MyJournals Home  

RSS FeedsSensors, Vol. 19, Pages 1678: Comprehensive Investigation on Principle Component Large-Scale Wi-Fi Indoor Localization (Sensors)

 
 

8 april 2019 18:03:41

 
Sensors, Vol. 19, Pages 1678: Comprehensive Investigation on Principle Component Large-Scale Wi-Fi Indoor Localization (Sensors)
 




The smartphone market is rapidly spreading, coupled with several services and applications. Some of these services require the knowledge of the exact location of their handsets. The Global Positioning System (GPS) suffers from accuracy deterioration and outages in indoor environments. The Wi-Fi Fingerprinting approach has been widely used in indoor positioning systems. In this paper, Principal Component Analysis (PCA) is utilized to improve the performance and to reduce the computation complexity of the Wi-Fi indoor localization systems based on a machine learning approach. The experimental setup and performance of the proposed method were tested in real indoor environments at a large-scale environment of 960 m2 to analyze the performance of different machine learning approaches. The results show that the performance of the proposed method outperforms conventional indoor localization techniques based on machine learning techniques.


Del.icio.us Digg Facebook Google StumbleUpon Twitter
 
16 viewsCategory: Chemistry, Physics
 
Sensors, Vol. 19, Pages 1679: Personalized Rehabilitation Recognition for Ubiquitous Healthcare Measurements (Sensors)
Sensors, Vol. 19, Pages 1677: Peptide Cross-Linked Poly (Ethylene Glycol) Hydrogel Films as Biosensor Coatings for the Detection of Collagenase (Sensors)
 
 
blog comments powered by Disqus


MyJournals.org
The latest issues of all your favorite science journals on one page

Username:
Password:

Register | Retrieve

Search:

Physics

Use these buttons to bookmark us:
Del.icio.us Digg Facebook Google StumbleUpon Twitter


Valid HTML 4.01 Transitional
Copyright © 2008 - 2019 Indigonet Services B.V.. Contact: Tim Hulsen. Read here our privacy notice.
Other websites of Indigonet Services B.V.: Nieuws Vacatures News Tweets Travel Photos Nachrichten Indigonet Finances Leer Mandarijn