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2020 – today
- 2024
[c17]Kadir Amasyali, Yan Liu, Helia Zandi
:
A Transfer Learning Strategy for Improving the Data Efficiency of Deep Reinforcement Learning Control in Smart Buildings. ISGT 2024: 1-5- [c16]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: 1-5 - [c15]Eve Tsybina, Viswadeep Lebakula, Justin M. Hill, Jeffrey Munk, Helia Zandi:
Structural Differences between Morning and Evening Peak in Optimized Water Heaters. ISGT 2024: 1-5 - 2023
- [j2]Helia Zandi, Michael R. Starke, Christopher Winstead, P. Teja Kuruganti, Justin M. Hill, Fangxing Li:
Optimal Operation of Integrated PV and Energy Storage Considering Multiple Operational Modes With a Real-World Case Study. IEEE Access 11: 99070-99082 (2023) - [c14]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: 249-256 - [c13]Kadir Amasyali, Kuldeep R. Kurte, Helia Zandi, Jeffrey Munk:
Reinforcement-learning-based Smart Water Heater Control: An Actual Deployment. ISGT 2023: 1-5 - [c12]Kuldeep R. Kurte, Kadir Amasyali, Jeffrey Munk, Helia Zandi:
Deep Reinforcement Learning based HVAC Control for Reducing Carbon Footprint of Buildings. ISGT 2023: 1-5 - [c11]Eve Tsybina, Christopher Winstead, Justin M. Hill, Helia Zandi, P. Teja Kuruganti:
Evidence of Residential Demand Flexibility in a 46 Townhome Neighborhood. ISGT 2023: 1-5 - [c10]Anees Al-Najjar, Nageswara S. V. Rao, Ramanan Sankaran, Helia Zandi, Debangshu Mukherjee, Maxim A. Ziatdinov, Craig Bridges:
Cyber Framework for Steering and Measurements Collection Over Instrument-Computing Ecosystems. SMARTCOMP 2023: 198-200 - [i1]Anees Al-Najjar, Nageswara S. V. Rao, Ramanan Sankaran, Helia Zandi, Debangshu Mukherjee, Maxim A. Ziatdinov, Craig Bridges:
Cyber Framework for Steering and Measurements Collection Over Instrument-Computing Ecosystems. CoRR abs/2307.06883 (2023) - 2022
- [c9]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: 479-483 - [c8]Nageswara S. V. Rao, Anees Al-Najjar, Helia Zandi, Ramanan Sankaran, Susan E. Hicks, Kevin Roccapriore, Debangshu Mukherjee:
Virtual Infrastructure Twins: Software Testing Platforms for Computing-Instrument Ecosystems. SMC 2022: 155-172 - 2021
- [c7]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: 1-5 - [c6]Supriya Chinthavali, Sangkeun Lee, Michael R. 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: 1-5 - [c5]J. Hall, Michael R. Starke, Jeffrey Munk, Helia Zandi, Supriya Chinthavali, Varisara Tansakul, P. Teja Kuruganti, Heather Buckberry:
A Real-time Agent Based Optimization and Control Approach for Residential Building Heating Ventilation and Air Conditioning Systems. ISGT 2021: 1-5 - [c4]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: 309-313 - 2020
- [j1]Xiao Kou, Fangxing Li, Jin Dong, Michael R. 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): 4871-4882 (2020) - [c3]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: 1555-1564 - [c2]Michael R. 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: 1-5
2010 – 2019
- 2013
- [c1]Haitham Gabr, Andrei Todor, Helia Zandi, Alin Dobra, Tamer Kahveci:
PReach: Reachability in Probabilistic Signaling Networks. BCB 2013: 3
Coauthor Index
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