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Erschienen in: Wireless Networks 4/2019

27.02.2018

Optimal throughput performance in full-duplex relay assisted cognitive networks

verfasst von: M. Emre Ozfatura, Sherif ElAzzouni, Ozgur Ercetin, Tamer ElBatt

Erschienen in: Wireless Networks | Ausgabe 4/2019

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Abstract

In this paper, we study a full-duplex cooperative cognitive radio network with multiple full-duplex secondary users acting as potential relays for transmitting the packets of a primary user. In addition to having full-duplex capability, the receivers also have multi-packet reception capability allowing them to simultaneously decode packets incoming from different senders. Our objective is to maximize the sum throughput of the secondary users while stabilizing the primary and relay queues. Towards this objective, we characterize the optimal scheduling of primary and relay packets at the full-duplex secondary users. The resulting problem is non-convex, and thus, we transform it into a linear fractional problem by using the dominant system approach. This, in turn, facilitates an efficient numerical solution by the bisection method. We analyze the effects of different network parameters on the optimal solution numerically for a number of possible scenarios. Our numerical results demonstrate how the multi-packet reception and full-duplex capabilities, as well as the partial relaying and number of secondary users affect the primary and secondary users’ stable throughput revealing new insights into the performance of overlay cognitive networks. In particular, we demonstrate that full-duplex capability of secondary users together with multi-packet reception capability of the primary destination is the key in reaping the benefits of full-duplex cooperative cognitive communications.

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Fußnoten
1
Our model is still valid under imperfect sensing, if the false positive and negative probabilities are known. These probabilities will in turn appear in the primary and secondary throughputs only further complicating their expressions. We leave the investigation of the effect of imperfect sensing for future studies, and focus on our primary objective of understanding the effects of FD and MPR capabilities. Our results can be considered as an upper bound on primary and secondary throughputs for a system with imperfect sensing.
 
2
If the secondary transmitters are not fully backlogged, this would reduce the secondary sum throughput. However, the exact analysis of a such a system is not tractable due to its sheer computational complexity.
 
3
Even though this is a strong assumption, the primary user has the motivation to share its codebook with the relays to increase its gains. Our results in the paper can be considered as an upper bound on the primary performance when this assumption does not hold.
 
4
The duration of ACK packets are usually short, so the probability of collision for these packets are assumed negligible.
 
5
If P3 is infeasible for \(t_l=0\), then there is no feasible solution, and thus, \(Q_p\) and/or \(Q_{ps,i}\) are not stable.
 
6
Recall that the MPR capability is low when the received signal powers at the primary destination are close to each other. Since we assume that transmitter powers are equal, the MPR capability is low when the distances \(r_{S_{p}D_{p}}\) and \(r_{S_{i}D_{p}}\) are close to each other which is the case when \(\alpha\) is low.
 
Literatur
1.
Zurück zum Zitat Simeone, O., Bar-Ness, Y., & Spagnolini, U. (2007). Stable throughput of cognitive radios with and without relaying capability. IEEE Transactions on Communications, 55(12), 2351–2360.CrossRef Simeone, O., Bar-Ness, Y., & Spagnolini, U. (2007). Stable throughput of cognitive radios with and without relaying capability. IEEE Transactions on Communications, 55(12), 2351–2360.CrossRef
2.
Zurück zum Zitat Kompella, S., Nguyen, G. D., Wieselthier, J. E., & Ephremides, A. (2011). Stable throughput tradeoffs in cognitive shared channels with cooperative relaying. In Proceedings of IEEE INFOCOM (pp. 1961–1969). Kompella, S., Nguyen, G. D., Wieselthier, J. E., & Ephremides, A. (2011). Stable throughput tradeoffs in cognitive shared channels with cooperative relaying. In Proceedings of IEEE INFOCOM (pp. 1961–1969).
3.
Zurück zum Zitat Urgaonkar, R., & Neely, M. J. (2012). Opportunistic cooperation in cognitive femtocell networks. IEEE Journal on Selected Areas in Communications, 30(3), 607–616.CrossRef Urgaonkar, R., & Neely, M. J. (2012). Opportunistic cooperation in cognitive femtocell networks. IEEE Journal on Selected Areas in Communications, 30(3), 607–616.CrossRef
4.
Zurück zum Zitat Wang, L., & Fodor, V. (2013). Cooperate or not: The secondary user’s dilemma in hierarchical spectrum sharing networks. In IEEE international conference on communications (ICC) (pp. 2650–2655). Wang, L., & Fodor, V. (2013). Cooperate or not: The secondary user’s dilemma in hierarchical spectrum sharing networks. In IEEE international conference on communications (ICC) (pp. 2650–2655).
5.
Zurück zum Zitat Choi, J. I., Jain, M., Srinivasan, K., Levis, P., & Katti, S. (2010). Achieving single channel, full duplex wireless communication. In Proceedings of the sixteenth annual international conference on Mobile computing and networking (pp. 1–12). ACM. Choi, J. I., Jain, M., Srinivasan, K., Levis, P., & Katti, S. (2010). Achieving single channel, full duplex wireless communication. In Proceedings of the sixteenth annual international conference on Mobile computing and networking (pp. 1–12). ACM.
6.
Zurück zum Zitat Jain, M., Choi, J. I., Kim, T., Bharadia, D., Seth, S., Srinivasan, K., Levis, P., Katti, S., & Sinha, P. (2011). Practical, real-time, full duplex wireless. In Proceedings of the 17th annual international conference on Mobile computing and networking (pp. 301–312). ACM. Jain, M., Choi, J. I., Kim, T., Bharadia, D., Seth, S., Srinivasan, K., Levis, P., Katti, S., & Sinha, P. (2011). Practical, real-time, full duplex wireless. In Proceedings of the 17th annual international conference on Mobile computing and networking (pp. 301–312). ACM.
7.
Zurück zum Zitat Kim, H., Lim, S., Wang, H., & Hong, D. (2012). Optimal power allocation and outage analysis for cognitive full duplex relay systems. IEEE Transactions on Wireless Communications, 11(10), 3754–3765.CrossRef Kim, H., Lim, S., Wang, H., & Hong, D. (2012). Optimal power allocation and outage analysis for cognitive full duplex relay systems. IEEE Transactions on Wireless Communications, 11(10), 3754–3765.CrossRef
8.
Zurück zum Zitat Zhong, B., Zhang, Z., Chai, X., Pan, Z., Long, K., & Cao, H. (2015). Performance analysis for opportunistic full-duplex relay selection in underlay cognitive networks. IEEE Transactions on Vehicular Technology, 64(10), 4905–4910.CrossRef Zhong, B., Zhang, Z., Chai, X., Pan, Z., Long, K., & Cao, H. (2015). Performance analysis for opportunistic full-duplex relay selection in underlay cognitive networks. IEEE Transactions on Vehicular Technology, 64(10), 4905–4910.CrossRef
9.
Zurück zum Zitat Nomikos, N., Charalambous, T., Krikidis, I., Skoutas, D. N., Vouyioukas, D., Johansson, M., et al. (2016). A survey on buffer-aided relay selection. IEEE Communications Surveys Tutorials, 18(2), 1073–1097.CrossRef Nomikos, N., Charalambous, T., Krikidis, I., Skoutas, D. N., Vouyioukas, D., Johansson, M., et al. (2016). A survey on buffer-aided relay selection. IEEE Communications Surveys Tutorials, 18(2), 1073–1097.CrossRef
10.
Zurück zum Zitat Su, Y., Jiang, L., & He, C. (2016). Joint relay selection and power allocation for full-duplex DF co-operative networks with outdated CSI. IEEE Communications Letters, 20(3), 510–513.CrossRef Su, Y., Jiang, L., & He, C. (2016). Joint relay selection and power allocation for full-duplex DF co-operative networks with outdated CSI. IEEE Communications Letters, 20(3), 510–513.CrossRef
11.
Zurück zum Zitat Li, P., Guo, S., & Zhuang, W. (2014). Optimal transmission scheduling of cooperative communications with a full-duplex relay. IEEE Transactions on Parallel and Distributed Systems, 25(9), 2353–2363.CrossRef Li, P., Guo, S., & Zhuang, W. (2014). Optimal transmission scheduling of cooperative communications with a full-duplex relay. IEEE Transactions on Parallel and Distributed Systems, 25(9), 2353–2363.CrossRef
12.
Zurück zum Zitat Pappas, N., Kountouris, M., Ephremides, A., & Traganitis, A. (2015). Relay-assisted multiple access with full-duplex multi-packet reception. IEEE Transactions on Wireless Communications, 14(7), 3544–3558.CrossRef Pappas, N., Kountouris, M., Ephremides, A., & Traganitis, A. (2015). Relay-assisted multiple access with full-duplex multi-packet reception. IEEE Transactions on Wireless Communications, 14(7), 3544–3558.CrossRef
13.
Zurück zum Zitat Fanous, A., & Ephremides, A. (2012). Effect of secondary nodes on the primary’s stable throughput in a cognitive wireless network. In Proceedings of IEEE international symposium on information theory (ISIT) (pp. 1807–1811). Fanous, A., & Ephremides, A. (2012). Effect of secondary nodes on the primary’s stable throughput in a cognitive wireless network. In Proceedings of IEEE international symposium on information theory (ISIT) (pp. 1807–1811).
14.
Zurück zum Zitat Kompella, S., Nguyen, G. D., Kam, C., Wieselthier, J. E., & Ephremides, A. (2014). Cooperation in cognitive underlay networks: Stable throughput tradeoffs. IEEE/ACM Transactions on Networking, 22(6), 1756–1768.CrossRef Kompella, S., Nguyen, G. D., Kam, C., Wieselthier, J. E., & Ephremides, A. (2014). Cooperation in cognitive underlay networks: Stable throughput tradeoffs. IEEE/ACM Transactions on Networking, 22(6), 1756–1768.CrossRef
15.
Zurück zum Zitat ElAzzouni, S., Ercetin, O., El-Keyi, A., ElBatt, T., & Nafie, M. (2015). Full-duplex cooperative cognitive radio networks. In Proceedings of the international symposium on modeling and optimization in mobile, ad hoc, and wireless networks (WiOpt) (pp. 475–482). ElAzzouni, S., Ercetin, O., El-Keyi, A., ElBatt, T., & Nafie, M. (2015). Full-duplex cooperative cognitive radio networks. In Proceedings of the international symposium on modeling and optimization in mobile, ad hoc, and wireless networks (WiOpt) (pp. 475–482).
16.
Zurück zum Zitat Zheng, G., Krikidis, I., & Ottersten, B. (2013). Full-duplex cooperative cognitive radio with transmit imperfections. IEEE Transactions on Wireless Communications, 12(5), 2498–2511.CrossRef Zheng, G., Krikidis, I., & Ottersten, B. (2013). Full-duplex cooperative cognitive radio with transmit imperfections. IEEE Transactions on Wireless Communications, 12(5), 2498–2511.CrossRef
17.
Zurück zum Zitat Zhang, H., Xing, H., Cheng, J., Nallanathan, A., & Leung, V. C. M. (2016). Secure resource allocation for ofdma two-way relay wireless sensor networks without and with cooperative jamming. IEEE Transactions on Industrial Informatics, 12(5), 1714–1725.CrossRef Zhang, H., Xing, H., Cheng, J., Nallanathan, A., & Leung, V. C. M. (2016). Secure resource allocation for ofdma two-way relay wireless sensor networks without and with cooperative jamming. IEEE Transactions on Industrial Informatics, 12(5), 1714–1725.CrossRef
18.
Zurück zum Zitat Du, J., Gelenbe, E., Jiang, C., Zhang, H., & Ren, Y. (2017). Contract design for traffic offloading and resource allocation in heterogeneous ultra-dense networks. IEEE Journal on Selected Areas in Communications, 35(11), 2457–2467.CrossRef Du, J., Gelenbe, E., Jiang, C., Zhang, H., & Ren, Y. (2017). Contract design for traffic offloading and resource allocation in heterogeneous ultra-dense networks. IEEE Journal on Selected Areas in Communications, 35(11), 2457–2467.CrossRef
19.
Zurück zum Zitat Cover, T. M., & Thomas, J. A. (2012). Elements of information theory. New York: Wiley.MATH Cover, T. M., & Thomas, J. A. (2012). Elements of information theory. New York: Wiley.MATH
20.
Zurück zum Zitat Pappas, N., Ephremides, A., & Traganitis, A. (2014). Stability and performance issues of a relay assisted multiple access scheme with MPR capabilities. Computer Communications, 42, 70–76.CrossRef Pappas, N., Ephremides, A., & Traganitis, A. (2014). Stability and performance issues of a relay assisted multiple access scheme with MPR capabilities. Computer Communications, 42, 70–76.CrossRef
21.
Zurück zum Zitat Dominguez, D. R., & Aazhang, B. (2013). Optimal routing and power allocation for wireless networks with imperfect full-duplex nodes. In IEEE international conference on communications (ICC) (pp. 3370–3375). Dominguez, D. R., & Aazhang, B. (2013). Optimal routing and power allocation for wireless networks with imperfect full-duplex nodes. In IEEE international conference on communications (ICC) (pp. 3370–3375).
22.
Zurück zum Zitat Sabharwal, A., Schniter, P., Guo, D., Bliss, D.W., Rangarajan, S., & Wichman, R. (2014). In-band full-duplex wireless: Challenges and opportunities. IEEE Journal on Selected Areas in Communications, 32(9), 1637–1652.CrossRef Sabharwal, A., Schniter, P., Guo, D., Bliss, D.W., Rangarajan, S., & Wichman, R. (2014). In-band full-duplex wireless: Challenges and opportunities. IEEE Journal on Selected Areas in Communications, 32(9), 1637–1652.CrossRef
23.
Zurück zum Zitat Rao, R. R., & Ephremides, A. (1988). On the stability of interacting queues in a multiple-access system. IEEE Transactions on Information Theory, 34(5), 918–930.MathSciNetCrossRefMATH Rao, R. R., & Ephremides, A. (1988). On the stability of interacting queues in a multiple-access system. IEEE Transactions on Information Theory, 34(5), 918–930.MathSciNetCrossRefMATH
24.
Zurück zum Zitat Naware, V., Mergen, G., & Tong, L. (2005). Stability and delay of finite-user slotted aloha with multipacket reception. IEEE Transactions on Information Theory, 51(7), 2636–2656.MathSciNetCrossRefMATH Naware, V., Mergen, G., & Tong, L. (2005). Stability and delay of finite-user slotted aloha with multipacket reception. IEEE Transactions on Information Theory, 51(7), 2636–2656.MathSciNetCrossRefMATH
25.
Zurück zum Zitat Bertsekas, D . P., Gallager, R . G., & Humblet, P. (1992). Data networks (Vol. 2). Englewood Cliffs: Prentice-Hall International.MATH Bertsekas, D . P., Gallager, R . G., & Humblet, P. (1992). Data networks (Vol. 2). Englewood Cliffs: Prentice-Hall International.MATH
26.
Zurück zum Zitat Loynes, R. (1962). The stability of a queue with non-independent inter-arrival and service times. Proceedings of the Cambridge Philosophical Society, 58(3), 497–520.CrossRefMATH Loynes, R. (1962). The stability of a queue with non-independent inter-arrival and service times. Proceedings of the Cambridge Philosophical Society, 58(3), 497–520.CrossRefMATH
27.
Zurück zum Zitat Szpankowski, W. (1994). Stability conditions for some distributed systems: Buffered random access systems. Advances in Applied Probability, 26, 498–515.MathSciNetCrossRefMATH Szpankowski, W. (1994). Stability conditions for some distributed systems: Buffered random access systems. Advances in Applied Probability, 26, 498–515.MathSciNetCrossRefMATH
28.
Zurück zum Zitat Boyd, S. P., & Vandenberghe, L. (2004). Convex optimization. Cambridge: Cambridge University Press.CrossRefMATH Boyd, S. P., & Vandenberghe, L. (2004). Convex optimization. Cambridge: Cambridge University Press.CrossRefMATH
Metadaten
Titel
Optimal throughput performance in full-duplex relay assisted cognitive networks
verfasst von
M. Emre Ozfatura
Sherif ElAzzouni
Ozgur Ercetin
Tamer ElBatt
Publikationsdatum
27.02.2018
Verlag
Springer US
Erschienen in
Wireless Networks / Ausgabe 4/2019
Print ISSN: 1022-0038
Elektronische ISSN: 1572-8196
DOI
https://doi.org/10.1007/s11276-018-1692-5

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