division Advanced Computing Methods for Engineered Systems Section Computational Systems Engineering and Cybernetics Group Energy Science and Technology Directorate Building Technologies Program User Facilities Building Technologies Research and Integration Center
