Jeffrey Munk

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 16

Top Topics

Reinforcement Learning

Comparative Analysis

Water Consumption

Top Venues

BuildSys@SenSys

Publications

Eve Tsybina, Viswadeep Lebakula, Justin M. Hill, Jeffrey Munk, Helia Zandi
Structural Differences between Morning and Evening Peak in Optimized Water Heaters. ISGT (2024)
Viswadeep Lebakula, Eve Tsybina, Justin M. Hill, Jeffrey Munk, Helia Zandi
Autonomous Anomaly Detection for MPC Forecasts of HVAC Systems in Residential Communities. ISGT (2024)
Kuldeep R. Kurte, Kadir Amasyali, Jeffrey Munk, Helia Zandi
Deep Reinforcement Learning based HVAC Control for Reducing Carbon Footprint of Buildings. ISGT (2023)
Viswadeep Lebakula, Eve Tsybina, Kadir Amasyali, Justin M. Hill, Jeffrey Munk, Helia Zandi
Anomaly detection for MPC forecast in Fleet of Water Heaters. ICMLA (2023)
Kadir Amasyali, Kuldeep R. Kurte, Helia Zandi, Jeffrey Munk
Reinforcement-learning-based Smart Water Heater Control: An Actual Deployment. ISGT (2023)
Kuldeep R. Kurte, Kadir Amasyali, Jeffrey Munk, Helia Zandi
Deep reinforcement learning with online data augmentation to improve sample efficiency for intelligent HVAC control. BuildSys@SenSys (2022)
Kadir Amasyali, Christopher Winstead, Yang Chen, Jeffrey Munk, Mohammed M. Olama, Justin M. Hill
Hierarchical Model-Free Transactive Control of Residential Building Loads: An Actual Deployment. ISGT (2022)
Supriya Chinthavali, Sangkeun Lee, Michael Starke, Junghoon Chae, Varisara Tansakul, Jeffrey Munk, Helia Zandi, P. Teja Kuruganti, Heather Buckberry, Mahabir Bhandari, James Leverette
Data Analysis Approach for Large Data Volumes in a Connected Community. ISGT (2021)
J. Hall, Michael Starke, Jeffrey Munk, Helia Zandi, Supriya Chinthavali, Varisara Tansakul, T. Kuruganti, Heather Buckberry
A Real-time Agent Based Optimization and Control Approach for Residential Building Heating Ventilation and Air Conditioning Systems. ISGT (2021)
Kuldeep R. Kurte, Kadir Amasyali, Jeffrey Munk, Helia Zandi
Comparative analysis of model-free and model-based HVAC control for residential demand response. BuildSys@SenSys (2021)
Kadir Amasyali, Kuldeep R. Kurte, Helia Zandi, Jeffrey Munk, Olivera Kotevska, Robert W. Smith
Double Deep Q-Networks for Optimizing Electricity Cost of a Water Heater. ISGT (2021)
Zhong Guo, Austin R. Coffman, Jeffrey Munk, Piljae Im, P. Teja Kuruganti, Prabir Barooah
Aggregation and Data Driven Identification of Building Thermal Dynamic Model and Unmeasured Disturbance. CoRR (2020)
Xiao Kou, Fangxing Li, Jin Dong, Michael Starke, Jeffrey Munk, Yaosuo Xue, Mohammed M. Olama, Helia Zandi
A Scalable and Distributed Algorithm for Managing Residential Demand Response Programs Using Alternating Direction Method of Multipliers (ADMM). IEEE Trans. Smart Grid 11 (6) (2020)
Michael Starke, Jeffrey Munk, Helia Zandi, P. Teja Kuruganti, Heather Buckberry, J. Hall, James Leverette
Real-Time MPC for Residential Building Water Heater Systems to Support the Electric Grid. ISGT (2020)
Olivera Kotevska, Jeffrey Munk, Kuldeep R. Kurte, Yan Du, Kadir Amasyali, Robert W. Smith, Helia Zandi
Methodology for Interpretable Reinforcement Learning Model for HVAC Energy Control. IEEE BigData (2020)
Zhong Guo, Austin R. Coffman, Jeffrey Munk, Piljae Im, Prabir Barooah
Identification of aggregate building thermal dynamic model and unmeasured internal heat load from data. CDC (2019)