Helia Zandi Contact 865.574.1619 | zandih@ornl.gov All Publications Synchronization and Rebound Effects in Residential Loads Autonomous Anomaly Detection for MPC Forecasts of HVAC Systems in Residential Communities... 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 Anomaly detection for MPC forecast in Fleet of Water Heaters Experimental Evidence on Latency in a Fleet of Controllable 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... Using Synchronization as an Indicator of Controllability in a Fleet of 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 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... Reinforcement-learning-based Smart Water Heater Control: An Actual Deployment Evidence of Residential Demand Flexibility in a 46 Townhome Neighborhood 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 Hybrid Heat Pump Controls: Conventional Dual Fuel versus Seamlessly Fuel Flexible Heat Pump... Demonstration of Intelligent HVAC Load Management With Deep Reinforcement Learning: Real-World Experience of Machine Learning... Pagination Current page 1 Page 2 Page 3 Next page ›› Last page Last » Key Links ORCID 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
