Rate-Optimal and Reduced-Complexity Sequential Sensing Algorithms for Cognitive OFDM Radios
Sequential sensing algorithms are developed for OFDM-based hierarchical cognitive radio (CR) systems. Secondary users sense multiple subbands simultaneously for possible spectrum availabilities under hard misdetection constraints to prevent interference to the primary users. Accounting for the fact...
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2009-01-01
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Series: | EURASIP Journal on Advances in Signal Processing |
Online Access: | http://dx.doi.org/10.1155/2009/421540 |
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doaj-a9d9f787d34648ed923864c7ffa8a9442020-11-24T21:19:07ZengSpringerOpenEURASIP Journal on Advances in Signal Processing1687-61721687-61802009-01-01200910.1155/2009/421540Rate-Optimal and Reduced-Complexity Sequential Sensing Algorithms for Cognitive OFDM RadiosSeung-Jun KimGeorgios B. GiannakisSequential sensing algorithms are developed for OFDM-based hierarchical cognitive radio (CR) systems. Secondary users sense multiple subbands simultaneously for possible spectrum availabilities under hard misdetection constraints to prevent interference to the primary users. Accounting for the fact that the sensing time overhead can often be significant, a novel performance metric is introduced based on the effective achievable data rate. An optimization problem is formulated in the framework of optimal stopping problems to maximize the average effective data rate by determining the best time to stop taking samples and proceed to data transmission. A basis expansion-based suboptimal algorithm is developed to reduce the prohibitive complexity of the optimal solution. The numerical results presented verify the efficacy of the proposed approach. http://dx.doi.org/10.1155/2009/421540 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Seung-Jun Kim Georgios B. Giannakis |
spellingShingle |
Seung-Jun Kim Georgios B. Giannakis Rate-Optimal and Reduced-Complexity Sequential Sensing Algorithms for Cognitive OFDM Radios EURASIP Journal on Advances in Signal Processing |
author_facet |
Seung-Jun Kim Georgios B. Giannakis |
author_sort |
Seung-Jun Kim |
title |
Rate-Optimal and Reduced-Complexity Sequential Sensing Algorithms for Cognitive OFDM Radios |
title_short |
Rate-Optimal and Reduced-Complexity Sequential Sensing Algorithms for Cognitive OFDM Radios |
title_full |
Rate-Optimal and Reduced-Complexity Sequential Sensing Algorithms for Cognitive OFDM Radios |
title_fullStr |
Rate-Optimal and Reduced-Complexity Sequential Sensing Algorithms for Cognitive OFDM Radios |
title_full_unstemmed |
Rate-Optimal and Reduced-Complexity Sequential Sensing Algorithms for Cognitive OFDM Radios |
title_sort |
rate-optimal and reduced-complexity sequential sensing algorithms for cognitive ofdm radios |
publisher |
SpringerOpen |
series |
EURASIP Journal on Advances in Signal Processing |
issn |
1687-6172 1687-6180 |
publishDate |
2009-01-01 |
description |
Sequential sensing algorithms are developed for OFDM-based hierarchical cognitive radio (CR) systems. Secondary users sense multiple subbands simultaneously for possible spectrum availabilities under hard misdetection constraints to prevent interference to the primary users. Accounting for the fact that the sensing time overhead can often be significant, a novel performance metric is introduced based on the effective achievable data rate. An optimization problem is formulated in the framework of optimal stopping problems to maximize the average effective data rate by determining the best time to stop taking samples and proceed to data transmission. A basis expansion-based suboptimal algorithm is developed to reduce the prohibitive complexity of the optimal solution. The numerical results presented verify the efficacy of the proposed approach. |
url |
http://dx.doi.org/10.1155/2009/421540 |
work_keys_str_mv |
AT seungjunkim rateoptimalandreducedcomplexitysequentialsensingalgorithmsforcognitiveofdmradios AT georgiosbgiannakis rateoptimalandreducedcomplexitysequentialsensingalgorithmsforcognitiveofdmradios |
_version_ |
1726006936762056704 |