Skip to main content
Erschienen in: Wireless Networks 5/2014

01.07.2014

Stochastic spectrum handoff protocols for partially observable cognitive radio networks

verfasst von: Jui-Hung Chu, Rui-Ting Ma, Kai-Ten Feng

Erschienen in: Wireless Networks | Ausgabe 5/2014

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Recent studies have been conducted to indicate the ineffective usage of licensed bands due to static spectrum allocation. In order to improve spectrum utilization, cognitive radio (CR) is therefore suggested to dynamically exploit the opportunistic primary frequency spectrums. How to provide efficient spectrum handoff has been considered a crucial issue in the CR networks. Existing spectrum handoff algorithms assume that all the channels can be correctly sensed by the CR users in order to perform appropriate spectrum handoff process. However, this assumption is impractical since excessive time will be required for the CR user to sense the entire spectrum space. In this paper, the partially observable Markov decision process (POMDP) is applied to estimate the network information by partially sensing the frequency spectrums. A POMDP-based spectrum handoff (POSH) scheme is proposed to determine the optimal target channel for spectrum handoff according to the partially observable channel state information. Moreover, a POMDP-based multi-user spectrum handoff (M-POSH) protocol is proposed to exploit the POMDP policy into multi-user CR networks by distributing CR users to frequency spectrum bins opportunistically. By adopting the policies resulted from the POSH and M-POSH algorithms for target channel selection, minimal waiting time at each occurrence of spectrum handoff can be achieved which will be feasible for multimedia applications. Numerical results illustrate that the proposed spectrum handoff protocols can effectively minimize the required waiting time for spectrum handoff in the CR networks.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat F.C.C. (2006). Unlicensed operation in the TV broadcast bands. ET Docket No. 04-186, pp. 4–186. F.C.C. (2006). Unlicensed operation in the TV broadcast bands. ET Docket No. 04-186, pp. 4–186.
2.
Zurück zum Zitat F.C.C. (2002). FCC spectrum policy task force report. ET Docket No. 02-135. F.C.C. (2002). FCC spectrum policy task force report. ET Docket No. 02-135.
3.
Zurück zum Zitat Zhao, Q., Tong, L., Swam, A. & Chen Y. (2007). Decentralized cognitive MAC for opportunistic spectrum access in ad hoc networks: A POMDP framework. IEEE Journal on Selected Areas Communications 25, 589–600.CrossRef Zhao, Q., Tong, L., Swam, A. & Chen Y. (2007). Decentralized cognitive MAC for opportunistic spectrum access in ad hoc networks: A POMDP framework. IEEE Journal on Selected Areas Communications 25, 589–600.CrossRef
4.
Zurück zum Zitat Bhargava, V.K. (2007). Research challenges in cognitive radio networks. Proceeding of IEEE ICCCN pp. 1–6. Bhargava, V.K. (2007). Research challenges in cognitive radio networks. Proceeding of IEEE ICCCN pp. 1–6.
5.
Zurück zum Zitat Shanker, S. (2007). Squeezing the most out of cognitive radio: A joint MAC/PHY perspective. Proceeding of IEEE ICASSP Shanker, S. (2007). Squeezing the most out of cognitive radio: A joint MAC/PHY perspective. Proceeding of IEEE ICASSP
6.
Zurück zum Zitat Sahai, A., Hoven, N., & Tandra, R. (2004) Some fundamental limits on cognitive radio. Proceeding of Allerton Conference on Signals, Systems, and Computers. Sahai, A., Hoven, N., & Tandra, R. (2004) Some fundamental limits on cognitive radio. Proceeding of Allerton Conference on Signals, Systems, and Computers.
7.
Zurück zum Zitat Sengupta, S., Brahma, S., Chatterjee, M.& Shankar, N.S. (2007). Enhancements to cognitive radio based IEEE 802.22 air-interface. Proceeding of IEEE ICC. Sengupta, S., Brahma, S., Chatterjee, M.& Shankar, N.S. (2007). Enhancements to cognitive radio based IEEE 802.22 air-interface. Proceeding of IEEE ICC.
8.
Zurück zum Zitat Cordeiro, C. Challapali, K. Birru, D. & Shankar, N.S. (2005) IEEE 802.22: The first worldwide wireless standard based on cognitive radios. Proceding on IEEE DySPAN, pp. 328–337. Cordeiro, C. Challapali, K. Birru, D. & Shankar, N.S. (2005) IEEE 802.22: The first worldwide wireless standard based on cognitive radios. Proceding on IEEE DySPAN, pp. 328–337.
9.
Zurück zum Zitat Cassandra, A.R. (1994). Exact and approximate algorithms for partially observable Markov decision processes. (Ph.D. dissertation, Brown University, 1994). Cassandra, A.R. (1994). Exact and approximate algorithms for partially observable Markov decision processes. (Ph.D. dissertation, Brown University, 1994).
10.
Zurück zum Zitat Ma, R.-T., Hsu, Y.-P. & Feng, K.-T. (2009). A POMDP-based spectrum handoff protocol for partially observable cognitive radio networks. Proceeding of IEEE WCNC, pp. 1–6. Ma, R.-T., Hsu, Y.-P. & Feng, K.-T. (2009). A POMDP-based spectrum handoff protocol for partially observable cognitive radio networks. Proceeding of IEEE WCNC, pp. 1–6.
11.
Zurück zum Zitat Wang, L.C. & Chen A. (2008). On the performance of spectrum handoff for link maintenance in cognitive radio. Proceeding of IEEE ISWPC, pp. 670–674. Wang, L.C. & Chen A. (2008). On the performance of spectrum handoff for link maintenance in cognitive radio. Proceeding of IEEE ISWPC, pp. 670–674.
12.
Zurück zum Zitat Zhu, X., Shen, L. & Yum, T.S.P. (2007). Analysis of cognitive radio spectrum access with optimal channel reservation. IEEE Communications Letters 11, 304–306.CrossRef Zhu, X., Shen, L. & Yum, T.S.P. (2007). Analysis of cognitive radio spectrum access with optimal channel reservation. IEEE Communications Letters 11, 304–306.CrossRef
13.
Zurück zum Zitat Wang, L.C. & Wang C.W. (2009). Modeling and analysis for proactive-decision spectrum handoff in cognitive radio networks. Proceeding of IEEE ICC Wang, L.C. & Wang C.W. (2009). Modeling and analysis for proactive-decision spectrum handoff in cognitive radio networks. Proceeding of IEEE ICC
14.
Zurück zum Zitat Wang L.C. & Wang C.W. (2008). Spectrum handoff for cognitive radio networks: Reactive-sensing or proactive-sensing?. Proceeding of IEEE IPCCC Wang L.C. & Wang C.W. (2008). Spectrum handoff for cognitive radio networks: Reactive-sensing or proactive-sensing?. Proceeding of IEEE IPCCC
15.
Zurück zum Zitat Long, X., Gan, X., Xu, Y., Liu, J. & Tao, M. (2008). An estimation algorithm of channel state transition probabilities for cognitive radio systems. Proceeding of IEEE CROWNCOM. Long, X., Gan, X., Xu, Y., Liu, J. & Tao, M. (2008). An estimation algorithm of channel state transition probabilities for cognitive radio systems. Proceeding of IEEE CROWNCOM.
16.
Zurück zum Zitat Gong, S. Wang, P. Liu, W. & Yuan, W. (2010). Maximize secondary user throughput via optimal sensing in multi-channel cognitive radio networks. Proceeding of IEEE GLOBECOM, pp. 1–5. Gong, S. Wang, P. Liu, W. & Yuan, W. (2010). Maximize secondary user throughput via optimal sensing in multi-channel cognitive radio networks. Proceeding of IEEE GLOBECOM, pp. 1–5.
17.
Zurück zum Zitat Kim, I. & Kim, D. (2010). Optimal allocation of sensing time between two primary channels in cognitive radio networks. IEEE Communications Letters, 14(4), 297–299. Kim, I. & Kim, D. (2010). Optimal allocation of sensing time between two primary channels in cognitive radio networks. IEEE Communications Letters, 14(4), 297–299.
18.
Zurück zum Zitat Zhao Q., Krishnamachari B. & Liu K. (2008). On myopic sensing for multi-channel opportunistic access: Structure, optimality, and performance. IEEE Transactions on Wireless Communications, 7(12), 5431–5440. Zhao Q., Krishnamachari B. & Liu K. (2008). On myopic sensing for multi-channel opportunistic access: Structure, optimality, and performance. IEEE Transactions on Wireless Communications, 7(12), 5431–5440.
19.
Zurück zum Zitat Kaelbling L.P., Littman M.L., Cassandra A.R. (1998) Planning and acting in partially observable stochastic domains. Artificial Intelligence 101:99–134CrossRefMATHMathSciNet Kaelbling L.P., Littman M.L., Cassandra A.R. (1998) Planning and acting in partially observable stochastic domains. Artificial Intelligence 101:99–134CrossRefMATHMathSciNet
20.
Zurück zum Zitat Astrom K.J. (1965). Optimal control of markov decision processes with incomplete state estimation. Journal of Mathematical Analysis and Applications, 10, 174–205. Astrom K.J. (1965). Optimal control of markov decision processes with incomplete state estimation. Journal of Mathematical Analysis and Applications, 10, 174–205.
21.
Zurück zum Zitat Cheng H.-T. (1988). Algorithms for partially observable Markov decision processes. (Ph.D. dissertation, University of British Columbia, British Columbia, 1988). Cheng H.-T. (1988). Algorithms for partially observable Markov decision processes. (Ph.D. dissertation, University of British Columbia, British Columbia, 1988).
22.
Zurück zum Zitat Tang, P.K., Chew, Y.H. & Ong, L.C. (2009). On the distribution of opportunity time for the secondary usage of spectrum. IEEE Transactions on Vehicular Technology 58, 1517–1527.CrossRef Tang, P.K., Chew, Y.H. & Ong, L.C. (2009). On the distribution of opportunity time for the secondary usage of spectrum. IEEE Transactions on Vehicular Technology 58, 1517–1527.CrossRef
23.
Zurück zum Zitat Zhang Y. (2008) Dynamic spectrum access in cognitive radio wireless networks. Proceeding of IEEE ICC. Zhang Y. (2008) Dynamic spectrum access in cognitive radio wireless networks. Proceeding of IEEE ICC.
24.
Zurück zum Zitat Zhao, Q., Tong, L. & Swami, A. (2005). Decentralized cognitive MAC for dynamic spectrum access. Proceeding of IEEE DYSPAN, pp. 224–232. Zhao, Q., Tong, L. & Swami, A. (2005). Decentralized cognitive MAC for dynamic spectrum access. Proceeding of IEEE DYSPAN, pp. 224–232.
25.
Zurück zum Zitat Wang, L.C., Lu, Y.C., & Wang, C.W. (2007). Latency analysis for dynamic spectrum access in cognitive radio: Dedicated or embedded control channel?. Proceeding of IEEE PIMRC Wang, L.C., Lu, Y.C., & Wang, C.W. (2007). Latency analysis for dynamic spectrum access in cognitive radio: Dedicated or embedded control channel?. Proceeding of IEEE PIMRC
26.
Zurück zum Zitat Bianchi, G. (2000). Performance analysis of the IEEE 802.11 distributed coordination function. IEEE Journal on Selected Areas in Communications, 18(3), 535–547.CrossRef Bianchi, G. (2000). Performance analysis of the IEEE 802.11 distributed coordination function. IEEE Journal on Selected Areas in Communications, 18(3), 535–547.CrossRef
Metadaten
Titel
Stochastic spectrum handoff protocols for partially observable cognitive radio networks
verfasst von
Jui-Hung Chu
Rui-Ting Ma
Kai-Ten Feng
Publikationsdatum
01.07.2014
Verlag
Springer US
Erschienen in
Wireless Networks / Ausgabe 5/2014
Print ISSN: 1022-0038
Elektronische ISSN: 1572-8196
DOI
https://doi.org/10.1007/s11276-013-0658-x

Weitere Artikel der Ausgabe 5/2014

Wireless Networks 5/2014 Zur Ausgabe

Neuer Inhalt