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Helia Zandi
ORCID
Publication Activity (10 Years)
Years Active: 2013-2024
Publications (10 Years): 19
Top Topics
Hurricane Katrina
Water Consumption
Reinforcement Learning
Comparative Analysis
Top Venues
ISGT
BuildSys@SenSys
SMC
IEEE BigData
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Publications
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Eve Tsybina
,
Viswadeep Lebakula
,
Justin M. Hill
,
Jeffrey Munk
,
Helia Zandi
Structural Differences between Morning and Evening Peak in Optimized Water Heaters.
ISGT
(2024)
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)
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)
Eve Tsybina
,
Christopher Winstead
,
Justin M. Hill
,
Helia Zandi
,
P. Teja Kuruganti
Evidence of Residential Demand Flexibility in a 46 Townhome Neighborhood.
ISGT
(2023)
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
(2023)
Kuldeep R. Kurte
,
Kadir Amasyali
,
Jeffrey Munk
,
Helia Zandi
Deep Reinforcement Learning based HVAC Control for Reducing Carbon Footprint of Buildings.
ISGT
(2023)
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 (2023)
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)
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)
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)
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)
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)
Haitham Gabr
,
Andrei Todor
,
Helia Zandi
,
Alin Dobra
,
Tamer Kahveci
PReach: Reachability in Probabilistic Signaling Networks.
BCB
(2013)