Building HVAC Scheduling Using Reinforcement Learning via Neural Network Based Model Approximation-Reference-Cited by-同舟云学术

Building HVAC Scheduling Using Reinforcement Learning via Neural Network Based Model Approximation

Published:2019-11-13 Issue: Volume: Page:
ISSN:
Container-title:Proceedings of the 6th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation
language:
Short-container-title:

Author:

Zhang Chi¹,Kuppannagari Sanmukh R.²,Kannan Rajgopal³,Prasanna Viktor K.²

Affiliation:

1. Department of Computer Science, University of Southern California, Los Angeles, CA

2. Department of Electrical and Computer Engineering, University of Southern California, Los Angeles, CA

3. US Army Research Lab-West, Playa Vista, CA

Funder

U.S. Army Research Office (ARO)

U.S. National Science Foundation (NSF)

Publisher

ACM

Link

https://dl.acm.org/doi/pdf/10.1145/3360322.3360861

Reference30 articles.

1. 2019. Control Systems/State-Space Equations. https://en.wikibooks.org/wiki/Control_Systems/State-Space_Equations 2019. Control Systems/State-Space Equations. https://en.wikibooks.org/wiki/Control_Systems/State-Space_Equations

2. Abdul Afram Farrokh Janabi-Sharifi Alan S. Fung and Kaamran Raahemifar. 2017. Artificial Neural Network (ANN) based Model Predictive Control (MPC) and Optimization of HVAC Systems: A State of the Art Review and Case Study of a Residential HVAC System. Energy and Buildings 141 (02 2017). https://doi.org/10.1016/j.enbuild.2017.02.012 Abdul Afram Farrokh Janabi-Sharifi Alan S. Fung and Kaamran Raahemifar. 2017. Artificial Neural Network (ANN) based Model Predictive Control (MPC) and Optimization of HVAC Systems: A State of the Art Review and Case Study of a Residential HVAC System. Energy and Buildings 141 (02 2017). https://doi.org/10.1016/j.enbuild.2017.02.012

3. Linear Quadratic Regulator (LQR) approach for lifting and stabilizing of two-wheeled wheelchair

4. Nonlinear control of a heating, ventilating, and air conditioning system with thermal load estimation

5. Path-constrained trajectory optimization using sparse sequential quadratic programming

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