Jeffrey Munk

According to our database, Jeffrey Munk authored at least 16 papers between 2019 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Structural Differences between Morning and Evening Peak in Optimized Water Heaters.

Eve Tsybina, Viswadeep Lebakula, Justin M. Hill, Jeffrey Munk, Helia Zandi

Proceedings of the IEEE Power & Energy Society Innovative Smart Grid Technologies Conference, 2024

Autonomous Anomaly Detection for MPC Forecasts of HVAC Systems in Residential Communities.

Viswadeep Lebakula, Eve Tsybina, Justin M. Hill, Jeffrey Munk, Helia Zandi

Proceedings of the IEEE Power & Energy Society Innovative Smart Grid Technologies Conference, 2024

2023

Deep Reinforcement Learning based HVAC Control for Reducing Carbon Footprint of Buildings.

Kuldeep R. Kurte, Kadir Amasyali, Jeffrey Munk, Helia Zandi

Proceedings of the IEEE Power & Energy Society Innovative Smart Grid Technologies Conference, 2023

Reinforcement-learning-based Smart Water Heater Control: An Actual Deployment.

Kadir Amasyali, Kuldeep R. Kurte, Helia Zandi, Jeffrey Munk

Proceedings of the IEEE Power & Energy Society Innovative Smart Grid Technologies Conference, 2023

Anomaly detection for MPC forecast in Fleet of Water Heaters.

Viswadeep Lebakula, Eve Tsybina, Kadir Amasyali, Justin M. Hill, Jeffrey Munk, Helia Zandi

Proceedings of the International Conference on Machine Learning and Applications, 2023

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

Proceedings of the 9th ACM International Conference on Systems for Energy-Efficient Buildings, 2022

Hierarchical Model-Free Transactive Control of Residential Building Loads: An Actual Deployment.

Kadir Amasyali, Christopher Winstead, Yang Chen, Jeffrey Munk, Mohammed M. Olama, Justin M. Hill

Proceedings of the 2022 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference, 2022

2021

Comparative analysis of model-free and model-based HVAC control for residential demand response.

Kuldeep R. Kurte, Kadir Amasyali, Jeffrey Munk, Helia Zandi

Proceedings of the BuildSys '21: The 8th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation, Coimbra, Portugal, November 17, 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

Proceedings of the IEEE Power & Energy Society Innovative Smart Grid Technologies Conference, 2021

Data Analysis Approach for Large Data Volumes in a Connected Community.

Supriya Chinthavali, Sangkeun Lee, Michael R. Starke, Junghoon Chae, Varisara Tansakul, Jeffrey Munk, Helia Zandi, P. Teja Kuruganti, Heather Buckberry, Mahabir Bhandari, James Leverette

Proceedings of the IEEE Power & Energy Society Innovative Smart Grid Technologies Conference, 2021

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

Proceedings of the IEEE Power & Energy Society Innovative Smart Grid Technologies Conference, 2021

2020

A Scalable and Distributed Algorithm for Managing Residential Demand Response Programs Using Alternating Direction Method of Multipliers (ADMM).

Xiao Kou, Fangxing Li, Jin Dong, Michael R. Starke, Jeffrey Munk, Yaosuo Xue, Mohammed M. Olama, Helia Zandi

IEEE Trans. Smart Grid, 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

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

Proceedings of the IEEE Power & Energy Society Innovative Smart Grid Technologies Conference, 2020

Methodology for Interpretable Reinforcement Learning Model for HVAC Energy Control.

Olivera Kotevska, Jeffrey Munk, Kuldeep R. Kurte, Yan Du, Kadir Amasyali, Robert W. Smith, Helia Zandi

Proceedings of the 2020 IEEE International Conference on Big Data (IEEE BigData 2020), 2020

2019

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

Proceedings of the 58th IEEE Conference on Decision and Control, 2019