Search
On the Usefulness of the Generalised Additive Model for Mean Path Loss Estimation in Body Area Networks
Abstract
In this article, the usefulness of the Generalised Additive Model for mean path loss estimation in Body Area Networks is investigated. The research concerns a narrow-band indoor off-body network operating at 2.45 GHz, being based on measurements performed with four different users. The mean path loss is modelled as a sum of four components that depend on path length, antenna orientation angle, absolute difference between transmitting and receiving antenna heights and relative polarisation of both antennas. It is proved that the Generalised Additive Model allows for mean path loss estimation with a higher accuracy in comparison with Linear Regression. The obtained mean error is 0 dB, the root mean square error is 5.52 dB and the adjusted coefficient of determination is 61.2%.
Citations
-
1 1
CrossRef
-
0
Web of Science
-
1 4
Scopus
Authors (4)
-
Luis M. Correia
Cite as
Full text
- Publication version
- Accepted or Published Version
- License
-
open in new tab
Keywords
Details
- Category:
- Articles
- Type:
- artykuły w czasopismach
- Published in:
-
IEEE Access
no. 8,
pages 176873 - 176882,
ISSN: 2169-3536 - Language:
- English
- Publication year:
- 2020
- Bibliographic description:
- Laskowski M., Ambroziak S., Correia L., Świder K.: On the Usefulness of the Generalised Additive Model for Mean Path Loss Estimation in Body Area Networks// IEEE Access -Vol. 8, (2020), s.176873-176882
- DOI:
- Digital Object Identifier (open in new tab) 10.1109/access.2020.3025118
- Verified by:
- Gdańsk University of Technology
seen 160 times
Recommended for you
Performance Evaluation of GAM in Off-Body Path Loss Modelling for Body Area Networks
- M. Laskowski,
- S. Ambroziak,
- L. M. Correia
- + 1 authors
An Approach to Mean Path Loss Model Estimation for Off-Body Channels
- S. Ambroziak,
- K. Turbić,
- L. M. Correia