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Capacity- and Bayesian-based cognitive sensing with location side information

Publication ,  Journal Article
Jia, P; Vu, M; Le-Ngoc, T; Hong, SC; Tarokh, V
Published in: IEEE Journal on Selected Areas in Communications
February 1, 2011

We investigate spectrum sensing by energy detection based on two different objective functions: a Bayesian sensing cost or the network weighted sum capacity. The Bayesian cost is a traditional detection measure which aims at minimizing a combination of the miss-detection and false-alarm probabilities, while the capacity objective is a communication measure which aims at maximizing the network throughput. Fading-dependent optimal sensing thresholds for each objective are derived in closed-form for different cases of location side information. To make sensing more robust to channel fading, we also propose fading-independent sub-optimal thresholds. Results show that location side information helps improve performance when using the threshold designed for that performance measure. However, the Bayesian-based threshold does not utilize the side information well in improving the network sum capacity. On the other hand, the capacity-based threshold captures the benefit of side information in both the capacity and Bayesian cost measures. Furthermore, it helps to significantly improve the network throughput. The proposed sensing schemes with location side information can also be generalized to a network with multiple cognitive users in a simple and distributed manner. © 2006 IEEE.

Duke Scholars

Published In

IEEE Journal on Selected Areas in Communications

DOI

ISSN

0733-8716

Publication Date

February 1, 2011

Volume

29

Issue

2

Start / End Page

276 / 289

Related Subject Headings

  • Networking & Telecommunications
  • 4606 Distributed computing and systems software
  • 4006 Communications engineering
  • 1005 Communications Technologies
  • 0906 Electrical and Electronic Engineering
  • 0805 Distributed Computing
 

Citation

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Jia, P., Vu, M., Le-Ngoc, T., Hong, S. C., & Tarokh, V. (2011). Capacity- and Bayesian-based cognitive sensing with location side information. IEEE Journal on Selected Areas in Communications, 29(2), 276–289. https://doi.org/10.1109/JSAC.2011.110202
Jia, P., M. Vu, T. Le-Ngoc, S. C. Hong, and V. Tarokh. “Capacity- and Bayesian-based cognitive sensing with location side information.” IEEE Journal on Selected Areas in Communications 29, no. 2 (February 1, 2011): 276–89. https://doi.org/10.1109/JSAC.2011.110202.
Jia P, Vu M, Le-Ngoc T, Hong SC, Tarokh V. Capacity- and Bayesian-based cognitive sensing with location side information. IEEE Journal on Selected Areas in Communications. 2011 Feb 1;29(2):276–89.
Jia, P., et al. “Capacity- and Bayesian-based cognitive sensing with location side information.” IEEE Journal on Selected Areas in Communications, vol. 29, no. 2, Feb. 2011, pp. 276–89. Scopus, doi:10.1109/JSAC.2011.110202.
Jia P, Vu M, Le-Ngoc T, Hong SC, Tarokh V. Capacity- and Bayesian-based cognitive sensing with location side information. IEEE Journal on Selected Areas in Communications. 2011 Feb 1;29(2):276–289.

Published In

IEEE Journal on Selected Areas in Communications

DOI

ISSN

0733-8716

Publication Date

February 1, 2011

Volume

29

Issue

2

Start / End Page

276 / 289

Related Subject Headings

  • Networking & Telecommunications
  • 4606 Distributed computing and systems software
  • 4006 Communications engineering
  • 1005 Communications Technologies
  • 0906 Electrical and Electronic Engineering
  • 0805 Distributed Computing