Identification of aggregate building thermal dynamic model and unmeasured internal heat load from data. - Zhong Guo; Austin R. Coffman; Jeffrey Munk; Piljae Im; Prabir Barooah (CDC, 2019)

Methodology for Interpretable Reinforcement Learning Model for HVAC Energy Control. - Olivera Kotevska; Jeffrey Munk; Kuldeep R. Kurte; Yan Du; Kadir Amasyali; Robert W. Smith 004; Helia Zandi (IEEE BigData, 2020)

Real-Time MPC for Residential Building Water Heater Systems to Support the Electric Grid. - Michael R. Starke; Jeffrey Munk; Helia Zandi; P. Teja Kuruganti; Heather Buckberry; J. Hall; James Leverette (ISGT, 2020)

Aggregation and Data Driven Identification of Building Thermal Dynamic Model and Unmeasured Disturbance. - Zhong Guo; Austin R. Coffman; Jeffrey Munk; Piljae Im; P. Teja Kuruganti; Prabir Barooah (CoRR, 2020)

A Scalable and Distributed Algorithm for Managing Residential Demand Response Programs Using Alternating Direction Method of Multipliers (ADMM). - Xiao Kou; Fangxing Li 001; Jin Dong; Michael R. Starke; Jeffrey Munk; Yaosuo Xue; Mohammed M. Olama; Helia Zandi (IEEE Trans. Smart Grid, 2020)

Double Deep Q-Networks for Optimizing Electricity Cost of a Water Heater. - Kadir Amasyali; Kuldeep R. Kurte; Helia Zandi; Jeffrey Munk; Olivera Kotevska; Robert W. Smith 004 (ISGT, 2021)

Data Analysis Approach for Large Data Volumes in a Connected Community. - Supriya Chinthavali; Sangkeun Lee 001; Michael R. Starke; Junghoon Chae; Varisara Tansakul; Jeffrey Munk; Helia Zandi; P. Teja Kuruganti; Heather Buckberry; Mahabir Bhandari; James Leverette (ISGT, 2021)

A Real-time Agent Based Optimization and Control Approach for Residential Building Heating Ventilation and Air Conditioning Systems. - J. Hall; Michael R. Starke; Jeffrey Munk; Helia Zandi; Supriya Chinthavali; Varisara Tansakul; P. Teja Kuruganti; Heather Buckberry (ISGT, 2021)

Comparative analysis of model-free and model-based HVAC control for residential demand response. - Kuldeep R. Kurte; Kadir Amasyali; Jeffrey Munk; Helia Zandi (BuildSys, 2021)

Hierarchical Model-Free Transactive Control of Residential Building Loads: An Actual Deployment. - Kadir Amasyali; Christopher Winstead; Yang Chen 021; Jeffrey Munk; Mohammed M. Olama; Justin M. Hill (ISGT, 2022)

Deep reinforcement learning with online data augmentation to improve sample efficiency for intelligent HVAC control. - Kuldeep R. Kurte; Kadir Amasyali; Jeffrey Munk; Helia Zandi (BuildSys, 2022)

Anomaly detection for MPC forecast in Fleet of Water Heaters. - Viswadeep Lebakula; Eve Tsybina; Kadir Amasyali; Justin M. Hill; Jeffrey Munk; Helia Zandi (ICMLA, 2023)

Reinforcement-learning-based Smart Water Heater Control: An Actual Deployment. - Kadir Amasyali; Kuldeep R. Kurte; Helia Zandi; Jeffrey Munk (ISGT, 2023)

Deep Reinforcement Learning based HVAC Control for Reducing Carbon Footprint of Buildings. - Kuldeep R. Kurte; Kadir Amasyali; Jeffrey Munk; Helia Zandi (ISGT, 2023)

Autonomous Anomaly Detection for MPC Forecasts of HVAC Systems in Residential Communities. - Viswadeep Lebakula; Eve Tsybina; Justin M. Hill; Jeffrey Munk; Helia Zandi (ISGT, 2024)

Structural Differences between Morning and Evening Peak in Optimized Water Heaters. - Eve Tsybina; Viswadeep Lebakula; Justin M. Hill; Jeffrey Munk; Helia Zandi (ISGT, 2024)