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
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
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
Hierarchical MPC schemes for periodic systems using stochastic programming
Kumar, Ranjeet, Wenzel, Michael J., Ellis, Matthew J., ElBsat, Mohammad N., Drees, Kirk H., Zavala, Victor M.
Published in Automatica (Oxford) (01.09.2019)
Published in Automatica (Oxford) (01.09.2019)
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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
Development and Evaluation of a Rule-Based Control Strategy for Ice Storage Systems
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