Integration of Directional Antennas in an RSS Fingerprinting-Based Indoor Localization System

被引:20
作者
Guzman-Quiros, Raul [1 ]
Martinez-Sala, Alejandro [1 ]
Luis Gomez-Tornero, Jose [1 ]
Garcia-Haro, Joan [1 ]
机构
[1] Univ Politecn Cartagena, Dept Informat & Commun Technol, Cartagena 30202, Spain
关键词
indoor localization system; received signal strength; fingerprinting technique; artificial neural networks; directional antennas; POSITIONING SYSTEM; LOCATION; FUSION; NETWORKS; SENSORS; WIFI;
D O I
10.3390/s16010004
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
In this paper, the integration of directional antennas in a room-level received signal strength (RSS) fingerprinting-based indoor localization system (ILS) is studied. The sensor reader (SR), which is in charge of capturing the RSS to infer the tag position, can be attached to an omnidirectional or directional antenna. Unlike commonly-employed omnidirectional antennas, directional antennas can receive a stronger signal from the direction in which they are pointed, resulting in a different RSS distributions in space and, hence, more distinguishable fingerprints. A simulation tool and a system management software have been also developed to control the system and assist the initial antenna deployment, reducing time-consuming costs. A prototype was mounted in a real scenario, with a number of SRs with omnidirectional and directional antennas properly positioned. Different antenna configurations have been studied, evidencing a promising capability of directional antennas to enhance the performance of RSS fingerprinting-based ILS, reducing the number of required SRs and also increasing the localization success.
引用
收藏
页数:23
相关论文
共 53 条
[1]   A modular classification model for received signal strength based location systems [J].
Ahmad, Uzair ;
Gavrilov, Andrey V. ;
Lee, Sungyoung ;
Lee, Young-Koo .
NEUROCOMPUTING, 2008, 71 (13-15) :2657-2669
[2]   Context-aware, self-scaling Fuzzy ArtMap for received signal strength based location systems [J].
Ahmad, Uzair ;
Gavrilov, Andrey V. ;
Lee, Young-Koo ;
Lee, Sungyoung .
SOFT COMPUTING, 2008, 12 (07) :699-713
[3]   Fingerprint Kalman Filter in Indoor Positioning Applications [J].
Ali-Loytty, Simo ;
Perala, Tommi ;
Honkavirta, Ville ;
Piche, Robert .
2009 IEEE CONTROL APPLICATIONS CCA & INTELLIGENT CONTROL (ISIC), VOLS 1-3, 2009, :1678-1683
[4]  
[Anonymous], 2009, GLOB TEL C 2009 GLOB
[5]  
[Anonymous], 2012, P 2012 INT C IND POS
[6]  
[Anonymous], 2001, Wireless Communications: Principles and Practice
[7]  
[Anonymous], 2008, P 19 IEEE INT S PERS
[8]   Integrated Indoor Navigation System for Ground Vehicles With Automatic 3-D Alignment and Position Initialization [J].
Atia, Mohamed M. ;
Liu, Shifei ;
Nematallah, Heba ;
Karamat, Tashfeen B. ;
Noureldin, Aboelmagd .
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2015, 64 (04) :1279-1292
[9]  
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
[10]  
Battiti R., 2002, P AINS