A Low-Cost Indoor Localization System for Energy Sustainability in Smart Buildings

被引:49
作者
Moreno, Victoria [1 ]
Zamora, Miguel A. [1 ]
Skarmeta, Antonio F. [1 ]
机构
[1] Univ Murcia, Dept Informat & Commun Engn, E-30100 Murcia, Spain
关键词
Indoor location; particle tracking; building automation; energy efficiency; TRACKING;
D O I
10.1109/JSEN.2016.2524501
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
This paper proposes a low-cost indoor localization system in the context of smart buildings in which customized services are provided to occupants, considering energy consumption issues. To offer indoor services, it is necessary to consider information concerning to the identity and location of the occupants, as well as the accuracy required in the location data to provide these services in a comfortable and energy efficient way. We propose a mechanism for solving these localization requirements, using radio frequency identification and infrared data. The computational techniques implemented in this paper in order to solve the indoor localization problem are: 1) a radial basis function (RBF) network, which is in charge of estimating the user position and 2) a particle filter, which is in charge of estimating the next position of users based on the previous positions estimated by the RBF. This localization mechanism is tested in a reference smart building that houses an automation system for collecting data and controlling the devices and appliances of the building. The results obtained from the assessments performed are very satisfactory in terms of accuracy and precision of the user location data, providing a low-cost solution for ambient adaptation based on human presence.
引用
收藏
页码:3246 / 3262
页数:17
相关论文
共 29 条
  • [1] [Anonymous], P IEEE INT S COMP AI
  • [2] [Anonymous], 2013, Principles of random walk
  • [3] [Anonymous], 2017, Miscellaneous functions for Grid Graphics R package gridExtra version 2.3
  • [4] [Anonymous], LN67TS U LINC
  • [5] [Anonymous], HPL200341
  • [6] [Anonymous], 2004, TOPAZ
  • [7] The Internet of Things: A survey
    Atzori, Luigi
    Iera, Antonio
    Morabito, Giacomo
    [J]. COMPUTER NETWORKS, 2010, 54 (15) : 2787 - 2805
  • [8] Bahl P., 2000, Proceedings IEEE INFOCOM 2000. Conference on Computer Communications. Nineteenth Annual Joint Conference of the IEEE Computer and Communications Societies (Cat. No.00CH37064), P775, DOI 10.1109/INFCOM.2000.832252
  • [9] Advanced control systems engineering for energy and comfort management in a building environment-A review
    Dounis, A. I.
    Caraiscos, C.
    [J]. RENEWABLE & SUSTAINABLE ENERGY REVIEWS, 2009, 13 (6-7) : 1246 - 1261
  • [10] A Fuzzy Logic-Based System for Indoor Localization Using WiFi in Ambient Intelligent Environments
    Garcia-Valverde, Teresa
    Garcia-Sola, Alberto
    Hagras, Hani
    Dooley, James A.
    Callaghan, Victor
    Botia, Juan A.
    [J]. IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2013, 21 (04) : 702 - 718