On Wilks' Theorem for Generalized Likelihood Ratio Test Performance of Cooperative Radar-Communications
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, Conference
Ali, T; Bondre, AS; Richmond, CD
Published in: IEEE National Radar Conference - Proceedings
September 21, 2020
The analysis of the generalized likelihood ratio test (GLRT) radar receiver when the radar is coexisting with a cooperative in-band communication (comm.) system is challenged by the discrete nature of the comm. symbols. While the asymptotic performance of the GLRT can be well-approximated by using the Fisher information matrix (FIM) for the Cramér-Rao bound (CRB) via Wilks' theorem, this only applies when the underlying data distribution for each hypothesis is continuous in the parameters. Thus, to accommodate the discrete nature of the comm. symbols an adaptation to Wilks' theorem is proposed in this work that uses the constrained CRB (CCRB) in place of the usual unconstrained CRB.
Duke Scholars
Published In
IEEE National Radar Conference - Proceedings
DOI
ISSN
1097-5659
Publication Date
September 21, 2020
Volume
2020-September
Citation
APA
Chicago
ICMJE
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Ali, T., Bondre, A. S., & Richmond, C. D. (2020). On Wilks' Theorem for Generalized Likelihood Ratio Test Performance of Cooperative Radar-Communications. In IEEE National Radar Conference - Proceedings (Vol. 2020-September). https://doi.org/10.1109/RadarConf2043947.2020.9266344
Ali, T., A. S. Bondre, and C. D. Richmond. “On Wilks' Theorem for Generalized Likelihood Ratio Test Performance of Cooperative Radar-Communications.” In IEEE National Radar Conference - Proceedings, Vol. 2020-September, 2020. https://doi.org/10.1109/RadarConf2043947.2020.9266344.
Ali T, Bondre AS, Richmond CD. On Wilks' Theorem for Generalized Likelihood Ratio Test Performance of Cooperative Radar-Communications. In: IEEE National Radar Conference - Proceedings. 2020.
Ali, T., et al. “On Wilks' Theorem for Generalized Likelihood Ratio Test Performance of Cooperative Radar-Communications.” IEEE National Radar Conference - Proceedings, vol. 2020-September, 2020. Scopus, doi:10.1109/RadarConf2043947.2020.9266344.
Ali T, Bondre AS, Richmond CD. On Wilks' Theorem for Generalized Likelihood Ratio Test Performance of Cooperative Radar-Communications. IEEE National Radar Conference - Proceedings. 2020.
Published In
IEEE National Radar Conference - Proceedings
DOI
ISSN
1097-5659
Publication Date
September 21, 2020
Volume
2020-September