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2014 | OriginalPaper | Buchkapitel

9. Integration of Heterogeneous Spectrum Sensing Devices Towards Accurate REM Construction

verfasst von : Liljana Gavrilovska, Vladimir Atanasovski, Valentin Rakovic, Daniel Denkovski

Erschienen in: Cognitive Communication and Cooperative HetNet Coexistence

Verlag: Springer International Publishing

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Abstract

This chapter introduces a recently developed generic REM construction architecture capable of integrating heterogeneous spectrum sensing devices, combining the spectrum sensing and the database approach for accurate radio environmental mapping. It elaborates on the required interfaces and data structures, architectural components and toolboxes for spectrum data collection, storage, processing and usage. Different spectrum sensing devices possess diverse sensing, processing and hardware capabilities in terms of sensitivity, data resolution, gains, sweeping time, processing power, antennas etc. This yields various practical implementation challenges in order to facilitate their integration into a single REM construction platform. The practical challenges vary from code compatibility and processing limitations up to device calibration. This chapter places a particular focus on the device calibration procedure as a quintessential part of the integration process and discusses in details its theoretical and practical aspects. Furthermore, the book chapter elaborates on a prototype implementation based on the developed REM architecture and several types of spectrum sensing devices: USRP2, SunSPOTs and TI eZ430 RF2500. All heterogeneous devices are upgraded with custom developed software for interfacing to the REM prototype and providing versatile spectrum measurement capabilities based on different energy detection techniques. The performances of the developed prototype and the gains of using a larger scale heterogeneous measurement platform for REM constitution are validated in terms of Radio Interference Field (RIF) estimation via spatial interpolation, source localization, propagation model estimation and statistical analysis of spectrum occupancy. All presented evaluations, discussions and conclusions stem from the authors’ own practical work in the field.

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Literatur
3.
Zurück zum Zitat Shin, K.G., et al.: Cognitive radios for dynamic spectrum access: from concept to reality. IEEE Wirel. Commun. 17(6), 64–74 (2010)CrossRef Shin, K.G., et al.: Cognitive radios for dynamic spectrum access: from concept to reality. IEEE Wirel. Commun. 17(6), 64–74 (2010)CrossRef
5.
Zurück zum Zitat Zhang, Z., et al.: Self-organization paradigms and optimization approaches for cognitive radio technologies: a survey. IEEE Wirel. Commun. 20(2), 36–42 (2013)CrossRef Zhang, Z., et al.: Self-organization paradigms and optimization approaches for cognitive radio technologies: a survey. IEEE Wirel. Commun. 20(2), 36–42 (2013)CrossRef
6.
Zurück zum Zitat Wang, J., et al.: Emerging cognitive radio applications: a survey. IEEE Commun. Mag. 49(3), 74–81 (2011)CrossRef Wang, J., et al.: Emerging cognitive radio applications: a survey. IEEE Commun. Mag. 49(3), 74–81 (2011)CrossRef
8.
Zurück zum Zitat Zhao, Y., et al.: Performance evaluation of radio environment map enabled cognitive spectrum-sharing networks. In: Paper presented at 2007 IEEE Military Communications Conference, pp. 29–31. Orlando, USA (2007) Zhao, Y., et al.: Performance evaluation of radio environment map enabled cognitive spectrum-sharing networks. In: Paper presented at 2007 IEEE Military Communications Conference, pp. 29–31. Orlando, USA (2007)
9.
Zurück zum Zitat Atanasovski, V., et al.: Constructing Radio Environment Maps with Heterogeneous Spectrum Sensors. In: Demo Presented at 2011 IEEE Symposium on New Frontiers in Dynamic Spectrum Access Networks, pp. 3–6. Aachen, Germany (2011) Atanasovski, V., et al.: Constructing Radio Environment Maps with Heterogeneous Spectrum Sensors. In: Demo Presented at 2011 IEEE Symposium on New Frontiers in Dynamic Spectrum Access Networks, pp. 3–6. Aachen, Germany (2011)
10.
Zurück zum Zitat Denkovski, D., et al.: Integration of heterogeneous spectrum sensing devices towards accurate REM construction. In: Paper presented at 2012 IEEE Wireless Communications and Networking Conference, pp. 1–4. France (2012) Denkovski, D., et al.: Integration of heterogeneous spectrum sensing devices towards accurate REM construction. In: Paper presented at 2012 IEEE Wireless Communications and Networking Conference, pp. 1–4. France (2012)
11.
Zurück zum Zitat Denkovski, D., et al.: Reliability of a Radio Environment Map: Case of Spatial Interpolation Techniques. In: Paper Presented at 7th International Conference on Cognitive Radio Oriented Wireless Networks, p. 1820. Stockholm, Sweden (2012) Denkovski, D., et al.: Reliability of a Radio Environment Map: Case of Spatial Interpolation Techniques. In: Paper Presented at 7th International Conference on Cognitive Radio Oriented Wireless Networks, p. 1820. Stockholm, Sweden (2012)
12.
Zurück zum Zitat Subramani, S., et al.: Deployment and interface design considerations for radio environment maps. In: Paper presented at 2012 IEEE 8th International Conference on Wireless and Mobile Computing, Networking and Communications, pp. 8–10. Barcelona, Spain (2012) Subramani, S., et al.: Deployment and interface design considerations for radio environment maps. In: Paper presented at 2012 IEEE 8th International Conference on Wireless and Mobile Computing, Networking and Communications, pp. 8–10. Barcelona, Spain (2012)
13.
Zurück zum Zitat van de Beek, J., et al.: REM-enabled opportunistic LTE in the TV band. In: Demo Presented at 2012 IEEE International Symposium on Dynamic Spectrum Access Networks, Bellevue, pp. 8–10. Washington, USA (2012) van de Beek, J., et al.: REM-enabled opportunistic LTE in the TV band. In: Demo Presented at 2012 IEEE International Symposium on Dynamic Spectrum Access Networks, Bellevue, pp. 8–10. Washington, USA (2012)
14.
Zurück zum Zitat Yilmaz, H.B., Tugcu, T.: Location estimation-based radio environment map construction in fading channels. J. Wirel. Commun. Mobile Comput. (2013). doi:10.1002/wcm.2367 Yilmaz, H.B., Tugcu, T.: Location estimation-based radio environment map construction in fading channels. J. Wirel. Commun. Mobile Comput. (2013). doi:10.​1002/​wcm.​2367
15.
Zurück zum Zitat Wei, Z., et al.: (2013) On the construction of radio environment maps for cognitive radio networks. In: Paper Presented at 2013 IEEE Wireless Communications and Networking Conference, pp. 7–10. Shanghai, China (2013) Wei, Z., et al.: (2013) On the construction of radio environment maps for cognitive radio networks. In: Paper Presented at 2013 IEEE Wireless Communications and Networking Conference, pp. 7–10. Shanghai, China (2013)
16.
Zurück zum Zitat Universal Terrestrial Radio Access (UTRA) and Evolved Universal Terrestrial Radio Access (E-UTRA) (2011) Radio Measurement Collection for Minimization of Drive Tests (MDT), Overall description, Stage 2, 3GPP Standard TS 37.320, v. 11.0.0, June 2011 Universal Terrestrial Radio Access (UTRA) and Evolved Universal Terrestrial Radio Access (E-UTRA) (2011) Radio Measurement Collection for Minimization of Drive Tests (MDT), Overall description, Stage 2, 3GPP Standard TS 37.320, v. 11.0.0, June 2011
17.
Zurück zum Zitat Axell, E., et al.: Spectrum Sensing for Cognitive Radio: State-of-the-Art and Recent Advances. IEEE Sig. Process. Mag. 29(3), 101–116 (2012)CrossRef Axell, E., et al.: Spectrum Sensing for Cognitive Radio: State-of-the-Art and Recent Advances. IEEE Sig. Process. Mag. 29(3), 101–116 (2012)CrossRef
18.
Zurück zum Zitat Chen, Z., et al.: Demonstration on real time spectrum sensing for cognitive radio. IEEE Commun. Lett. 14(10), 915–917 (2010)CrossRef Chen, Z., et al.: Demonstration on real time spectrum sensing for cognitive radio. IEEE Commun. Lett. 14(10), 915–917 (2010)CrossRef
19.
Zurück zum Zitat Denkovski, D., et al.: HOS nased goodness-of-fit testing signal detection. IEEE Commun. Lett. 16(3), 310–313 (2012)CrossRef Denkovski, D., et al.: HOS nased goodness-of-fit testing signal detection. IEEE Commun. Lett. 16(3), 310–313 (2012)CrossRef
20.
Zurück zum Zitat Federal Communications Commission (FCC) (2010) Second Memorandum Opinion and Order, FCC-10-174, September 2010 Federal Communications Commission (FCC) (2010) Second Memorandum Opinion and Order, FCC-10-174, September 2010
25.
Zurück zum Zitat Denkovski, D., et al.: Efficient mid-end spectrum sensing implementation for cognitive radio applications based on USRP2 devices. In: Proceedings of the 1st International Conference on Advances in Cognitive Radio 2011, pp. 17–22. Budapest, Hungary (2011) Denkovski, D., et al.: Efficient mid-end spectrum sensing implementation for cognitive radio applications based on USRP2 devices. In: Proceedings of the 1st International Conference on Advances in Cognitive Radio 2011, pp. 17–22. Budapest, Hungary (2011)
26.
Zurück zum Zitat Shepard, D.: A two-dimensional interpolation function for irregularly-spaced data. In: Proceedings of the 23rd ACM National conference, New York, USA (1968) Shepard, D.: A two-dimensional interpolation function for irregularly-spaced data. In: Proceedings of the 23rd ACM National conference, New York, USA (1968)
27.
Zurück zum Zitat Renka, R.J.: Multivariate interpolation of large sets of scattered data. ACM Trans. Math. Softw. 14(2), 139148 (1988) Renka, R.J.: Multivariate interpolation of large sets of scattered data. ACM Trans. Math. Softw. 14(2), 139148 (1988)
28.
Zurück zum Zitat Goovaerts, P.: Geostatistics for Natural Resources Evaluation. Oxford, New York (1997) Goovaerts, P.: Geostatistics for Natural Resources Evaluation. Oxford, New York (1997)
29.
Zurück zum Zitat Lin, G., Chen, L.: A spatial interpolation method based on radial basis function networks incorporating a semivariogram model. J. Hydrol. 288, 288–298 (2004)CrossRef Lin, G., Chen, L.: A spatial interpolation method based on radial basis function networks incorporating a semivariogram model. J. Hydrol. 288, 288–298 (2004)CrossRef
30.
Zurück zum Zitat Hutchinson, M.F.: Interpolating mean rainfall using thin plate smoothing splines. Int. J. Geogr. Inf. Syst. 9(4), 385–403 (1995) Hutchinson, M.F.: Interpolating mean rainfall using thin plate smoothing splines. Int. J. Geogr. Inf. Syst. 9(4), 385–403 (1995)
31.
Zurück zum Zitat Nalder, I.A., Wein, R.W.: Spatial interpolation of climatic Normals: test of a new method in the Canadian boreal forest. Agric. For. Meteorol. 92, 211–225 (1998)CrossRef Nalder, I.A., Wein, R.W.: Spatial interpolation of climatic Normals: test of a new method in the Canadian boreal forest. Agric. For. Meteorol. 92, 211–225 (1998)CrossRef
32.
Zurück zum Zitat Denkovski, D., et al.: Practical assessment of RSS-based localization in indoor environments. In: Proceedings of the 2012 IEEE Military Communications Conference, Orlando, USA (2012) Denkovski, D., et al.: Practical assessment of RSS-based localization in indoor environments. In: Proceedings of the 2012 IEEE Military Communications Conference, Orlando, USA (2012)
33.
Zurück zum Zitat Dagres, I., et al.: Algorithms and bounds for energy-based multi-source localization in log-normal fading. In: Paper Presented at 2012 Globecom Workshops, pp. 3–7. Anaheim, USA (2012) Dagres, I., et al.: Algorithms and bounds for energy-based multi-source localization in log-normal fading. In: Paper Presented at 2012 Globecom Workshops, pp. 3–7. Anaheim, USA (2012)
Metadaten
Titel
Integration of Heterogeneous Spectrum Sensing Devices Towards Accurate REM Construction
verfasst von
Liljana Gavrilovska
Vladimir Atanasovski
Valentin Rakovic
Daniel Denkovski
Copyright-Jahr
2014
DOI
https://doi.org/10.1007/978-3-319-01402-9_9

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