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Cognitive radio transceivers: RF, spectrum sensing, and learning algorithms review

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dc.contributor.author Safatly L.
dc.contributor.author Bkassiny M.
dc.contributor.author Al-Husseini M.
dc.contributor.author El-Hajj A.
dc.contributor.editor
dc.date 2014
dc.date.accessioned 2017-10-04T11:07:29Z
dc.date.available 2017-10-04T11:07:29Z
dc.date.issued 2014
dc.identifier 10.1155/2014/548473
dc.identifier.isbn
dc.identifier.issn 16875869
dc.identifier.uri http://hdl.handle.net/10938/14638
dc.description.abstract A cognitive transceiver is required to opportunistically use vacant spectrum resources licensed to primary users. Thus, it relies on a complete adaptive behavior composed of: reconfigurable radio frequency (RF) parts, enhanced spectrum sensing algorithms, and sophisticated machine learning techniques. In this paper, we present a review of the recent advances in CR transceivers hardware design and algorithms. For the RF part, three types of antennas are presented: UWB antennas, frequency-reconfigurable-tunable antennas, and UWB antennas with reconfigurable band notches. The main challenges faced by the design of the other RF blocks are also discussed. Sophisticated spectrum sensing algorithms that overcome main sensing challenges such as model uncertainty, hardware impairments, and wideband sensing are highlighted. The cognitive engine features are discussed. Moreover, we study unsupervised classification algorithms and a reinforcement learning (RL) algorithm that has been proposed to perform decision-making in CR networks. © 2014 Lise Safatly et al.
dc.format.extent
dc.language English
dc.publisher Hindawi Publishing Corporation; NEW YORK
dc.relation.ispartof Publication Name: International Journal of Antennas and Propagation; Publication Year: 2014; Volume: 2014;
dc.relation.ispartofseries
dc.relation.uri
dc.source Scopus
dc.subject.other
dc.title Cognitive radio transceivers: RF, spectrum sensing, and learning algorithms review
dc.type Review
dc.contributor.affiliation Safatly, L., ECE Department, American University of Beirut, Beirut 1107 2020, Lebanon
dc.contributor.affiliation Bkassiny, M., ECE Department, State University of New York, Oswego, NY 13126, United States
dc.contributor.affiliation Al-Husseini, M., Beirut Research and Innovation Center, Lebanese Center for Studies and Research, Beirut 2030 8303, Lebanon
dc.contributor.affiliation El-Hajj, A., ECE Department, American University of Beirut, Beirut 1107 2020, Lebanon
dc.contributor.authorAddress Safatly, L.; ECE Department, American University of Beirut, Beirut 1107 2020, Lebanon; email: les12@aub.edu.lb
dc.contributor.authorCorporate University: American University of Beirut; Faculty: Faculty of Engineering and Architecture; Department: Electrical and Computer Engineering;
dc.contributor.authorDepartment Electrical and Computer Engineering
dc.contributor.authorDivision
dc.contributor.authorEmail les12@aub.edu.lb
dc.contributor.faculty Faculty of Engineering and Architecture
dc.contributor.authorInitials Safatly, L
dc.contributor.authorInitials Bkassiny, M
dc.contributor.authorInitials Al-Husseini, M
dc.contributor.authorInitials El-Hajj, A
dc.contributor.authorOrcidID
dc.contributor.authorReprintAddress Safatly, L (reprint author), Amer Univ Beirut, ECE Dept, Beirut 11072020, Lebanon.
dc.contributor.authorResearcherID
dc.contributor.authorUniversity American University of Beirut
dc.description.cited ABOUFOUL T, 2012, INT J ANTENN PROPAG; Aboufoul T, 2012, IEEE ANTENN WIREL PR, V11, P392, DOI 10.1109-LAWP.2012.2193551; Al-Husseini M., 2010, P IEEE ANT PROP SOC, P1; Al-Husseini M, 2011, IEEE ANTENNAS PROP, P1120; ALHUSSEINI M, 2009, P INT C ADV COMP TOO, P68; Al-Husseini M., 2013, ADV MICROSTRIP ANTEN, P337; Al-Husseini M, 2011, TURK J ELECTR ENG CO, V19, P243, DOI 10.3906-elk-1001-360; Al-Husseini M., 2008, P INT WIR COMM MOB C, P1023; Al-Husseini M., 2009, P 26 NAT RAD SCI C M, P1; Al-Husseini M., 2009, P INT C EL EL ENG EL, pII; Al-Husseini M., 2010, P AS PAC MICR C APMC, P618; Al-Husseini M., 2011, P IEEE APS TOP C ANT, P902; Al-Husseini M., 2011, PROGR ELECTROMAGNE B, V37, P327; Almalkawi M, 2011, IEEE ANTENN WIREL PR, V10, P959, DOI 10.1109-LAWP.2011.2167649; Andrews C, 2010, IEEE J SOLID-ST CIRC, V45, P2696, DOI 10.1109-JSSC.2010.2077151; Arias J, 2009, IEEE T CIRCUITS-I, V56, P1478, DOI 10.1109-TCSI.2008.2006214; Augustin G, 2012, IEEE T ANTENN PROPAG, V60, P5479, DOI 10.1109-TAP.2012.2207688; Azim R., 2013, Progress in Electromagnetics Research, V133; Bkassiny M, 2013, IEEE T WIREL COMMUN, V12, P5413, DOI 10.1109-TWC.2013.092013.120688; Bkassiny M, 2012, IEEE T WIREL COMMUN, V11, P2596, DOI 10.1109-TWC.2012.051512.111504; Bkassiny M., 2011, P 20 ANN WIR OPT COM, P1; Bkassiny M, 2013, IEEE COMMUN SURV TUT, V15, P1136, DOI 10.1109-SURV.2012.100412.00017; Blaakmeer SC, 2007, PROC EUR SOLID-STATE, P364, DOI 10.1109-ESSCIRC.2007.4430319; Boos Z., 2011, P IEEE INT SOL STAT, P376; Borremans J, 2011, IEEE J SOLID-ST CIRC, V46, P1659, DOI 10.1109-JSSC.2011.2144110; Borremans J, 2010, IEEE J SOLID-ST CIRC, V45, P2116, DOI 10.1109-JSSC.2010.2063630; Busoniu L., 2006, P 9 INT C CONTR AUT, P1, DOI DOI 10.1109-ICARCV.2006.345353; Cai Y, 2012, IEEE T ANTENN PROPAG, V60, P2905, DOI 10.1109-TAP.2012.2194654; Chantaraskul S, 2009, 2009 IEEE 20TH INTERNATIONAL SYMPOSIUM ON PERSONAL, INDOOR AND MOBILE RADIO COMMUNICATIONS, P2310, DOI 10.1109-PIMRC.2009.5450129; Clancy TC, 2011, IEEE T WIREL COMMUN, V10, P1289, DOI 10.1109-TWC.2011.030311.101137; Chen HS, 2007, IEEE ICC, P6487, DOI 10.1109-ICC.2007.1073; Chen Z, 2011, IEEE SOUTHEASTCON, P409; Clancy C, 2007, IEEE WIREL COMMUN, V14, P47, DOI 10.1109-MWC.2007.4300983; Davis G, 1997, CONSTR APPROX, V13, P57, DOI 10.1007-BF02678430; Devroye N, 2008, IEEE SIGNAL PROC MAG, V25, P12, DOI 10.1109-MSP.2008.929286; Ebrahimi E, 2011, IEEE T ANTENN PROPAG, V59, P2628, DOI 10.1109-TAP.2011.2152353; ESCOBAR MD, 1995, J AM STAT ASSOC, V90, P577, DOI 10.2307-2291069; ESCOBAR MD, 1994, J AM STAT ASSOC, V89, P268, DOI 10.2307-2291223; Falcone F, 2004, PHYS REV LETT, V93, DOI 10.1103-PhysRevLett.93.197401; Fettweis G., 2005, P 16 INT S PERS IND, V4, P2347; Galindo-Serrano A, 2010, IEEE T VEH TECHNOL, V59, P1823, DOI 10.1109-TVT.2010.2043124; GARDNER WA, 1987, IEEE T COMMUN, V35, P584, DOI 10.1109-TCOM.1987.1096820; GARDNER WA, 1987, IEEE T COMMUN, V35, P595, DOI 10.1109-TCOM.1987.1096816; Gardner WA, 1991, IEEE SIGNAL PROC MAG, V8, P8; Gardner WA, 2006, SIGNAL PROCESS, V86, P639, DOI 10.1016-j.sigpro.2005.06.016; Gavrilovska L, 2013, IEEE COMMUN SURV TUT, V15, P1761, DOI 10.1109-SURV.2013.030713.00113; Ghaderi MR, 2011, IEEE ANTENN WIREL PR, V10, P682, DOI 10.1109-LAWP.2011.2158629; Ghaffari A, 2011, IEEE J SOLID-ST CIRC, V46, P998, DOI 10.1109-JSSC.2011.2117010; Giupponi L, 2010, IEEE WIREL COMMUN, V17, P47, DOI 10.1109-MWC.2010.5547921; Goldsmith A, 2009, P IEEE, V97, P894, DOI 10.1109-JPROC.2009.2015717; Gong B, 2013, PROG ELECTROMAGN RES, V139, P265, DOI 10.2528-PIER13031701; Grimm M, 2012, FREQUENZ, V66, P303, DOI 10.1515-freq-2012-0052; Gruget A., 2010, P IEEE INT MICR WORK, P73; Gruget A., 2011, P 20 EUR CIRC THEOR, P785; Hamid MR, 2011, IEEE T ANTENN PROPAG, V59, P1472, DOI 10.1109-TAP.2011.2122293; Hamid MR, 2011, IEEE T ANTENN PROPAG, V59, P4008, DOI 10.1109-TAP.2011.2164197; Haykin S, 2005, IEEE J SEL AREA COMM, V23, P201, DOI 10.1109-JSAC.2004.839380; Huang CC, 2011, IEEE J SOLID-ST CIRC, V46, P848, DOI 10.1109-JSSC.2011.2109511; Jayaweera S. K., 2011, P 2011 INT S INT SIG, P1; Jayaweera S. K., 2011, EECETR110001 U NEW M; Johnstone IM, 2001, ANN STAT, V29, P295, DOI 10.1214-aos-1009210544; Kay S., 1998, FUNDAMENTALS STAT SI; Kelly JR, 2011, IEEE T ANTENN PROPAG, V59, P3045, DOI 10.1109-TAP.2011.2152326; Khalaf Z, 2012, 2012 7TH INTERNATIONAL ICST CONFERENCE ON COGNITIVE RADIO ORIENTED WIRELESS NETWORKS AND COMMUNICATIONS (CROWNCOM), P291, DOI 10.4108-icst.crowncom.2012.248133; Kim DO, 2011, PROG ELECTROMAGN RES, V112, P93; Kitsunezuka M, 2012, IEEE MICROW MAG, V13, P55, DOI 10.1109-MMM.2011.2173982; Kon Y, 2012, CONSUM COMM NETWORK, P894, DOI 10.1109-CCNC.2012.6181186; Kumar D., 2013, P ITU KAL BUILD SUST; Larsson EG, 2008, IEEE T WIREL COMMUN, V7, P4800, DOI 10.1109-T-WC.2008.070928; Larsson EG, 2007, IEEE COMMUN LETT, V11, P799, DOI 10.1109-LCOMM.2007.070923; Lelandais-Perrault C, 2009, IEEE T CIRCUITS-I, V56, P1772, DOI 10.1109-TCSI.2008.2008289; Li Y., 2013, P 9 ACM IEEE S ARCH, P1; Li Y., IEEE T WIRE IN PRESS; Li YS, 2013, INT J ANTENN PROPAG, DOI 10.1155-2013-472645; Liu W., 2007, P 2 INT C INN COMP I; Liu WX, 2011, IEEE ANTENN WIREL PR, V10, P850, DOI 10.1109-LAWP.2011.2165197; Liu XL, 2013, PROG ELECTROMAGN RES, V136, P623; Low ZN, 2005, IEEE ANTENN WIREL PR, V4, P237, DOI 10.1109-LAWP.2005.852577; MALLAT SG, 1993, IEEE T SIGNAL PROCES, V41, P3397, DOI 10.1109-78.258082; Mansour G., 2012, P LOUGHB ANT PROP C; Mehdipur A, 2008, IEEE T ANTENN PROPAG, V56, P3857, DOI 10.1109-TAP.2008.2007401; Mirzaie A, 2010, SYMP VLSI CIRCUITS, P179, DOI 10.1109-VLSIC.2010.5560306; Mitola J, 1999, IEEE PERS COMMUN, V6, P13, DOI 10.1109-98.788210; Mitola J., 2000, THESIS KTH; Mitola J, 2009, P IEEE, V97, P626, DOI 10.1109-JPROC.2009.2013012; Moeikham P, 2013, INT J ANTENN PROPAG, DOI 10.1155-2013-574128; Nguyen TD, 2011, IEEE ANTENN WIREL PR, V10, P403, DOI 10.1109-LAWP.2011.2147270; Nguyen V., 2012, COGNITIVE RADIO RF O; Oksanen Jan, 2010, Proceedings of the 2010 IEEE International Workshop on Machine Learning for Signal Processing (MLSP), DOI 10.1109-MLSP.2010.5589224; Ooi P C, 2010, Progress In Electromagnetics Research Letters, V19; Oraizi H, 2011, IEEE ANTENN WIREL PR, V10, P67, DOI 10.1109-LAWP.2011.2109030; Pelleg D., 2000, P 7 INT C MACH LEARN; Pendry JB, 1999, IEEE T MICROW THEORY, V47, P2075, DOI 10.1109-22.798002; Perruisseau-Carrier J, 2010, IEEE T ANTENN PROPAG, V58, P2218, DOI 10.1109-TAP.2010.2048872; Phelps CI, 2013, IEEE RADIO WIRELESS, P154, DOI 10.1109-RWS.2013.6486672; Polo YL, 2009, INT CONF ACOUST SPEE, P2337, DOI 10.1109-ICASSP.2009.4960089; Pozsgay A., 2008, P IEEE INT SOL STAT, P355; Puterman M. L., 1994, MARKOV DECISION PROC; Quan Z, 2009, IEEE T SIGNAL PROCES, V57, P1128, DOI 10.1109-TSP.2008.2008540; Rafi A., 2011, P ISSCC FEB, P66; Razavi B, 2010, IEEE J SOLID-ST CIRC, V45, P1542, DOI 10.1109-JSSC.2010.2049790; Ru ZY, 2009, IEEE J SOLID-ST CIRC, V44, P3359, DOI 10.1109-JSSC.2009.2032272; Safatly L, 2012, INT J ANTENN PROPAG, DOI 10.1155-2012-390280; Sahai A., 2005, P IEEE INT S NEW FRO; Sahai A., 2004, P ALL C COMM CONTR C, P1662; Samal PB, 2013, PROG ELECTROMAGN RES, V143, P105, DOI 10.2528-PIER13091606; Shahine M. Y. A., 2013, P 34 PROGR EL RES S; Shetty N., 2009, P IEEE GLOB TEL C GL, P1; Sim CYD, 2010, PROG ELECTROMAGN RES, V106, P321; Soer M., 2009, P IEEE ISSCC, V52, P222; SONNENSCHEIN A, 1992, IEEE T AERO ELEC SYS, V28, P654, DOI 10.1109-7.256287; Stavroulaki V, 2012, IEEE VEH TECHNOL MAG, V7, P91, DOI 10.1109-MVT.2012.2190196; Sun HJ, 2013, IEEE WIREL COMMUN, V20, P74; Sutton RS, 1998, REINFORCEMENT LEARNI; Tandra R, 2008, IEEE J-STSP, V2, P4, DOI 10.1109-JSTSP.2007.914879; Tawk Y., 2012, Proceedings of the 2012 6th European Conference on Antennas and Propagation (EuCAP), DOI 10.1109-EuCAP.2012.6206125; Teh YW, 2006, J AM STAT ASSOC, V101, P1566, DOI 10.1198-016214506000000302; Tian Z, 2006, 1 INT C COGN RAD OR, V1, P1; Tian Z., 2007, P IEEE INT C AC SPEE, V4, P1357; Valkama M, 2006, IEEE T MICROW THEORY, V54, P2356, DOI 10.1109-TMTT.2006.875274; Venkatraman P, 2010, IEEE T VEH TECHNOL, V59, P3148, DOI 10.1109-TVT.2010.2048766; Venkatraman P, 2011, 2011 7TH INTERNATIONAL WIRELESS COMMUNICATIONS AND MOBILE COMPUTING CONFERENCE (IWCMC), P238, DOI 10.1109-IWCMC.2011.5982539; Wang CY, 2013, IEEE T SIGNAL PROCES, V61, DOI 10.1109-TSP.2012.2225053; WATKINS CJCH, 1992, MACH LEARN, V8, P279, DOI 10.1023-A:1022676722315; Xu SY, 2008, 2008 WORKSHOP ON POWER ELECTRONICS AND INTELLIGENT TRANSPORTATION SYSTEM, PROCEEDINGS, P171, DOI 10.1109-PEITS.2008.41; Yan B, 2013, INT J ANTENN PROPAG, DOI 10.1155-2013-934802; Yau K.-L. A., 2010, P IEEE INT C COMM IC, P1; Yau KLA, 2011, INT CON ADV INFO NET, P1, DOI 10.1109-AINA.2011.34; Ye Z, 2008, IEEE WCNC, P711; Yucek T, 2009, IEEE COMMUN SURV TUT, V11, P116, DOI 10.1109-SURV.2009.090109; Zeng Y., 2007, P 18 ANN IEEE INT S; Zeng Y. H., 2006, 80222060118R0 IEEE; Zeng YH, 2009, IEEE T VEH TECHNOL, V58, P1804, DOI 10.1109-TVT.2008.2005267; Zeng YH, 2009, IEEE T COMMUN, V57, P1784, DOI 10.1109-TCOMM.2009.06.070402; Zeng YH, 2007, 2007 2ND IEEE INTERNATIONAL SYMPOSIUM ON NEW FRONTIERS IN DYNAMIC SPECTRUM ACCESS NETWORKS, VOLS 1 AND 2, P202, DOI 10.1109-DYSPAN.2007.33; Zhang H., 2009, COGNITIVE RADIO NETW, P353; Zhao Y., 2012, P INT C COMP NETW CO, P650
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dc.description.citedTotWOSCount 0
dc.description.citedWOSCount 0
dc.format.extentCount 1
dc.identifier.articleNo 548473
dc.identifier.coden
dc.identifier.pubmedID
dc.identifier.scopusID 84899582232
dc.identifier.url
dc.publisher.address 410 PARK AVENUE, 15TH FLOOR, #287 PMB, NEW YORK, NY 10022 USA
dc.relation.ispartofConference
dc.relation.ispartofConferenceCode
dc.relation.ispartofConferenceDate
dc.relation.ispartofConferenceHosting
dc.relation.ispartofConferenceLoc
dc.relation.ispartofConferenceSponsor
dc.relation.ispartofConferenceTitle
dc.relation.ispartofFundingAgency
dc.relation.ispartOfISOAbbr Int. J. Antennas Propag.
dc.relation.ispartOfIssue
dc.relation.ispartOfPart
dc.relation.ispartofPubTitle International Journal of Antennas and Propagation
dc.relation.ispartofPubTitleAbbr Int. J. Antennas Propag.
dc.relation.ispartOfSpecialIssue
dc.relation.ispartOfSuppl
dc.relation.ispartOfVolume 2014
dc.source.ID WOS:000333847900001
dc.type.publication Journal
dc.subject.otherAuthKeyword
dc.subject.otherChemCAS
dc.subject.otherIndex Antennas
dc.subject.otherIndex Hardware
dc.subject.otherIndex Learning algorithms
dc.subject.otherIndex Reinforcement learning
dc.subject.otherIndex Transceivers
dc.subject.otherIndex Ultra-wideband (UWB)
dc.subject.otherIndex Uncertainty analysis
dc.subject.otherIndex Adaptive behavior
dc.subject.otherIndex Cognitive engines
dc.subject.otherIndex Model uncertainties
dc.subject.otherIndex Radio transceivers
dc.subject.otherIndex Reconfigurable radios
dc.subject.otherIndex Sophisticated machines
dc.subject.otherIndex Unsupervised classification
dc.subject.otherIndex Wideband sensing
dc.subject.otherIndex Broadband networks
dc.subject.otherKeywordPlus NOTCHED UWB ANTENNA
dc.subject.otherKeywordPlus NONPARAMETRIC SIGNAL CLASSIFICATION
dc.subject.otherKeywordPlus SPLIT-RING RESONATORS
dc.subject.otherKeywordPlus BAND REJECTION
dc.subject.otherKeywordPlus SLOT ANTENNA
dc.subject.otherKeywordPlus ULTRAWIDEBAND ANTENNA
dc.subject.otherKeywordPlus MODULATED SIGNALS
dc.subject.otherKeywordPlus MONOPOLE ANTENNA
dc.subject.otherKeywordPlus VIVALDI ANTENNA
dc.subject.otherKeywordPlus GROUND PLANE
dc.subject.otherWOS Engineering, Electrical and Electronic
dc.subject.otherWOS Telecommunications


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