TY - JOUR
T1 - A Comprehensive Framework for Spectrum Sensing in Non-Linear and Generalized Fading Conditions
AU - Sofotasios, Paschalis C.
AU - Bagheri, Alireza
AU - Tsiftsis, Theodoros A.
AU - Freear, Steven
AU - Shahzadi, Ali
AU - Valkama, Mikko
N1 - Funding Information:
Manuscript received April 10, 2016; revised October 22, 2016; accepted February 28, 2017. Date of publication April 25, 2017; date of current version October 13, 2017. This work was supported in part by the Academy of Finland, under Projects 284694 and 288670, and in part by the UK Engineering and Physical Sciences Research Council. This paper was presented in part at IEEE International Conference on Communications 2015, London, U.K., and at IEEE International Symposium on Personal, Indoor and Mobile Radio Communications, 2015, Hong Kong, [1]–[3]. The review of this paper was coordinated by Prof. C.-X. Wang. (Corresponding author: Paschalis C. Sofotasios.) P. C. Sofotasios was with the School of Electronic and Electrical Engineering, University of Leeds, LS2 9JT Leeds, U.K. He is now with the Department of Electrical and Computer Engineering, Khalifa University of Science and Technology, Abu Dhabi 127788, UAE, and also with the Department of Electronics and Communications Engineering, Tampere University of Technology, 33101 Tampere, Finland (e-mail: [email protected]).
Publisher Copyright:
© 2017 IEEE.
PY - 2017/10
Y1 - 2017/10
N2 - We derive a comprehensive analytical framework for the ED over generalized, extreme, and non-linear fading conditions which addresses the topic completely. This is carried out for both conventional and diversity receptions and it is based on the area under the ROC curve (AUC), which is an efficient performance measure that is widely used in physical sciences and engineering. This differentiates the considered methodology from the aforementioned routine approaches and additionally provides generic results on the arbitrary derivatives of the MGF of useful generalized processes. The asymptotic behavior of the derived expressions is also analyzed providing direct and concrete insights on the role and effect of the involved parameters on the ED performance. The offered analytic results are subsequently employed in quantifying the performance of ED over various types of fading conditions, which exhibits that ED performance is significantly degraded by even slight variations of the severity of fading. To this end, it is shown that the detrimental effects of fading can be effectively mitigated with the aid of square-law combining and switch-And-stay combining methods, as a low number of diversity branches can ensure sufficient and holistic performance improvement even in severe fading conditions.
AB - We derive a comprehensive analytical framework for the ED over generalized, extreme, and non-linear fading conditions which addresses the topic completely. This is carried out for both conventional and diversity receptions and it is based on the area under the ROC curve (AUC), which is an efficient performance measure that is widely used in physical sciences and engineering. This differentiates the considered methodology from the aforementioned routine approaches and additionally provides generic results on the arbitrary derivatives of the MGF of useful generalized processes. The asymptotic behavior of the derived expressions is also analyzed providing direct and concrete insights on the role and effect of the involved parameters on the ED performance. The offered analytic results are subsequently employed in quantifying the performance of ED over various types of fading conditions, which exhibits that ED performance is significantly degraded by even slight variations of the severity of fading. To this end, it is shown that the detrimental effects of fading can be effectively mitigated with the aid of square-law combining and switch-And-stay combining methods, as a low number of diversity branches can ensure sufficient and holistic performance improvement even in severe fading conditions.
KW - Area under ROC curve
KW - Bell polynomials
KW - cognitive radio
KW - diversity
KW - multipath fading
KW - radar systems
UR - https://www.scopus.com/pages/publications/85035745212
U2 - 10.1109/TVT.2017.2692278
DO - 10.1109/TVT.2017.2692278
M3 - Article
AN - SCOPUS:85035745212
SN - 0018-9545
VL - 66
SP - 8615
EP - 8631
JO - IEEE Transactions on Vehicular Technology
JF - IEEE Transactions on Vehicular Technology
IS - 10
M1 - 7911325
ER -