Title :
Transmit power estimation with a single monitor in multi-band networks
Author :
Chen, Shaxun ; Zeng, Kai ; Cheng, Ningning ; Mohapatra, Prasant
Author_Institution :
Dept. of Comput. Sci., Univ. of California, Davis, CA, USA
Abstract :
Transmit power estimation is widely used in network monitoring, power-aware design of MANETs, primary user detection in cognitive radio networks and many other areas. Traditional methods for transmit power estimation are trilateration-based, which require an underlying infrastructure with at least three monitors. In this paper, we propose a novel transmit power estimation method which utilizes the nuance of the received signal strength at different frequencies. Our method only needs one monitor, thus has less hardware requirement and is much easier to carry around. We use a support vector machine to facilitate the estimation, and conduct real-world experiments to validate our method. The experimental results demonstrate that our method is able to achieve the accuracy as high as 90%, which in practice outperforms the trilateration method using multiple monitors.
Keywords :
cognitive radio; mobile ad hoc networks; radio transmitters; support vector machines; MANET; cognitive radio networks; hardware requirement; multiband networks; network monitoring; power-aware design; primary user detection; received signal strength; single monitor; support vector machine; transmit power estimation; trilateration method; Ad hoc networks; Attenuation; Estimation; Monitoring; Radio transmitters; Support vector machines; Wireless communication; multi-band transmitter; support vector machine; support vector regression; transmit power estimation;
Conference_Titel :
Sensor, Mesh and Ad Hoc Communications and Networks (SECON), 2012 9th Annual IEEE Communications Society Conference on
Conference_Location :
Seoul
Print_ISBN :
978-1-4673-1904-1
Electronic_ISBN :
2155-5486
DOI :
10.1109/SECON.2012.6275822