Economic Model Predictive Control for Time-Varying Cost and Peak Demand Charge Optimization
Risbeck, Michael J., Rawlings, James B.
Published in IEEE transactions on automatic control (01.07.2020)
Published in IEEE transactions on automatic control (01.07.2020)
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Journal Article
Building HVAC control with reinforcement learning for reduction of energy cost and demand charge
Jiang, Zhanhong, Risbeck, Michael J., Ramamurti, Vish, Murugesan, Sugumar, Amores, Jaume, Zhang, Chenlu, Lee, Young M., Drees, Kirk H.
Published in Energy and buildings (15.05.2021)
Published in Energy and buildings (15.05.2021)
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Journal Article
Economic MPC and real-time decision making with application to large-scale HVAC energy systems
Rawlings, James B., Patel, Nishith R., Risbeck, Michael J., Maravelias, Christos T., Wenzel, Michael J., Turney, Robert D.
Published in Computers & chemical engineering (09.06.2018)
Published in Computers & chemical engineering (09.06.2018)
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Journal Article
Modeling and multiobjective optimization of indoor airborne disease transmission risk and associated energy consumption for building HVAC systems
Risbeck, Michael J., Bazant, Martin Z., Jiang, Zhanhong, Lee, Young M., Drees, Kirk H., Douglas, Jonathan D.
Published in Energy and buildings (15.12.2021)
Published in Energy and buildings (15.12.2021)
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Journal Article
Deep Reinforcement Learning for Energy Cost Optimization in Building HVAC Systems
Jiang, Zhanhong, Risbeck, Michael J, Ramamurti, Vish, Murugesan, Sugumar, Amores, Jaume, Lee, Young M, Drees, Kirk H
Published in ASHRAE transactions (01.01.2021)
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Published in ASHRAE transactions (01.01.2021)
Journal Article
Airborne Disease Transmission Risk and Energy Impact of HVAC Mitigation Strategies
Risbeck, Michael J, Bazant, Ma, Jiang, Zhanhong, Lee, Young M, Drees, Kirk H, Douglas, Jonathan D
Published in ASHRAE journal (01.05.2022)
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Published in ASHRAE journal (01.05.2022)
Journal Article
On the inherent robustness of optimal and suboptimal nonlinear MPC
Allan, Douglas A., Bates, Cuyler N., Risbeck, Michael J., Rawlings, James B.
Published in Systems & control letters (01.08.2017)
Published in Systems & control letters (01.08.2017)
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Journal Article
A timeseries supervised learning framework for fault prediction in chiller systems
Jiang, Zhanhong, Risbeck, Michael J., Kulandai Samy, Santle Camilas, Zhang, Chenlu, Cyrus, Saman, Lee, Young M.
Published in Energy and buildings (15.04.2023)
Published in Energy and buildings (15.04.2023)
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Journal Article
Stochastic model predictive control for central HVAC plants
Kumar, Ranjeet, Wenzel, Michael J., ElBsat, Mohammad N., Risbeck, Michael J., Drees, Kirk H., Zavala, Victor M.
Published in Journal of process control (01.06.2020)
Published in Journal of process control (01.06.2020)
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Journal Article
Distributed economic model predictive control for large-scale building temperature regulation
Patel, Nishith R., Risbeck, Michael J., Rawlings, James B., Wenzel, Michael J., Turney, Robert D.
Published in 2016 American Control Conference (ACC) (01.07.2016)
Published in 2016 American Control Conference (ACC) (01.07.2016)
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Conference Proceeding
Journal Article
Data-driven control of airborne infection risk and energy use in buildings
Risbeck, Michael J., Cohen, Alexander E., Douglas, Jonathan D., Jiang, Zhanhong, Fanone, Carlo, Bowes, Karen, Doughty, Jim, Turnbull, Martin, DiBerardinis, Louis, Lee, Young M., Bazant, Martin Z.
Published in Building and environment (01.11.2023)
Published in Building and environment (01.11.2023)
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Journal Article
Dual dynamic programming for multi-scale mixed-integer MPC
Kumar, Ranjeet, Wenzel, Michael J., ElBsat, Mohammad N., Risbeck, Michael J., Drees, Kirk H., Zavala, Victor M.
Published in Computers & chemical engineering (01.05.2021)
Published in Computers & chemical engineering (01.05.2021)
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Journal Article
Mixed-integer optimization methods for online scheduling in large-scale HVAC systems
Risbeck, Michael J., Maravelias, Christos T., Rawlings, James B., Turney, Robert D.
Published in Optimization letters (01.06.2020)
Published in Optimization letters (01.06.2020)
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Journal Article