TY - JOUR
T1 - Sensing-throughput tradeoff for superior selective reporting-based spectrum sensing in energy harvesting HCRNs
AU - Kishore, Rajalekshmi
AU - Gurugopinath, Sanjeev
AU - Muhaidat, Sami
AU - Sofotasios, Paschalis C.
AU - Dobre, Octavia A.
AU - Al-Dhahir, Naofal
N1 - Funding Information:
Manuscript received August 27, 2018; revised December 17, 2018; accepted January 3, 2019. Date of publication March 22, 2019; date of current version June 7, 2019. This paper was presented in part at IEEE CommNet 2019, Rabat, Morocco. The work of S. Muhaidat and P. C. Sofotasios was supported in part by Khalifa University under Grant No. KU/RC1-C2PS-T2/8474000137 and Grant No. KU/FSU-8474000122. The work of O. A. Dobre was supported in part by the Natural Sciences and Engineering Research Council of Canada (NSERC) through its Discovery program. The work of N. Al-Dhahir was made possible by grant # NPRP 8-627-2-260 from the Qatar National Research Fund (a member of Qatar Foundation). The statements made herein are solely the responsibility of the authors. The associate editor coordinating the review of this paper and approving it for publication was D. Niyato. (Corresponding author: Octavia A. Dobre.) R. Kishore is with the Department of Electrical and Computer Engineering, Khalifa University, Abu Dhabi 127788, UAE, and also with the Department of Electrical and Electronics Engineering, Birla Institute of Technology and Science, Pilani (K. K. Birla Goa Campus), Goa 403726, India (e-mail: [email protected]).
Publisher Copyright:
© 2015 IEEE.
PY - 2019/6
Y1 - 2019/6
N2 - In this paper, we investigate the performance of conventional cooperative sensing (CCS) and superior selective reporting (SSR)-based cooperative sensing in an energy harvesting (EH)-enabled heterogeneous cognitive radio network (HCRN). In particular, we derive expressions for the achievable throughput of both schemes and formulate nonlinear integer programming problems, in order to find the throughput-optimal set of spectrum sensors scheduled to sense a particular channel, given primary user (PU) interference and EH constraints. Furthermore, we present novel solutions for the underlying optimization problems based on the cross-entropy (CE) method, and compare the performance with exhaustive search and greedy algorithms. Finally, we discuss the tradeoff between the average achievable throughput of the SSR and CCS schemes, and highlight the regime where the SSR scheme outperforms the CCS scheme. Notably, we show that there is an inherent tradeoff between the channel available time and the detection accuracy. Our numerical results show that, as the number of spectrum sensors increases, the channel available time gains a higher priority in an HCRN, as opposed to detection accuracy.
AB - In this paper, we investigate the performance of conventional cooperative sensing (CCS) and superior selective reporting (SSR)-based cooperative sensing in an energy harvesting (EH)-enabled heterogeneous cognitive radio network (HCRN). In particular, we derive expressions for the achievable throughput of both schemes and formulate nonlinear integer programming problems, in order to find the throughput-optimal set of spectrum sensors scheduled to sense a particular channel, given primary user (PU) interference and EH constraints. Furthermore, we present novel solutions for the underlying optimization problems based on the cross-entropy (CE) method, and compare the performance with exhaustive search and greedy algorithms. Finally, we discuss the tradeoff between the average achievable throughput of the SSR and CCS schemes, and highlight the regime where the SSR scheme outperforms the CCS scheme. Notably, we show that there is an inherent tradeoff between the channel available time and the detection accuracy. Our numerical results show that, as the number of spectrum sensors increases, the channel available time gains a higher priority in an HCRN, as opposed to detection accuracy.
KW - Achievable throughput
KW - cognitive radio networks
KW - cross-entropy algorithm
KW - heterogeneous networks
KW - superior selective reporting
UR - http://www.scopus.com/inward/record.url?scp=85063413206&partnerID=8YFLogxK
U2 - 10.1109/TCCN.2019.2906915
DO - 10.1109/TCCN.2019.2906915
M3 - Article
AN - SCOPUS:85063413206
SN - 2332-7731
VL - 5
SP - 330
EP - 341
JO - IEEE Transactions on Cognitive Communications and Networking
JF - IEEE Transactions on Cognitive Communications and Networking
IS - 2
M1 - 8672813
ER -