Please use this identifier to cite or link to this item: https://doi.org/10.1109/TCOMM.2010.082710.090412
Title: On active learning and supervised transmission of spectrum sharing based cognitive radios by exploiting hidden primary radio feedback
Authors: Zhang, R. 
Keywords: Active learning
cognitive radio
hidden feedback
spectrum sharing
supervised transmission
Issue Date: Oct-2010
Source: Zhang, R. (2010-10). On active learning and supervised transmission of spectrum sharing based cognitive radios by exploiting hidden primary radio feedback. IEEE Transactions on Communications 58 (10) : 2960-2970. ScholarBank@NUS Repository. https://doi.org/10.1109/TCOMM.2010.082710.090412
Abstract: This paper studies the wireless spectrum sharing between a pair of distributed primary radio (PR) and cognitive radio (CR) links. Assuming that the PR link adapts its transmit power and/or rate upon receiving an interference signal from the CR and such transmit adaptations are observable by the CR, this results in a new form of feedback from the PR to CR, refereed to as hidden PR feedback, whereby the CR learns the PR's strategy for transmit adaptations without the need of a dedicated feedback channel from the PR. In this paper, we exploit the hidden PR feedback to design new learning and transmission schemes for spectrum sharing based CRs, namely active learning and supervised transmission. For active learning, the CR initiatively sends a probing signal to interfere with the PR, and from the observed PR transmit adaptations the CR estimates the channel gain from its transmitter to the PR receiver, which is essential for the CR to control its interference to the PR during the subsequent data transmission. This paper proposes a new transmission protocol for the CR to implement the active learning and the solutions to deal with various practical issues for implementation, such as time synchronization, rate estimation granularity, power measurement noise, and channel variation. Furthermore, with the acquired knowledge from active learning, the CR designs a supervised data transmission by effectively controlling the interference powers both to and from the PR, so as to achieve the optimum performance tradeoffs for the PR and CR links. Numerical results are provided to evaluate the effectiveness of the proposed schemes for CRs under different system setups. © 2006 IEEE.
Source Title: IEEE Transactions on Communications
URI: http://scholarbank.nus.edu.sg/handle/10635/56856
ISSN: 00906778
DOI: 10.1109/TCOMM.2010.082710.090412
Appears in Collections:Staff Publications

Show full item record
Files in This Item:
There are no files associated with this item.

SCOPUSTM   
Citations

50
checked on Dec 5, 2017

WEB OF SCIENCETM
Citations

47
checked on Dec 5, 2017

Page view(s)

22
checked on Dec 11, 2017

Google ScholarTM

Check

Altmetric


Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.