Version 1
: Received: 24 May 2018 / Approved: 24 May 2018 / Online: 24 May 2018 (16:05:27 CEST)
How to cite:
Kim, Y.; Heo, K.; You, G.; Lim, H.; Choi, J.; Eom, J. A Study on the Improvement of Thermal Energy Efficiency for District Thermal Energy Consumer Facility based on Reinforcement Learning. Preprints2018, 2018050353. https://doi.org/10.20944/preprints201805.0353.v1
Kim, Y.; Heo, K.; You, G.; Lim, H.; Choi, J.; Eom, J. A Study on the Improvement of Thermal Energy Efficiency for District Thermal Energy Consumer Facility based on Reinforcement Learning. Preprints 2018, 2018050353. https://doi.org/10.20944/preprints201805.0353.v1
Kim, Y.; Heo, K.; You, G.; Lim, H.; Choi, J.; Eom, J. A Study on the Improvement of Thermal Energy Efficiency for District Thermal Energy Consumer Facility based on Reinforcement Learning. Preprints2018, 2018050353. https://doi.org/10.20944/preprints201805.0353.v1
APA Style
Kim, Y., Heo, K., You, G., Lim, H., Choi, J., & Eom, J. (2018). A Study on the Improvement of Thermal Energy Efficiency for District Thermal Energy Consumer Facility based on Reinforcement Learning. Preprints. https://doi.org/10.20944/preprints201805.0353.v1
Chicago/Turabian Style
Kim, Y., Jung-In Choi and Jae-Sik Eom. 2018 "A Study on the Improvement of Thermal Energy Efficiency for District Thermal Energy Consumer Facility based on Reinforcement Learning" Preprints. https://doi.org/10.20944/preprints201805.0353.v1
Abstract
This paper presents a study on the thermal efficiency improvement of the user equipment room in the district heating system based on reinforcement learning [1], and suggests a general method of constructing a learning network(DQN)[2] using deep Q learning[3], which is a reinforcement learning algorithm that does not specify a model. In addition, we introduce the big data platform system and the integrated heat management system for the energy field in the massive data processing from the IoT sensor installed in large number of thermal energy control facilities.
Keywords
big data; big data system; energy; district heating; reinforcement learning
Subject
Computer Science and Mathematics, Computer Science
Copyright:
This is an open access article distributed under the Creative Commons Attribution License which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
