DEDF: lightweight WSN distance estimation using RSSI data distribution-based fingerprinting. Issue 6 (August 2016)
- Record Type:
- Journal Article
- Title:
- DEDF: lightweight WSN distance estimation using RSSI data distribution-based fingerprinting. Issue 6 (August 2016)
- Main Title:
- DEDF: lightweight WSN distance estimation using RSSI data distribution-based fingerprinting
- Authors:
- Luo, Qinghua
Yan, Xiaozhen
Li, Junbao
Peng, Yu
Tang, Yumei
Wang, Jiaqi
Wang, Dan - Abstract:
- Abstract When estimating the distance for wireless sensor networks (WSNs), we always suppose that a fixed curve model exists between the received signal strength indicator (RSSI) and communication distance. But there exist some negative factors in practice, which makes this assumption to contradict with the situation in real communication environment. It results in large distance estimation error with low efficiency. Thus, a lightweight WSN communication distance estimation method is presented, which is called distance estimation using distribution-based fingerprinting. First, we considered the uncertainty in RSSI values, and got the fingerprinting relationship in terms of RSSI data distribution, which is gained through a statistical calculation. Then, a data matching algorithm is implemented to estimate the communication distance. Finally, RSSI values in different conditions are utilized to validate this method. Experimental results demonstrated that the new method can obtain better results with high efficiency than other related methods, and can be applied in WSN localization system.
- Is Part Of:
- Neural computing & applications. Volume 27:Issue 6(2016)
- Journal:
- Neural computing & applications
- Issue:
- Volume 27:Issue 6(2016)
- Issue Display:
- Volume 27, Issue 6 (2016)
- Year:
- 2016
- Volume:
- 27
- Issue:
- 6
- Issue Sort Value:
- 2016-0027-0006-0000
- Page Start:
- 1567
- Page End:
- 1575
- Publication Date:
- 2016-08
- Subjects:
- Wireless sensor network -- Distance estimation -- Fingerprinting -- Distribution
Neural networks (Computer science) -- Periodicals
Neural circuitry -- Periodicals
Artificial intelligence -- Periodicals
Neural Networks (Computer) -- Periodicals
Réseaux neuronaux (Informatique) -- Périodiques
Réseaux nerveux -- Périodiques
Intelligence artificielle -- Périodiques
006.32 - Journal URLs:
- http://www.springerlink.com/content/0941-0643/20/6/ ↗
http://www.springerlink.com/content/102827/ ↗
http://www.springer.com/gb/ ↗ - DOI:
- 10.1007/s00521-015-1956-2 ↗
- Languages:
- English
- ISSNs:
- 0941-0643
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 6081.280250
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 10049.xml