Kadir Amasyali Contact amasyalik@ornl.gov | 865.341.0354 All Publications 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 Peak Reduction Using Mode Adjustment of Heat Pump Water Heaters in a Residential Neighborhood... Deep Reinforcement Learning Based Smart Water Heater Control for Reducing Electricity Consumption and Carbon Emission Ten questions concerning reinforcement learning for building energy management Deep Reinforcement Learning based HVAC Control for Reducing Carbon Footprint of Buildings... Reinforcement-learning-based Smart Water Heater Control: An Actual Deployment Deep reinforcement learning with online data augmentation to improve sample efficiency for intelligent HVAC control... Robust Solution Approach for Bilevel Demand Response Game at Distribution Level... Field Testing of a Hierarchical Model-Free Transactive Control Strategy in a Residential House... Hierarchical Model-Free Transactive Control of Building Loads to Support Grid Services A Data-Driven, Distributed Game-Theoretic Transactional Control Approach for Hierarchical Demand Response... Impacts of New Sensor Types for Selected Advanced Controls... Hierarchical Model-Free Transactive Control of Residential Building Loads: An Actual Deployment... Hierarchical Transactive Control of Flexible Building Loads Under Distribution LMP... Comparative analysis of model-free and model-based HVAC control for residential demand response... Stochastic Pricing Game for Aggregated Demand Response Considering Comfort Level... Deep Reinforcement Learning for Autonomous Water Heater Control... Power Allocation by Load Aggregator with Heterogeneous Loads using Weighted Projection... Gaussian Process Regression for Aggregate Baseline Load Forecasting... Methodology for interpretable reinforcement learning model for HVAC energy control... Multi-task Deep Reinforcement Learning for Intelligent Multi-zone Residential HVAC Control... Double Deep Q-Networks for Optimizing Electricity Cost of a Water Heater... A Comparison Study on Trading Behavior and Profit Distribution in Local Energy Transaction Games Deep Reinforcement Learning for Residential HVAC Control with Consideration of Human Occupancy... Pagination Current page 1 Page 2 Next page ›› Last page Last » Key Links ORCID