{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,29]],"date-time":"2025-10-29T13:24:06Z","timestamp":1761744246494},"reference-count":40,"publisher":"Springer Science and Business Media LLC","issue":"8","license":[{"start":{"date-parts":[[2015,11,12]],"date-time":"2015-11-12T00:00:00Z","timestamp":1447286400000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"funder":[{"name":"The Interuniversity Attraction Poles Programme BESTCOM initiated by the Belgian Science Policy Office"},{"name":"The iMinds QoCON project"},{"name":"Fund for Scientific Research in Flanders (FWO-V)"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Wireless Netw"],"published-print":{"date-parts":[[2016,11]]},"DOI":"10.1007\/s11276-015-1111-0","type":"journal-article","created":{"date-parts":[[2015,11,12]],"date-time":"2015-11-12T08:23:38Z","timestamp":1447316618000},"page":"2551-2562","update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":9,"title":["Building accurate radio environment maps from multi-fidelity spectrum sensing data"],"prefix":"10.1007","volume":"22","author":[{"given":"Selvakumar","family":"Ulaganathan","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Dirk","family":"Deschrijver","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mostafa","family":"Pakparvar","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ivo","family":"Couckuyt","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Wei","family":"Liu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"David","family":"Plets","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Wout","family":"Joseph","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Tom","family":"Dhaene","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Luc","family":"Martens","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ingrid","family":"Moerman","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2015,11,12]]},"reference":[{"issue":"4","key":"1111_CR1","doi-asserted-by":"crossref","first-page":"13","DOI":"10.1109\/98.788210","volume":"6","author":"J Mitola III","year":"1999","unstructured":"Mitola, J., III, & Maquire, G. Q, Jr. (1999). Cognitive radio: Making software radios more personal. IEEE Personal Communications Magazine, 6(4), 13\u201318.","journal-title":"IEEE Personal Communications Magazine"},{"key":"1111_CR2","unstructured":"Zhao, Y. (2007). Enabling cognitive radios through radio environment maps. Ph.D. dissertation, Virginia Polytechnic Institute and State University, Blacksburg, Virginia."},{"issue":"12","key":"1111_CR3","doi-asserted-by":"crossref","first-page":"162","DOI":"10.1109\/MCOM.2013.6685772","volume":"51","author":"HB Yilmaz","year":"2013","unstructured":"Yilmaz, H. B., Tugcu, T., Alag\u00f6z, F., & Bayhan, S. (2013). Radio environment map as enabler for practical cognitive radio networks. IEEE Communications Magazine, 51(12), 162\u2013169.","journal-title":"IEEE Communications Magazine"},{"key":"1111_CR4","unstructured":"FARAMIR project ( http:\/\/www.ict-faramir.eu ). Internet resource. Accessed Sep 2015."},{"key":"1111_CR5","doi-asserted-by":"crossref","unstructured":"Denkovski, D., Atanasovski, V., Gavrilovska, L., & Riihijarvi, J. (2012). Reliability of a radio environment map: Case of spatial interpolation techniques. In Proceedings of the 7th international ICST conference on cognitive radio oriented wireless networks and communications (pp. 248\u2013253).","DOI":"10.4108\/icst.crowncom.2012.248452"},{"key":"1111_CR6","doi-asserted-by":"crossref","unstructured":"Ureten, S., Yongacoglu, A., & Petriu, E. (2012). A comparison of interference cartography generation techniques in cognitive radio networks. In 2012 IEEE international conference on communications (pp. 1879\u20131883).","DOI":"10.1109\/ICC.2012.6364111"},{"key":"1111_CR7","unstructured":"Pesko, M., Javornik, T., Stular, M., & Mohorcic, M. (2013). The comparison of methods for constructing the radio frequency layer of radio environment map using participatory measurements. In Proceedings of the 4th Workshop of COST Action IC0902, cognitive radio and networking for cooperative coexistence of heterogeneous wireless networks (pp. 1\u20132)."},{"key":"1111_CR8","doi-asserted-by":"crossref","first-page":"24","DOI":"10.1109\/JSTSP.2010.2053016","volume":"5","author":"S-J Kim","year":"2011","unstructured":"Kim, S.-J., Dall\u2019Anese, E., & Giannakis, G. (2011). Cooperative spectrum sensing for cognitive radios using Kriged Kalman filtering. IEEE Journal of Selected Topics in Signal Processing, 5, 24\u201336.","journal-title":"IEEE Journal of Selected Topics in Signal Processing"},{"key":"1111_CR9","doi-asserted-by":"crossref","unstructured":"Portoles-Comeras, M., Ibars, C., Nunez-Martinez, J., & Mangues-Bafalluy, J. (2011). Characterizing WLAN medium utilization for radio environment maps. In IEEE vehicular technology conference (VTC Fall) (pp. 1\u20135).","DOI":"10.1109\/VETECF.2011.6093284"},{"key":"1111_CR10","doi-asserted-by":"crossref","unstructured":"van de Beek, J., Lidstrom, E., Cai, T., Xie, Y., Rakovic, V., Atanasovski, V., Gavrilovska, L., Riihijarvi, J., Mahonen, P., Dejonghe, A., Van Wesemael, P., & Desmet, M. (2012). REM-enabled Opportunistic LTE in the TV Band. In IEEE international symposium on dynamic spectrum access networks (DYSPAN) (pp. 272\u2013273).","DOI":"10.1109\/DYSPAN.2012.6478140"},{"key":"1111_CR11","doi-asserted-by":"crossref","unstructured":"Pesko, M., Javornik, T., Vidmar, L., Ko\u0161ir, A., \u0160tular, M., & Mohor\u010di\u010d, M. (2015). The indirect self-tuning method for constructing radio environment map using omnidirectional or directional transmitter antenna. EURASIP Journal on Wireless Communications and Networking, 2015(1).","DOI":"10.1186\/s13638-015-0297-2"},{"key":"1111_CR12","doi-asserted-by":"crossref","unstructured":"Atanasovski, V. (2011). Constructing radio environment maps with heterogeneous spectrum sensors. In Proceedings of IEEE symposium on new frontiers in dynamic spectrum access networks (pp. 660\u2013661).","DOI":"10.1109\/DYSPAN.2011.5936266"},{"key":"1111_CR13","volume-title":"Chapter 9 in cognitive communication and cooperative hetnet coexistence","author":"L Gavrilovska","year":"2014","unstructured":"Gavrilovska, L., Atanasovski, V., Rakovic, V., & Denkovski, D. (2014). Integration of heterogeneous spectrum sensing devices towards accurate REM construction. In M.-G. Di Benedetto & F. Bader (Eds.), Chapter 9 in cognitive communication and cooperative hetnet coexistence. Switzerland: Springer International Publishing."},{"key":"1111_CR14","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1093\/biomet\/87.1.1","volume":"87","author":"MC Kennedy","year":"2000","unstructured":"Kennedy, M. C., & O\u2019Hagan, A. (2000). Predicting the output from complex computer code when fast approximations are available. Biometrika, 87, 1\u201313.","journal-title":"Biometrika"},{"issue":"2","key":"1111_CR15","doi-asserted-by":"crossref","first-page":"129","DOI":"10.1007\/PL00007198","volume":"17","author":"T Simpson","year":"2001","unstructured":"Simpson, T., Poplinski, J. D., Koch, P. N., & Allen, J. K. (2001). Metamodels for computer-based engineering design: Survey and recommendations. Engeering with Computers (London), 17(2), 129\u2013150.","journal-title":"Engeering with Computers (London)"},{"key":"1111_CR16","volume-title":"Design and analysis of simulation experiments","author":"JPC Kleijnen","year":"2008","unstructured":"Kleijnen, J. P. C. (2008). Design and analysis of simulation experiments. New York: Springer."},{"key":"1111_CR17","volume-title":"Gaussian processes for machine learning","author":"CE Rasmussen","year":"2006","unstructured":"Rasmussen, C. E., & Williams, C. K. I. (2006). Gaussian processes for machine learning. Cambridge: MIT Press."},{"issue":"4","key":"1111_CR18","doi-asserted-by":"crossref","first-page":"421","DOI":"10.1109\/TEVC.2005.859463","volume":"10","author":"MTM Emmerich","year":"2006","unstructured":"Emmerich, M. T. M., Giannakoglou, K., & Naujoks, B. (2006). Single- and multiobjective evolutionary optimization assisted by Gaussian random field metamodels. IEEE Transactions on Evolutionary Computation, 10(4), 421\u2013439.","journal-title":"IEEE Transactions on Evolutionary Computation"},{"key":"1111_CR19","first-page":"119","volume":"52","author":"DG Krige","year":"1951","unstructured":"Krige, D. G. (1951). A statistical approach to some basic mine valuation problems on the Witwatersrand. Journal of the Chemical, Metallurgical and Mining Society of South Africa, 52, 119\u2013139.","journal-title":"Journal of the Chemical, Metallurgical and Mining Society of South Africa"},{"issue":"4","key":"1111_CR20","doi-asserted-by":"crossref","first-page":"409","DOI":"10.1214\/ss\/1177012413","volume":"4","author":"J Sacks","year":"1989","unstructured":"Sacks, J., Welch, W. J., Mitchell, T. J., & Wynn, H. P. (1989). Design and analysis of computer experiments. Statistical Science, 4(4), 409\u2013435.","journal-title":"Statistical Science"},{"key":"1111_CR21","doi-asserted-by":"crossref","first-page":"245","DOI":"10.1007\/978-3-540-88908-3_10","volume-title":"Multiobjective optimization: Interactive and evolutionary approaches","author":"J Knowles","year":"2008","unstructured":"Knowles, J., & Nakayama, H. (2008). Meta-modeling in multiobjective optimization. In J. Branke, K. Deb, K. Miettinen, & R. S\u0142owi\u0144ski (Eds.), Multiobjective optimization: Interactive and evolutionary approaches (pp. 245\u2013284). Berlin: Springer."},{"issue":"3","key":"1111_CR22","first-page":"1","volume":"60","author":"I Couckuyt","year":"2013","unstructured":"Couckuyt, I., Deschrijver, D., & Dhaene, T. (2013). Fast calculation of the multiobjective probability of improvement and expected improvement criteria for pareto optimization. Journal of Global Optimization, 60(3), 1\u201322.","journal-title":"Journal of Global Optimization"},{"key":"1111_CR23","first-page":"2051","volume":"11","author":"D Gorissen","year":"2010","unstructured":"Gorissen, D., Crombecq, K., Couckuyt, I., Demeester, P., & Dhaene, T. (2010). A surrogate modeling and adaptive sampling toolbox for computer based design. Journal of Machine Learning Research, 11, 2051\u20132055.","journal-title":"Journal of Machine Learning Research"},{"issue":"4","key":"1111_CR24","doi-asserted-by":"crossref","first-page":"370","DOI":"10.1115\/1.2429697","volume":"129","author":"G Wang","year":"2007","unstructured":"Wang, G., & Shan, S. (2007). Review of metamodeling techniques in support of engineering design optimization. Journal of Mechanical Design, 129(4), 370\u2013380.","journal-title":"Journal of Mechanical Design"},{"key":"1111_CR25","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.advengsoft.2012.03.002","volume":"49","author":"I Couckuyt","year":"2012","unstructured":"Couckuyt, I., Forrester, A., Gorissen, D., De Turck, F., & Dhaene, T. (2012). Blind kriging: Implementation and performance analysis. Advances in Engineering Software, 49, 1\u201313.","journal-title":"Advances in Engineering Software"},{"key":"1111_CR26","doi-asserted-by":"crossref","DOI":"10.1007\/978-1-4612-1494-6","volume-title":"Interpolation of spatial data: Some theory for kriging","author":"ML Stein","year":"1999","unstructured":"Stein, M. L. (1999). Interpolation of spatial data: Some theory for kriging. New York: Springer."},{"issue":"3","key":"1111_CR27","doi-asserted-by":"crossref","first-page":"243","DOI":"10.1080\/00401706.1993.10485320","volume":"35","author":"MD Morris","year":"1993","unstructured":"Morris, M. D., Mitchell, T. J., & Ylvisaker, D. (1993). Design and analysis of computer experiments: Use of derivatives in surface prediction. Technometrics, 35(3), 243\u2013255.","journal-title":"Technometrics"},{"key":"1111_CR28","doi-asserted-by":"crossref","unstructured":"Staum, J. (2009). Better simulation metamodeling: The why, what, and how of stochastic kriging. In Proceedings of the winter simulation conference.","DOI":"10.1109\/WSC.2009.5429320"},{"issue":"2088","key":"1111_CR29","doi-asserted-by":"crossref","first-page":"3251","DOI":"10.1098\/rspa.2007.1900","volume":"463","author":"AIJ Forrester","year":"2007","unstructured":"Forrester, A. I. J., Sobester, A., & Keane, A. J. (2007). Multi-fidelity optimization via surrogate modelling. Royal Society, 463(2088), 3251\u20133269.","journal-title":"Royal Society"},{"key":"1111_CR30","doi-asserted-by":"crossref","unstructured":"Bouckaert, S., et al. (2012). Federating wired and wireless test facilities through Emulab and OMF: The iLab.t use case. In Proceedings of TridentCom.","DOI":"10.1007\/978-3-642-35576-9_25"},{"key":"1111_CR31","doi-asserted-by":"crossref","unstructured":"Liu, W., Keranidis, S., Mehari, M., Vanhie-Van Gerwern, J., Bouckaert, S., Yaron, O., & Moerman, I. (2013). Various detection techniques and platforms for monitoring interference condition in a wireless testbed. In: Lecture notes in computer science (Vol. 7586, pp. 43\u201360).","DOI":"10.1007\/978-3-642-41296-7_4"},{"key":"1111_CR32","unstructured":"USRP N210 Data Sheet. (2014). Ettus Research, Santa Clara (CA), USA."},{"key":"1111_CR33","doi-asserted-by":"crossref","unstructured":"Pollin, S., Hollevoet, L., Wesemael, P. V., Desmet, M., Bourdoux, A., Lopez, E., Naessens, F., Raghavan, P., Derudder, V., Dupont, S., & Dejonghe, A. (2011). An integrated reconfigurable engine for multi-purpose sensing up to 6\u00a0GHz. In IEEE international symposium on dynamic spectrum access networks (pp. 656\u2013657).","DOI":"10.1109\/DYSPAN.2011.5936264"},{"key":"1111_CR34","unstructured":"IEEE 802.11 Standard. (2012). Standard for information technology\u2014Telecommunications and information exchange between systems local and metropolitan area networks\u2014Specific requirements part 11."},{"key":"1111_CR35","unstructured":"TCPdump. (2014). A command line packet analyzer. http:\/\/www.tcpdump.org . Accessed 19 Feb."},{"issue":"2","key":"1111_CR36","doi-asserted-by":"crossref","first-page":"42","DOI":"10.1145\/2185376.2185382","volume":"42","author":"S Alcock","year":"2012","unstructured":"Alcock, S., Lorier, P., & Nelson, R. (2012). Libtrace: A packet capture and analysis library. SIGCOMM Computer Communication Review, 42(2), 42\u201348.","journal-title":"SIGCOMM Computer Communication Review"},{"key":"1111_CR37","unstructured":"GNU Radio. (2014) http:\/\/gnuradio.org\/redmine\/projects\/gnuradio . Accessed 11 Mar 2014."},{"key":"1111_CR38","doi-asserted-by":"crossref","first-page":"114","DOI":"10.1109\/MCOM.2010.5560595","volume":"48","author":"PD Sutton","year":"2010","unstructured":"Sutton, P. D., Lahlou, H., Fahmy, S. A., Nolan, K. E., Ozgul, B., Rondeau, T. W., et al. (2010). Iris: An architecture for cognitive radio networking testbeds. IEEE Communications Magazine, 48, 114\u2013122.","journal-title":"IEEE Communications Magazine"},{"key":"1111_CR39","unstructured":"UHD. (2014). http:\/\/code.ettus.com\/redmine\/ettus\/projects\/uhd\/wiki . Accessed 11 Mar 2014."},{"key":"1111_CR40","first-page":"15","volume":"228","author":"W Liu","year":"2013","unstructured":"Liu, W., Pareit, D., Poorter, E. D., & Moerman, I. (2013). Advanced spectrum sensing with parallel processing based on software-defined radio. EURASIP Journal on Wireless Communications and Networking, 228, 15.","journal-title":"EURASIP Journal on Wireless Communications and Networking"}],"container-title":["Wireless Networks"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11276-015-1111-0.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11276-015-1111-0\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11276-015-1111-0.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11276-015-1111-0","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,6,1]],"date-time":"2019-06-01T13:04:11Z","timestamp":1559394251000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11276-015-1111-0"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015,11,12]]},"references-count":40,"journal-issue":{"issue":"8","published-print":{"date-parts":[[2016,11]]}},"alternative-id":["1111"],"URL":"https:\/\/doi.org\/10.1007\/s11276-015-1111-0","relation":{},"ISSN":["1022-0038","1572-8196"],"issn-type":[{"value":"1022-0038","type":"print"},{"value":"1572-8196","type":"electronic"}],"subject":[],"published":{"date-parts":[[2015,11,12]]}}}