A Real-time Agent Based Optimization and Control Approach for Residential Building Heating Ventilation and Air Conditioning Systems

被引:0
作者
Hall, J. [1 ]
Starke, M. [1 ]
Munk, J. [1 ]
Zandi, H. [1 ]
Chinthavali, S. [1 ]
Tansakul, V [1 ]
Kuruganti, T. [1 ]
Buckberry, H. [1 ]
机构
[1] Oak Ridge Natl Lab, POB 2009, Oak Ridge, TN 37831 USA
来源
2021 IEEE POWER & ENERGY SOCIETY INNOVATIVE SMART GRID TECHNOLOGIES CONFERENCE (ISGT) | 2021年
关键词
control; HVAC; modeling; optimization; real-time;
D O I
10.1109/ISGT49243.2021.9372238
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The prevalence of the IoT (Internet of Things) is fostering the development of new control options and decision making that was not previously available. This is creating a wealth of opportunities for real-time control approaches and systems that can optimize for a common goal. This paper presents a smart residential neighborhood with optimization at the residential level utilizing a system of agents. The optimization utilizes information and modeling to optimize variable speed HVAC real-time operation in actual residential buildings. Data is presented showing the performance of the optimization and conclusions are drawn on next steps for development.
引用
收藏
页数:5
相关论文
共 13 条
  • [1] 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
    Afram, Abdul
    Janabi-Sharifi, Farrokh
    Fung, Alan S.
    Raahemifar, Kaamran
    [J]. ENERGY AND BUILDINGS, 2017, 141 : 96 - 113
  • [2] Ali M.Y., 2014, INTEGRATED ANAL DEPO, P1, DOI DOI 10.1109/ISGTEUROPE.2014.7028883
  • [3] [Anonymous], 2008, HOM AR NETW SYST REQ
  • [4] Batchu R, 2015, RESIDENTIAL DEMAND R, P18
  • [5] Cui B. R., 2017, P ECOS 2017 30 INT C
  • [6] Johnson B., 2014, TRANSMISSION DISTRIB
  • [7] Katipamula S., ASHRAE T, V2
  • [8] Li N., 2011, P IEEE POW EN SOC GE, P1, DOI DOI 10.1109/PES.2011.6039082
  • [9] An Evaluation of the HVAC Load Potential for Providing Load Balancing Service
    Lu, Ning
    [J]. IEEE TRANSACTIONS ON SMART GRID, 2012, 3 (03) : 1263 - 1270
  • [10] DISTRIBUTED INTELLIGENCE IN LOAD CONTROL - RESULTS OF AN EXPERIMENT USING DEMAND LIMITING DEVICES FOR RESIDENTIAL LOAD CONTROL
    MCINTYRE, JM
    CIECIOR, L
    KASPAR, A
    CASTROP, D
    [J]. IEEE TRANSACTIONS ON POWER APPARATUS AND SYSTEMS, 1985, 104 (05): : 1140 - 1146