A Robust Range Accuracy Adaptation Criterion Based on Ziv-Zakai Lower Bound for Cognitive Positioning System

Xinyue Fan, Zhili Li, Fei Zhou

Abstract


Abstract
Cognitive radio (CR) provides a theoretical foundation to achieve the cognitive function and collaborative function for the positioning nodes. Under this trend, the cognitive positioning system (CPS) has emerged. But the limitation of the traditional range accuracy adaptation criterion based on Cramér-Rao Lower Bound (CRLB) makes it very diffcult to put CPS into practices. To overcome this problem, it is necessary to further study the criterion in complex noise environment. Based on the time of arrival (TOA) location estimation algorithm, we analyze the performance of the range accuracy adaptation algorithm, which take the Ziv-Zakai lower bound information (ZZLB) as the CPS parameter optimization criterion. Simulation results show that the bound can provide more complete range accuracy adaptation information compared with CRLB. Furthermore, we can improve the positioning accuracy by means of enhancing the system signal-to-noise ratio (SNR), adjusting the system bandwidth and increasing the observation duration.

Keywords


cognitive radio; cognitive positioning system; range accuracy adaptation; Ziv-Zakai lower bound

Full Text:

PDF

References


Fette B. Fourteen Years of Cognitive Radio Development. IEEE Military Communications Conference (MILCOM). San Diego CA. 2013: 1166-1175.

Celebi H, Arslan H. Cognitive Positioning Systems. IEEE Transactions on Wireless Communications. 2007; 6(12): 4475-4483.

Dardari D, Chong C, Win M. Z. Improved Lower Bounds on Time-of-Arrival Estimation Error in Realistic UWB Channels. IEEE International Conference on Ultra-Wideband. Waltham MA. 2006: 531-537.

Celebi H, Arslan H. Adaptive Positioning Systems for Cognitive Radios. IEEE International Symposium on New Frontiers in Dynamic Spectrum Access Networks. Dublin. 2007: 78-84.

Celebi H. Location Awareness in Cognitive Radio Networks. Ph.D. dissertation. University of South Florida. 2008.

Yuan Shen, Mazuelas S, Win M. Z. Network Navigation: Theory and Interpretation. IEEE Journal on Selected Areas in Communications. 2012; 30(9): 1823-1834.

Yuan Shen, Wymeersch H, Win M. Z. Fundamental Limits of Wideband Localization—Part II: Cooperative Networks. IEEE Transactions on Information Theory. 2010; 56(10): 4981-5000.

Xiaoxiao Xu, Pinaki Sarder, Nalinikanth Kotagiri. Performance Analysis and Design of Position-Encoded Microsphere Arrays Using the Ziv-Zakai Bound. IEEE Transactions on Nanobioscience. 2013; 12(1): 29-40.

Gusi Amigo A, Closas P, Mallat L. Ziv-Zakai lower bound for UWB based TOA estimation with unknown interference. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). Florence. 2014: 6504-6508.

Driusso M, Comisso M, Babich F. Performance Analysis of Time of Arrival Estimation on OFDM Signals. IEEE Signal Processing Letters. 2015; 22(7): 983-987.

Dardari D, Win M. Z. Ziv-Zakai bound on time-of-arrival estimation with statistical channel knowledge at the receiver. IEEE international conference on Ultra-wideband (ICUWB). Vancouver BC. 2009: 624-629.

Gusi Amigo A, Vandendorpe L. Ziv-Zakai lower bound for UWB based TOA estimation with multiuser interference. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). Vancouver BC. 2013: 4933-4937.

Chazan D, Zakai M, Ziv J. Improved Lower Bounds on Signal Parameter Estimation. IEEE Transactions on Information Theory. 1975; 21(1): 90-93.

Decarli N, Dardari D. Ziv-Zakai bound for time delay estimation of unknown deterministic signals. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). Florence. 2014: 4673-4677.

Weinstein E, Weiss A. J. Fundamental Limitations in Passive Time-Delay Estimation-Part II: Wide-Band Systems. IEEE Transactions on Acoustics, Speech and Signal Processing. 1984; 32(5): 1064-1078.




DOI: http://doi.org/10.12928/telkomnika.v14i1.2345

Refbacks

  • There are currently no refbacks.


Creative Commons License
This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

TELKOMNIKA Telecommunication, Computing, Electronics and Control
ISSN: 1693-6930, e-ISSN: 2302-9293
Universitas Ahmad Dahlan, 4th Campus
Jl. Ringroad Selatan, Kragilan, Tamanan, Banguntapan, Bantul, Yogyakarta, Indonesia 55191
Phone: +62 (274) 563515, 511830, 379418, 371120
Fax: +62 274 564604

View TELKOMNIKA Stats