Fuzzy-based Wi-Fi localisation with high accuracy using fingerprinting. (2018)
- Record Type:
- Journal Article
- Title:
- Fuzzy-based Wi-Fi localisation with high accuracy using fingerprinting. (2018)
- Main Title:
- Fuzzy-based Wi-Fi localisation with high accuracy using fingerprinting
- Authors:
- Ibrahim, Michael
Nabil, Tarek
Halawa, Hassan H.
ElSayed, Hany M.
Daoud, Ramez M.
Amer, Hassanein H.
Ismail, Mohamed
Wahish, Mostafa
Ibrahim, Mohamed - Abstract:
- In this paper, a localisation system based on Wi-Fi fingerprinting and fuzzy data analysis is presented. Three localisation techniques were used, Euclidean distance, K-nearest neighbours (KNN), and weighted K-nearest neighbours (WKNN), to get three independent estimations of a user's location. Then fuzzy analysis is used to combine the three estimates to achieve highly-accurate localisation. Two experiments were conducted in order to test the proposed new technique and compare it to the traditional fingerprinting techniques present in the literature. The results of the experiments proved that the proposed technique outperforms the traditional techniques.
- Is Part Of:
- International journal of systems, control and communications. Volume 9:Number 1(2017)
- Journal:
- International journal of systems, control and communications
- Issue:
- Volume 9:Number 1(2017)
- Issue Display:
- Volume 9, Issue 1 (2017)
- Year:
- 2017
- Volume:
- 9
- Issue:
- 1
- Issue Sort Value:
- 2017-0009-0001-0000
- Page Start:
- 1
- Page End:
- 19
- Publication Date:
- 2018
- Subjects:
- localisation -- fingerprinting -- fuzzy -- Euclidean distance -- K-nearest neighbours -- KNN -- weighted K-nearest neighbours -- WKNN
Computer networks -- Periodicals
Intelligent control systems -- Periodicals
Systems engineering -- Periodicals
004.605 - Journal URLs:
- http://www.inderscience.com/jhome.php?jcode=ijscc#issue ↗
http://www.inderscience.com/ ↗ - Languages:
- English
- ISSNs:
- 1755-9340
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 9184.xml