Research Article OFDM Link Performance Analysis under Various Receiver Impairments

Size: px
Start display at page:

Download "Research Article OFDM Link Performance Analysis under Various Receiver Impairments"

Transcription

1 Hindawi Pubishing Corporation EURASIP Journa on Wireess Counications and Networking Voue 8, Artice ID 79, pages doi:./8/79 Research Artice OFDM Link Perforance Anaysis under Various Receiver Ipairents Marco Krondorf and Gerhard Fettweis Vodafone Chair Mobie Counications Systes, Technische Universität Dresden, D-6 Dresden, Gerany Correspondence shoud be addressed to Marco Krondorf, Received 8 May 7; Accepted Septeber 7 Recoended by Hiket Sari We present a ethodoogy for OFDM ink capacity and bit error rate cacuation that jointy captures the aggregate effects of various rea ife receiver iperfections such : carrier frequency offset, channe estiation error, outdated channe state inforation due to tie seective channe properties and fat receiver I/Q ibaance. Since such an anaytica anaysis is sti issing in iterature, we intend to provide a nuerica too for reaistic OFDM perforance evauation that takes into account obie channe characteristics we utipe receiver antenna branches. In our ain contribution, we derived the probabiity density function PDF) of the received frequency doain signa with respect to the entioned ipairents and use this PDF to nuericay cacuate both bit error rate and OFDM ink capacity. Finay, we iustrate which of the entioned ipairents h the ost severe ipact on OFDM syste perforance. Copyright 8 M. Krondorf and G. Fettweis. This is an open access artice distributed under the Creative Coons Attribution License, which perits unrestricted use, distribution, and reproduction in any ediu, provided the origina work is propery cited.. INTRODUCTION Orthogona frequency division utipexing OFDM) is a widey appied technique for wireess counications, which enabes sipe one-tap equaization by cycic prefix insertion. Conversey, the sensitivity of OFDM systes to various receiver ipairents is higher than that of singe-carrier systes. Furtherore, for OFDM syste designers, it is often desirabe to have ey to use nuerica toos to predict the syste perforance under various receiver ipairents. Within this artice the ter perforance eansbothinkcapacity and uncoded bit-error rate BER). Mosty, ink eve siuations are used to obtain reiabe perforance eures of a given syste configuration. Unfortunatey, siuations are highy tie consuptive especiay when the paraeter space of the syste under investigation is arge. Therefore, the intention of this artice is to introduce a stochtic/anaytica ethod to predict the perforance etrics of a given OFDM syste configuration. To get reaistic perforance resuts, our approach takes into account a variety of receiver characteristics and ipairents we obie channe properties such i) residua carrier frequency offset CFO) after synchronization; ii) channe estiation errors; iii) outdated channe state inforation due to tie seective obie channe properties; iv) fat receiver I/Q ibaance in ce of direct conversion receivers; v) frequency seective obie channe characteristics; vi) utipe receiver branches to reaize diversity cobining ethods such axiu ratio cobining MRC). In present OFDM standards, such IEEE 8.a/g or DVB-T, preabe or piots) are used to estiate and to copensate the CFO and channe ipuse response. Unfortunatey, after CFO estiation and copensation, the residua carrier frequency offset sti destroys the orthogonaity of the received OFDM signas and corrupts channe estiates, which worsen further the perforance of OFDM systes during the equaization process. In the iterature, the effects of carrier frequency offset on bit-error rate are osty investigated under the suption of perfect channe knowedge. The papers [, 6] consider the effects of carrier frequency offset ony without channe estiation and equaization iperfections) and give exact anaytica expressions in ters of SNR-oss and OFDM bit-error rate for the AWGN

2 EURASIP Journa on Wireess Counications and Networking channe. The authors of [8] extend the work of [] toward frequency-seective fading channes and derive the correspondent bit-error rate for OFDM systes in ce of CFO under the suption of perfect channe knowedge. Cheon and Hong [] tried to anayze the joint effects of CFO and channe estiation error on uncoded bit-error rate for OFDM systes, but the used Gaussian channe estiation error ode does not hod in rea OFDM systes, especiay when carrier frequency offset is arge see Section ). Additionay, receiver I/Q ibaance h been identified one of the ost serious concerns in the practica ipeentation of direct conversion receiver architectures see, e.g., []). Direct conversion receiver designs are known to enabe sa and cheap OFDM terinas, highy suitabe for consuer eectronics. The authors of [] investigated the effect of receiver I/Q ibaance on OFDM systes for frequency seective fading channes under the suption of perfect channe knowedge and perfect receiver synchronization. Additionay, in order to cope with this ipairent, the authors of [] proposed a digita I/Q ibaance copensation ethod. To our best knowedge, there is currenty no iterature avaiabe that describes a cacuation ethod for OFDM BER and ink capacity under the aggregate effect of a the entioned ipairents. Therefore, our intention is to describe the quantitative reationship between OFDM paraeters, receiver ipairents, and perforance etrics such biterror rate and ink capacity. Furtherore, we intend to provide a usefu syste engineering too for the design and diensioning of OFDM syste paraeters, piot sybos, and receiver agoriths used for frequency synchronization, channe estiation, and I/Q ibaance copensation. The structure of this artice is foows. After soe genera rearks on our proposed ink capacity evauation ethod in Section, we introduce our OFDM syste ode in section foowed by a genera probabiity density function anaysis in Section. InSection, it wi be expained how to ode the correation between channe estiates and received/ipaired signas to derive uncoded bit-error rates of OFDM systes with carrier frequency offset and I/Q ibaance in Rayeigh frequency and tie seective fading channes. It shoud be noted that the ters bit-error rate and biterror probabiity are used with equa eaning. This is due to the fact that the bit-error rate converges toward bit-error probabiity with increing observation tie in a stationary environent. Finay, we introduce our ink capacity cacuation ethod in Section 6 and concude in Section 7.. THE APPROACH We choose ink capacity, eured in bit/channe use, an iportant perforance etric for OFDM syste designs. This inforation theoretic etric aows syste designers to characterize the syste behavior subject to rea-ife receiver ipairents independenty fro any kind of channe coding and iterative detection ethods. As expained in Section 6 and iustrated in Figure, the OFDM transceiver chain incuding channe and receiver properties can be characterized effective channe between source and detector, often caed the oduation channe. The oduation channe is characterized by its conditiona PDF f Z X z x) that describes the statistica reationship between the discrete input sybos x and the continuousy distributed decision variabe z. Using any given copex M-QAM consteation aphabet X, the ink capacity can be expressed utua inforation between source and sink that ony depends on the input statistic of X and f Z X z x). Since our perforance anaysis fraework intends to describe the utua inforation and hence the ink capacity under a given input statistic), we propose the foowing work fow. ) We show how to derive f Z X z x) under receiver ipairents, given channe properties and OFDM syste paraeters. ) We use the derived f Z X z x) for uncoded BER cacuation to verify its correctness by coparing the BER prediction resuts with those obtained fro siuation. 3) We cacuate the utua inforation, that is, OFDM ink capacity, using the verified statistic f Z X z x). 3. OFDM SYSTEM MODEL We consider an OFDM syste with N-point FFT. The data is M-QAM oduated to different OFDM data subcarriers, then transfored to a tie doain signa by IFFT operation and prepended by a cycic prefix, which is chosen to be onger than the axia channe ipuse response CIR) ength L. The saped discrete copex beband signa for the th subcarrier after the receiver FFT processing can be written Y = X H + W, ) where X represents the transitted copex QAM oduated sybo on subcarrier, andw represents copex Gaussian noise. The coefficient H denotes the frequency doain channe transfer function on subcarrier, which is the discrete Fourier transfor DFT) of the CIR hτ) withaxia L taps L H = hτ)e jπτ/n. ) τ= In this paper, it is sued that the residua carrier frequency offset after frequency synchronization) is a given deterinistic vaue. Furtherore, static non-tie-seective) channe characteristics are sued during one OFDM sybo. The CFO-ipaired copex beband signa subcarrier can be written Y = X H I) + N/ k= N/, k X k H k Ik )+W. 3) The copex coefficients IK ) represent the ipact of the received signa at subcarrier k on the received signa at

3 M. Krondorf and G. Fettweis 3 Coding & sybo apping Discrete copex input aphabet X OFDM oduation Mobie channe, SIMO OFDM deoduation & cobining Continuous copex detector input aphabet Z Detection & decoding Moduation channe-representing PHY ipairents, oduation characteristics, and obie channe properties Figure : The oduation channe concept used for capacity evauation. subcarrier due to the residua carrier frequency offset defined in [] Ik ) = e jπk )+Δ f ) /N) sin π k )+Δ f )) Nsin π k )+Δ f ) /N ), ) where X P, and Ỹ P, denote the transitted and received preabe sybo on subcarrier. The Gaussian noise of the preabe part W h the sae variance W of the data part σ W = σ W ). The channe estiate is used for frequency doain zero-forcing equaization before data detection where Δ f is the residua carrier frequency offset noraized to the subcarrier spacing. In addition, ater in this paper, the suation N/ k= N/, k wi be abbreviated k. In3) we can see that residua CFO causes a phe rotation of the receivedsigna I)) and intercarrier interference ICI). Furtherore, there is a tie variant coon phe shift for asubcarriersduetocfogivenin[8] that is not odeed here. This is due to the fact that this tie variant coon phe ter is considered to be robusty estiated and copensated by continuous piots that are inserted aong the OFDM data sybos. I/Q ibaance of direct conversion OFDM receivers directy transates to a utua interference between each pair of subcarriers ocated syetricay with respect to the DC carrier []. Hence, the received signa Y at subcarrier is interfered by the received signa Y at subcarrier, and vice versa. Therefore, the undesirabe eakage due to I/Q ibaance can be odeed by [, ] Ỹ = Y + K Y, ) where ) represents the copex conjugation and K denotes a copex-vaued weighting factor that is deterined by the receiver phe and gain ibaance []. The iage rejection capabiities of the receiver on subcarrier can be expressed in ters of iage rejection ratio IRR) given by IRR =. 6) K In this paper, we consider fat I/Q ibaance which sipy eans IRR = IRR for a. Subsequenty, we consider preabe-bed frequency doain et-square FDLS) channe estiation to obtain the channe state inforation Ĥ ) on subcarrier : Ĥ = ỸP, = I)H + k X P,k H k Ik )+W X P, X P, X + K P,H I + )+W, X P, 7) Z = Ỹ Ĥ, 8) where Z is the decision variabe that is feed into the detector/decoder stage. The power of preabe signas and the average power of transitted data signas on a carriers are equivaent X P = σ X). In ce of utipe N Rx )receiver branches, axiu ratio cobining MRC) is used at the receiver side. Therefore, the decision variabe Z on subcarrier is given by Z = NRx κ=y,k Ĥ,κ Ĥ,κ, 9) NRx κ= where κ denotes the receiver branch index. We sue that there is the sae IRR and CFO on a branches, what is reonabe when considering one osciator used for downconversion in each branch. Furtherore, we sue uncorreated channe coefficients aong the branches, that is, E { H,κ H,κ } = ifκ κ,. ) 3.. Mobie channe characteristics To obtain precise perforance anaysis resuts in ce of subcarrier crosstak induced by CFO and I/Q ibaance, it is desirabe to use exact expressions of the subcarrier channe cross-correation properties what is shown in ore detai in Section. The cross-correation properties between frequency doain channe coefficients are ainy deterined by the power deay profie of the channe ipuse response CIR) and the CIR tap cross-correation properties. Furtherore, the discrete nature of the saped CIR is odeed tapped deay ine having L channe taps. Athough our For sake of readabiity, we ony incude the antenna branch index κ if necessary.

4 EURASIP Journa on Wireess Counications and Networking anaysis is not iited to a specific type of frequency seective channe, in our nuerica exapes, we consider obie channes having an exponentia power deay profie PDP): σ τ = C e Dτ/L, τ =,,..., L, ) where σ τ = E{ hτ) } and the factor C = L τ=e Dτ/L is chosen to noraize the PDP L τ=σ τ =, what eads to σ H = E{ H }=, for a. The channe taps hτ) aresued to be copex zero-ean Gaussian RV with uncorreated rea and iaginary parts. Hence, after DFT according to ), the channe coefficients are zero-ean copex Gaussian rando variabes we. Additionay, the CIR ength L is sued to be shorter than/equa to the cycic prefix. The cross-correation coefficient of the channe transfer function on subcarriers k and in ce of frequency seective fading is defined r k, = E{ H k H }, k, ) σ H where σ H is equivaent for a subcarriers. Assuing utua uncorreated channe taps of the CIR and appying ), one gets E { L H k H } = σ τe jπk )τ/n. 3) τ= The cross-correation property of the copex Gaussian channe coefficients can be foruated to be H k = r k, H + V k,, ) where V k is a copex zero-ean Gaussian with variance σ V k, = σ H r k, )ande{v k, H } =. In current OFDM systes such 8.a/n or 8.6, there is a typica OFDM bock structure. An OFDM bock consists of a set of preabe sybos used for acquisition, synchronization, and channe estiation, foowed by a set of seriay concatenated OFDM data sybos. User obiity gives rise to a considerabe variation of the obie channe during one OFDM bock ft fading) what causes outdated channe inforation in certain OFDM sybos if there is no appropriate channe tracking. To be precise, during the tie period λ between channe estiation and OFDM sybo reception, the channe changes in a way that the estiated channe inforation used for equaization does not fit the actua channe anyore. If there is no channe tracking at the receiver side, our ai is to incorporate the effect of outdated channe inforation into the perforance anaysis fraework. Therefore, we have to define the autocorreation properties of channe coefficients H. The autocorreation coefficient of subcarrier is defined foows: r H, λ) = E{ H t)h t + λ) }. ) Appying )weget E { H t)h t + λ) } { L L = E τ= ν= σ H hτ, t)h ν, t + λ)e πτ ν)/n) }. 6) When suing uncorreated channe taps, it foows E { H t)h t + λ) } L = r h τ, λ)σ τ. 7) For sake of sipicity, it is sued that a channe taps have the sae autocorreation coefficient, that is, r h τ, λ) = r h λ), for a τ L. Substituting the reation L τ=σ τ = σ H and 6) into ), we obtain τ= r H, λ) = r h λ). 8) For the nuerica BER and ink capacity evauations done in Section. and 6., thetie seectivity ofthecopex Gaussian channe taps w odeed foows: with hτ, t + λ) = r h τ, λ)hτ, t)+v τ,λ, 9) E { hτ, t) } = E { hτ, t + λ) } = σ τ, ) where v τ,λ is a copex Gaussian RV with variance σ v τ,λ = σ τ r h τ, λ) )ande{hτ, t)vτ,λ }=. For sake of sipicity, it is sued that the channe is stationary during one OFDM sybo but changes fro sybo to sybo in the above defined anner. In our anaysis, we intentionay avoid any suptions on concrete ft-fading odes in order to obtain fundaenta resuts. Anyway, one of the coony used statistica descriptions of ft channe variations is the Jakes ode [7], where the channe autocorreation coefficient r h τ) isgivenby r h τ) = J πfd,ax ), ) and f D,ax denotes the axiu Dopper frequency that is deterined by the obie veocity and carrier frequency of the syste. It shoud be noted that r h τ) is rea due to uncorreated i.i.d. rea and iaginary parts of the CIR taps.. PROBABILITY DENSITY FUNCTION ANALYSIS The author of [9] suggested a correation ode regarding channe estiation for singe-carrier systes and derived the correspondent sybo error-rate and bit-error rate of QAModuated signas transitted in fat Rayeigh and Ricean channes. In this section, a short review of the contribution of [9] wi be given in order to further extend these resuts to OFDM systes for tie and frequency seective fading channes with CFO, I/Q ibaance, and channe estiation error. The singe-carrier transission ode without carrier frequency offset for fat Rayeigh fading channes can be written y = hx + w, ) where y, h, x, and w denote the copex beband representation of the received signa, the channe coefficient, the transitted data sybo, and the additive Gaussian noise

5 M. Krondorf and G. Fettweis with variance σ w,respectivey.in[9], the channe estiate ĥ is sued to be bied and used for zero forcing equaization foows: x, ) I z), ) x z = y ĥ with ĥ = αh + ν, 3) where α denotes the deterinistic utipicative bi of the channe estiates and ν represents zero-ean copex Gaussian noise with variance σ ν. The channe coefficient h and Gaussian noise ν are sued to be uncorreated. Hence, the ce of perfect channe knowedge can be eiy odeed by α = and σ ν =. In [9], the joint PDF of the decision variabe z = z r + jz i in ce of transit sybo x is derived in cartesian coordinates and can be written a f Z X z x) x) = π z bx) + a x) ). ) z=z r +jz i The PDF ainy depends on the copex paraeter bx), given by [, 9] bx) = R{b} + ji{b} =b r x)+jb i x) α r h λ)σ ) h = x α σ h + σ ν ) and the rea paraeter ax) that can be written according [, 9] a x) = x α σ h r h λ) ) + σ νσ h σ α σ h + σ + w ν) α σ h + σ. ν 6) Additionay, the cosed for integra of )withz = z r + jz i is given by [9] tobe F Z X z x) zi b i x) ) arctan zr b r x) )/ a x)+ z i b i x) ) ) = + π a x)+ z i b i x) ) zr b r x) ) arctan zi b i x) )/ a x)+ z r b r x) ) ) π a x)+ z r b r x) ). 7) In ce of N Rx receiver branches, axiu ratio cobining MRC) is used for decision variabe coputation what can be foruated z = NRx κ=y κ ĥ κ ĥ κ, 8) NRx κ= where κ represents the antenna branch index, and the κth channe estiate can be written according to the ce ĥ κ = α k h κ + ν κ. 9) x 3 x, ), ) B, R z) Figure : The QPSK consteation digra, showing the decision region for one bit position of sybo x. Since it is quite reonabe to sue that the sae channe estiation schee is used in each receive antenna branch, we have α κ = α, foraκ. The authors of [9] aso derived the PDF of z in ce of transit sybo x and N Rx receiver branches that is given by ) N Rx a f x) ) N Rx Z X,NRx z x, NRx = π z bx) + a )NRx+. 3) x) It is ey to observe that the PDF 3) for the MRC ce takes the for of ) inceofn Rx =. Additionay, the cosed for integra F Z X,NRx z x, N Rx )of f Z X,NRx z x, N Rx ) can be found in [9] that aso takes the for 7)ince of N Rx =. To enhance readabiity and to sipify our notation, we oit the receiver branch nuber N Rx in the conditiona PDF and its cosed for integra, that is, in the foowing we write f Z X z x) instead of f Z X,NRx z x, N Rx ). Finay, the resut of 7) can be used to cacuate the biterror rate of a given M-QAM consteation. In an M-QAM consteation there are Mog M) different possibe bit positions with respect to the M-QAM consteation. The probabiity of an erroneous bit with respect to the th QAM transit sybo x can be cacuated by using the cosed for integra 7) and an appropriate decision region B,ν for the νth bit position see Figure ) that takes into account the bit apping of the QAM consteation. In the paper, we aways use Gray apping in our nuerica resuts, but it is worth entioning that the described ethod can be used for arbitrary bit appings we. As aready stated, we propose to use bit-error rate prediction to verify the correctness of the derived probabiity density function f Z X z x) that is ater used to deterine the OFDM ink capacity of a given transceiver configuration. Therefore, the bit-error probabiity P b x ) takes the for P b x ) = og M) = og M) ν= [[ FZ X z x )]] B,ν, 3) where [[F Z X z x )]] B,ν denotes the -diensiona evauation of the cosed for integra F Z X z x ) subject to the

6 6 EURASIP Journa on Wireess Counications and Networking decision region B,ν. Finay, the bit-error probabiity can be obtained by averaging over a possibe consteation points, when suing equa probabe M-QAM sybos foows: P b = M ) P b x. 3) M =. OFDM BIT-ERROR RATE ANALYSIS In this section, the derivation of the bit-error rate of OFDM systes with carrier frequency offset, I/Q ibaance, and channe estiation error in Rayeigh frequency and tieseective fading channes wi be given. The centra idea of our BER derivation is to ap the OFDM syste ode of Section 3 to the statistics given in Section.Tobeprecise,we have to ap the OFDM syste ode to the paraeters α, a 6)andb ) expained beow... Matheatica derivation Firsty, we can rewrite the channe estiates of subcarrier in 7) with respect to the frequency seective fading characteristic given in ) tobe Ĥ = I)H + + e K k r k, X P,k Ik ) I)X P, r, X P,I + ) I)X P, ) + ν, 33) where e denotes the ter e jφ. This coes due to the fact that the copex Gaussian channe coefficient can be written H = H e jφ.hence,wehaveh /H = e jφ = e, where φ is an equay distributed RV in the interva [ π : π]. Fro 33) weobtainan3)-ike expression foows: Ĥ = α H + ν, 3) by defining effective channe H = I)H and effective bi α k r k, X P,k Ik )+ek r, α = + X P,I + ), I)X P, 3) where α is a stochtic quantity with given subcarrier index, a set of deterinistic preabe sybos X P,k,afixedpredeterined frequency offset, a given IRR constant K and RV e = e jφ. It shoud be noted that the stochtic part of α is negigibe in ce of oderate I/Q ibaance IRR 3 db) and oderate CFO. Hence, we have that ek r, X P,I + ), 36) and α can be we odeed to be a deterinistic quantity. This is due to the fact that the piot sybos X P,k we the CFO are given deterinistic vaues and the channe crosscorreation coefficients r k, can be cacuated using ) and 3). The noise part ν of the channe estiate can be written ν = W + K W + k X P,k V k, Ik ) X P, XP,V, + K I + ). X P, 37) For σ ν, which represents the additive Gaussian noise variance of the channe estiates, we obtain σ ν = X P,k XP,nIk )I n ) r k,n r k, rn, σ ) H k n + K XP,k X P,nI k + )In + ) k n r k,n r k, r n,σ H) + σ W + K ). 38) Appying the sae ethod above for 3)and), the sae definition of effective channe H can be used to get a )- ike expression foows: Y = H X + + W = H X + W. k r k, X k Ik ) + e K I) r, X I ) + ) I) 39) Given 39), the effective sybo X can be defined that is no onger a deterinistic vaue but a stochtic quantity due to i.i.d. data sybos on subcarriers k : k r k, X k Ik )+ek r, X = X + X I + ). I) }{{} stochtic part of the effective transit sybo ) Assuing a certain transit sybo X and suing randoy transitted data sybos X k with k,wecandecopose the effective sybo X foows: X = X + J, ) which shows the stochtic nature of X due to the rando interference part J due to ICI and I/Q ibaance. Appying the centra iit theore, we sue that the interference J ter is a copex zero-ean Gaussian rando variabe J = p+ jq. The utua uncorreated rea and iaginary parts p and q have the sae variance for a consteation points σ J = k Ik ) r k, + K I + ) r, I). )

7 M. Krondorf and G. Fettweis 7 According to )and6), we cacuate the paraeters b = b,r + jb,i and a for M-QAM effective data sybos X on subcarrier in frequency and tie seective fading channes: ) α r h λ)σ H ) b X = X α σ H + σ, ν a ) X = X α σ H r h λ) ) + σ ν σ H σ W 3) ) σ + σ, Ĥ Ĥ where σ H = I) σ H and σ = α Ĥ I) σ H + σ ν.fro 3) one can observe that the paraeter σ W h to be cacuated exacty to obtain reiabe resuts. The ter W rep- resents the effective noise of the received signa that consists of AWGN parts W, W, and ICI parts, respectivey. If we substitute 3)and) into ), we get W = W + K W + k V k, Ik ) k X +K XV, I + ). ) For an exact expression of σ W,wetake), σ V k, = σ H r k, ) together with the suptions of utuay uncorreated data sybos and obtain σ W = σ W + K ) + σ H Ik ) r k, ) k + K σ H I + ) r, ). ) As an exape, for one QPSK consteation point with index = on subcarrier, X, = / ), ) = / )+ j), we need to recacuate b X, ) and paraeter a X, ) separatey for each effective sybo reaization X, = X, + p + jq = + j)+p + jq 6) to use the cosed for integra and 3) for BER cacuation. Subsequenty, the bit-error rate on subcarrier for the th consteation point can be expressed using 3) by the foowing doube integra invoving the Gaussian PDFs of p and q: P b X, ) = P b X, + p + jq ) π σ J e p +q )/ σ J dpdq. 7) Finay, to obtain the genera bit-error rate, we have to average 7) overan C data subcarriers with index and M- QAM consteation points with index foows: P b = MN C N C/ = N C/ = M ) P b X,. 8) BER 3 Siuation Δ f = %, cacuation SNR db) 3 MRC N Rx = 3 Δ f = %, cacuation Δ f = 7%, cacuation Figure 3: The coparison of siuated and cacuated uncoded BER versus SNR for 6-QAM OFDM under residua CFO in nontie-seective channe environent and IRR = 3 db... Bit-Error rate perforance: nuerica resuts In this section, the derived anaytica expressions for bit-error rate are copared with appropriate siuation resuts for both singe-input singe-output) OFDM transission we SIMO singe-input utipe-output) OFDM using MRC and two receiver antenna branches. Furtherore, we consider an IEEE 8.a-ike OFDM syste [3] with 6- point FFT. The data is 6-QAM oduated to the data subcarriers, then transfored to the tie doain by IFFT operation and finay prepended by a 6-tap ong cycic prefix. The data is randoy generated and one OFDM piot sybo w used for channe estiation. The used BPSK piot data in the frequency doain is given by X P, = ) for subcarrier index = [ 6 : : 6],. 9) The data and piot sybos are oduated on data carriers. The DC carrier we the carriers at the spectra edges are not oduated and are often caed virtua carriers. For siuation and nuerica BER anaysis, we use an 8 taps exponentia PDP frequency seective Rayeigh fading channe with D = 7 see Section 3). Furtherore, we choose statistica independent channe reaizations for the two antenna branches in ce of SIMO OFDM transission. Thedoubeintegraof7) isevauatednuericayusing Matab buit-in integration functions having a nuerica toerance of 8 and upper/ower integration bounds of ±. Figure 3 iustrates the cacuated and siuated 6-QAM BER versus SNR σ X/σ W) with given carrier frequency offset Δ f in % subcarrier spacing) and IRR = 3 db under nontie variant obie channe conditions. Figure iustrates the cacuated and siuated 6-QAM BER versus SNR σ X/σ W) with given carrierfrequency offset

8 8 EURASIP Journa on Wireess Counications and Networking BER 3 6 IRR = 3 db, siuation IRR = db, siuation SNR db) MRC N Rx = 3 3 IRR = 3 db, cacuation IRR = db, cacuation Figure : The coparison of siuated and cacuated uncoded BER versus SNR for 6-QAM OFDM with residua CFO of 3% under non-tie seective channe conditions under IRR = 3 db/ db. BER 3 Siuation r h λ) =.99, cacuation SNR db) 3 MRC N Rx = 3 r h λ) =.99, cacuation r h λ) =.998, cacuation Figure : The coparison of siuated and cacuated uncoded BER versus SNR for 6-QAM OFDM with residua CFO of 3% and IRR = 3 db under tie seective channe conditions. Δ f in % subcarrier spacing) and IRR = 3 db under nontie variant obie channe conditions. In Figure, we use a fixed Δ f of 3% to investigate 6- QAM BER versus SNR for tie variant obie channe properties, characterized by the channe tap autocorreation coefficients r h λ). The resuts iustrate that our anaysis can approxiate the siuative perforance very accuratey if the channe power deay profie, the iage rejection ratio of the direct conversion receiver, and carrier frequency offset are known. 6. CAPACITY ANALYSIS OF IMPAIRED OFDM LINKS To perfor OFDM ink capacity anaysis, it sees andatory to review the ain principes and bic equations of how to cacuate average utua inforation between source and sink of a oduation channe. An exceent overview of this topic can be found in [7] that is suarized in the foowing. In an OFDM syste, we have a nuber of parae channes, that is, data subcarriers. Hence we propose to cacuate the utua inforation for each of the parae data carriers independenty and to finay average the ink capacity aong the data carriers. Let us consider rea input and output aphabets X and Z. Both aphabets can be characterized in ters of inforation content carried by the eeents of each aphabet what eads to the concept of inforation entropy HX) and HZ). The entropy of the discrete aphabet X having eeents X with appropriate probabiity PX )isgivenby HX) = P ) )) X og P X. ) Conversey, Z is sued to be a rea continuousy distributed RV having reaizations z. As a resut, Z can be characterized by its differentia entropy HZ) = f Z z)og fz z) ) dz, ) Z where f Z z) denotes the PDF of Z. Finay, the utua inforation IX; Z)ofX and Z can be foruated [7] IX; Z) = P ) ) X f Z X z X Z ) ) f Z X z X og ) ) dz. z Xn P Xn n f Z X ) Itcanbeseenfro) that IX; Z) requires knowedge of a- priory probabiities PX ) and conditiona PDFs f Z X z X ) ony. Mosty we have that PX ) = /M in ce of M-ary consteations. Since the above defined utua inforation cacuation schee sues one-diensiona output variabes and z is a two-diensiona copex RV of rea part z r and iaginary part z i,wehavetosoveadoubeintegratoobtain the corresponding utua inforation foows: IX; Z) = P ) ) X f Z X zr + jz i X Z r Z i ) ) f Z X zr + jz i X og ) ) dz r d Zi. zr + jz i X n P Xn n f Z X 6.. Mutua inforation under carrier crosstak 3) Recaing the two-diensiona conditiona PDF f Z X z r + jz i X ) on subcarrier given in Section, we have that ) a ) f Z X zr + jz i X = X π ) z r + jz i b X )), + a X )

9 M. Krondorf and G. Fettweis 9 where a X) andb X) contain the entire OFDM ink ipairent inforation channe estiation error, I/Q ibaance, CFO, outdated channe inforation, and channe power deay profie). According to Section, the copexvaued transit sybo is stochtic by nature due to CFO and I/Q ibaance carrier crosstak and can be expressed X + J = X + p + jq,where represents the consteation point index whie p and q represent the effects of I/Q ibaance and residua CFO. Both, p and q can be odeed i.i.d. zero-ean Gaussian RV done in Section. Additionay, both paraeters a X) andb X) are subcarrier-dependent. As a resut ) h to be reforuated for subcarrier f Z X,P,Q zr + jz i X + p + jq ) a X + p + jq ) = π z r + jz i b X + p + jq ) + a X + p + jq )). ) Hence, the cacuation of p/q-independent conditiona argina PDFs can be done via nuerica doube integration ) f Z X zr + jz i X = f Z X,P,Q zr + jz i X + p + jq ) f Q q) f P p)dpdq. 6) According to Section, we have the Gaussian distribution for each p and q: f P p) = f Q q) = πσ J e p,q) /σ J, 7) where σ J isgivenin). In ce of MRC utiantenna reception, we have to proceed in the sae anner. 6.. OFDM ink capacity: nuerica exapes The quantitative reationship between receiver ipairents, OFDM syste paraeters and ink capacity is an essentia piece of inforation for the diensioning of I/Q ibaance copensation agoriths we frequency synchronization ethods. Moreover, the effects of tie-seective obie channes on ink capacity can be used to design scattered piot structures for channe estiation and tracking done in []. Generay, ink capacity indicates the axiu data rate that can be achieved with strong channe coding under a given input consteation and a specified receiver architecture. The nuerica exapes of average utua inforation are chosen such that we iustrate the effects of channe estiation error, outdated channe state inforation CSI), residua CFO, and fat receiver I/Q ibaance on the ink capacity of and SIMO OFDM inks. Therefore, we choose the sae IEEE 8.a-ike OFDM syste paraeters introduced in Section., sue an 8 taps exponentia PDP obie channe and the use of 6-QAM oduation on each data carrier. Again, statistica independent channe reaizations for the N RX antenna branches in ce of SIMO OFDM Mutua inforation in bit/channe use QAM upper bound SNR db), perfect CSI MRC N Rx =, perfect CSI 3, FDLS MRC N Rx =, FDLS Figure 6: The utua inforation, averaged over a data carriers, coparison between perfect channe-state inforation and rea FDLS channe estiation for and SIMO OFDM, CFO = %, no I/Q ibaance, static Rayeigh fading channe. transission are sued. The utua inforation eured in Bit/Channe Use) is averaged aong the data carriers and potted over SNR σ X/σ W). In Figure 6, we iustrate the effect of rea-ife frequency doain et-square FDLS) channe estiation on the ink capacity of and SIMO OFDM, respectivey, suing no I/Q ibaance, a perfect frequency synchronization CFO = %) and static non-tie-seective) channe properties. As reference, we potted the ce of perfect channe state inforation that can eiy be odeed by α = andσ ν =. In Figure 7, we show the aggregate effect of I/Q ibaance and FDLS channe estiation under static-channe conditions and perfect frequency synchronization. It is ey to see that I/Q ibaance h ony itte effect on the averaged utua inforation perforance, what is especiay the ce at reaistic iage rejection ratios above 3 db. Interestingy, a worst ce IRR of db heaviy ipacts the perforance but causes ony a sa perforance oss in ce of receiver diversity cobining. Figure 8 depicts the effect of CFO on averaged ink capacity under rea FDLS channe estiation and no I/Q ibaance under static-channe conditions. It can be shown that a oderate CFO of 3% causes ony a negigabe degradation of and SIMO OFDM ink capacity. The worst ce perforance in ce of CFO = % is potted to iustrate the ower sensitivity of the SIMO ink copared to the ink. Nevertheess, we have to state that in ce of reaistic frequency synchronization techniques, it is highy iprobabe to have a residua CFO arger than 3% at oderate SNR > db). This fact is aso entioned in [] where the authors derived the PDF of the residua CFO in ce of rea frequency synchronization under Rayeigh fading channes and given SNR.

10 EURASIP Journa on Wireess Counications and Networking Mutua inforation in bit/channe use QAM upper bound MRC N Rx = No I/Q ibaance IRR = 3 db IRR = db SNR db) Figure 7: The utua inforation averaged over a data carriers under the aggregate effect of I/Q ibaance and FDLS channe estiation for OFDM, 6-QAM, CFO = %, static 8 taps exponentia PDP Rayeigh fading channe. 3 3 Mutua inforation in bit/channe use QAM upper bound MRC N Rx = r h λ) = r h λ) =.99 SNR db) r h λ) =.99 r h λ) =.98 Figure 9: The utua inforation averaged over a data carriers under tie-seective channe properties and FDLS channe estiation for OFDM, 6-QAM, CFO = %, IRR = 3 db, tie variant 8 taps exponentia PDP Rayeigh fading channe. 3 Mutua inforation in bit/channe use QAM upper bound MRC N Rx = Mutua inforation in bit/channe use QAM upper bound MRC N Rx = SNR db) 3 3 SNR db) 3 No CFO CFO = 3% CFO = % Figure 8: The utua inforation averaged over a data carriers under CFO, FDLS channe estiation is sued, 6-QAM oduation on a subcarriers, no I/Q ibaance, tie variant 8 taps exponentia PDP Rayeigh fading channe. CFO = 3%, IRR = 3 db and rea FDLS CFO = 3%, IRR = 3 db and perfect CSI No ipaients, perfect CSI Figure : The utua inforation averaged over a data carriers, coparing the effect of receiver ipairents in ce of perfect CSI and rea FDLS channe estiation, 6-QAM oduation on a subcarriers, static 8 taps exponentia PDP Rayeigh fading channe. Figure 9 depicts the effect of outdated channe-state inforation quantified by appropriate channe autocorreation coefficients r h λ), FDLS channe estiation and I/Q ibaance under 8 taps exponentia PDP Rayeigh fading channe conditions and perfect frequency synchronization. Again, the perforance oss in ce of diversity cobining is saer than the oss that we have in ce of conventiona receiver designs. Moreover, we have to state that even in ce of very sa deviations of r h λ) fro the idea static ce r h λ) =, the effect of outdated channe-state inforation causes uch arger perforance osses than reaistic CFO and I/Q ibaance. Finay, we want to highight the fact that in ce of oderate receiver ipairents the perforance oss ainy coes due to channe-estiation errors. This iportant observation is iustrated in Figure where we potted

11 M. Krondorf and G. Fettweis averaged utua inforation versus SNR under CFO = 3% and IRR = 3 db suing static channe properties. As reference we use a pot without any I/Q ibaance, CFO, or channe estiation error. Interestingy the ipairent pots in ce of perfect CSI are aost equivaent to the reference curves but we observe a severe perforance degradation in ce of rea FDLS channe estiation. 7. CONCLUSIONS In this paper, we show how to anayticay evauate the uncoded bit-error rate we ink capacity of OFDM systes subject to carrier frequency offset, channe estiation error, outdated channe state inforation, and fat receiver I/Q ibaance in Rayeigh frequency and tie-seective obie fading channes. The probabiity density function of the frequency doain received signa subject to the entioned ipairents is derived. Furtherore, this PDF is verified by eans of bit-error rate cacuation. We show that our approach can be used to exacty evauate uncoded bit-error rates when a priori knowedge of the obie channe power deay profie, the iage rejection ratio and receiver CFO is used. Furtherore, we show how to use the derived PDF to cacuate OFDM ink capacity under the aggregate effects of receiver ipairents and obie channe characteristics. Finay, we highight the fact that channe uncertainty induced by channe estiation errors we outdated channe state inforation have uch severer ipact on OFDM capacity than CFO or I/Q ibaance. [9] S. K. Wison and J. M. Cioffi, Probabiity density functions for anayzing uti-apitude consteations in Rayeigh and Ricean channes, IEEE Transactions on Counications, vo. 7, no. 3, pp , 999. [] M. Windisch and G. Fettweis, Standard-independent I/Q ibaance copensation in OFDM direct-conversion receivers, in Proceedings of the 9th Internationa OFDM-Workshop In- OWo ), pp. 7 6, Dresden, Gerany, Septeber. [] M. Windisch and G. Fettweis, Error probabiity anaysis of uti-carrier systes ipaired by receiver I/Q ibaance, in Proceedings of the Internationa Syposiu on Wireess Persona Mutiedia Counications WPMC 6), SanDiego, Caif, USA, Septeber 6. [] M. Windisch and G. Fettweis, Perforance degradation due to I/Q ibaance in uti-carrier direct conversion receivers: a theoretica anaysis, in Proceedings of the IEEE Internationa Conference on Counications ICC 6), vo., pp. 7 6, Istanbu, Turkey, June 6. REFERENCES [] H. Cheon and D. Hong, Effect of channe estiation error in OFDM-bed WLAN, IEEE Counications Letters, vo. 6, no., pp. 9 9,. [] I. Cosovic and G. Auer, Capacity achieving piot design for MIMO-OFDM over tie-varying frequency-seective channes, in Proceedings of the IEEE Internationa Conference on Counications ICC 7), pp , Ggow, Scotand, UK, June 7. [3] IEEE. Part, Wireess LAN ediu access contro MAC) and physica ayer PHY) specifications, in IEEE Std 8.a- 999, 999. [] M. Krondorf and G. Fettweis, Bit error rate cacuation for OFDM with synchronization errors in tie and frequency seective fading channes, in Proceedings of 3th European Wireess Conference EW 7), Paris, France, Apri 7. [] K. Sathananthan and C. Teabura, Probabiity of error cacuation of OFDM systes with frequency offset, IEEE Transactions on Counications, vo. 9, no., pp ,. [6] T. Poet, M. van Bade, and M. Moenecaey, BER sensitivity of OFDM systes to carrier frequency offset and Wiener phe noise, IEEE Transactions on Counications, vo. 3, no., pp. 9 93, 99. [7] J. G. Proakis, Digita Counications, McGraw-Hi, New York, NY, USA, th edition,. [8] L. Rugini and P. Banei, BER of OFDM systes ipaired by carrier frequency offset in utipath fading channes, IEEE Transactions on Wireess Counications, vo.,no.,pp ,.

CHAPTER 3 REDUCTION OF INTERCARRIER INTERFERENCE

CHAPTER 3 REDUCTION OF INTERCARRIER INTERFERENCE 46 CHAPTER 3 REDUCTIO OF ITERCARRIER ITERFERECE 3.1 ITERCARRIER ITERFERECE I OFDM SYSTEMS OFDM is a spectray efficient uticarrier oduation technique and it handes frequency seective channes we when cobined

More information

Symbol Error Rate Calculation for Alamouti Space Time Coded OFDM in Direct Conversion Receivers

Symbol Error Rate Calculation for Alamouti Space Time Coded OFDM in Direct Conversion Receivers Symbo Error Rate Cacuation for Aamouti Space Time Coded OFDM in Direct Conversion Receivers Marco Krondorf Vodafone Chair Mobie Communications Systems, Technische Universität Dresden, D-6 Dresden, Germany

More information

Bit Error Rate Calculation for OFDM with Synchronization Errors in Time and Frequency Selective Fading Channels

Bit Error Rate Calculation for OFDM with Synchronization Errors in Time and Frequency Selective Fading Channels Bit Error Rate Cacuation for OFDM with Synchronization Errors in Time and Frequency Seective Fading Channes Marco Krondorf and Gerhard Fettweis Vodafone Chair Mobie Communications Systems, Technische Universität

More information

OFDM Link Performance Analysis under Various Receiver Impairments

OFDM Link Performance Analysis under Various Receiver Impairments OFDM Link Perforance Analysis under Various Receiver Ipairents Marco Krondorf and Gerhard Fettweis Vodafone Chair Mobile Counications Systes, Technische Universität Dresden, D-006 Dresden, Gerany {krondorf,fettweis}@ifn.et.tu-dresden.de,

More information

On the downlink capacity of TDD CDMA systems using a pre-rake

On the downlink capacity of TDD CDMA systems using a pre-rake André No Barreto Dresden University of echnoogy Address : Dresden University of echnoogy Departent of Eectrica Engineering Mobie Counications Systes Dresden 0106 Gerany e : 49-351 - 463 4660 Fax : 49-351

More information

Co-channel Interference Suppression Techniques for STBC OFDM System over Doubly Selective Channel

Co-channel Interference Suppression Techniques for STBC OFDM System over Doubly Selective Channel Co-channe Interference Suppression Techniques for STBC OFDM System over Douby Seective Channe Jyoti P. Patra Dept. of Eectronics and Communication Nationa Institute Of Technoogy Rourkea-769008, India E

More information

Effect of Estimation Error on Adaptive L-MRC Receiver over Nakagami-m Fading Channels

Effect of Estimation Error on Adaptive L-MRC Receiver over Nakagami-m Fading Channels Internationa Journa of Appied Engineering Research ISSN 973-456 Voume 3, Number 5 (8) pp. 77-83 Research India Pubications. http://www.ripubication.com Effect of Estimation Error on Adaptive -MRC Receiver

More information

Channel Division Multiple Access Based on High UWB Channel Temporal Resolution

Channel Division Multiple Access Based on High UWB Channel Temporal Resolution Channe Division Mutipe Access Based on High UWB Channe Tempora Resoution Rau L. de Lacerda Neto, Aawatif Menouni Hayar and Mérouane Debbah Institut Eurecom B.P. 93 694 Sophia-Antipois Cedex - France Emai:

More information

Numerical Performance Evaluation for OFDM Systems affected by Phase Noise and Channel Estimation Errors

Numerical Performance Evaluation for OFDM Systems affected by Phase Noise and Channel Estimation Errors Numerical Performance Evaluation for OFDM Systems affected by Phase Noise and Channel Estimation Errors Marco Krondorf, Steffen Bittner and Gerhard Fettweis Vodafone Chair Mobile Communications Systems

More information

Cell Coverage Optimization for the Multicell Massive MIMO Uplink

Cell Coverage Optimization for the Multicell Massive MIMO Uplink Ce Coverage Optiization for the Mutice Massive MIMO Upink Jin, S., Wang, J., Sun, Q., Matthaiou, M., & Gao, X. 04. Ce Coverage Optiization for the Mutice Massive MIMO Upink. IEEE Transactions on Vehicuar

More information

PILOT-ASSISTED ADAPTIVE CHANNEL ESTIMATION USING MULTIPLE SETS OF TAP WEIGHTS FOR COHERENT RAKE RECEPTION OF DS-CDMA SIGNALS

PILOT-ASSISTED ADAPTIVE CHANNEL ESTIMATION USING MULTIPLE SETS OF TAP WEIGHTS FOR COHERENT RAKE RECEPTION OF DS-CDMA SIGNALS PILO-ASSISED ADAPIVE CHAEL ESIMAIO USIG MULIPLE SES OF AP WEIGHS FOR COHERE RAKE RECEPIO OF DS-CDMA SIGALS Shinsuke akaoka an Fuiyuki Aachi Eectrica an Counication Engineering, Grauate Schoo of Engineering,

More information

Application of Improved BP Neural Network in Controlling the Constant-Force Grinding Feed

Application of Improved BP Neural Network in Controlling the Constant-Force Grinding Feed Appication of Iproved BP Neura Networ in Controing the Constant-Force Grinding Feed Zhaoxia Chen, Baiin He, and Xianfeng Xu Key Laboratory of Ministry of Education for Conveyance and Equipent, East China

More information

Bispectrum of Stator Phase Current for Fault Detection of Induction Motor

Bispectrum of Stator Phase Current for Fault Detection of Induction Motor ispectru of Stator Phase Current for Faut Detection of Induction Motor Juggrapong Treetrong, Jyoti K. Sinha* Schoo of Mechanica, Aerospace and Civi Engineering, The University of Manchester, Seckvie Street,

More information

Suppression of ISI Caused by Sampling Time Offset in IFDMA Systems

Suppression of ISI Caused by Sampling Time Offset in IFDMA Systems Suppression of ISI Caused by Samping Time Offset in IFDA Systems Aexander Arkhipov, ichae Schne German Aerospace Center (DLR), Inst. of Communications and Navigation, D-82234, Wessing, Germany. Phone/e-mai:

More information

Performance Measures of a UWB Multiple-Access System: DS/CDMA versus TH/PPM

Performance Measures of a UWB Multiple-Access System: DS/CDMA versus TH/PPM Performance Measures of a UWB Mutipe-Access System: DS/CDMA versus TH/PPM Aravind Kaias and John A. Gubner Dept. of Eectrica Engineering University of Wisconsin-Madison Madison, WI 53706 akaias@wisc.edu,

More information

Performance Comparison of Cyclo-stationary Detectors with Matched Filter and Energy Detector M. SAI SINDHURI 1, S. SRI GOWRI 2

Performance Comparison of Cyclo-stationary Detectors with Matched Filter and Energy Detector M. SAI SINDHURI 1, S. SRI GOWRI 2 ISSN 319-8885 Vo.3,Issue.39 November-14, Pages:7859-7863 www.ijsetr.com Performance Comparison of Cyco-stationary Detectors with Matched Fiter and Energy Detector M. SAI SINDHURI 1, S. SRI GOWRI 1 PG Schoar,

More information

A Specialized Software Package Useful In The Analysis Of The Harmonic Current Flow In Networks With Large Power Static Converters

A Specialized Software Package Useful In The Analysis Of The Harmonic Current Flow In Networks With Large Power Static Converters SEECE OPICS in MHEMIC MEHOS and COMPUION ECHNIQUES in EECRIC ENGINEERING Speciaized Software Package Usefu In he naysis Of he Haronic Current Fow In Networks With arge Power Static Converters VIORE VRVR,

More information

Rate-Allocation Strategies for Closed-Loop MIMO-OFDM

Rate-Allocation Strategies for Closed-Loop MIMO-OFDM Rate-Aocation Strategies for Cosed-Loop MIMO-OFDM Joon Hyun Sung and John R. Barry Schoo of Eectrica and Computer Engineering Georgia Institute of Technoogy, Atanta, Georgia 30332 0250, USA Emai: {jhsung,barry}@ece.gatech.edu

More information

University of Bristol - Explore Bristol Research. Peer reviewed version. Link to published version (if available): /GLOCOM.2003.

University of Bristol - Explore Bristol Research. Peer reviewed version. Link to published version (if available): /GLOCOM.2003. Coon, J., Siew, J., Beach, MA., Nix, AR., Armour, SMD., & McGeehan, JP. (3). A comparison of MIMO-OFDM and MIMO-SCFDE in WLAN environments. In Goba Teecommunications Conference, 3 (Gobecom 3) (Vo. 6, pp.

More information

THE TRADEOFF BETWEEN DIVERSITY GAIN AND INTERFERENCE SUPPRESSION VIA BEAMFORMING IN

THE TRADEOFF BETWEEN DIVERSITY GAIN AND INTERFERENCE SUPPRESSION VIA BEAMFORMING IN THE TRADEOFF BETWEEN DIVERSITY GAIN AND INTERFERENCE SUPPRESSION VIA BEAMFORMING IN A CDMA SYSTEM Yan Zhang, Laurence B. Mistein, and Pau H. Siege Department of ECE, University of Caifornia, San Diego

More information

COMBINED FREQUENCY AND SPATIAL DOMAINS POWER DISTRIBUTION FOR MIMO-OFDM TRANSMISSION

COMBINED FREQUENCY AND SPATIAL DOMAINS POWER DISTRIBUTION FOR MIMO-OFDM TRANSMISSION The 8th nnual IEEE International Syposiu on Personal, Indoor and Mobile Radio Counications (PIMRC 07) COMINED FREQUENCY ND SPTIL DOMINS POWER DISTRIUTION FOR MIMO-OFDM TRNSMISSION Wladiir ocquet, Kazunori

More information

Fast Hybrid DFT/DCT Architecture for OFDM in Cognitive Radio System

Fast Hybrid DFT/DCT Architecture for OFDM in Cognitive Radio System Fast Hybrid DF/D Architecture for OFDM in ognitive Radio System Zhu hen, Moon Ho Lee, Senior Member, EEE, hang Joo Kim 3 nstitute of nformation&ommunication, honbuk ationa University, Jeonju, 56-756,Korea

More information

ADAPTIVE ITERATION SCHEME OF TURBO CODE USING HYSTERESIS CONTROL

ADAPTIVE ITERATION SCHEME OF TURBO CODE USING HYSTERESIS CONTROL ADATIV ITRATION SCHM OF TURBO COD USING HYSTRSIS CONTROL Chih-Hao WU, Kenichi ITO, Yung-Liang HUANG, Takuro SATO Received October 9, 4 Turbo code, because of its remarkabe coding performance, wi be popuar

More information

Application of Control Theory to a Commercial Mobile Service Support System

Application of Control Theory to a Commercial Mobile Service Support System Appication of Contro Theory to a Coercia Mobie Service Support Syste Aani, Paya; Aspernäs, Berti; Åströ, Kar Johan; Derantz, Manfred; Kih, Maria; Radu, Gabriea; Robertsson, Anders; Torstensson, Andreas

More information

A soft decision decoding of product BCH and Reed-Müller codes for error control and peak-factor reduction in OFDM

A soft decision decoding of product BCH and Reed-Müller codes for error control and peak-factor reduction in OFDM A soft decision decoding of product BCH and Reed-Müller codes for error control and pea-factor reduction in OFDM Yves LOUET *, Annic LE GLAUNEC ** and Pierre LERAY ** * PhD Student and ** Professors, Departent

More information

The Estimation Methodology of the 2011 National Household Survey

The Estimation Methodology of the 2011 National Household Survey The Estiation Methodoogy of the 2011 Nationa Househod Survey François Verret Statistics Canada, 100 Tunney s Pasture Driveway, Ottawa, Ontario, Canada, K1A 0T6 Abstract Prior to 2011, the Canadian census

More information

Effect of Interfering Users on the Modulation Order and Code Rate for UWB Impulse-Radio Bit-Interleaved Coded M-ary PPM

Effect of Interfering Users on the Modulation Order and Code Rate for UWB Impulse-Radio Bit-Interleaved Coded M-ary PPM Effect of Interfering Users on the Moduation Order and Code Rate for UWB Impuse-Radio Bit-Intereaved Coded M-ary PPM Ruben Merz and Jean-Yves Le Boudec EPFL, Schoo of Computer and Communication Sciences

More information

On the Capacity of OFDM Systems with Receiver I/Q Imbalance

On the Capacity of OFDM Systems with Receiver I/Q Imbalance On the Capacity of OFDM Systems with Receiver I/Q Imbalance Stefan Krone and Gerhard Fettweis Vodafone Chair Mobile Communications Systems Technische Universität Dresden, 16 Dresden, Germany E-mail: {stefan.krone,

More information

Improving the Active Power Filter Performance with a Prediction Based Reference Generation

Improving the Active Power Filter Performance with a Prediction Based Reference Generation Improving the Active Power Fiter Performance with a Prediction Based Reference Generation M. Routimo, M. Sao and H. Tuusa Abstract In this paper a current reference generation method for a votage source

More information

A Novel TDS-FDMA Scheme for Multi-User Uplink Scenarios

A Novel TDS-FDMA Scheme for Multi-User Uplink Scenarios A Novel TDS-FDMA Schee for Multi-User Uplink Scenarios Linglong Dai, Zhaocheng Wang, Jun Wang, and Zhixing Yang Tsinghua National Laboratory for Inforation Science and Technology, Electronics Engineering

More information

Channel Estimation for SC-FDE Systems Using Frequency Domain Multiplexed Pilots

Channel Estimation for SC-FDE Systems Using Frequency Domain Multiplexed Pilots Channe Estimation for SC-FDE Systems Using Frequency Domain utipexed Piots Chan-Tong am, David D. Faconer and Forence Danio-emoine BCWS, Careton Univ., Canada K1S 5B6 Emai: {amc, ddf, fdanio@sce.careton.ca

More information

BER Performance Analysis of Cognitive Radio Physical Layer over Rayleigh fading Channel

BER Performance Analysis of Cognitive Radio Physical Layer over Rayleigh fading Channel Internationa Journa of Computer ppications (0975 8887) Voume 5 No.11, Juy 011 BER Performance naysis of Cognitive Radio Physica Layer over Rayeigh fading mandeep Kaur Virk Dr. B R mbedkar Nationa Institute

More information

MIMO Radar Transmit Beampattern Design with PAR Constraint in a Spectrally Crowded Environment

MIMO Radar Transmit Beampattern Design with PAR Constraint in a Spectrally Crowded Environment nternationa Conference on Coputer etwors and Counication Technoogy (CCT6) O Radar Transit Beapattern Design with PAR Constraint in a Spectray Crowded Environent Qing-in ZA*, Yu-xi WAG,* and Wei Science

More information

CHANNEL ESTIMATION PERFORMANCE FOR ZERO-OVERHEAD CHANNEL ACCESS IN MOBILE SENSOR NETWORKS

CHANNEL ESTIMATION PERFORMANCE FOR ZERO-OVERHEAD CHANNEL ACCESS IN MOBILE SENSOR NETWORKS CANNEL ESTIMATION PERFORMANCE FOR ZERO-OVEREAD CANNEL ACCESS IN MOBILE SENSOR NETWORKS John E. Keider, Ghassan Maaoui, Steve Gifford, and Scott Chuprun Genera Dynamics C4 Systems Scottsdae, AZ, 8557 Brian

More information

COMPARATIVE ANALYSIS OF ULTRA WIDEBAND (UWB) IEEE A CHANNEL MODELS FOR nlos PROPAGATION ENVIRONMENTS

COMPARATIVE ANALYSIS OF ULTRA WIDEBAND (UWB) IEEE A CHANNEL MODELS FOR nlos PROPAGATION ENVIRONMENTS COMPARATIVE ANALYSIS OF ULTRA WIDEBAND (UWB) IEEE80.15.3A CHANNEL MODELS FOR nlos PROPAGATION ENVIRONMENTS Ms. Jina H. She PG Student C.C.E.T, Wadhwan, Gujarat, Jina_hshet@yahoo.com Dr. K. H. Wandra Director

More information

CAPACITY OF UNDERWATER WIRELESS COMMUNICATION CHANNEL WITH DIFFERENT ACOUSTIC PROPAGATION LOSS MODELS

CAPACITY OF UNDERWATER WIRELESS COMMUNICATION CHANNEL WITH DIFFERENT ACOUSTIC PROPAGATION LOSS MODELS CAPACITY OF UNDERWATER WIRELESS COMMUNICATION CHANNEL WITH DIFFERENT ACOUSTIC PROPAGATION LOSS MODELS Susan Joshy and A.V. Babu, Department of Eectronics & Communication Engineering, Nationa Institute

More information

A Low Complexity VCS Method for PAPR Reduction in Multicarrier Code Division Multiple Access

A Low Complexity VCS Method for PAPR Reduction in Multicarrier Code Division Multiple Access 0 JOURNAL OF ELECTRONIC SCIENCE AND TECHNOLOGY OF CHINA, VOL. 5, NO., JUNE 007 A Low Compexity VCS Method for PAPR Reduction in Muticarrier Code Division Mutipe Access Si-Si Liu, Yue iao, Qing-Song Wen,

More information

Adaptive Harmonic IIR Notch Filter with Varying Notch Bandwidth and Convergence Factor

Adaptive Harmonic IIR Notch Filter with Varying Notch Bandwidth and Convergence Factor Journal of Counication and Coputer (4 484-49 doi:.765/548-779/4.6. D DAVID PUBLISHING Adaptive Haronic IIR Notch Filter with Varying Notch Bandwidth and Convergence Factor Li Tan, Jean Jiang, and Liango

More information

Satellite Link Layer Performance Using Two Copy SR-ARQ and Its Impact on TCP Traffic

Satellite Link Layer Performance Using Two Copy SR-ARQ and Its Impact on TCP Traffic Sateite Link Layer Performance Using Two Copy SR-ARQ and Its Impact on TCP Traffic Jing Zhu and Sumit Roy Department of Eectrica Engineering, University of Washington Box 352500, Seatte, WA 98195, USA

More information

Rateless Codes for the Gaussian Multiple Access Channel

Rateless Codes for the Gaussian Multiple Access Channel Rateess Codes for the Gaussian Mutipe Access Channe Urs Niesen Emai: uniesen@mitedu Uri Erez Dept EE, Te Aviv University Te Aviv, Israe Emai: uri@engtauaci Devavrat Shah Emai: devavrat@mitedu Gregory W

More information

FOR energy limited data networks, e.g., sensor networks,

FOR energy limited data networks, e.g., sensor networks, 578 IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, VOL. 8, NO., DECEMBER 009 An Optima Power Aocation Scheme for the STC Hybrid ARQ over Energy Limited Networks Hongbo Liu, Member, IEEE, Leonid Razoumov,

More information

Trajectory Control of a Variable Loaded Servo System by using Fuzzy Iterative Learning PID Control

Trajectory Control of a Variable Loaded Servo System by using Fuzzy Iterative Learning PID Control SCIREA Journa of Eectrics, Counication and Autoatic Contro http://www.scirea.org/journa/ecac Deceber 27, 2016 Voue 1, Issue 2, Deceber 2016 Trajectory Contro of a Variabe Loaded Servo Syste by using Fuzzy

More information

Self-Interference Canceller for Full-Duplex Radio Relay Station Using Virtual Coupling Wave Paths

Self-Interference Canceller for Full-Duplex Radio Relay Station Using Virtual Coupling Wave Paths Sef-Interference Canceer for Fu-Dupex Radio Reay Station Using Virtua Couping Wave Paths Kazunori Hayashi Yasuo Fujishima Megumi Kaneko Hideaki Sakai Riichi Kudo and Tomoki Murakami Graduate Schoo of Informatics,

More information

Secure Physical Layer Key Generation Schemes: Performance and Information Theoretic Limits

Secure Physical Layer Key Generation Schemes: Performance and Information Theoretic Limits Secure Physica Layer Key Generation Schemes: Performance and Information Theoretic Limits Jon Waace Schoo of Engineering and Science Jacobs University Bremen, Campus Ring, 879 Bremen, Germany Phone: +9

More information

Analysis and Comparison of Time Replica and Time Linear Interpolation for Pilot Aided Channel Estimation in OFDM Systems

Analysis and Comparison of Time Replica and Time Linear Interpolation for Pilot Aided Channel Estimation in OFDM Systems Int J Counications Networ and Syste Sciences 010 3 446-45 doi:10436/ijcns01035059 Published Online May 010 (http://wwwsciporg/journal/ijcns/) Analysis and Coparison of Tie eplica and Tie inear Interpolation

More information

Transmit Beamforming and Iterative Water-Filling Based on SLNR for OFDMA Systems

Transmit Beamforming and Iterative Water-Filling Based on SLNR for OFDMA Systems Transit Beaforing and Iterative Water-Filling Based on SLNR for OFDMA Systes Kazunori Hayashi, Megui Kaneko, Takeshi Fui, Hideaki Sakai Graduate School of Inforatics, Kyoto University, Yoshida Honachi

More information

Joint Detection and CFO Compensation in Asynchronous Multi-User MIMO OFDM Systems

Joint Detection and CFO Compensation in Asynchronous Multi-User MIMO OFDM Systems Joint Detection and CFO Compensation in Asynchronous Muti-User MIMO OFDM Systems Vincent Kotzsch, Jörg Hofed and Gerhard Fettweis Vodafone Chair Mobie Communications Systems, TU-Dresden, Germany Emai:

More information

Appendix A Rolling Average Algorithm

Appendix A Rolling Average Algorithm Appendix A Roing Average Agorith 98 ROLLING AVERAGE ALGORITHM Let be a ink between two reader fied sites with aributes th, the ink threshod for ink,, the current roing average trave tie for ink, and s,

More information

Performance of Single User vs. Multiuser Modulation in Wireless Multicarrier (MC) Communications

Performance of Single User vs. Multiuser Modulation in Wireless Multicarrier (MC) Communications erformance of Singe User vs. Mutiuser Moduation in Wireess Muticarrier (MC) Communications Anwaru Azim, ecturer, East West University Bangadesh Abstract-- he main objective of this paper is to compare

More information

FREQUENCY-DOMAIN TURBO EQUALIZATION FOR SINGLE CARRIER MOBILE BROADBAND SYSTEMS. Liang Dong and Yao Zhao

FREQUENCY-DOMAIN TURBO EQUALIZATION FOR SINGLE CARRIER MOBILE BROADBAND SYSTEMS. Liang Dong and Yao Zhao FREQUENCY-DOMAIN TURBO EQUALIZATION FOR SINGLE CARRIER MOBILE BROADBAND SYSTEMS Liang Dong and Yao Zhao Department of Eectrica and Computer Engineering Western Michigan University Kaamazoo, MI 49008 ABSTRACT

More information

4G Communication Resource Analysis with Adaptive Physical Layer Technique

4G Communication Resource Analysis with Adaptive Physical Layer Technique International Journal of Engineering Trends and Technology (IJETT) Volue 33 uber - March 206 4G Counication Resource Analysis with Adaptive Physical Layer Technique Mubinul Haque, Dr. Md. Abu Bakar Siddiqui

More information

SECURITY AND BER PERFORMANCE TRADE-OFF IN WIRELESS COMMUNICATION SYSTEMS APPLICATIONS

SECURITY AND BER PERFORMANCE TRADE-OFF IN WIRELESS COMMUNICATION SYSTEMS APPLICATIONS Latin Aerican Applied Research 39:187-192 (2009) SECURITY AND BER PERFORMANCE TRADE-OFF IN WIRELESS COMMUNICATION SYSTEMS APPLICATIONS L. ARNONE, C. GONZÁLEZ, C. GAYOSO, J. CASTIÑEIRA MOREIRA and M. LIBERATORI

More information

Adaptive Bit and Power Allocation for Rate and Margin Maximization in V-BLAST System

Adaptive Bit and Power Allocation for Rate and Margin Maximization in V-BLAST System Revista Científica Periódica - Teecomunicações ISSN 56-338 Adaptive Bit and Power Aocation for Rate and argin aximization in V-BAST System Dror eiri and Irving Kaet Aeis Photonics, Netanya, Israe (emai:

More information

Performance Analysis of an AMC System with an Iterative V-BLAST Decoding Algorithm

Performance Analysis of an AMC System with an Iterative V-BLAST Decoding Algorithm I. J. Counications, Network and Syste Sciences, 008,, 105-06 Published Online May 008 in SciRes (http://www.srpublishing.org/journal/ijcns/). Perforance Analysis of an AMC Syste with an Iterative V-BLAST

More information

On the Relationship Between Queuing Delay and Spatial Degrees of Freedom in a MIMO Multiple Access Channel

On the Relationship Between Queuing Delay and Spatial Degrees of Freedom in a MIMO Multiple Access Channel On the Reationship Between Queuing Deay and Spatia Degrees of Freedom in a IO utipe Access Channe Sriram N. Kizhakkemadam, Dinesh Rajan, andyam Srinath Dept. of Eectrica Engineering Southern ethodist University

More information

Iterative Receiver Signal Processing for Joint Mitigation of Transmitter and Receiver Phase Noise in OFDM-Based Cognitive Radio Link

Iterative Receiver Signal Processing for Joint Mitigation of Transmitter and Receiver Phase Noise in OFDM-Based Cognitive Radio Link Iterative Receiver Signal Processing for Joint Mitigation of Transitter and Receiver Phase Noise in OFDM-Based Cognitive Radio Link Ville Syrjälä and Mikko Valkaa Departent of Counications Engineering

More information

Transmit Power and Bit Allocations for OFDM Systems in a Fading Channel

Transmit Power and Bit Allocations for OFDM Systems in a Fading Channel Transit Power and Bit Allocations for OFD Systes in a Fading Channel Jiho Jang *, Kwang Bok Lee, and Yong-Hwan Lee * Sasung Electronics Co. Ltd., Suwon P.O.Box, Suwon-si, Gyeonggi-do 44-74, Korea School

More information

PREDICTING SOUND LEVELS BEHIND BUILDINGS - HOW MANY REFLECTIONS SHOULD I USE? Apex Acoustics Ltd, Gateshead, UK

PREDICTING SOUND LEVELS BEHIND BUILDINGS - HOW MANY REFLECTIONS SHOULD I USE? Apex Acoustics Ltd, Gateshead, UK PREDICTING SOUND LEVELS BEHIND BUILDINGS - HOW MANY REFLECTIONS SHOULD I USE? W Wei A Cooke J Havie-Clark Apex Acoustics Ltd, Gateshead, UK Apex Acoustics Ltd, Gateshead, UK Apex Acoustics Ltd, Gateshead,

More information

Study and Implementation of Complementary Golay Sequences for PAR reduction in OFDM signals

Study and Implementation of Complementary Golay Sequences for PAR reduction in OFDM signals Study and Ipleentation of Copleentary Golay Sequences for PAR reduction in OFDM signals Abstract In this paper soe results of PAR reduction in OFDM signals and error correction capabilities by using Copleentary

More information

Performance Analysis of Non-Orthogonal Multiple Access under I/Q Imbalance

Performance Analysis of Non-Orthogonal Multiple Access under I/Q Imbalance This artice has been accepted for pubication in a future issue of this journa, but has not been fuy edited. Content may change prior to fina pubication. Citation information: DOI 10.1109/ACCESS.2018.2820074,

More information

Keywords Frequency-domain equalization, antenna diversity, multicode DS-CDMA, frequency-selective fading

Keywords Frequency-domain equalization, antenna diversity, multicode DS-CDMA, frequency-selective fading Joint Frequency-doain Equalization and Antenna Diversity Cobining for Orthogonal Multicode DS-CDMA Signal Transissions in A Frequency-selective Fading Channel Taeshi ITAGAKI *1 and Fuiyui ADACHI *2 Dept.

More information

Availability Analysis for Elastic Optical Networks with Multi-path Virtual Concatenation Technique

Availability Analysis for Elastic Optical Networks with Multi-path Virtual Concatenation Technique Progress In Eectromagnetics Research Symposium Proceedings, Guangzhou, China, Aug. 25 28, 2014 849 Avaiabiity Anaysis for Eastic Optica Networks with Muti-path Virtua Concatenation Technique Xiaoing Wang

More information

Utility-Proportional Fairness in Wireless Networks

Utility-Proportional Fairness in Wireless Networks IEEE rd Internationa Symposium on Persona, Indoor and Mobie Radio Communications - (PIMRC) Utiity-Proportiona Fairness in Wireess Networks G. Tychogiorgos, A. Gkeias and K. K. Leung Eectrica and Eectronic

More information

TESTING OF ADCS BY FREQUENCY-DOMAIN ANALYSIS IN MULTI-TONE MODE

TESTING OF ADCS BY FREQUENCY-DOMAIN ANALYSIS IN MULTI-TONE MODE THE PUBLISHING HOUSE PROCEEDINGS OF THE ROMANIAN ACADEMY, Series A, OF THE ROMANIAN ACADEMY Volue 5, Nuber /004, pp.000-000 TESTING OF ADCS BY FREQUENCY-DOMAIN ANALYSIS IN MULTI-TONE MODE Daniel BELEGA

More information

Analyzing Uplink SINR and Rate in Massive. MIMO Systems Using Stochastic Geometry

Analyzing Uplink SINR and Rate in Massive. MIMO Systems Using Stochastic Geometry Anayzing Upink SINR and Rate in Massive MIMO Systems Using Stochastic Geometry Tianyang Bai and Robert W. Heath, Jr. arxiv:5.2538v2 [cs.it] 2 Apr 26 Abstract This paper proposes a stochastic geometry framework

More information

Pulsed RF Signals & Frequency Hoppers Using Real Time Spectrum Analysis

Pulsed RF Signals & Frequency Hoppers Using Real Time Spectrum Analysis Pused RF Signas & Frequency Hoppers Using Rea Time Spectrum Anaysis 1 James Berry Rohde & Schwarz Pused Rea Time and Anaysis Frequency Seminar Hopper Agenda Pused Signas & Frequency Hoppers Characteristics

More information

Block-Level Unitary Query: Incorporating Orthogonal-like Space-time Code with Query Diversity for MIMO Backscatter RFID

Block-Level Unitary Query: Incorporating Orthogonal-like Space-time Code with Query Diversity for MIMO Backscatter RFID 1 Bock-Leve Unitary Query: Incorporating Orthogona-ike Space-time Code with Query Diversity for MIMO Backscatter RFID Chen He, Member, IEEE, Z. Jane Wang, Senior Member, IEEE, and Victor C.M. Leung, Feow,

More information

Overlapped frequency-time division multiplexing

Overlapped frequency-time division multiplexing April 29, 16(2): 8 13 www.sciencedirect.co/science/journal/158885 he Journal of China Universities of Posts and elecounications www.buptjournal.cn/xben Overlapped frequency-tie division ultiplexing JIANG

More information

Probability of Error Calculation of OFDM Systems With Frequency Offset

Probability of Error Calculation of OFDM Systems With Frequency Offset 1884 IEEE TRANSACTIONS ON COMMUNICATIONS, VOL. 49, NO. 11, NOVEMBER 2001 Probability of Error Calculation of OFDM Systems With Frequency Offset K. Sathananthan and C. Tellambura Abstract Orthogonal frequency-division

More information

Copyright 2000 IEEE. IEEE Global Communications Conference (Globecom 2000), November 27 - December 1, 2000, San Francisco, California, USA

Copyright 2000 IEEE. IEEE Global Communications Conference (Globecom 2000), November 27 - December 1, 2000, San Francisco, California, USA Copyright 2000 EEE. EEE Goba Communications Conference (Gobecom 2000), November 27 - December 1, 2000, San Francisco, Caifornia, USA Persona use of this materia is permitted. owever, permission to reprint/repubish

More information

Resource Allocation via Linear Programming for Multi-Source, Multi-Relay Wireless Networks

Resource Allocation via Linear Programming for Multi-Source, Multi-Relay Wireless Networks Resource Aocation via Linear Programming for Muti-Source, Muti-Reay Wireess Networs Nariman Farsad and Andrew W Ecford Dept of Computer Science and Engineering, Yor University 4700 Keee Street, Toronto,

More information

Efficient Resource Allocation Algorithm with Rate Requirement Consideration in Multicarrier-Based Cognitive Radio Networks

Efficient Resource Allocation Algorithm with Rate Requirement Consideration in Multicarrier-Based Cognitive Radio Networks Journa of Counications Vo. 0 No. January 05 Efficient Resource Aocation Agori wi Rate Requireent Consideration in uticarrier-based Cognitive Radio Networs Ling Zuang Lu Liu ai Sao Guangyu Wang and ai Wang

More information

Notes on Orthogonal Frequency Division Multiplexing (OFDM)

Notes on Orthogonal Frequency Division Multiplexing (OFDM) Notes on Orthogonal Frequency Division Multiplexing (OFDM). Discrete Fourier ransfor As a reinder, the analytic fors of Fourier and inverse Fourier transfors are X f x t t, f dt x t exp j2 ft dt (.) where

More information

A capacity-approaching coded modulation scheme for non-coherent fading channels

A capacity-approaching coded modulation scheme for non-coherent fading channels Louisiana State University LSU Digita Commons LSU Master's Theses Graduate Schoo 008 A capacity-approaching coded moduation scheme for non-coherent fading channes Youngjeon Cho Louisiana State University

More information

Coverage and Rate Analysis for Millimeter Wave Cellular Networks

Coverage and Rate Analysis for Millimeter Wave Cellular Networks Coverage and Rate Anaysis for Miimeter Wave Ceuar Networks Tianyang Bai and Robert W. Heath, Jr. arxiv:42.643v3 cs.it 8 Oct 24 Abstract Miimeter wave mmwave) hods promise as a carrier frequency for fifth

More information

Receive Antenna Subset Selection For Time-Varying Channels Using Slepian Subspace Projections

Receive Antenna Subset Selection For Time-Varying Channels Using Slepian Subspace Projections Globeco - Wireless Counications Syposiu Receive Antenna Subset Selection For Tie-Varying Channels Using Slepian Subspace Projections Hassan A Abou Saleh and Steven D Blostein Departent of Electrical and

More information

Blind Multiuser Detection in Asynchronous DS-CDMA Systems over Nakagami-m Fading Channels

Blind Multiuser Detection in Asynchronous DS-CDMA Systems over Nakagami-m Fading Channels Bind Mutiuser Detection in Asynchronous DS-CDMA Systems over akagami-m Fading Channes Vinay Kumar Pamua JU Kakinada, Andhra Pradesh, India 533 003 pamuavk@yahoo.com ABSRAC his paper presents a technique

More information

The PAPR and Simple PAPR Reduction of the 2D Spreading Based Communication Systems

The PAPR and Simple PAPR Reduction of the 2D Spreading Based Communication Systems RADIOENGINEERING, VOL. 9, NO., APRIL 7 The PAPR and Siple PAPR Reduction of the D Spreading Based Counication Systes Jiří BLUMENSTEIN, Zbyněk FEDRA Dept. of Radio Electronics, Brno University of Technology,

More information

CAN FD system design

CAN FD system design icc 215 CAN FD system design Dr. - Ing. M. Schreiner Daimer Research and Deveopment Abstract The objective of this paper is to give genera design rues for the physica ayer of CAN FD networks. As an introduction

More information

Comparison of ML and SC for ICI reduction in OFDM system

Comparison of ML and SC for ICI reduction in OFDM system Comparison of and for ICI reduction in OFDM system Mohammed hussein khaleel 1, neelesh agrawal 2 1 M.tech Student ECE department, Sam Higginbottom Institute of Agriculture, Technology and Science, Al-Mamon

More information

Power-Based Direction-of-Arrival Estimation Using a Single Multi-Mode Antenna

Power-Based Direction-of-Arrival Estimation Using a Single Multi-Mode Antenna Power-Based Direction-of-Arriva Estiation Using a Singe Muti-Mode Antenna Robert Pöhann, Siwei Zhang, Thoas Jost, Arin Daann Geran Aerospace Center (DLR) Institute of Counications and Navigation Oberpfaffenhofen,

More information

Streaming Scalable Videos over Multi-Hop Cognitive Radio Networks

Streaming Scalable Videos over Multi-Hop Cognitive Radio Networks IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, VOL. 9, NO. 11, NOVEMBER 2010 3501 Streaing Scaabe Videos over Muti-Hop Cognitive Radio Networks Dongin Hu and Shiwen Mao, Senior Meber, IEEE Abstract We investigate

More information

A Novel Method for Doppler and DOD- DOA Jointly Estimation Based on FRFT in Bistatic MIMO Radar System

A Novel Method for Doppler and DOD- DOA Jointly Estimation Based on FRFT in Bistatic MIMO Radar System 7 Asia-Pacific Engineering and Technoogy Conference (APETC 7) ISBN: 978--6595-443- A Nove Method for Dopper and DOD- DOA Jointy Estimation Based on FRFT in Bistatic MIMO Radar System Derui Song, Li Li,

More information

TEMPORAL FAIRNESS ENHANCED SCHEDULING FOR COOPERATIVE RELAYING NETWORKS IN LOW MOBILITY FADING ENVIRONMENTS

TEMPORAL FAIRNESS ENHANCED SCHEDULING FOR COOPERATIVE RELAYING NETWORKS IN LOW MOBILITY FADING ENVIRONMENTS TEMPORAL FAIRNESS ENHANCED SCHEDULING FOR COOPERATIVE RELAYING NETWORKS IN LOW MOBILITY FADING ENVIRONMENTS Ingmar Hammerström, Jian Zhao, and Armin Wittneben Swiss Federa Institute of Technoogy (ETH)

More information

Cross-layer queuing analysis on multihop relaying networks with adaptive modulation and coding K. Zheng 1 Y. Wang 1 L. Lei 2 W.

Cross-layer queuing analysis on multihop relaying networks with adaptive modulation and coding K. Zheng 1 Y. Wang 1 L. Lei 2 W. www.ietd.org Pubished in IET Communications Received on 18th June 2009 Revised on 30th Juy 2009 ISSN 1751-8628 Cross-ayer queuing anaysis on mutihop reaying networks with adaptive moduation and coding

More information

ON THE PERFORMANCE OF STANDARD-INDEPENDENT I/Q IMBALANCE COMPENSATION IN OFDM DIRECT-CONVERSION RECEIVERS

ON THE PERFORMANCE OF STANDARD-INDEPENDENT I/Q IMBALANCE COMPENSATION IN OFDM DIRECT-CONVERSION RECEIVERS ON THE PERFORMANCE OF STANDARD-INDEPENDENT I/Q IMBALANCE COMPENSATION IN OFDM DIRECT-CONVERSION RECEIVERS Marcus Windisch and Gerhard Fettweis Dresden University of Technology, Vodafone Chair Mobile Communications

More information

Simulation Model for a Frequency-Selective Land Mobile Satellite Communication Channel

Simulation Model for a Frequency-Selective Land Mobile Satellite Communication Channel Vo 3, No., Simuation Mode for a Frequency-Seective Land Mobie Sateite Communication Channe Abstract Zachaeus K. Adeyemo, Oumide O. Ajayi *, Festus K. Ojo 3. Department of Eectronic and Eectrica Engineering,

More information

An orthogonal multi-beam based MIMO scheme. for multi-user wireless systems

An orthogonal multi-beam based MIMO scheme. for multi-user wireless systems An orthogonal ulti-bea based IO schee for ulti-user wireless systes Dong-chan Oh o and Yong-Hwan Lee School of Electrical Engineering and IC, Seoul ational University Kwana P.O. Box 34, Seoul, 151-600,

More information

Optimal Modulation Index of the Mach-Zehnder Modulator in a Coherent Optical OFDM System Employing Digital Predistortion

Optimal Modulation Index of the Mach-Zehnder Modulator in a Coherent Optical OFDM System Employing Digital Predistortion Optial Modulation Index of the Mach-Zehnder Modulator in a Coherent Optical OFDM yste Eploying Digital redistortion David Rörich, Xiaojie Wang, Michael Bernhard, Joachi peidel Universität tuttgart, Institut

More information

Theoretical Analysis of Power Saving in Cognitive Radio with Arbitrary Inputs

Theoretical Analysis of Power Saving in Cognitive Radio with Arbitrary Inputs Theoretica Anaysis of Power Saving in Cognitive Radio with Arbitrary Inputs Ahmed Sohai, Mohammed A-Imari, Pei Xiao, and Barry G. Evans Abstract In Orthogona Frequency Division Mutipexing (OFDM based cognitive

More information

Efficient Downlink Channel Reconstruction for FDD Multi-Antenna Systems

Efficient Downlink Channel Reconstruction for FDD Multi-Antenna Systems 1 Efficient Downink Channe Reconstruction for FDD Muti-Antenna Systems Yu Han, Tien-Hao Hsu, Chao-Kai Wen, Kai-Kit Wong, and Shi Jin Nationa Mobie Communications Research Laboratory, Southeast University,

More information

Model Development for the Wideband Vehicle-to-vehicle 2.4 GHz Channel

Model Development for the Wideband Vehicle-to-vehicle 2.4 GHz Channel Model Developent for the Wideband Vehicle-to-vehicle.4 GHz Channel Guillero Acosta and Mary Ann Ingra School of ECE, Georgia Institute of Technology, Atlanta, GA 333-5, USA gte437k@ail.gatech.edu, ai@ece.gatech.edu

More information

Ultra Wideband Impulse Radio Systems with Multiple Pulse Types 1

Ultra Wideband Impulse Radio Systems with Multiple Pulse Types 1 1 Utra Wideband Impuse Radio Systems with Mutipe Puse Types 1 Sinan Gezici, Student Member, IEEE, Zafer Sahinogu 3, Member, IEEE, Hisashi Kobayashi, Life Feow, IEEE, and H. Vincent Poor, Feow, IEEE arxiv:cs/5168v1

More information

Phase Noise Modelling and Mitigation Techniques in OFDM Communications Systems

Phase Noise Modelling and Mitigation Techniques in OFDM Communications Systems Phase Noise Modelling and Mitigation Techniques in OFDM Counications Systes Ville Syrjälä, Mikko Valkaa, Nikolay N. Tchaov, and Jukka Rinne Tapere University of Technology Departent of Counications Engineering

More information

Using Adaptive Modulation in a LEO Satellite Communication System

Using Adaptive Modulation in a LEO Satellite Communication System Proceedings of the 11th WSEAS International Conference on COMMUNICATIONS, Agios Nikolaos, Crete Island, Greece, July 26-28, 27 255 Using Adaptive Modulation in a LEO Satellite Counication Syste L. HADJ

More information

Analysis and Compensation of I/Q Imbalance Effects for Uplink Multiuser Systems

Analysis and Compensation of I/Q Imbalance Effects for Uplink Multiuser Systems Institute for Integrated Signa Processing Systems (ISS) RWTH Aachen University Prof. Dr.-Ing. Gerd Ascheid Master Thesis : M 042 Anaysis and Compensation of I/Q Imbaance Effects for Upink Mutiuser Systems

More information

Hybrid Digital-Analog Joint Source Channel Coding for Broadcast Multiresolution Communications

Hybrid Digital-Analog Joint Source Channel Coding for Broadcast Multiresolution Communications 217 25th European Signa Processing Conference (EUSIPCO) Hybrid Digita-Anaog Joint Source Channe Coding for Broadcast Mutiresoution Communications O. Fresnedo, P. Suárez-Casa, L. Castedo Department of Eectronics

More information

This docuent is provided by JAXA. > REPACE TIS INE WIT YOUR PAPER IDENTIFICATION NUMBER (DOUBE-CICK ERE TO EDIT) < 2 detais of the PAWR have been pres

This docuent is provided by JAXA. > REPACE TIS INE WIT YOUR PAPER IDENTIFICATION NUMBER (DOUBE-CICK ERE TO EDIT) < 2 detais of the PAWR have been pres This docuent is provided by JAXA. > REPACE TIS INE WIT YOUR PAPER IDENTIFICATION NUMBER (DOUBE-CICK ERE TO EDIT) < 1 Bea Foring on Fast-Scanning Phased Array Weather Radar Eiichi Yoshikawa, Tooo Ushio,

More information

Information Theoretic Radar Waveform Design for Multiple Targets

Information Theoretic Radar Waveform Design for Multiple Targets 1 Information Theoretic Radar Waveform Design for Mutipe Targets Amir Leshem and Arye Nehorai Abstract In this paper we use information theoretic approach to design radar waveforms suitabe for simutaneousy

More information

Top Down Design of Joint MODEM and CODEC Detection Schemes for DSRC Coded-FSK Systems over High Mobility Fading Channels

Top Down Design of Joint MODEM and CODEC Detection Schemes for DSRC Coded-FSK Systems over High Mobility Fading Channels Top Down Design of Joint MODEM and CODEC Detection Schemes for DSRC Coded-FSK Systems over High Mobiity Fading Channes Juinn-Horng Deng, Feng-Chin Hsiao, and Yi-Hsin Lin Department of Communications Engineering

More information