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Journal Articles

Reinforcement Learning Building Control: An Online Approach With Guided Exploration Using Surrogate Models

Sourav Dey, Gregor P. Henze

Publisher: ASME

J. Eng. Sustain. Bldgs. Cities. February 2024, 5(1): 011005.

Paper No: JESBC-24-1001

https://doi.org/10.1115/1.4064842

Published Online: March 12, 2024

View Article titled, Reinforcement Learning Building Control: An Online Approach With Guided Exploration Using Surrogate Models

Topics: Reinforcement learning, Control equipment, Temperature, Batteries

Journal Articles

Optimal Control of District Cooling Energy Plant With Reinforcement Learning and Model Predictive Control

Zhong Guo, Aditya Chaudhari, Austin R. Coffman, Prabir Barooah

Publisher: ASME

J. Eng. Sustain. Bldgs. Cities. February 2024, 5(1): 011002.

Paper No: JESBC-23-1032

https://doi.org/10.1115/1.4064023

Published Online: December 4, 2023

View Article titled, Optimal Control of District Cooling Energy Plant With Reinforcement Learning and Model Predictive Control

Topics: Control equipment, Cooling, Reinforcement learning, Simulation, Algorithms, Predictive control, Water, Optimal control

Journal Articles

Analyzing Harmony and Discord Among Optimal Building Controllers Responding to Energy, Cost, and Carbon Reduction Objectives

Lily X. Li, Gregory S. Pavlak

Publisher: ASME

J. Eng. Sustain. Bldgs. Cities. February 2023, 4(1): 011002.

Paper No: JESBC-22-1021

https://doi.org/10.1115/1.4056962

Published Online: March 21, 2023

View Article titled, Analyzing Harmony and Discord Among Optimal Building Controllers Responding to Energy, Cost, and Carbon Reduction Objectives

Topics: Carbon, Control equipment, Signals, Tradeoffs, Predictive control, Structures, Dynamics (Mechanics)

Journal Articles

Quantifying the Value of Stochastic Supervisory Controller for Building Thermal Energy Storage Aggregators in Two-Settlement Grid Markets

Min Gyung Yu, Gregory S. Pavlak

Publisher: ASME

J. Eng. Sustain. Bldgs. Cities. August 2022, 3(3): 031002.

Paper No: JESBC-22-1007

https://doi.org/10.1115/1.4056023

Published Online: November 7, 2022

View Article titled, Quantifying the Value of Stochastic Supervisory Controller for Building Thermal Energy Storage Aggregators in Two-Settlement Grid Markets

Topics: Control equipment, Optimization, Structures, Thermal energy storage, Uncertainty, Decision making

Journal Articles

An Adaptive Model Predictive Control Scheme for Energy-Efficient Control of Building HVAC Systems

Tingting Zeng, Prabir Barooah

Publisher: ASME

J. Eng. Sustain. Bldgs. Cities. August 2021, 2(3): 031001.

Paper No: JESBC-21-1005

https://doi.org/10.1115/1.4051482

Published Online: June 28, 2021

View Article titled, An Adaptive Model Predictive Control Scheme for Energy-Efficient Control of Building HVAC Systems

Topics: Control equipment, HVAC equipment, Optimization, Predictive control, Simulation, Temperature, Control systems, Energy consumption, Approximation, Heat

Journal Articles

Model Predictive Control-Based Hierarchical Control of a Multi-Zone Commercial HVAC System

Naren Srivaths Raman, Rahul Umashankar Chaturvedi, Zhong Guo, Prabir Barooah

Publisher: ASME

J. Eng. Sustain. Bldgs. Cities. May 2021, 2(2): 021005.

Paper No: JESBC-21-1008

https://doi.org/10.1115/1.4051205

Published Online: June 3, 2021

View Article titled, Model Predictive Control-Based Hierarchical Control of a Multi-Zone Commercial HVAC System

Topics: Air flow, Control equipment, Cooling, Energy consumption, HVAC equipment, Simulation, Temperature, Predictive control, Climate, Structures

Journal Articles

Optimal Energy Dispatch Controller for Fuel Cell-Integrated Multi-Zone Building

Yashen Lin, Venkatesh Chinde, Sen Huang

Publisher: ASME

J. Eng. Sustain. Bldgs. Cities. November 2020, 1(4): 041001.

Paper No: JESBC-20-1012

https://doi.org/10.1115/1.4048176

Published Online: September 3, 2020

View Article titled, Optimal Energy Dispatch Controller for Fuel Cell-Integrated Multi-Zone Building

Topics: Control equipment, Fuel cells, Fuels, Heat, Optimization, Simulation, Stress, Temperature, Heating, Structures

Journal Articles

Modeling and Simulation of Building Cooling System With Supercooling-Based Ice Energy Storage

Yili Zhang, Sean Kissick, Hailei Wang

Publisher: ASME

J. Eng. Sustain. Bldgs. Cities. May 2020, 1(2): 021002.

Paper No: JESBC-19-1143

https://doi.org/10.1115/1.4046788

Published Online: April 8, 2020

View Article titled, Modeling and Simulation of Building Cooling System With Supercooling-Based Ice Energy Storage

Topics: Cooling, Cooling systems, Energy storage, Ice, Simulation, Supercooling, Temperature, Water, Compressors, Storage

Journal citation

NARROW

Reinforcement Learning Building Control: An Online Approach With Guided Exploration Using Surrogate Models

Optimal Control of District Cooling Energy Plant With Reinforcement Learning and Model Predictive Control

Analyzing Harmony and Discord Among Optimal Building Controllers Responding to Energy, Cost, and Carbon Reduction Objectives

Quantifying the Value of Stochastic Supervisory Controller for Building Thermal Energy Storage Aggregators in Two-Settlement Grid Markets

An Adaptive Model Predictive Control Scheme for Energy-Efficient Control of Building HVAC Systems

Model Predictive Control-Based Hierarchical Control of a Multi-Zone Commercial HVAC System

Optimal Energy Dispatch Controller for Fuel Cell-Integrated Multi-Zone Building

Modeling and Simulation of Building Cooling System With Supercooling-Based Ice Energy Storage

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