A NOVEL PREAMBLE DESIGN FOR CHANNEL ESTIMATION IN MIMO- OFDM SYSTEMS RESULTING IN ENHANCED THROUGHPUT

Size: px
Start display at page:

Download "A NOVEL PREAMBLE DESIGN FOR CHANNEL ESTIMATION IN MIMO- OFDM SYSTEMS RESULTING IN ENHANCED THROUGHPUT"

Transcription

1 Volume 53, umber 3, 01 ACTA TECHICA APOCESIS Electroncs and Telecommuncatons A OVEL PREAMBLE DESIG FOR CHAEL ESTIMATIO I MIMO- OFDM SYSTEMS RESULTIG I EHACED THROUGHPUT Shakeel Salamat ULLAH atonal Unversty of Scences and Technology (UST), Pakstan shakeelsalamat@ymalcom Abstract: Multple Input Multple Output (MIMO) system combned wth orthogonal frequency dvson multplexng (OFDM) provdes a relable soluton for enhanced data rate next generaton wreless systems as MIMO produces addtonal parallel channels n spatal doman whch allows hgh data rates to be acheved wthout extra bandwdth and transmtted power Whle OFDM provdes hgh bandwdth effcency and robustness to multpath fadng due to orthogonal subcarrers that convert frequency selectve channel nto parallel frequency flat channels Channel estmaton s ntegral part n coherent MIMO-OFDM systems Burst communcaton system utlzes data aded channel estmaton algorthms due to ther fast convergence and accuracy relatve to blnd estmaton algorthms Data aded schemes n MIMO-OFDM employ perodc transmsson of tranng data from transmtter for channel estmaton at the recever In MIMO-OFDM systems hgher number of transmt/receve antennas causes a bgger overhead for channel estmaton Ths paper proposes novel preamble desgn wth low overhead for channel estmaton Smulaton results and analyss of tme based channel estmaton algorthm resultng n spectrally effcent MIMO-OFDM system have also been provded Keywords: Burst Communcaton, preamble desgn, tme based channel estmaton, MIMO-OFDM I ITRODUCTIO ext generaton wreless communcaton system supports hgh data rate applcatons Enhanced throughput and ncreased network capacty are maor requrements of these systems Wth the ncreased number of users, bandwdth allocaton becomes very crtcal Multple antenna technques become a promsng soluton for these requrements Multple Input Multple Output (MIMO) systems ncorporatng Orthogonal Frequency Dvson Multplexng (OFDM) appears to be a match, made n heaven as MIMO-OFDM provdes hgh data rate wth OFDM, ntegrated wth mult-antenna system, reduces the complexty of overall system MIMO provdes parallel channels over the same tme and frequency that can be used to acheve hgh data rates wthout the need of addtonal bandwdth and power MIMO technques can be broadly splt nto space dvson multplexng (SDM) and space tme codng (STC) STC utlzes dversty technques for performance enhancement whereas SDM makes use of multple data streams to acheve hgh data rates OFDM dvdes the frequency selectve channel nto parallel frequency flat channels fghtng multpath fadng and Inter Symbol Interference (ISI) usng Cyclc Prefx (CP) [1] It thus provdes robustness aganst frequency selectve fadng channels [, 3] MIMO-OFDM systems are used n WLA standards and WIMAX and LTE [4, 5, 6] ext generaton of communcaton systems shall be employng MIMO technques to meet the ncreasng data rate requrements and hgh spectral effcency Unlke guded medum, wreless channel causes many unwanted effects to the rado sgnal lke frequency, angle and tme spreadng Often these effects put lmtatons on performance of the systems To reduce these effects channel s estmated and equalzed at the recever Channel estmaton s crtcal n MIMO-OFDM systems, snce n MIMO multple streams are transmtted smultaneously thus error n channel estmates can more crtcally degrade the performance of the overall system Channel estmaton complexty ncreases sgnfcantly wth multple antennas OFDM s therefore generally ntegrated wth MIMO as OFDM converts frequency selectve channel nto ndependent parallel frequency flat channels that makes estmaton of channel at the recever less complex as sngle tap equalzaton s requred The Channel Estmaton (CE) technques generally fall nto two categores Data aded and Blnd channel estmaton Data aded technques for channel estmaton are generally employed n packet based communcaton systems as blnd channel estmaton consumes larger data and tme for convergence In OFDM, channel estmaton can ether be done by nsertng plot tones n all of the subcarrers (Block type CE) or by nsertng plot tones on partcular subcarrers (Comb type CE) nto each OFDM symbol Comb type CE algorthms utlzes nterpolaton technques to estmate channel at remanng subcarrers Block type plot channel estmaton s used n slow fadng channels whereas comb type plot channel estmaton s used to equalze the channel, changng from one OFDM symbol to the other For MIMO-OFDM tranng data used for channel estmaton for partcular transmt/receve antenna should be Manuscrpt receved June 15, 01; revsed July 3, 01 30

2 Volume 53, umber 3, 01 ACTA TECHICA APOCESIS Electroncs and Telecommuncatons orthogonal n tme, frequency or code to other transmt antennas Preamble should be ether tme multplexed, frequency multplexed or code multplexed Smlar technques of channel estmaton for Sngle Input Sngle Output (SISO-OFDM) can be appled to MIMO-OFDM system wth some modfcaton Channel estmaton technques n MIMO systems generally convert the MIMO usng orthogonal tranng sequences nto ndependent SISO The larger the number of transmt antennas, the greater the overhead for channel estmaton as more plot symbols are requred for channel estmaton System model of MIMO-OFDM s provded n secton II Analyss of channel estmaton technques for sngle antenna and multple antenna systems s gven n secton III Preamble desgn wth low overhead for channel estmaton n MIMO-OFDM system s proposed n secton IV and smulaton results and analyss are gven n secton V Concluson s presented n secton VI II SYSTEM MODEL In MIMO-OFDM system, transmsson s made from all transmt antennas smultaneously Let s assume that MIMO- OFDM system operates wth t transmt and r receve antennas Let the sgnal from th transmt antenna, n baseband, s x [ n] 1 k 0 X [ e πk n, g n 1 where g s the number of guard samples or cyclc prefx samples and s the total subcarrers X s the complex data that s modulated onto the subcarrers from th transmt antenna The mult-tap channel between th transmt antenna and th receve antenna s modeled as h ( t, τ ) L l 0 α l ( t) δ ( τ τ ) where L s the total number of complex taps, α l s the l th complex path gan and τ l s the correspondng path delay between th transmt antenna and th receve antenna The receved sgnal y at the th recever antenna s, y [ n] t L 1 1 l 0 h [ l] x [ n l] + n [ n] where h [l] s the l th complex baseband sampled channel tap between th transmt antenna and th receve antenna n s the complex baseband nose at the th recever wth power spectral densty o The guard or cyclc prefx nterval s kept greater than total delay spread of channel The receved sgnal n frequency doman s, Y [ 1 n 0 y [ n] e πn k l,0 k 1 where k s the subcarrer ndex and s the total number of subcarrers For a partcular subcarrer k, the receved sgnal s, (1) () (3) (4) X1[ Y1 [ H11[ H1 t[ X1[ n1[ + (5) Y r[ Hr1[ Hrt[ nr[ X t[ where H [ s the complex baseband channel response at a partcular subcarrer and n [ s the complex nose at a partcular subcarrer k III AALYSIS OF CHAEL ESTIMATIO I MIMO-OFDM SYSTEMS A lot of lterature s avalable on the technques of channel estmaton and equalzaton Least Square (LS), Maxmum Lkelhood Estmaton (MLE), Transform doman and Lnear Mnmum Mean Square Error (LMMSE) estmaton technques are commonly used [7] For orthogonal frequency dvson multplexed systems, tme based and frequency or tone (plot) based channel estmaton technques are studed In tme doman channel estmaton, Channel Impulse Response (CIR) s frst estmated n tme doman and then transformed nto frequency doman for equalzaton at each subcarrer [7] In tone mode, only few subcarrers are used for channel estmaton and then these estmates are nterpolated and extrapolated to get the channel response at the non-plot locatons [8, 9] Wth the ever ncreasng demand for hgh data rates, MIMO systems came nto beng Generally channel estmaton technques for these systems are extended from SISO systems Orthogonal tranng sequence converts MIMO-OFDM channel estmaton to SISO-OFDM, so smlar technques of ML, LS and LMMSE can be used In these channel estmaton technques MIMO-OFDM channel estmaton s done by turnng off the transmt antenna n tme or frequency and sendng plot tones by only one antenna at a tme [10, 11] Data aded channel estmaton technques requre long preambles for hgher number of antennas especally n block type tranng as tranng must be orthogonal n tme for dfferent transmt antennas [1] Comb based technques are proposed for MIMO-OFDM whch requres nterpolaton for null subcarrers as n the case of SISO-OFDM The performance and optmalty of recevers and estmators have remaned under consderable focus ever snce [13,14,15] However, no matchng emphass s seen n lterature on the decrease n overhead of these technques In future systems where MIMO-OFDM wll be playng a key role, overheads for channel trackng wll present a severe bottleneck n achevng hgh throughput for systems nvolvng hgher number of transmt/receve antennas In ths paper ML technque for MIMO-OFDM channel estmaton s presented Preamble s code dvson multplexed, for dfferent transmt antennas, wthn one OFDM symbol duraton ML technque s proposed for channel estmaton In the next secton, preamble desgn s proposed 31

3 Volume 53, umber 3, 01 ACTA TECHICA APOCESIS Electroncs and Telecommuncatons IV PROPOSED PREAMBLE DESIG AD CHAEL ESTIMATIO ALGORITHM 1 ovel Preamble Desgn Proposed preamble desgn for channel estmaton for MIMO-OFDM system s code multplexed Let M be the total number of transmt/receve antenna channels that are to be estmated n one OFDM symbol Channels that can be estmated n one OFDM symbol at maxmum are, M max (6) g Fgure 1 Preamble Desgn for x MIMO-OFDM System where g wll be kept twce of maxmum delay spread In ths case, preamble from th transmt antenna wthout cyclc prefx s, s [ m ( 1) M ] hdm [, ] x [ m ] + (7) where 1 to M, m0 to g -1 and hdm[,] s the th, th element of M hadamard matrx x [m] represents complex baseband data samples n tme doman Data sequence, whch s dfferent for dfferent transmt antennas (as shown n Fg1 and Fg wth dfferent colors), must obey the condton of optmal channel estmaton [16] Complete preamble that ncludes cyclc prefx s formed by copyng last g samples to the begnnng of the OFDM symbol If M s lesser than total number of transmt antennas, more than one OFDM symbol wll be requred n preamble Preamble desgn for x MIMO-OFDM system s shown n Fg1 Preamble desgn for 4x4 MIMO-OFDM shown n Fg n whch t s assumed that g L (8) wth M 4 (9) and 4 g (10) Channel Estmaton usng Proposed Preamble In proposed preamble desgn, data transmsson s made from all transmt antennas smultaneously for the whole OFDM symbol duraton Tme orthogonal tranng sequence causes back off n maxmum transmsson power as tranng sequence transmsson s made from only one transmt antenna at a tme Maxmum lkelhood channel estmaton s proposed for ths novel preamble As the sgnal on a partcular recever antenna wll be the sum of sgnals from all the transmt antennas, sgnal separaton s requred at every recever antenna Sgnal separaton can be made by makng use of the orthogonal coded preamble desgn Each secton of the preamble whch s multpled by a dfferent element of hadamrad marx wll be corrupted by ts prevous secton Thus corrupted porton s cut to make the secton orthogonal at the recever as well Separaton wll then be possble as shown n (11) Fgure Preamble Desgn for 4x4 MIMO-OFDM System h nt [ n] t g p y [ n t p ] hdm[, p] M (11) Where n 0 to M- g / and y [n] s the receved sequence at th antenna after cyclc prefx has been removed h nt [n] s the ntermedate sequence whch s wthout mxng of sgnals and wll be used n channel estmaton between th receve antenna and th transmt antenna CIR can be found usng (1) Wth the ever ncreasng demand for hgh data rates, MIMO systems came nto beng Generally channel estmaton technques for these systems are extended from SISO systems Orthogonal tranng sequence converts MIMO-OFDM channel estmaton to SISO-OFDM, so smlar technques of ML, LS and LMMSE can be used In these channel estmaton technques MIMO-OFDM channel estmaton s done by turnng off the transmt antenna n tme or frequency and sendng plot tones by only one antenna at a tme [10, 11] Data aded channel estmaton technques requre long preambles for hgher number of antennas especally n block type tranng as tranng must be orthogonal n tme for dfferent transmt antennas [1] Comb based technques are proposed for MIMO-OFDM whch requres nterpolaton for null subcarrers as n the case of SISO-OFDM The performance and optmalty of recevers and 3

4 Volume 53, umber 3, 01 ACTA TECHICA APOCESIS Electroncs and Telecommuncatons estmators have remaned under consderable focus ever snce [13,14,15] However, no matchng emphass s seen n lterature on the decrease n overhead of these technques In future systems where MIMO-OFDM wll be playng a key role, overheads for channel trackng wll present a severe bottleneck n achevng hgh throughput for systems nvolvng hgher number of transmt/receve antennas CIR can be found usng (1) h Where S s; 1 [ n] ( S S ) S h (1) H H nt g g x [ ] x[ n] g S,0 n< x[ ] x[ n] M M (13) In (1) t s assumed that (S H S ) s full rank MSE of the channel estmaton s H 1 MSE tr{( S S ) } (14) o TABLE I SIMULATIO PARAMETERS So Parameter Value 1 RF frequency 4 GHz o of Subcarrers 64 3 Subcarrer Spacng 1565 khz 4 Samplng Rate 1Mhz 5 Cyclc Prefx Duraton 16 µs (16 samples) 6 Max Delay Spread 8 µs (8 samples) 7 Max Doppler,f d 8 Carrer Frequency Offset,CFO 9 o of Antennas x,4x4 0,50,100,150,00,50 Hz %,5%,10% of subcarrer spacng antennas, at hgher sgnal to nose rato (SR) preamble overhead can be reduced consderably The smulaton results for dfferent fadng rate or Doppler spread, f d, are shown for x and 4x4 systems n Fg4 and Fg5 respectvely Smulaton results for dfferent carrer frequency offsets and Doppler spread for both x and 4x4 systems are shown n Fg6 and Fg7 The greater the carrer frequency offset (CFO) or the Doppler spread, the greater the MSE CFO has been smulated as percentage of subcarrer spacng of 1565 khz where o s the complex nose power spectral densty and tr{} s the transpose of matrx Thus desgn of S s crtcal and condtons for optmal desgn are gven n [16] Channel can be estmated usng (11), (1) and (13) among M transmt antennas and receve antenna usng one OFDM symbol Channel estmaton s done n tme doman If /M duraton s made exactly equal to g duraton n the preamble, there would be no margn for tmng synchronzaton varance If t s greater than that, more channel estmaton samples wll be avalable whch wll result nto greater margn for tmng synchronzaton V SIMULATIO RESULTS The smulaton parameters are shown n Table1 Mean Square Error (MSE) s calculated for dfferent cases x system and 4x4 MIMO-OFDM system s smulated for dfferent parameters and results are shown Channel taps assumed are 8 The number of samples used n channel estmaton for x system s 3 and n case of 4x4 system, the number of samples used n channel estmaton s 16 Under the parameters gve n Table1 4x4 system s the case, n whch maxmum number of channels (MM max 4) usng one OFDM symbol can be estmated In case of x system, the margn for tmng estmaton varance s hgher as compared to the 4x4 system where more channels are estmated usng the same OFDM symbol 3 samples are used for x system and 16 samples are used for 4x4 system, x system gves us 3dB performance gan as shown n Fg3 However to acheve the same performance for 4x4 system, number of OFDM symbols for channel estmaton must be doubled For hgher number of 33

5 Volume 53, umber 3, 01 ACTA TECHICA APOCESIS Electroncs and Telecommuncatons ncreasng the number of OFDM symbols for estmaton as more samples wll then avalable for channel estmaton REFERECES [1] Zhendao Wang, Gannaks GB, Wreless multcarrer communcaton", IEEE Sgnal Processng Magazne, May 000A [] H Bolcske, D Gesbert, and AJ Paulra, On the capacty of OFDM-based spatal multplexng systems, IEEE Transacton on Communcatons, vol 50, pp 5-34, Feb00 [3] YJ Zhang, and KB Letaef, An effcent resource allocaton scheme for spatal multuser access n MIMO/OFDM systems, IEEE Transacton on Communcatons, vol 53, pp , Jan 005 [4] IEEE 8011a Stand, ISO/IEC :1999/Amd 1:000(E) [5] R van ee, G Awater, M Morkura, H Takanash, M Webster, and K Helford, ew hgh rate wreless LA standards, IEEE Commun Mag, vol 37, pp 8 88, Dec 1999 [6] Further Hgher-Speed Physcal Layer Extenson n the 4 GHz Band, Draft IEEE 8011g Standard [7] Mehmet Kemal Ozdemr, Huseyn Arslan, Channel estmaton for wreless OFDM systems, IEEE Comm Surveys, Vol 9, o, 007 [8] S Coler et al, Channel Estmaton Technques Based on Plot Arrangement n OFDM Systems, IEEE Trans Broadcast, vol 48, pp 3 9, Sept 00 [9] C R Athaudage and A D S Jayalath, Low complexty channel estmaton for wreless OFDM systems, Proc IEEE Int l Symp Personal, Indoor and Moble Rado Commun, vol 1, pp 51 5, Sept 003 [10] W G Jeon, K H Pak, and Y S Cho, An effcent channel estmaton technque for OFDM systems wth transmtter dversty, Proc IEEE Int l Symp Personal, Indoor and Moble Rado Commun, vol, pp , Sept 000 [11] A Dowler, A Doufex, and A x, Performance evaluaton of channel estmaton technques for a moble fourth generaton wde area OFDM system, Proc IEEE Vehc Tech Conf,vol 4, pp , Sept 00 [1] A van Zelst, TCW Schenk, Implementaton of a MIMO OFDM-based wreless LA system, IEEE Transactons on Sgnal Processng, Vol 5, pp , Feb 004 [13] M Hseh and C We, Channel estmaton for OFDM systems based on comb-type plot arrangement n frequency selectve fadng channels, IEEE Transactons on Consumer Electroncs, Feb 1998 [14] L J Cmn, Analyss and smulaton of a dgtal moble channel usng orthogonal frequency dvson multplexng, IEEE Transacton Communcaton, vol33, pp , July 1985 [15] J-J van de Beek, O Edfors, M Sandell, SK Wlson and PO Boresson, On channel estmaton n OFDM systems, n Proc IEEE 45th Vehcular Tech Conf, Chcago, IL, pp M, Jul 1995 [16] Hlang Mnn, Al-Dhahr, Optmal tranng sgnals for MIMO OFDM channel estmaton, IEEE Transactons on Wreless Communcatons,Vol 5, pp , May 006 Fgure 3 MSE Comparson of x and 4x4 MIMO- OFDM system VI COCLUSIO The paper presents the technque for channel estmaton for more than one transmt/receve antenna channels usng one OFDM symbol Proposed method provdes the enhanced throughput capablty wth low overhead, especally wth hgher number of antennas Smulaton results show the performance of the algorthm The performance can be mproved further f M s kept lesser M max Performance mprovement s acheved at the cost of throughput by 34

Multicarrier Modulation

Multicarrier Modulation Multcarrer Modulaton Wha Sook Jeon Moble Computng & Communcatons Lab Contents Concept of multcarrer modulaton Data transmsson over multple carrers Multcarrer modulaton wth overlappng Chap. subchannels

More information

Performance Analysis of Multi User MIMO System with Block-Diagonalization Precoding Scheme

Performance Analysis of Multi User MIMO System with Block-Diagonalization Precoding Scheme Performance Analyss of Mult User MIMO System wth Block-Dagonalzaton Precodng Scheme Yoon Hyun m and Jn Young m, wanwoon Unversty, Department of Electroncs Convergence Engneerng, Wolgye-Dong, Nowon-Gu,

More information

AN EFFICIENT ITERATIVE DFT-BASED CHANNEL ESTIMATION FOR MIMO-OFDM SYSTEMS ON MULTIPATH CHANNELS

AN EFFICIENT ITERATIVE DFT-BASED CHANNEL ESTIMATION FOR MIMO-OFDM SYSTEMS ON MULTIPATH CHANNELS AN FFICINT ITRATIV DFT-BASD CHANNL STIMATION FOR MIMO-OFDM SYSTMS ON MULTIPATH CHANNLS Jan Hafang Graduate Unversty of the Chnese Academy of Scences Insttute of Semconductors, CAS Beng, Chna hf@sem.ac.cn

More information

AN IMPROVED BIT LOADING TECHNIQUE FOR ENHANCED ENERGY EFFICIENCY IN NEXT GENERATION VOICE/VIDEO APPLICATIONS

AN IMPROVED BIT LOADING TECHNIQUE FOR ENHANCED ENERGY EFFICIENCY IN NEXT GENERATION VOICE/VIDEO APPLICATIONS Journal of Engneerng Scence and Technology Vol., o. 4 (6) 476-495 School of Engneerng, Taylor s Unversty A IMPROVED BIT LOADIG TECHIQUE FOR EHACED EERGY EFFICIECY I EXT GEERATIO VOICE/VIDEO APPLICATIOS

More information

The Application of Interpolation Algorithms in OFDM Channel Estimation

The Application of Interpolation Algorithms in OFDM Channel Estimation The Applcaton of Interpolaton Algorthms n OFDM Estmaton Xjun ZHANG 1,, Zhantng YUAN 1, 1 School of Electrcal and Informaton Engneerng, Lanzhou Unversty of Technology, Lanzhou, Gansu 730050, Chna School

More information

Exponential Effective SIR Metric for LTE Downlink

Exponential Effective SIR Metric for LTE Downlink Exponental Effectve SIR Metrc for LTE Downlnk Joan Olmos, Albert Serra, Slva Ruz, Maro García-Lozano, Davd Gonzalez Sgnal Theory and Communcatons Department Unverstat Poltècnca de Catalunya (UPC) Barcelona,

More information

A study of turbo codes for multilevel modulations in Gaussian and mobile channels

A study of turbo codes for multilevel modulations in Gaussian and mobile channels A study of turbo codes for multlevel modulatons n Gaussan and moble channels Lamne Sylla and Paul Forter (sylla, forter)@gel.ulaval.ca Department of Electrcal and Computer Engneerng Laval Unversty, Ste-Foy,

More information

A Study on the Physical Layer Performance of GFDM for High Throughput Wireless Communication

A Study on the Physical Layer Performance of GFDM for High Throughput Wireless Communication 217 25th European Sgnal Processng Conference (EUSIPCO) A Study on the Physcal Layer Performance of GFDM for Hgh Throughput Wreless Communcaton Ahmad Nmr, Dan Zhang, Ana-Belen Martnez and Gerhard Fettwes

More information

Revision of Lecture Twenty-One

Revision of Lecture Twenty-One Revson of Lecture Twenty-One FFT / IFFT most wdely found operatons n communcaton systems Important to know what are gong on nsde a FFT / IFFT algorthm Wth the ad of FFT / IFFT, ths lecture looks nto OFDM

More information

BER Performances of a Differential OFDM System in Fading Channels

BER Performances of a Differential OFDM System in Fading Channels Buletnul Ştnţfc al Unverstăţ "Poltehnca" dn Tmşoara era ELECTRONICĂ ş TELECOMUNICAŢII TRANACTION on ELECTRONIC and COMMUNICATION Tom 49(63), Fasccola, 4 BER Performances of a Dfferental OFDM ystem n Fadng

More information

Symbol Synchronization at the BPSK-OFDM Receiver

Symbol Synchronization at the BPSK-OFDM Receiver Symbol Synchronzaton at the BPSK-OFDM Recever Cheng-Yng Yang, Gwo-Ruey Lee, Wen-Hu Kuan and Jyh-Horng Wen, 3 cyang@nfu.edu.tw Department of Computer Scence and Informaton Engneerng, atonal Formosa Unversty

More information

On Channel Estimation of OFDM-BPSK and -QPSK over Generalized Alpha-Mu Fading Distribution

On Channel Estimation of OFDM-BPSK and -QPSK over Generalized Alpha-Mu Fading Distribution Int. J. Communcatons, Network and System Scences, 010, 3, 380-384 do:10.436/jcns.010.34048 Publshed Onlne Aprl 010 (http://www.scrp.org/journal/jcns/) On Channel Estmaton of OFDM-BPSK and -QPSK over Generalzed

More information

Optimal Periodic Training Signal for Frequency Offset Estimation in Frequency Selective Fading Channels

Optimal Periodic Training Signal for Frequency Offset Estimation in Frequency Selective Fading Channels Optmal Perodc Tranng Sgnal for Frequency Offset Estmaton n Frequency Selectve Fadng Channels Hlang Mnn, Member, IEEE and Shaohu Xng Department of Electrcal Engneerng School of Engneerng and Computer Scence

More information

Multipath Propagation. Outline. What is OFDM? (OFDM) for Broadband Communications and. Orthogonal Frequency Division Multiplexing

Multipath Propagation. Outline. What is OFDM? (OFDM) for Broadband Communications and. Orthogonal Frequency Division Multiplexing Orthogonal Dvson Multplexng (OFDM) for Broadband Communcatons and Dgtal Audo Broadcastng (DAB) Klaus Wtrsal wtrsal@nw.tugraz.at VL: Dgtale Audotechnk, 21. März, 2002 What s OFDM? Modulaton technque Requres

More information

SC-FDMA and OFDMA: An Efficient Wireless Image Transmission Schemes

SC-FDMA and OFDMA: An Efficient Wireless Image Transmission Schemes Journal of Control and Systems Engneerng 016, Vol. 4 Iss. 1, PP. 74-83 Frst onlne: 8 July 016 SC-FDMA and OFDMA: An Effcent Wreless Image Transmsson Schemes Fasal S. Al-Kamal 1, Abdullah A. Qasem, Samah

More information

MINIMUM OVERHEAD BURST SYNCHRONIZATION FOR OFDM BASED BROADBAND TRANSMISSION. Michael Speth, Dirk Daecke, Heinrich Meyr

MINIMUM OVERHEAD BURST SYNCHRONIZATION FOR OFDM BASED BROADBAND TRANSMISSION. Michael Speth, Dirk Daecke, Heinrich Meyr MINIMUM OVERHEAD BURST SYNCHRONIZATION FOR OFDM BASED BROADBAND TRANSMISSION Mchael Speth, Drk Daecke, Henrch Meyr Integrated Systems for Sgnal Processng (ISS) Aachen Unversty of Technology (RWTH) D-52056

More information

Novel Sampling Clock Offset Estimation for DVB-T OFDM

Novel Sampling Clock Offset Estimation for DVB-T OFDM Novel Samplng Cloc Offset Estmaton for DVB-T OFD Hou-Shn Chen Yumn Lee Graduate Insttute of Communcaton Eng. and Department of Electrcal Eng. Natonal Tawan Unversty Tape 67 Tawan Abstract Samplng cloc

More information

The Detection Algorithms Performance in BLAST Enhanced IEEE a WLAN Standard on Measured Channels. University of Bristol

The Detection Algorithms Performance in BLAST Enhanced IEEE a WLAN Standard on Measured Channels. University of Bristol The Detecton Algorthms Performance n BLAST Enhanced IEEE 802.11a WLAN Standard on Measured Channels Unversty of Brstol Robert Pechoc, Paul Fletcher, Andy Nx, Nshan Canagarajah and Joe McGeehan The Thrd

More information

Resource Allocation Optimization for Device-to- Device Communication Underlaying Cellular Networks

Resource Allocation Optimization for Device-to- Device Communication Underlaying Cellular Networks Resource Allocaton Optmzaton for Devce-to- Devce Communcaton Underlayng Cellular Networks Bn Wang, L Chen, Xaohang Chen, Xn Zhang, and Dacheng Yang Wreless Theores and Technologes (WT&T) Bejng Unversty

More information

The Performance Improvement of BASK System for Giga-Bit MODEM Using the Fuzzy System

The Performance Improvement of BASK System for Giga-Bit MODEM Using the Fuzzy System Int. J. Communcatons, Network and System Scences, 10, 3, 1-5 do:10.36/jcns.10.358 Publshed Onlne May 10 (http://www.scrp.org/journal/jcns/) The Performance Improvement of BASK System for Gga-Bt MODEM Usng

More information

Comparative Analysis of Reuse 1 and 3 in Cellular Network Based On SIR Distribution and Rate

Comparative Analysis of Reuse 1 and 3 in Cellular Network Based On SIR Distribution and Rate Comparatve Analyss of Reuse and 3 n ular Network Based On IR Dstrbuton and Rate Chandra Thapa M.Tech. II, DEC V College of Engneerng & Technology R.V.. Nagar, Chttoor-5727, A.P. Inda Emal: chandra2thapa@gmal.com

More information

On Timing Offset and Frequency Offset Estimation in LTE Uplink *

On Timing Offset and Frequency Offset Estimation in LTE Uplink * On mng Offset and Frequency Offset Estmaton n LE Uplnk * Juan Lu, Bn Wu, and Pngan L School of Informaton Engneerng, Wuhan Unversty of echnology, No.22 Luosh Road, Hongshan Dstrct,Wuhan, Hube, Chna, 430070

More information

Bit Error Probability of Cooperative Diversity for M-ary QAM OFDM-based system with Best Relay Selection

Bit Error Probability of Cooperative Diversity for M-ary QAM OFDM-based system with Best Relay Selection 011 Internatonal Conerence on Inormaton and Electroncs Engneerng IPCSIT vol.6 (011) (011) IACSIT Press, Sngapore Bt Error Proalty o Cooperatve Dversty or M-ary QAM OFDM-ased system wth Best Relay Selecton

More information

Performance Study of OFDMA vs. OFDM/SDMA

Performance Study of OFDMA vs. OFDM/SDMA Performance Study of OFDA vs. OFD/SDA Zhua Guo and Wenwu Zhu crosoft Research, Asa 3F, Beng Sgma Center, No. 49, Zhchun Road adan Dstrct, Beng 00080, P. R. Chna {zhguo, wwzhu}@mcrosoft.com Abstract: In

More information

MIMO-OFDM Systems. Team Telecommunication and Computer Networks, FSSM, University Cadi Ayyad, P.O. Box 2390, Marrakech, Morocco.

MIMO-OFDM Systems. Team Telecommunication and Computer Networks, FSSM, University Cadi Ayyad, P.O. Box 2390, Marrakech, Morocco. IJCSI Internatonal Journal of Computer Scence Issues, Vol. 8, Issue 3, ay 2011 ISSN (Onlne: 1694-0814 A Low-complexty Power and Bt Allocaton Algorthm for ultuser IO-OFD Systems Ayad Habb 1, Khald El Baamran

More information

Rejection of PSK Interference in DS-SS/PSK System Using Adaptive Transversal Filter with Conditional Response Recalculation

Rejection of PSK Interference in DS-SS/PSK System Using Adaptive Transversal Filter with Conditional Response Recalculation SERBIAN JOURNAL OF ELECTRICAL ENGINEERING Vol., No., November 23, 3-9 Rejecton of PSK Interference n DS-SS/PSK System Usng Adaptve Transversal Flter wth Condtonal Response Recalculaton Zorca Nkolć, Bojan

More information

Digital Transmission

Digital Transmission Dgtal Transmsson Most modern communcaton systems are dgtal, meanng that the transmtted normaton sgnal carres bts and symbols rather than an analog sgnal. The eect o C/N rato ncrease or decrease on dgtal

More information

LETTER An MMSE-Nulling Partial-PIC Receiver for Multiuser Downlink MIMO MC-CDMA Systems

LETTER An MMSE-Nulling Partial-PIC Receiver for Multiuser Downlink MIMO MC-CDMA Systems IEICE TRANS. COMMUN., VOL.E88 B, NO.4 APRIL 2005 1725 LETTER An MMSE-Nullng Partal-PIC Recever for Multuser Downlnk MIMO MC-CDMA Systems Jeong-Hoe KU a, Kyeongyeon KIM, Sejoon SHIM,MnGooKIM, and Chungyong

More information

A Spreading Sequence Allocation Procedure for MC-CDMA Transmission Systems

A Spreading Sequence Allocation Procedure for MC-CDMA Transmission Systems A Spreadng Sequence Allocaton Procedure for MC-CDMA Transmsson Systems Davd Motter, Damen Castelan Mtsubsh Electrc ITE 80, Avenue des Buttes de Coësmes, 35700 Rennes FRAE e-mal: {motter,castelan}@tcl.te.mee.com

More information

Performance and Analysis of CDM-FH-OFDMA for Broadband Wireless Systems

Performance and Analysis of CDM-FH-OFDMA for Broadband Wireless Systems Performance and Analyss of CDM-FH-OFDMA for Broadband Wreless Systems Kan Zheng, Lu Han, Janfeng Wang, and Wenbo Wang Wreless Sgnal Processng Lab, Bejng Unversty of Posts & Telecomms, Bejng, Chna zkan@buptneteducn

More information

Spatial Multiplexing applied to Turbo Coded Multi-Carrier CDMA

Spatial Multiplexing applied to Turbo Coded Multi-Carrier CDMA Spatal Multplexng appled to Turbo Coded Mult-Carrer CDMA Vncent Le Nr, Marylne Hélard, Rodolphe Le Gouable To cte ths verson: Vncent Le Nr, Marylne Hélard, Rodolphe Le Gouable. Spatal Multplexng appled

More information

Calculation of the received voltage due to the radiation from multiple co-frequency sources

Calculation of the received voltage due to the radiation from multiple co-frequency sources Rec. ITU-R SM.1271-0 1 RECOMMENDATION ITU-R SM.1271-0 * EFFICIENT SPECTRUM UTILIZATION USING PROBABILISTIC METHODS Rec. ITU-R SM.1271 (1997) The ITU Radocommuncaton Assembly, consderng a) that communcatons

More information

IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, VOL. 31, NO. 2, FEBRUARY

IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, VOL. 31, NO. 2, FEBRUARY IEEE JOURAL O SELECTED AREAS I COMMUICATIOS, VOL. 31, O. 2, FEBRUARY 2013 251 Spectrally Effcent Tme-Frequency Tranng OFDM for Moble Large-Scale MIMO Systems Lnglong Da, Zhaocheng Wang, and Zhxng Yang

More information

A New Ranging Method for OFDMA Systems

A New Ranging Method for OFDMA Systems where C (m) (l) = C(m) k,d (l) =1, and {A, A k,d > } are ampltude factors. Denote the -pont untary nverse fast Fourer transform (IFFT) of (m) and (m) k,d by x(m) and, respectvely. After cyclc prefx (CP)

More information

Impact of Interference Model on Capacity in CDMA Cellular Networks. Robert Akl, D.Sc. Asad Parvez University of North Texas

Impact of Interference Model on Capacity in CDMA Cellular Networks. Robert Akl, D.Sc. Asad Parvez University of North Texas Impact of Interference Model on Capacty n CDMA Cellular Networks Robert Akl, D.Sc. Asad Parvez Unversty of North Texas Outlne Introducton to CDMA networks Average nterference model Actual nterference model

More information

Design and Simulation of MC-CDMA Transceiver via Slantlet Transform

Design and Simulation of MC-CDMA Transceiver via Slantlet Transform I.J. Informaton Technology and omputer Scence, 202, 3, 6-23 Publshed Onlne Aprl 202 n MES (http://www.mecs-press.org/) DOI: 0.585/jtcs.202.03.03 Desgn and Smulaton of -DMA Transcever va Slantlet Transform

More information

California, 4 University of California, Berkeley

California, 4 University of California, Berkeley Dversty Processng WCDMA Cell earcher Implementaton Ahmed M. Eltawl, Eugene Grayver 2, Alreza Targhat, Jean Francos Frgon, Kambz hoarnejad, Hanl Zou 3 and Danjela Cabrc 4 Unversty of Calforna, Los Angeles,

More information

Performance and Analysis of CDM-FH-OFDMA for Broadband Wireless Systems

Performance and Analysis of CDM-FH-OFDMA for Broadband Wireless Systems Performance and Analyss of CDM-FH-OFDMA for Broadband Wreless Systems Kan Zheng, Lu Han, Janfeng Wang, Wenbo Wang Wreless Sgnal Processng Lab Bejng Unversty of Posts & Telecomms,Bejng, Chna Emal: zkan@buptneteducn

More information

Multiuser Detection in Multiple Input Multiple Output Orthogonal Frequency Division Multiplexing Systems by Blind Signal Separation Techniques

Multiuser Detection in Multiple Input Multiple Output Orthogonal Frequency Division Multiplexing Systems by Blind Signal Separation Techniques Florda Internatonal Unversty FIU Dgtal Commons FIU Electronc Theses and Dssertatons Unversty Graduate School 3-6-01 Multuser Detecton n Multple Input Multple Output Orthogonal Frequency Dvson Multplexng

More information

DIGITAL multi-tone (DMT) modulation, also known as

DIGITAL multi-tone (DMT) modulation, also known as 26 IEEE Nnth Internatonal Symposum on Spread Spectrum Technques and Applcatons Improved Throughput over Wrelnes wth Adaptve MC-DS-CDMA Mattheu CRUSSIÈRE, Jean-Yves BAUDAIS and Jean-Franços HÉLARD Electroncs

More information

IMPACT OF LIMITED FEEDBACK ON MIMO- OFDM SYSTEMS USING JOINT BEAMFORMING

IMPACT OF LIMITED FEEDBACK ON MIMO- OFDM SYSTEMS USING JOINT BEAMFORMING IMPACT OF LIMITED FEEDBACK ON MIMO- OFDM SYSTEMS USING JOINT BEAMFORMING NAJOUA ACHOURA 1 AND RIDHA BOUALLEGUE 1 Department Natonal Engneerng School of Tuns, Tunsa najouaachoura@gmalcom SUP COM, 6 Tel

More information

Performance of Compressive Sensing Technique for Sparse Channel Estimation in Orthogonal Frequency Division Multiplexing Systems

Performance of Compressive Sensing Technique for Sparse Channel Estimation in Orthogonal Frequency Division Multiplexing Systems Performance of Compressve Sensng Technque for Sparse Channel Estmaton n Orthogonal Frequency Dvson Multplexng Systems P. Vmala 1 and G.Yamuna 1 Assstant Professor, Professor, Department of Electroncs and

More information

RESOURCE CONTROL FOR HYBRID CODE AND TIME DIVISION SCHEDULING

RESOURCE CONTROL FOR HYBRID CODE AND TIME DIVISION SCHEDULING RESOURCE CONTROL FOR HYBRID CODE AND TIME DIVISION SCHEDULING Vaslos A. Srs Insttute of Computer Scence (ICS), FORTH and Department of Computer Scence, Unversty of Crete P.O. Box 385, GR 7 Heraklon, Crete,

More information

Adaptive Technique for CI/MC-CDMA System using Combined Strategy of Genetic Algorithms and Neural Network

Adaptive Technique for CI/MC-CDMA System using Combined Strategy of Genetic Algorithms and Neural Network etwork Protocols and Algorthms Adaptve Technque for CI/MC-CDMA System usng Combned Strategy of Genetc Algorthms and eural etwork Sant P. Maty Department of Informaton Technology, Bengal Engneerng and Scence

More information

NOVEL ITERATIVE TECHNIQUES FOR RADAR TARGET DISCRIMINATION

NOVEL ITERATIVE TECHNIQUES FOR RADAR TARGET DISCRIMINATION NOVEL ITERATIVE TECHNIQUES FOR RADAR TARGET DISCRIMINATION Phaneendra R.Venkata, Nathan A. Goodman Department of Electrcal and Computer Engneerng, Unversty of Arzona, 30 E. Speedway Blvd, Tucson, Arzona

More information

Adaptive Modulation for Multiple Antenna Channels

Adaptive Modulation for Multiple Antenna Channels Adaptve Modulaton for Multple Antenna Channels June Chul Roh and Bhaskar D. Rao Department of Electrcal and Computer Engneerng Unversty of Calforna, San Dego La Jolla, CA 993-7 E-mal: jroh@ece.ucsd.edu,

More information

On Space-Frequency Water-Filling Precoding for Multi-User MIMO Communications

On Space-Frequency Water-Filling Precoding for Multi-User MIMO Communications Proceedngs of the World ongress on Engneerng 05 Vol I WE 05, July - 3, 05, London, U.. On Space-Frequency Water-Fllng Precodng for Mult-User MIMO ommuncatons Yu-uan hang, Ye-Shun Shen, Fang-Bau Ueng and

More information

Available online at ScienceDirect. Procedia Computer Science 93 (2016 )

Available online at  ScienceDirect. Procedia Computer Science 93 (2016 ) Avalable onlne at www.scencedrect.com ScenceDrect Proceda Computer Scence 93 (016 ) 609 616 6th Internatonal Conference On Advances In Computng & Communcatons, ICACC 016, 6-8 September 016, Cochn, Inda

More information

Parameter Free Iterative Decoding Metrics for Non-Coherent Orthogonal Modulation

Parameter Free Iterative Decoding Metrics for Non-Coherent Orthogonal Modulation 1 Parameter Free Iteratve Decodng Metrcs for Non-Coherent Orthogonal Modulaton Albert Gullén Fàbregas and Alex Grant Abstract We study decoder metrcs suted for teratve decodng of non-coherently detected

More information

Characterization and Analysis of Multi-Hop Wireless MIMO Network Throughput

Characterization and Analysis of Multi-Hop Wireless MIMO Network Throughput Characterzaton and Analyss of Mult-Hop Wreless MIMO Network Throughput Bechr Hamdaou EECS Dept., Unversty of Mchgan 226 Hayward Ave, Ann Arbor, Mchgan, USA hamdaou@eecs.umch.edu Kang G. Shn EECS Dept.,

More information

PRACTICAL, COMPUTATION EFFICIENT HIGH-ORDER NEURAL NETWORK FOR ROTATION AND SHIFT INVARIANT PATTERN RECOGNITION. Evgeny Artyomov and Orly Yadid-Pecht

PRACTICAL, COMPUTATION EFFICIENT HIGH-ORDER NEURAL NETWORK FOR ROTATION AND SHIFT INVARIANT PATTERN RECOGNITION. Evgeny Artyomov and Orly Yadid-Pecht 68 Internatonal Journal "Informaton Theores & Applcatons" Vol.11 PRACTICAL, COMPUTATION EFFICIENT HIGH-ORDER NEURAL NETWORK FOR ROTATION AND SHIFT INVARIANT PATTERN RECOGNITION Evgeny Artyomov and Orly

More information

Using EM algorithm as a new method for Synchronization and channel estimation of MIMO-OFDM systems

Using EM algorithm as a new method for Synchronization and channel estimation of MIMO-OFDM systems IJCSI Internatonal Journal of Computer Scence Issues, Vol. 9, Issue 3, o 2, May 2012 ISS (Onlne): 1694-0814 www.ijcsi.org 355 Usng EM algorthm as a new method for Synchronzaton and channel estmaton of

More information

Performance of STBC transmissions with real data

Performance of STBC transmissions with real data Performance of STBC transmssons wth real data José A.García-Naya Tago M. Fernández-Caramés Héctor J. Pérez-Iglesas Mguel González-López and Lus Castedo Dpt. Electrónca y Sstemas Unversdad de A Coruña 1571

More information

A MODIFIED DIRECTIONAL FREQUENCY REUSE PLAN BASED ON CHANNEL ALTERNATION AND ROTATION

A MODIFIED DIRECTIONAL FREQUENCY REUSE PLAN BASED ON CHANNEL ALTERNATION AND ROTATION A MODIFIED DIRECTIONAL FREQUENCY REUSE PLAN BASED ON CHANNEL ALTERNATION AND ROTATION Vncent A. Nguyen Peng-Jun Wan Ophr Freder Computer Scence Department Illnos Insttute of Technology Chcago, Illnos vnguyen@t.edu,

More information

Keywords LTE, Uplink, Power Control, Fractional Power Control.

Keywords LTE, Uplink, Power Control, Fractional Power Control. Volume 3, Issue 6, June 2013 ISSN: 2277 128X Internatonal Journal of Advanced Research n Computer Scence and Software Engneerng Research Paper Avalable onlne at: www.jarcsse.com Uplnk Power Control Schemes

More information

Markov Chain Monte Carlo Detection for Underwater Acoustic Channels

Markov Chain Monte Carlo Detection for Underwater Acoustic Channels Markov Chan Monte Carlo Detecton for Underwater Acoustc Channels Hong Wan, Rong-Rong Chen, Jun Won Cho, Andrew Snger, James Presg, and Behrouz Farhang-Boroujeny Dept. of ECE, Unversty of Utah Dept. of

More information

Distributed Resource Allocation and Scheduling in OFDMA Wireless Networks

Distributed Resource Allocation and Scheduling in OFDMA Wireless Networks Southern Illnos Unversty Carbondale OpenSIUC Conference Proceedngs Department of Electrcal and Computer Engneerng 11-2006 Dstrbuted Resource Allocaton and Schedulng n OFDMA Wreless Networks Xangpng Qn

More information

Uplink User Selection Scheme for Multiuser MIMO Systems in a Multicell Environment

Uplink User Selection Scheme for Multiuser MIMO Systems in a Multicell Environment Uplnk User Selecton Scheme for Multuser MIMO Systems n a Multcell Envronment Byong Ok Lee School of Electrcal Engneerng and Computer Scence and INMC Seoul Natonal Unversty leebo@moble.snu.ac.kr Oh-Soon

More information

Cooperative Multicast Scheduling Scheme for IPTV Service over IEEE Networks

Cooperative Multicast Scheduling Scheme for IPTV Service over IEEE Networks Cooperatve Multcast Schedulng Scheme for IPTV Servce over IEEE 802.16 Networks Fen Hou 1, Ln X. Ca 1, James She 1, Pn-Han Ho 1, Xuemn (Sherman Shen 1, and Junshan Zhang 2 Unversty of Waterloo, Waterloo,

More information

Approximate Joint MAP Detection of Co-Channel Signals

Approximate Joint MAP Detection of Co-Channel Signals Approxmate Jont MAP Detecton of Co-Channel Sgnals Danel J Jaubsn and R Mchael Buehrer Moble and Portable Rado Research Group (MPRG), Wreless@VT, Vrgna Tech, Blacsburg, Vrgna, USA E-mal: {djj,buehrer}@vtedu

More information

High Speed, Low Power And Area Efficient Carry-Select Adder

High Speed, Low Power And Area Efficient Carry-Select Adder Internatonal Journal of Scence, Engneerng and Technology Research (IJSETR), Volume 5, Issue 3, March 2016 Hgh Speed, Low Power And Area Effcent Carry-Select Adder Nelant Harsh M.tech.VLSI Desgn Electroncs

More information

Space Time Equalization-space time codes System Model for STCM

Space Time Equalization-space time codes System Model for STCM Space Tme Eualzaton-space tme codes System Model for STCM The system under consderaton conssts of ST encoder, fadng channel model wth AWGN, two transmt antennas, one receve antenna, Vterb eualzer wth deal

More information

STUDY ON LINK-LEVEL SIMULATION IN MULTI- CELL LTE DOWNLINK SYSTEM

STUDY ON LINK-LEVEL SIMULATION IN MULTI- CELL LTE DOWNLINK SYSTEM Proceedngs of IEEE IC-BMT0 TUDY O LIK-LEVEL IMULATIO I MULTI- CELL LTE DOWLIK YTEM Yang Zhang, Ruoyu Jn, Xn Zhang, Dacheng Yang Beng Unversty of Posts and Telecommuncatons, Beng 00876, Chna 05330@bupt.edu.cn

More information

Approximating User Distributions in WCDMA Networks Using 2-D Gaussian

Approximating User Distributions in WCDMA Networks Using 2-D Gaussian CCCT 05: INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATIONS, AND CONTROL TECHNOLOGIES 1 Approxmatng User Dstrbutons n CDMA Networks Usng 2-D Gaussan Son NGUYEN and Robert AKL Department of Computer

More information

Correlation Analysis of Multiple-Input Multiple-Output Channels with Cross-Polarized Antennas

Correlation Analysis of Multiple-Input Multiple-Output Channels with Cross-Polarized Antennas Correlaton Analyss of Multple-Input Multple-Output Channels wth Cross-Polarzed Antennas Le Jang, Volker Jungnckel, Stephan Jaeckel, Lars Thele and Armn Brylka Fraunhofer Insttute for Telecommuncatons,

More information

AN ADVANCED ALGORITHM FOR IMPROVING DVB-T COVERAGE IN SFN. V. Mignone, A. Morello, M. Visintin. RAI Research Centre, Italy ABSTRACT

AN ADVANCED ALGORITHM FOR IMPROVING DVB-T COVERAGE IN SFN. V. Mignone, A. Morello, M. Visintin. RAI Research Centre, Italy ABSTRACT AN ADVANCED ALGORITHM FOR IMPROVING DVB-T COVERAGE IN SFN V. Mgnone, A. Morello, M. Vsntn RAI Research Centre, Italy ABSTRACT The paper analyses the coverage achevable n sngle frequency networks (SFN)

More information

Enhancing Throughput in Wireless Multi-Hop Network with Multiple Packet Reception

Enhancing Throughput in Wireless Multi-Hop Network with Multiple Packet Reception Enhancng Throughput n Wreless Mult-Hop Network wth Multple Packet Recepton Ja-lang Lu, Paulne Vandenhove, We Shu, Mn-You Wu Dept. of Computer Scence & Engneerng, Shangha JaoTong Unversty, Shangha, Chna

More information

Fractional Base Station Cooperation Cellular Network

Fractional Base Station Cooperation Cellular Network Fractonal Base Staton Cooperaton Cellular Network Naok usashma Tokyo Insttute of Technoloy, Department of Electrcal and Electronc Enneern, Arak-Sakauch Laboratores. Contents Backround Cell-ede problem

More information

To: Professor Avitabile Date: February 4, 2003 From: Mechanical Student Subject: Experiment #1 Numerical Methods Using Excel

To: Professor Avitabile Date: February 4, 2003 From: Mechanical Student Subject: Experiment #1 Numerical Methods Using Excel To: Professor Avtable Date: February 4, 3 From: Mechancal Student Subject:.3 Experment # Numercal Methods Usng Excel Introducton Mcrosoft Excel s a spreadsheet program that can be used for data analyss,

More information

Combined Beamforming and Scheduling for High Speed Downlink Packet Access

Combined Beamforming and Scheduling for High Speed Downlink Packet Access Combned Beamformng and Schedulng for Hgh Speed Downlnk Packet Access Alexander Seeger Informaton and Communcaton Moble Semens A.G. Hofmannstr.5, 8359 Munch, Germany Alexander.Seeger@semens.com Marcn Skora

More information

Abstract. 1. Introduction. 2. OFDM Signal. where

Abstract. 1. Introduction. 2. OFDM Signal. where Enhancng Data Rates usng OFDM Technques or Varous Applcatons Mukul Kabra and S.L. Maskara Dhrubha Amban Insttute o Inormaton and Communcaton Technology, Gandhnagar 38 009, Gujarat (Inda) Emal: {mukul_kabra,

More information

CELL SEARCH ROBUST TO INITIAL FREQUENCY OFFSET IN WCDMA SYSTEMS

CELL SEARCH ROBUST TO INITIAL FREQUENCY OFFSET IN WCDMA SYSTEMS CELL EARCH ROBUT TO INITIAL FREQUENCY OFFET IN WCDMA YTEM June Moon and Yong-Hwan Lee chool of Electrcal Engneerng eoul Natonal Unversty an 56-, hllmdong, Kwanak-Ku, 5-74, eoul, Korea ylee@snu.ac.kr Abstract

More information

Subcarrier allocation for OFDMA wireless channels using lagrangian relaxation methods

Subcarrier allocation for OFDMA wireless channels using lagrangian relaxation methods Unversty of Wollongong Research Onlne Faculty of Informatcs - Papers (Archve) Faculty of Engneerng and Informaton Scences 2006 Subcarrer allocaton for OFDMA wreless channels usng lagrangan relaxaton methods

More information

PERFORMANCE OF THE LOCAL AVERAGING HANDOVER TECHNIQUE IN LONG TERM EVOLUTION NETWORKS

PERFORMANCE OF THE LOCAL AVERAGING HANDOVER TECHNIQUE IN LONG TERM EVOLUTION NETWORKS Vol.6 (4) December 5 PERFORANCE OF THE LOCAL AVERAGING HANDOVER TECHNIQUE IN LONG TER EVOLUTION NETWORKS I.O. Elujde*, O.O. Olugbara**, P.A. Owolaw*** and T. Nepal**** Dept. of Informaton Technology, Durban

More information

Special Topic. 1 Introduction. 3 Non Orthogonal Multiple Access Schemes

Special Topic. 1 Introduction. 3 Non Orthogonal Multiple Access Schemes DOI:.3969/j. ssn. 673 588. 26. 4. 2 http://www.cnk.net/kcms/detal/34.294.tn.268.38.2.html, publshed onlne October 8, 26 (ZTE Corporaton, Shengzhen 5857, Chna) Abstract Multple access scheme s one of the

More information

arxiv: v1 [cs.it] 30 Sep 2008

arxiv: v1 [cs.it] 30 Sep 2008 A CODED BIT-LOADING LINEAR PRECODED DISCRETE MULTITONE SOLUTION FOR POWER LINE COMMUNICATION Fahad Syed Muhammmad*, Jean-Yves Baudas, Jean-Franços Hélard, and Mattheu Crussère Insttute of Electroncs and

More information

Design Rules for Efficient Scheduling of Packet Data on Multiple Antenna Downlink

Design Rules for Efficient Scheduling of Packet Data on Multiple Antenna Downlink Desgn Rules for Effcent Schedulng of acet Data on Multple Antenna Downln Davd J. Mazzarese and Wtold A. rzyme Unversty of Alberta / TRLabs Edmonton, Alberta, Canada E-mal: djm@ ece.ualberta.ca / wa@ece.ualberta.ca

More information

Information-Theoretic Comparison of Channel Capacity for FDMA and DS-CDMA in a Rayleigh Fading Environment

Information-Theoretic Comparison of Channel Capacity for FDMA and DS-CDMA in a Rayleigh Fading Environment WSEAS TRANSATIONS on OMMUNIATIONS Informaton-Theoretc omparson of hannel apacty for FDMA and DS-DMA n a Raylegh Fadng Envronment PANAGIOTIS VARZAAS Department of Electroncs Technologcal Educatonal Insttute

More information

MMSE-Based Local ML Detection of Linearly Precoded OFDM Signals

MMSE-Based Local ML Detection of Linearly Precoded OFDM Signals -Based Local Detecton of Lnearly recoded OFDM Sgnals L. Rugn,.Banell Dept. of Elect. and Inform. Eng. (D.I.E.I.) Unversty of eruga eruga, Italy {rugn, banell}@de.unpg.t G. B. Gannaks Dept. of ECE Unversty

More information

Advances in MIMO Techniques for Mobile Communications A Survey

Advances in MIMO Techniques for Mobile Communications A Survey Int. J. Communcatons, Network and System Scences, 010, 3, 13-5 do:10.436/jcns.010.33031 Publshed Onlne March 010 (http://www.scrp.org/journal/jcns/). Advances n MIMO echnques for Moble Communcatons A Survey

More information

On the Feasibility of Receive Collaboration in Wireless Sensor Networks

On the Feasibility of Receive Collaboration in Wireless Sensor Networks On the Feasblty of Receve Collaboraton n Wreless Sensor Networs B. Bantaleb, S. Sgg and M. Begl Computer Scence Department Insttute of Operatng System and Computer Networs (IBR) Braunschweg, Germany {behnam,

More information

An Efficient Method for PAPR Reduction of OFDM Signal with Low Complexity

An Efficient Method for PAPR Reduction of OFDM Signal with Low Complexity An Effcent Method for PAPR Reducton of OFDM Sgnal wth Low Complety Mahesh Ingle M.E. EXTC MGMCET,Kamothe Nav Mumba-41009 Sachn Nkalje M.E. EXTC MGMCET Kamothe Nav Mumba-41009 Savta Bhosale H.o.D.(EXTC)

More information

Joint Adaptive Modulation and Power Allocation in Cognitive Radio Networks

Joint Adaptive Modulation and Power Allocation in Cognitive Radio Networks I. J. Communcatons, etwork and System Scences, 8, 3, 7-83 Publshed Onlne August 8 n ScRes (http://www.scrp.org/journal/jcns/). Jont Adaptve Modulaton and Power Allocaton n Cogntve Rado etworks Dong LI,

More information

Power Minimization Under Constant Throughput Constraint in Wireless Networks with Beamforming

Power Minimization Under Constant Throughput Constraint in Wireless Networks with Beamforming Power Mnmzaton Under Constant Throughput Constrant n Wreless etworks wth Beamformng Zhu Han and K.J. Ray Lu, Electrcal and Computer Engneer Department, Unversty of Maryland, College Park. Abstract In mult-access

More information

Relevance of Energy Efficiency Gain in Massive MIMO Wireless Network

Relevance of Energy Efficiency Gain in Massive MIMO Wireless Network Relevance of Energy Effcency Gan n Massve MIMO Wreless Network Ahmed Alzahran, Vjey Thayananthan, Muhammad Shuab Quresh Computer Scence Department, Faculty of Computng and Informaton Technology Kng Abdulazz

More information

Throughput Maximization by Adaptive Threshold Adjustment for AMC Systems

Throughput Maximization by Adaptive Threshold Adjustment for AMC Systems APSIPA ASC 2011 X an Throughput Maxmzaton by Adaptve Threshold Adjustment for AMC Systems We-Shun Lao and Hsuan-Jung Su Graduate Insttute of Communcaton Engneerng Department of Electrcal Engneerng Natonal

More information

CROSS-LAYER OPTIMIZATION PERFORMANCE OF SINGLE CELL MILLIMETER WAVE OFDM WIRELESS NETWORK UNDER RAIN FADING

CROSS-LAYER OPTIMIZATION PERFORMANCE OF SINGLE CELL MILLIMETER WAVE OFDM WIRELESS NETWORK UNDER RAIN FADING Semnar Nasonal Aplkas Teknolog Informas 009 (SNATI 009) Yogyakarta, 0 Jun 009 CROSS-LAYER OTIMIZATION ERFORMANCE OF SINGLE CELL MILLIMETER WAVE OFDM WIRELESS NETWORK UNDER RAIN FADING E. Endroyono 1, G.

More information

MIMO Precoding Using Rotating Codebooks

MIMO Precoding Using Rotating Codebooks 1 MIMO Precodng Usng Rotatng Codebooks C Jang, M Wang, C Yang Abstract Next generaton wreless communcatons rely on multple nput multple output (MIMO) technques to acheve hgh data rates. eedback of channel

More information

IEE Electronics Letters, vol 34, no 17, August 1998, pp ESTIMATING STARTING POINT OF CONDUCTION OF CMOS GATES

IEE Electronics Letters, vol 34, no 17, August 1998, pp ESTIMATING STARTING POINT OF CONDUCTION OF CMOS GATES IEE Electroncs Letters, vol 34, no 17, August 1998, pp. 1622-1624. ESTIMATING STARTING POINT OF CONDUCTION OF CMOS GATES A. Chatzgeorgou, S. Nkolads 1 and I. Tsoukalas Computer Scence Department, 1 Department

More information

Two-Stage Detector for SC-FDMA Transmission over MIMO ISI Channels

Two-Stage Detector for SC-FDMA Transmission over MIMO ISI Channels Two-Stage Detector for SC-FDMA Transmsson over MIMO ISI Channels Marcel Jar Eml Matúš Esther Pérez-Adeva Eckhard Ohlmer and Gerhard Fettwes Vodafone Char Moble Communcaton Systems Technsche Unverstät Dresden

More information

Performance of WCDMA Downlink FDD Mode at 10 MHz Bandwidth

Performance of WCDMA Downlink FDD Mode at 10 MHz Bandwidth Performance of WCDA Downln FDD ode at 0 Hz Bandwdth Suyeb Ahmed han *, Jasvr Sngh **, ahmood an *** * Research Scholar,**Deptt. of Electroncs echnology, GND Unversty, Amrtsar, Inda ***Deptt. of Appled

More information

Figure.1. Basic model of an impedance source converter JCHPS Special Issue 12: August Page 13

Figure.1. Basic model of an impedance source converter JCHPS Special Issue 12: August Page 13 A Hgh Gan DC - DC Converter wth Soft Swtchng and Power actor Correcton for Renewable Energy Applcaton T. Selvakumaran* and. Svachdambaranathan Department of EEE, Sathyabama Unversty, Chenna, Inda. *Correspondng

More information

Opportunistic Beamforming for Finite Horizon Multicast

Opportunistic Beamforming for Finite Horizon Multicast Opportunstc Beamformng for Fnte Horzon Multcast Gek Hong Sm, Joerg Wdmer, and Balaj Rengarajan allyson.sm@mdea.org, joerg.wdmer@mdea.org, and balaj.rengarajan@gmal.com Insttute IMDEA Networks, Madrd, Span

More information

Analysis and Optimization of the Performance of OFDM on Frequency- Selective Time-Selective Fading Channels

Analysis and Optimization of the Performance of OFDM on Frequency- Selective Time-Selective Fading Channels Analyss and Optmzaton of the erformance of OFDM on Frequency- Selectve Tme-Selectve Fadng Channels Hed Steendam, Marc Moeneclaey Communcatons Engneerng Lab. Unversty of Ghent B-9 GET, BELGIUM Abstract

More information

1 GSW Multipath Channel Models

1 GSW Multipath Channel Models In the general case, the moble rado channel s pretty unpleasant: there are a lot of echoes dstortng the receved sgnal, and the mpulse response keeps changng. Fortunately, there are some smplfyng assumptons

More information

Topology Control for C-RAN Architecture Based on Complex Network

Topology Control for C-RAN Architecture Based on Complex Network Topology Control for C-RAN Archtecture Based on Complex Network Zhanun Lu, Yung He, Yunpeng L, Zhaoy L, Ka Dng Chongqng key laboratory of moble communcatons technology Chongqng unversty of post and telecommuncaton

More information

Energy Efficiency Analysis of a Multichannel Wireless Access Protocol

Energy Efficiency Analysis of a Multichannel Wireless Access Protocol Energy Effcency Analyss of a Multchannel Wreless Access Protocol A. Chockalngam y, Wepng u, Mchele Zorz, and Laurence B. Mlsten Department of Electrcal and Computer Engneerng, Unversty of Calforna, San

More information

EE360: Lecture 7 Outline Cellular System Capacity and ASE Announcements Summary due next week

EE360: Lecture 7 Outline Cellular System Capacity and ASE Announcements Summary due next week EE360: Lecture 7 Outlne Cellular System Capacty and ASE Announcements Summary due next week Capacty Area Spectral Effcency Dynamc Resource Allocaton Revew of Cellular Lecture Desgn consderatons: Spectral

More information

THE USE OF CONVOLUTIONAL CODE FOR NARROWBAND INTERFERENCE SUPPRESSION IN OFDM-DVBT SYSTEM

THE USE OF CONVOLUTIONAL CODE FOR NARROWBAND INTERFERENCE SUPPRESSION IN OFDM-DVBT SYSTEM THE USE OF CONVOLUTIONAL CODE FOR NARROWBAND INTERFERENCE SUPPRESSION IN OFDM-DVBT SYSTEM Azura Abdullah, Muhammad Sobrun Jaml Jamal, Khazuran Abdullah, Ahmad Fadzl Ismal and An Lza Asnaw Department of

More information

The Effect Of Transmitter Channel State Information (CSIT ) On The MIMO Capacity Performance

The Effect Of Transmitter Channel State Information (CSIT ) On The MIMO Capacity Performance Journal of Engneerng and Development, Vol. 16, o.3, Sep. 1 ISS 1813-78 The Effect Of Transmtter Channel State Informaton (CSIT ) On The MIMO Capacty Performance Lect. Ghanm Abd AL Kareem Electrcal Engneerng

More information