Mobile QR Code QR CODE : Korean Journal of Air-Conditioning and Refrigeration Engineering
Korean Journal of Air-Conditioning and Refrigeration Engineering

Korean Journal of Air-Conditioning and Refrigeration Engineering

ISO Journal TitleKorean J. Air-Cond. Refrig. Eng.
  • Open Access, Monthly
Open Access Monthly
  • ISSN : 1229-6422 (Print)
  • ISSN : 2465-7611 (Online)
Title A Study of Optimum Control in Building HVAC System using Reinforce Signal
Authors 조성환 ; 양성희 ; 양훈철
Page pp.1068-1076
ISSN 12296422
Keywords 건물자동화 시스템 ; 비례적분제어 ; 강화학습 ; 최적제어 ; 자동동조 PI control ; Reinforcement learning ; Optimal control ; Auto-tuning ; Building automation system
Abstract Technology on the proportional integral(PI) control have grown rapidly owing to the needs for the robust capacity of the controllers from industrial building sectors. However, PI controller requires tuning of gains for optimal control when the outside weather condition changes. The present study presents the possibility of reinforcement learning(RL) control algorithm with PI controller adapted in the HVAC system. The optimal design criteria of RL controller was proposed in the Environment Chamber experiment and a theoretical analysis was also conducted using TRNSYS program.