Guard Time Optimization for Capacity Maximization of BPSK Impulse UWB Communications

Size: px
Start display at page:

Download "Guard Time Optimization for Capacity Maximization of BPSK Impulse UWB Communications"

Transcription

1 Guard Time Optimizatio for Capacity Maximizatio of BPSK Impulse UWB Commuicatios Abdallah Hamii, Jea-Yves Baudais, Adrea M. Toello, Jea-Fraçois Hélard To cite this versio: Abdallah Hamii, Jea-Yves Baudais, Adrea M. Toello, Jea-Fraçois Hélard. Guard Time Optimizatio for Capacity Maximizatio of BPSK Impulse UWB Commuicatios. Joural of Commuicatio, Wiley, 04, 9 (), pp.-97. <0.70/jcm >. <hal > HAL Id: hal Submitted o Sep 04 HAL is a multi-discipliary ope access archive for the deposit ad dissemiatio of scietific research documets, whether they are published or ot. The documets may come from teachig ad research istitutios i Frace or abroad, or from public or private research ceters. L archive ouverte pluridiscipliaire HAL, est destiée au dépôt et à la diffusio de documets scietifiques de iveau recherche, publiés ou o, émaat des établissemets d eseigemet et de recherche fraçais ou étragers, des laboratoires publics ou privés.

2 Guard Time Optimizatio for Capacity Maximizatio of BPSK Impulse UWB Commuicatios Abdallah Hamii,3, Jea- Yves Baudais, Adrea M. Toello, ad Jea-Fraçois Hélard3 Natioal Ceter for Scietific Research (CNRS), IETR, UMR 664, F-3570 Rees, Frace DIEGM - Uiversity of Udie viadelle Scieze, Udie Italy 3 Uiversitéeuropéee de Bretage, INSA, IETR, UMR 664, F-3570 Rees, Frace abdallah.hamii@isa-rees.fr, jea-yves.baudais@isa-rees.fr, toello@uiud.it, jea-fracois.helard@isa-rees.fr. Abstract Usually, for the desig of UWB systems, the symbol duratio is chose larger tha the delay of the chael impulse respose, i order to avoid the ISI (iter symbol iterferece). However, this approach does ot maximize the system capacity. A adaptatio of the guard time (GT) is a flexible mea of exploitig system resources efficietly i a multi-path fadig eviromet. The optimal guard time legth i BPSK impulse UWB commuicatios is obtaied by exhaustively searchig for the guard time that maximizes capacity. This approach is complex sice it has to be implemeted for each chael realizatio. To reduce this complexity, i this paper we preset ew optimizatio methods. The first method assumes the fadig chael to be partitioed ito classes. The, a give GT legth for each chael class is used. The secod optimizatio method provides a guard time for each chael realizatio. However, the GT is obtaied by lookig at simplified metrics which are based o the chael delay spread, the received sigal eergy, or o a approximatio of the capacity formula. Simulatio results are performed for UWB commuicatios over WiMedia chaels ad they show that sigificat gais are achievable with the proposed guard time adaptatio w.r.t. to the use of a costat guard time. Idex Terms System capacity, pulse desig, guard time, BPSK, UWB I. INTRODUCTION The demad for ew services ad applicatios i commuicatio systems, as well as the umber of users, are steadily icreasig. This growth ivolves a great eed of data rate icrease offered by the commuicatio system. The system capacity is a importat parameter for the desig ad evaluatio of wireless etworks. Recetly, the UWB (ultra wide bad) techique has bee widely studied for wireless commuicatios [], []. UWB commuicatios offer very high data rates due to the use of a wide bad ad the robustess to multi-path fadig [3]. The system should be desiged so that capacity is maximized. The Gaussia moocycle was iitially proposed ad has bee widely used i impulsive UWB systems [4], [5]. I typical impulsive UWB system desig, the symbol duratio is larger tha the maximum Mauscript received September 9, 03; revised February 6, 04. Correspodig author abdallah.hamii@isa-rees.fr. doi:0.70/jcm Egieerig ad Techology Publishig chael impulse respose duratio so that the itersymbol iterferece ca be eglected [6], [7]. To this ed, a guard time is added after the pulse trasmissio i order to avoid ISI. The optimizatio of the guard time is ot geerally cosidered sice typically the guard time is set at a duratio loger tha the maximum chael duratio []. However, this approach is eergy ad capacity iefficiet. I fact, to maximize the capacity, the system does ot ecessarily eed a large guard time. That is, the system ca tolerate a amout of iterferece i order toreduce the guard time so that the system capacity ca be improved. A adaptatio of the guard time is a flexiblemea of exploitig system resources efficietly especially i a varyig multi-path fadig eviromet. The case of a guard iterval shorter tha the chael impulse respose has bee cosidered i OFDM systems [9], [0]. Followig a similar cocept, i this paper we report a aalysis of the guard time optimizatio i impulsive UWB trasmissio. The optimizatio problem pursues the maximizatio of capacity. Sice the chael respose varies with time ad positio, ideally the guard time should be adaptively chose. However, this method is computatioally itese. To reduce the complexity, two methods are proposed i this paper. The first method partitios the chael ito classes. Each class collects chael resposes that provide a certai average atteuatio ad delay spread. Essetially, each class is represetative of a certai eviromet as it is doe i the WiMedia chael model []. The, a sigle guard time value for each chael class ca be defied ad used. The secod method provides a adaptive guard time for all chael realizatios. However, the guard time is obtaied by lookig at simplified metrics that are based o the chael delay spread, the received sigal eergy ad o the use of a approximatio of the capacity formula. With these metrics the computatio of the guard time is simplified ad the method ca be applied to ay chael model. The remider of this paper is as follows. The descriptio of the commuicatio model is preseted i Sectio II. The typical chael model used i UWB is itroduced i Sectio III. I Sectio IV, the capacity calculatio ad the guard time optimizatio are itroduced. I additio, the statistical aalysis of the

3 optimal guard time is provided. I Sectio V, the first method for guard time optimizatio is preseted. Sectio VI itroduces a optimizatio method for the guard time desig with low complexity. Some alterative metrics are proposed to adjust the guard time i order to reduce the system complexity. Sectio VII describes the simulatio setup, umerical results ad provides a aalysis of the results. Fially, Sectio VIII cocludes this paper. II. COMMUNICATION MODEL We cosider a sigle user system model with BPSK (biary phase shift keyig) sigallig so that the trasmitted sigal ca be writte as [] () bk g(t ktb ) x(t) = where ak are the iter-symbol iterferece amplitude coefficiets, while w is the sequece of i.i.d. Gaussia oise samples with zero mea ad variace N0. ISI is geerated whe the guard time is shorter tha the chael duratio. III. CHANNEL MODEL (WIMEDIA CHANNEL) We cosider UWB chaels with frequecy selective fadig [4]. I particular, we use the model adopted by the IEEE 0.5.3a committee for the evaluatio of UWB physical layer proposals []. The model defies four classes each characterized by lie-of-sight (LOS) or olie-of-sight (NLOS), a certai mea excess delay, RMS delay spread ad distace betwee the trasmitter ad the receiver, as summarized i Table. I. k where bk = ± deotes the iformatio bit trasmitted i the frame k ad Tb is the bit period (frame duratio). We icorporate the differetial effects of the trasmissio, ad receive ateas ito g(t). g(t) is assumed to be the secod derivative of the Gaussia pulse T T t p π t p g(t) = π () T0 T0 where Tp is the moocycle pulse duratio, ad T0 is the width of the pulse. We further isert a guard time Tg betwee pulses. The bit duratio fulfills the relatio Tb = (Tp + Tg). The iter-symbol iterferece is avoided whe Tb Tp + τmax, where τmax is the maximum delay (duratio) itroduced by the chael. At the receiver side, we first deploy a badpass frot-ed filter to suppress the out of bad oise. The, the received sigal, i the sigle user case, ca be writte as z(t) = k bk (g? h)(t ktb ) + η(t) (3) where (g? h)(t) is the covolutio of the waveform filter g(t) by the impulse respose of the chael h(t). The additive oise η(t) is assumed to be a statioary zero mea Gaussia process. Further, i the followig, we cosider it to be white i the useful sigal bad. Let us suppose that the received sigal is passed first through a matched filter e(t) y(t) = (e? z)(t) (4) The optimum filter from the poit of view of SNR maximizatio is the matched filter [3]. The matched filter is adapted to the pulse ad to the chael respose. It is obtaied by correlatig the trasmit pulse ad the chael respose. We furthermore assume to use a oise whiteig filter (icluded i the impulse respose e(t)) so that the sequece of samples at the output ca be writte as y = y(tb ) = b k ak + w (5) k 04 Egieerig ad Techology Publishig 9 TABLE I: UWB CHANNEL CHARACTERISTICS Mea excess delay(s) Delay spread(s) Distace(m) LOS/NLOS CM <4 LOS CM <4 NLOS CM NLOS CM NLOS This model is a modified versio of Saleh-Valezuela model for idoor chaels, fittig the properties of measured UWB chaels. A log-ormal distributio is used for the multi-path gai magitude. I additio, idepedet fadig is assumed for each cluster ad each ray withi the cluster. The impulse respose of the multipath model is give by h(t) = G Z P z=0 p=0 α(z, p)δ(t T (z) τ (z, p)) (6) where G is the atteuatio due to log-ormal shadowig, T is the delay of cluster z, α(z, p) ad τ (z, p) represet the gai ad the delay of the multi-path compoet p of cluster z. The cluster ad the path arrival times are modelled accordig to a Poisso arrival process. The path amplitude follows a log-ormal distributio each with arrival rates ad decay factors chose to match differet usage scearios ad to fit lie-of-sight ad o-lie-ofsight cases. More details ca be foud i []. IV. GUARD TIME OPTIMIZATION A. Capacity Calculatio To evaluate the impact of the guard time legth o the system performace, we defie the optimum value of guard time that maximizes the system capacity. The capacity is defied as the maximum of the mutual iformatio (7) C = max I(, Y ) p() I the case of BPSK, the mutual iformatio is maximized for equi-probable symbols. Let us ow compute the mutual iformatio as a fuctio of the bit eergy Eb, the Gaussia oise variace N0 ad the iter-

4 symbol iterferece that is geerated whe the guard time is shorter tha the chael duratio. The mutual iformatio is I(, Y ) = S(Y ) S(Y ) where both etropies are defied as [5] S(Y ) = log πen0 () (9) ad S(Y ) = E[log p(y )] (0) where the probability p(y ) is defied as p(y ) = + π () aj αj,i y bs A + j= s= i= where bs = ±, is the umber of iterferig bits (due to a short guard time), aj is the iterferece amplitude of bit j, αi,j is the bit value equal to ±. Sice there are biary iterfererspwe have that i =... Furthermore, A = SN R = Eb /N0 The, the capacity measured i bit/s/ Hz achieved i the case of BPSK is E log C(Tg ) = Tb B + π y bs A + aj αj,i () j= s= i= / log (πen0 ) where B is the chael badwidth. The Mote Carlo itegratio is eeded to compute C(Tg). The detailed calculatio of capacity is provided i Appedix A. It follows that the optimal guard time legth ca be computed as Tg = arg max C(Tg ) Tg (3) The evaluatio of the argumet i (3) is computatioally itese because it requires a Mote Carlo itegratio for the evaluatio of the expectatio for each sigle value of guard time. Therefore, it is importat to derive a simplified solutio with lower complexity. B. Capacity Optimizatio To begi our aalysis, we cosider i this sectio the capacity of the BPSK UWB system assumig a Gaussia pulse with duratio Tp = 5 s. Ideal kowledge of the chael is assumed at the receiver side. The, the capacity is evaluated assumig the model i Sectio III. I particular, a radomly picked impulse respose withi the class CM is cosidered to obtai the capacity i Fig. 04 Egieerig ad Techology Publishig 90. The capacity has a fuctio of the SNR ad the guard time. As show i Fig., for a certai SNR the capacity depeds o the guard time. The optimal guard time varies for each SNR value although this variatio is more cotaied. I Fig., we cosider a SNR equal to 0 db ad a radomly picked chael impulse respose per class. The capacity icreases as the guard time icreases up to a give value of Tg. The maximum capacity is achieved with the optimal guard time Tg. Iterestigly, the optimal guard time is differet for each chael realizatio. For the CM chael respose, the optimal guard time value is s. This value icreases to 5 s for the CM chael, to s for the CM3 chael ad to s for the CM4 chael. The covex (although ot strictly) behaviour of the capacity ca be explaied by observig that the capacity is depedet o both the guard time ad the iterferece. Whe the guard time legth icreases there is a logarithmic icrease of the capacity with the icrease of the sigal-to iterfereceplus- oise ratio which is however couterbalaced by the liear decrease with the multiplicative factor Tb. Overall, the system capacity with the CM chael model is superior to the system capacity with other chael models. This chael has lower time dispersio so that a shorter guard time is required. Fig.. Capacity vs SNR vs Tg over the CM chael model. We ow tur our attetio to the compariso betwee the covetioal system that uses a guard time loger tha the maximum chael excess delay τmax ad the system with guard time optimally adapted. Assumig the same chael resposes of Fig., we report i Table. II the capacity achieved with the two desig methods. With opti-mal adaptatio of the guard time sigificat performace improvemets are attaiable. The gai factor is equal to 3.3 i the CM chael. This gai icreases to 4.3 i the CM chael, to 5. i the CM3 chael ad to 6.6 i the CM4 chael model. As explaied, the optimal guard time depeds o the chael realizatio. Fig. 3 shows the measured CDF (cumulative distributio fuctio) of the optimal capacity accordig to () whe the guard time is adaptively chose for each chael realizatio. Fig. 4 presets the measured CDF of the optimal guard time accordig to (3). For the CM chael model, the guard time is always shorter tha 6 s.

5 This value icreases to.5 s for the CM chael model, to 4.5 s for the CM3 chael model ad to 0 s for the CM4 chael model. I practice the adaptatio requires that the receiver calculates the value of guard time for a certai chael realizatio ad the it feeds back such a iformatio to the trasmitter. The procedure is applicable i slowly time variat chaels but it is evertheless complex. I order to simplify the approach, i the ext sectios we will describe other approaches. V. REDUCED NUMBER OF GUARD TIME VALUES I order to reduce complexity, we may wat to use a small umber of guard time legths ad adapt amog these values. The idea is to precompute a sigle guard time legth accordig to the chael class we are supposed to operate i. This is possible by choosig the guard time based o the evaluatio of the CDF of the optimal guard time preseted i Fig. 4. We propose that the optimal guard time duratio does ot vary sigificatly withi the same class. Hece, we propose, for a give chael class, to choose a sigle value of guard time for all chael realizatios. The specific guard time is chose to be the value of Tg for which the CDF of the optimal guard time is 99%. We deote this value as Tg i.e., the 99th percetile of the guard time optimal Tg. Alteratively, we ca cosider the media value of the CDF of the optimal guard time. We deote it with Tg. It follows that i both cases, the guard time is selected depedig o the class we are operatig i. Although, for illustrative examples we cosider the statistical WiMedia chael model, the desig approach ca be applied i other applicatio scearios for which a statistical chael model is available. To compare the performace, we defie the relative capacity loss w.r.t. the optimal value, as follows (99%) (50%) Fig.. Capacity vs guard time, SNR=0 db. c = C(Tg ) C(T g ) C(Tg ) (4) where T g is the sub-optimal guard time value. Fig. 5 shows the measured CDF of the relative capacity loss for both guard time selectio methods proposed i this sectio. The results are obtaied i the case of CM chael realizatios. The SNR is fixed to 0 db. The maximum relative capacity loss value is 0. with Tg ad 0. with Tg. The probability of maximum capacity loss achieved with Tg is 0% ad % with Tg. The optimal guard time is obtaied i 0% of cases with Tg ad % of cases with Tg. I the other chael classes, similar results are obtaied. (50%) Fig. 3. CDF of system capacity, SNR=0 db. (99%) (50%) (99%) (50%) TABLE II: CAPACITY COMPARISON (99%) CM CM CM3 CM4 (Tg ) s 5 C(Tg ) (τmax ) s C(τmax ) Fig. 5. CDF of relative capacity loss for two guard time values over the CM chael model, SNR=0 db. VI. ALTERNATIVE METRICS AND OPTIMIZATION METHOD Fig. 4. CDF of capacity optimal guard time, SNR=0 db. 04 Egieerig ad Techology Publishig 9

6 I this sectio, we describe aother methodology to desig the guard time that is based o the cosideratio of alterative metrics. The objective is to defie a quatity that is related to the guard time through a parameter value. The proposed metrics are the RMS delay spread, the received sigal eergy ad a approximatio of capacity that leads to the eergy of the iterferece. The relatio betwee the optimal parameter βλ, the optimal guard time ad the metric L for each chael realizatio is defied as β = fl (Tg, λ) (5) where λ is the value of the metric L, ad fl(.) the fuctio that liks λ, Tg ad β. Now, the method cosists i aalysig the capacity for a certai chael model. Also, the optimal parameters lik the capacity optimal guard time with that obtaied usig the cosidered metric are calculated. As a result, the procedure allows avoidig to compute capacity. Firstly, for a certai chael realizatio the metric λ is computed. The, the guard time is obtaied directly by the parameter β ad the value of the metric as T g = fl (β, λ) (6) The optimizatio method used is summarized as follows Defie the relatio betwee the metric ad the chael characteristics Capacity calculatio usig () Optimal guard time calculatio usig (3) Parameter value calculatio usig (5) Determie oe parameter value for all chael realizatios Guard time calculatio usig (6) Performace evaluatio ad selectio of appropriate metric Calculate the capacity attaiable with the cosidered metric Calculate the relative capacity loss betwee the capacity with optimal guard time ad the capacity with the sub/optimal guard time. The procedure above described, allows us to compare the differet metrics, extract a sub/optimal guard time value, ad compare the attaiable capacity with that achievable with the optimal guard time. We ow describe i detail the cosidered metrics. A. Delay Spread The first proposed metric is the RMS delay spread, defied as sr (τ µ) Ac (τ )dτ (7) 0 R σ= A (τ )dτ c 0 ad the average delay spread is 04 Egieerig ad Techology Publishig 9 R τ Ac (τ )dτ µ = R0 Ac (τ )dτ 0 () where Ac (τ ) = h(τ ) is the chael power delay profile. The delay spread may chage from chael realizatio to chael realizatio ad depeds o the propagatio coditios. Whe Tb σ, the system experieces egligible iter-symbol iterferece. Whe Tb is withi a order of magitude of σ, there will be some iterferece which may or may ot degrade the performace. I geeral, a sigificat fractio of the received eergy is captured withi β µ with β > 0 [6]. Therefore, i this case the metric λ i (5) is the RMS delay spread. The parameter likig the guard time ad the RMS delay spread is give as Tg (9) β = σ Tp where Tg is defied i (3) ad fl i (5) becomes a ratioal fuctio. B. Received Sigal Eergy I this sectio, we defie a parameter that liks the optimal guard time with the sigal eergy that ca be collected i a certai time widow due to the sigal spread itroduced by the multi-path compoets. I detail, the parameter β is the fractio of received sigal eergy that ca be collected i a frame of duratio Tg + Tp, Z Tg +Tp h(τ ) dτ (0) β = 0Z Tc h(τ ) dτ 0 where Tc is the legth of the chael. The parameter value β is takes values i the iterval (0, ]. The metric λ i (5) is the received eergy. I Fig. 6, we show a example of multi-path chael impulse respose together with the dotted curve that represets the CDF of the received sigal eergy as a fuctio of the frame duratio for chael realizatios belogig to CM. Sigificat sigal eergy is captured (with high probability) whe the frame duratio is shorter tha the chael maximum duratio equal to 30 s. Fig. 6. A example of multi-path chael impulse respose ad the CDF of the received sigal eergy.

7 C. System Capacity Approximatio The third parameter for the guard time optimizatio is derived by usig a capacity approximatio formula. This is obtaied whe the iterferece is cosidered Gaussia as follows SIN R log ( + ) Tb B γ CI = () [0.54, 0.7] for CM4 chaels. For SNR= 5 db, the value of β is i the iterval [0., 0.96]. These edpoits of the iterval decrease to [0.79, 0.9] for CM chaels, to [0.70, 0.] for CM3 chaels ad to [0.67, 0.7] for CM4 chaels. For SNR= 0 db, the value of β is i the iterval [0.9, ]. These edpoits of the iterval decrease to [0.4, 0.97] for CM chaels, to [0.76, 0.9] for CM3 chaels ad to [0.7, 0.6] for CM4 chaels. where γ is a gap factor that takes ito accout practical implemetatio costraits. The sub-optimal guard time is obtaied as 0 SIN R T B ) b Tg = arg max ( + () Tg γ A lower boud of () is obtaied through the Beroulli iequality ( + SIN R T B SIN R ) b ( + ) γ Tb B γ (3) A practical simplified method is to use the lower boud i (3) so that the sub-optimal guard time is Tg = arg max 0 Tg SIN R γtb B (4) Fig. 7. CDF of parameter β over the CM chael model. The computatio of the sub-optimal guard time i (4) has a advatage over (3). Firstly, the computatio of the logarithm is avoided. Secodly, (4) requires oly the evaluatio of the iterferece power for differet values of guard time istead of the computatio of the capacity, as i (3). It follows that the parameter that relates the capacity optimal guard time with the sub-optimal oe herei cosidered is defied as β3 = Tg Tg0 (5) where Tg is defied by (3). Fig.. CDF of parameter β over the CM chael model. VII. APPLICATION AND NUMERICAL RESULTS Havig defied the metrics ad the parameters that relate the capacity optimal guard time with that determied with the simplified metric, we ow report umerical results assumig agai the IEEE0.5.3a chael model preseted i Sectio III. To proceed we first study the CDF of β, β ad β3 for each chael class. Based o this, we defie a sigle value of the parameter for each chael class ad for a certai SNR. The, the guard time is adapted to a give chael realizatio by usig the cosidered metric λ ad the predefied parameter β. Fig. 7 shows the measured CDF of the parameter β accordig to (9) over CM chael realizatios. The simulatios are realized for three SNR values. These values correspod to a low, a medium ad a high SNR. For SNR= 0 db, the value of β is i the iterval [0.7, 0.]. These edpoits of the iterval decrease to [0.7, 0.] for CM chaels, to [0.6, 0.73] for CM3 chaels ad to 04 Egieerig ad Techology Publishig 93 Fig. shows the measured CDF of the parameter β accordig to (0). The value of β is i the iterval [0.65, 0.3] i the case of SNR= 0 db. For other chael classes, the value of β is i the iterval [0.55, 0.7] for CM chaels, i the iterval [0.5, 0.77] for CM3 chaels ad i the iterval [0.45, 0.73] for CM4 chaels. I the case of SNR= 5 db, the value of β is i the iterval [0.6, 0.6]. These edpoits of the iterval decrease to [0.5, 0.] for CM chaels, to [0.54, 0.0] for CM3 chaels ad to [0.4, 0.76] for CM4 chaels. I the case of SNR= 0 db, the value of β is i the iterval [0.7, 0.9]. These edpoits of the iterval decrease to [0.6, 0.5] for CM chaels, to [0.5, 0.5] for CM3 chaels ad to [0.5, 0.] for CM4 chaels. Fig. 9 presets the measured CDF of the parameter β3 accordig to (4). For SNR= 0 db, the value of β3 is i the iterval [0.45, 3]. The supremum of the iterval icreases to 3. for CM chaels, to 5.3 for CM3

8 chael ad to 6. for CM4 chaels. For SNR= 5 db, the value of β3 is i the iterval [0.4, 3]. The supremum of the iterval icreases to 3.9 for CM chaels, to 5.4 for CM3 chaels ad to 6.9 for CM4 chaels. For SNR= 0 db, the value of β3 is i the iterval [0.53, 3]. The supremum of the iterval icreases to 4 for CM chaels, to 5.5 for CM3 chaels ad to 7 for CM4 chaels. TABLE V: PARAMETER VALUES, SNR = 0 DB β β β3 CM CM CM CM Fig. 0. CDF of relative capacity loss for all three metrics over CM chael model. The SNR is fixed to 0 db. Fig. 9. CDF of parameter β3 over the CM chael model. Although the parameters deped o the chael class ad o the specific impulse respose realizatio, the value of the parameter β is less variable tha the parameter value β ad β3 for the same SNR. The value of parameter β3 is almost idetical for differet values of SNR. The best performace is offered by the use of the metric related to the RMS delay spread. However to aalyse more deeply the results, the relative capacity loss will be calculated i the ext sectio to validate the proposed approach. A. Parameter Selectio ad Performace Our strategy is to adapt the guard time legth by avoidig the calculatio of the capacity formula. To simplify further the problem, we propose to use a sigle parameter β for a certai class ad SNR. The parameter is determied by takig the media value of the correspodig CDF. We have foud that the resultig system capacity is very close to that attaiable with a capacity optimal guard time. We have tabulated the chose parameter values i Table. III, Table. IV ad Table. V respectively for three SNR levels equal to = 0 db, 5 db ad 0 db. TABLE III: PARAMETER VALUES, SNR = 0 DB β β β3 CM CM CM CM I order to compare the three metrics, the relative capacity loss is reported i Fig. 0. The results are obtaied for SNR= 0 db ad the CM chael model. Fig. 0 shows the measured CDF of the relative capacity loss whe usig the three metrics associated to the parameters β. The delay spread metric ( β) ad the sigal eergy metric (β) provide less capacity loss tha the capacity approximatio metric ( β3). The maximum relative capacity loss value is 0. with β, 0.6 with β ad 0.5 with β3. The probability of maximum capacity achieved with β ad β3 is 5% ad 9% for β3. The optimal guard time is obtaied i 5% of cases with β ad β. Although ot show, with the other chael models, the maximum relative capacity loss value with β is 0.3 i the CM chaels, 0.4 i CM3 chaels ad 0.5 i CM4 chaels. For β, the maximum relative capacity loss value is 0.6 i CM chaels, 0. i CM3 chaels ad 0.9 with the CM4 chael model. For β3, the maximum relative capacity loss value is 0.5 i CM chaels, 0.6 i CM3 chaels ad 0. i CM4 chaels. Although, all three simplified metrics provide small relative capacity losses, the best approach is to use the delay spread metric with the adjustmet parameter β. Although ot show similar coclusios are reached for other SNR values. Fially, it should be oted that the use of the delay spread metric is sigificatly less complex tha determiig the capacity optimal guard time described i Sectio IV. VIII. CONCLUSION TABLE IV: PARAMETER VALUES, SNR = 5 DB β β β3 CM CM CM Egieerig ad Techology Publishig I this paper, we have examied the problem of desigig the guard time i BPSK UWB commuicatios. We have show that the use of a guard time adjusted to the curret chael coditios is beeficial i terms of CM

9 maximizig the system capacity. Ideally, this should be doe by adjustig the guard time to the specific chael impulse respose so that the capacity is maximized. However, this requires a exhaustive guard time search which is a computatioally itese task. Therefore, we have cosidered the use of a costat guard time value for all chael realizatios belogig to a certai chael class. Aother approach is to adapt the guard time to the chael realizatio but such a adaptatio is doe by resortig o a simplified metric, amely the delay spread, the sigal eergy, or a lower boud of the capacity. The resultig guard time is the adjusted by a factor that depeds o the chael class ad operatig SNR. Numerical results for typical idoor UWB chaels have show that a sigificat gai ca be achieved w.r.t. the use of a coservative guard time legth equal to the maximum chael duratio. I particular, the metric based o the delay spread, appropriately adjusted, provides the smallest loss compared to the capacity optimal delay spread. APPENDI A: CAPACITY CALCULATION The mutual iformatio I(,Y) is a fuctio of the sigal power Es ad the oise power N0. The capacity for BPSK depeds o these parameters oly through their ratio, the SNR Es/N0. To show this, we replace Y by Y/N0 to get the model (6) Y = SN R + N, N N (0, N0 ) For otatioal simplicity, set A = SN R We have p(y + ) = exp ( (Y A) /) π (7) p(y ) = exp ( (Y + A) /) π () p(y ) = p(y + ) + p(y ) (9) exp ( (Y + bs A) /) π s= (30) where bs= {, } We ca ow compute I(, Y ) = h(y ) h(y, ) (3) As i [5], we ca show that h (Y ) = h(z ) = / log (πen0 ) We ca ow compute Z (3) h(y ) = log (p(y ))p(y ) by umerical itegratio, pluggig i (). A alterative approach, which is particularly useful for more complicated costellatios ad chael models, is to use Mote Carlo itegratio (i.e., simulatio-based empirical 04 Egieerig ad Techology Publishig the the capacity (34) C = E[log p(y )] / log (πen0 ) " # C = E log exp ( (Y + bi A) /) (35) π i= / log (πen0 ) Capacity with iterferece ) Oe bit iterferece. With oly oe iterferer, we obtai p(y ) = p(y (+, a )) + p(y (+, a )) p(y (, a )) + p(y (, a )) 4 4 where a is the iterferer amplitude (Y A + a ) p(y ) = 4 π (Y A a ) (Y + A + a ) + (Y + A a ) + + the ad p(y ) = averagig) for computig the expectatio h(y )= E[log p(y )]. For this method, we geerate i.i.d. samples Yi usig the model (6), ad the use the estimate h= log p(yi ) (33) 95 (36) (37) (Y A + a ) h(y ) = E log 4 π (Y A a ) + (3) (Y + A + a ) + (Y + A a ) + ) Two bits iterferece. With two iterferers, we obtai p(y ) = p(y (+, a, a )) + p(y (+, a, a )) + p(y (+, a, a )) + p(y (+, a, a )) (39) + p(y (, a, a )) + p(y (, a, a )) + p(y (, a, a )) + p(y (, a, a )) (Y A + a + a ) p(y ) = π (Y A + a a ) + (Y A a a ) +

10 (Y A a + a ) + (Y + A + a + a ) + (Y + A + a a ) + (Y + A a + a ) + (Y + A a a ) + the αj,i (40) [] [] (Y A + a + a ) h(y ) = E log π (Y A + a a ) + (Y A a a ) + (Y A a + a ) + (Y + A + a + a ) + (Y + A + a a ) + (4) (Y + A a + a ) + (Y + A a a ) + 3) bits iterferece. More i geeral, with biary iterferers, we have that h(y ) = E log + π (4) (y b A + aj αj,i ) s j= s= i= It follows that the capacity with BPSK ad biary iterferers ca be obtaied as C = E log + π (44) [3] [4] [5] [6] [7] [] [9] [0] [] [] [3] [4] [5] [6] I. Opperma, M. Hamalaie, ad J. Iiatti, Eds., UWB Theory ad Applicatios. Joh Wiley & Sos Ltd, 004. S. G. Glisic, Advaced Wireless Networks 4G Techologies, Joh Wiley & Sos Ltd, 006. H. Nikookar ad R. Prasad, Itroductio to Ultra Widead for Wireless Commuciatios, Spriger, 009. M. Ghavami, L. B. Michael, ad R. Koho, Ultra Wide Bad: Sigal ad Systems i Commuicatio Egieerig, S. Hito, Ed. Willey, 007. M. Wi ad R. Scholtz, Impulse radio: How it works, Commuicatios Letters, IEEE, vol., o., pp. 36 3, Feb 99. L. Yag ad G. Giaakis, Ultra-widebad commuicatios: A idea whose time has come, Sigal Processig Magazie, IEEE, vol., o. 6, pp. 6 54, Nov 004. K. Witrisal, Nocoheret autocorrelatio detectio of orthogoal multicarrier UWB sigals, i Iteratioal Coferece o UltraWidebad, IEEE, vol., Sept 00, pp MAC-PHY Iterface Specificatio, WiMedia Alliace MACPHY Workig Group Std., 009. Z. Zhao-yag ad L. Li-feg, A ovel OFDM trasmissio scheme with legth-adaptive cyclic prefix, Joural of Zhejiag Uiversity Sciece, vol. 004, pp , 004. A. Toello, S. D Alessadro, ad L. Lampe, Cyclic prefix desig ad allocatio i bit-loaded OFDM over power lie commuicatio chaels, IEEE Trasactios o Commuicatios, vol. 5, o., pp , Nov 00. J. Foerster, Chael modelig sub-comittee report fial, IEEE P0.5 Workig Group for Wireless Persoal Area Networks (WPANs), Tech. Rep., Feb A. M. Toello ad R. Rialdo, Frequecy domai chael estimatio ad detectio for impulse radio systems, i WPMC, Italy, Sep 004. J. Proakis, Digital Commuicatio, Wiley, 00. A. Saleh ad R. Valezuela, A statistical model for idoor multipath propagatio, IEEE Joural o Selected Areas i Commuicatios, vol. 5, o., pp. 37, Feb 97. U. Madhow, Fudametal of Digital Commuicatio, Cambridge Uiversity Pess, 00. A. Goldsmith, Wireless Commuicatio, Staford Uiversity, 005. (43) Abdallah Hamii received M.Sc. degree i sigal, telecommuicatios, image, etworks ad multimedia from the Istitute of Galilée i Paris, Frace, i 009. I March 03, he received PhD degree i electroics ad telecommuicatio, from both the Natioal Istitute of Applied Scieces of Rees (INSA), Frace ad the Uiversity of Udie, Italy. His mai research iterests is o the area of sigal processig ad digital / log (πen0 ) where is the umber of iterferers, aj is the amplitude of the j th iterferig bit, αj,i is a biary value correspodig to the possible combiatios of iterferers with dimesio {, } ad bs = {, }. As a example for = : 04 Egieerig ad Techology Publishig = + REFERENCES aj αj,i ) (y b A + s j= s= i= 96 commuicatios.

11 Jea-Yves Baudais received the M.Sc. degree, ad PhD degree i electrical egieerig from the Natioal Istitute of Applied Scieces of Rees (INSA), Frace, i 997 ad 00 respectively. I 00, he joied the Frech Natioal Cetre for Scietific Research (CNRS), where he is ow researcher i the Istitute for Electroics ad Telecommuicatios of Rees (IETR), Digital Commuicatio Systems team (SCN). His geeral iterests lie i the areas of sigal processig ad digital commuicatios. Curret research focuses o trasmitter desig ad receiver diversity techiques for multiuser ad multicarrier commuicatio icludig space-time codig. He is curretly the head of SCN team. Adrea M. Toello is a Aggregate Professor at the Uiversity of Udie, Italy (sice 003) where he leads the Wireless ad Power Lie Commuicatio Lab. He is also the fouder ad presidet of WiTiKee, a uiversity spioff compay workig i the field of telecommuicatios for the smart grid. From 997 to 00 he has bee with Bell Labs Lucet Techologies firstly as a Member of Techical Staff ad the as a Techical Maager at the Advaced Wireless Techology Laboratory, Whippay, NJ ad the Maagig Director of the Bell Labs Italy divisio. He obtaied the Laurea degree (996, summa cum laude) ad the Doctor of Research degree i electroics ad telecommuicatios (003) from the Uiversity of Padova, Italy. I 03, Dr. Toello received the Italia Full Professor Habilitatio. He was awarded several other recogitio amog which the Lucet Bell Labs Recogitio of Excellece award 04 Egieerig ad Techology Publishig 97 (999), the Distiguished Visitig Fellowship from the Royal Academy of Egieerig, UK (00) ad the Distiguished Lecturer Award by the IEEE Vehicular Techology Society (0-3 ad 03-5). He also received (as co-author) five best paper awards. He is the Vice-chair of the IEEE Commuicatios Society Techical Committee o Power Lie Commuicatios. He serves/ed as a Associate Editor for the IEEE Trasactios o Vehicular Techology (007-03), for the IEEE Trasactios o Commuicatios (sice 0) ad IEEE Access (sice 03). He served as the geeral chair of IEEE ISPLC 0 ad he is the geeral co-chair of IEEE Smart Grid Comm 04. Jea-Fraçois Hélard received his Dipl.- Ig. ad his Ph.D i electroics ad sigal processig from the Natioal Istitute of Applied Scieces (INSA) i Rees, Frace, i 9 ad 99, respectively. From 9 to 997, he was research egieer ad the head of chael codig for the digital broadcastig research group at Frace Telecom Research Ceter i Rees. I 997, he joied INSA, where he is curretly Professor ad Director of Research of the Istitute. He is also Deputy Director of the Rees Istitute for Electroics ad Telecommuicatios (IETR), created i 00 i associatio with the CNRS. His research iterests lie i sigal processig techiques for digital commuicatios, such as space-time ad chael codig, multicarrier modulatio, as well as spread-spectrum ad multi-user commuicatios. He is ivolved i several Europea ad atioal research projects i the fields of digital video terrestrial broadcastig, mobile radio commuicatios ad cellular etworks, power-lie ad ultra-wide-bad commuicatios, cooperative commuicatios ad relayig techiques. Prof. JF. Hélard is a seior member of IEEE, author ad co-author of more tha 00 techical papers i iteratioal scietific jourals ad cofereces, ad holds 4 Europea patets.

A New Space-Repetition Code Based on One Bit Feedback Compared to Alamouti Space-Time Code

A New Space-Repetition Code Based on One Bit Feedback Compared to Alamouti Space-Time Code Proceedigs of the 4th WSEAS It. Coferece o Electromagetics, Wireless ad Optical Commuicatios, Veice, Italy, November 0-, 006 107 A New Space-Repetitio Code Based o Oe Bit Feedback Compared to Alamouti

More information

Adaptive Resource Allocation in Multiuser OFDM Systems

Adaptive Resource Allocation in Multiuser OFDM Systems Adaptive Resource Allocatio i Multiuser OFDM Systems Fial Report Multidimesioal Digital Sigal Processig Malik Meherali Saleh The Uiversity of Texas at Austi malikmsaleh@mail.utexas.edu Sprig 005 Abstract

More information

APPLICATION NOTE UNDERSTANDING EFFECTIVE BITS

APPLICATION NOTE UNDERSTANDING EFFECTIVE BITS APPLICATION NOTE AN95091 INTRODUCTION UNDERSTANDING EFFECTIVE BITS Toy Girard, Sigatec, Desig ad Applicatios Egieer Oe criteria ofte used to evaluate a Aalog to Digital Coverter (ADC) or data acquisitio

More information

Symbol Error Rate Evaluation for OFDM Systems with MPSK Modulation

Symbol Error Rate Evaluation for OFDM Systems with MPSK Modulation Symbol Error Rate Evaluatio for OFDM Systems with MPS Modulatio Yuhog Wag ad Xiao-Pig Zhag Departmet of Electrical ad Computer Egieerig, Ryerso Uiversity 35 Victoria Street, Toroto, Otario, Caada, M5B

More information

Analysis of SDR GNSS Using MATLAB

Analysis of SDR GNSS Using MATLAB Iteratioal Joural of Computer Techology ad Electroics Egieerig (IJCTEE) Volume 5, Issue 3, Jue 2015 Aalysis of SDR GNSS Usig MATLAB Abstract This paper explais a software defied radio global avigatio satellite

More information

A New Design of Log-Periodic Dipole Array (LPDA) Antenna

A New Design of Log-Periodic Dipole Array (LPDA) Antenna Joural of Commuicatio Egieerig, Vol., No., Ja.-Jue 0 67 A New Desig of Log-Periodic Dipole Array (LPDA) Atea Javad Ghalibafa, Seyed Mohammad Hashemi, ad Seyed Hassa Sedighy Departmet of Electrical Egieerig,

More information

LETTER A Novel Adaptive Channel Estimation Scheme for DS-CDMA

LETTER A Novel Adaptive Channel Estimation Scheme for DS-CDMA 1274 LETTER A Novel Adaptive Chael Estimatio Scheme for DS-CDMA Che HE a), Member ad Xiao-xiag LI, Nomember SUMMARY This paper proposes a adaptive chael estimatio scheme, which uses differet movig average

More information

Measurement of Equivalent Input Distortion AN 20

Measurement of Equivalent Input Distortion AN 20 Measuremet of Equivalet Iput Distortio AN 2 Applicatio Note to the R&D SYSTEM Traditioal measuremets of harmoic distortio performed o loudspeakers reveal ot oly the symptoms of the oliearities but also

More information

Cross-Layer Performance of a Distributed Real-Time MAC Protocol Supporting Variable Bit Rate Multiclass Services in WPANs

Cross-Layer Performance of a Distributed Real-Time MAC Protocol Supporting Variable Bit Rate Multiclass Services in WPANs Cross-Layer Performace of a Distributed Real-Time MAC Protocol Supportig Variable Bit Rate Multiclass Services i WPANs David Tug Chog Wog, Jo W. Ma, ad ee Chaig Chua 3 Istitute for Ifocomm Research, Heg

More information

SELEX Elsag. 5/18/2012 R. Pucci SDR 12 WinnComm 1

SELEX Elsag. 5/18/2012 R. Pucci SDR 12 WinnComm 1 SELEX Elsag 5/18/01 R. Pucci SDR 1 WiComm 1 Military BU - SELEX Elsag Possible update of SDR Platforms to COGNITIVE architectures COGNITIVE MANAGER INTERFACE Geolocatio, Voice, Video, etc Applicatio Policy

More information

Comparison of Frequency Offset Estimation Methods for OFDM Burst Transmission in the Selective Fading Channels

Comparison of Frequency Offset Estimation Methods for OFDM Burst Transmission in the Selective Fading Channels Compariso of Frequecy Offset Estimatio Methods for OFDM Burst Trasmissio i the Selective Fadig Chaels Zbigiew Długaszewski Istitute of Electroics ad Telecommuicatios Pozań Uiversity of Techology 60-965

More information

ECE 333: Introduction to Communication Networks Fall Lecture 4: Physical layer II

ECE 333: Introduction to Communication Networks Fall Lecture 4: Physical layer II ECE 333: Itroductio to Commuicatio Networks Fall 22 Lecture : Physical layer II Impairmets - distortio, oise Fudametal limits Examples Notes: his lecture cotiues the discussio of the physical layer. Recall,

More information

Problem of calculating time delay between pulse arrivals

Problem of calculating time delay between pulse arrivals America Joural of Egieerig Research (AJER) 5 America Joural of Egieerig Research (AJER) e-issn: 3-847 p-issn : 3-936 Volume-4, Issue-4, pp-3-4 www.ajer.org Research Paper Problem of calculatig time delay

More information

SIDELOBE SUPPRESSION IN OFDM SYSTEMS

SIDELOBE SUPPRESSION IN OFDM SYSTEMS SIDELOBE SUPPRESSION IN OFDM SYSTEMS Iva Cosovic Germa Aerospace Ceter (DLR), Ist. of Commuicatios ad Navigatio Oberpfaffehofe, 82234 Wesslig, Germay iva.cosovic@dlr.de Vijayasarathi Jaardhaam Muich Uiversity

More information

Combined Scheme for Fast PN Code Acquisition

Combined Scheme for Fast PN Code Acquisition 13 th Iteratioal Coferece o AEROSPACE SCIENCES & AVIATION TECHNOLOGY, ASAT- 13, May 6 8, 009, E-Mail: asat@mtc.edu.eg Military Techical College, Kobry Elkobbah, Cairo, Egypt Tel : +(0) 4059 4036138, Fax:

More information

Application of Improved Genetic Algorithm to Two-side Assembly Line Balancing

Application of Improved Genetic Algorithm to Two-side Assembly Line Balancing 206 3 rd Iteratioal Coferece o Mechaical, Idustrial, ad Maufacturig Egieerig (MIME 206) ISBN: 978--60595-33-7 Applicatio of Improved Geetic Algorithm to Two-side Assembly Lie Balacig Ximi Zhag, Qia Wag,

More information

Spread Spectrum Signal for Digital Communications

Spread Spectrum Signal for Digital Communications Wireless Iformatio Trasmissio System Lab. Spread Spectrum Sigal for Digital Commuicatios Istitute of Commuicatios Egieerig Natioal Su Yat-se Uiversity Spread Spectrum Commuicatios Defiitio: The trasmitted

More information

A Study on Performance Analysis for Error Probability in SWSK Systems

A Study on Performance Analysis for Error Probability in SWSK Systems 556 Tae-Il Jeog, et al.: A STUDY ON PERFORMANCE ANALYSIS FOR ERROR PROBABILITY IN SWSK SYSTEMS A Study o Performace Aalysis for Error Probability i SWSK Systems Tae-Il Jeog, wag-seo Moo, ad Jog-Nam Kim,

More information

Lecture 4: Frequency Reuse Concepts

Lecture 4: Frequency Reuse Concepts EE 499: Wireless & Mobile Commuicatios (8) Lecture 4: Frequecy euse Cocepts Distace betwee Co-Chael Cell Ceters Kowig the relatio betwee,, ad, we ca easily fid distace betwee the ceter poits of two co

More information

A SELECTIVE POINTER FORWARDING STRATEGY FOR LOCATION TRACKING IN PERSONAL COMMUNICATION SYSTEMS

A SELECTIVE POINTER FORWARDING STRATEGY FOR LOCATION TRACKING IN PERSONAL COMMUNICATION SYSTEMS A SELETIVE POINTE FOWADING STATEGY FO LOATION TAKING IN PESONAL OUNIATION SYSTES Seo G. hag ad hae Y. Lee Departmet of Idustrial Egieerig, KAIST 373-, Kusug-Dog, Taejo, Korea, 305-70 cylee@heuristic.kaist.ac.kr

More information

Cancellation of Multiuser Interference due to Carrier Frequency Offsets in Uplink OFDMA

Cancellation of Multiuser Interference due to Carrier Frequency Offsets in Uplink OFDMA Cacellatio of Multiuser Iterferece due to Carrier Frequecy Offsets i Upli OFDMA S. Maohar, V. Tiiya, D. Sreedhar, ad A. Chocaligam Departmet of ECE, Idia Istitute of Sciece, Bagalore 56001, INDIA Abstract

More information

COMPRESSION OF TRANSMULTIPLEXED ACOUSTIC SIGNALS

COMPRESSION OF TRANSMULTIPLEXED ACOUSTIC SIGNALS COMPRESSION OF TRANSMULTIPLEXED ACOUSTIC SIGNALS Mariusz Ziółko, Przemysław Sypka ad Bartosz Ziółko Departmet of Electroics, AGH Uiversity of Sciece ad Techology, al. Mickiewicza 3, 3-59 Kraków, Polad,

More information

High Speed Area Efficient Modulo 2 1

High Speed Area Efficient Modulo 2 1 High Speed Area Efficiet Modulo 2 1 1-Soali Sigh (PG Scholar VLSI, RKDF Ist Bhopal M.P) 2- Mr. Maish Trivedi (HOD EC Departmet, RKDF Ist Bhopal M.P) Adder Abstract Modular adder is oe of the key compoets

More information

Intermediate Information Structures

Intermediate Information Structures Modified from Maria s lectures CPSC 335 Itermediate Iformatio Structures LECTURE 11 Compressio ad Huffma Codig Jo Roke Computer Sciece Uiversity of Calgary Caada Lecture Overview Codes ad Optimal Codes

More information

PHY-MAC dialogue with Multi-Packet Reception

PHY-MAC dialogue with Multi-Packet Reception PHY-AC dialogue with ulti-packet Receptio arc Realp 1 ad Aa I. Pérez-Neira 1 CTTC-Cetre Tecològic de Telecomuicacios de Cataluya Edifici Nexus C/Gra Capità, - 0803-Barceloa (Cataluya-Spai) marc.realp@cttc.es

More information

Adaptive MMSE Rake-Equalizer Receiver Design with Channel Estimation for DS-UWB System

Adaptive MMSE Rake-Equalizer Receiver Design with Channel Estimation for DS-UWB System Adaptive MMSE Rake-Equalizer Receiver Desig with Chael Estimatio for DS-UWB System Departmet of Electric Egieerig, Diwa Uiversity No.87-1, Nashi Li, Madou Tow, Taia Couty 7153, Taiwa, R.O.C. cyj@dwu.edu.tw

More information

The Potential of Dynamic Power and Sub-carrier Assignments in Multi-User OFDM-FDMA Cells

The Potential of Dynamic Power and Sub-carrier Assignments in Multi-User OFDM-FDMA Cells The Potetial of Dyamic Power ad Sub-carrier Assigmets i Multi-User OFDM-FDMA Cells Mathias Bohge, James Gross, Adam Wolisz TU Berli Eisteiufer 5, 1587 Berli, Germay {bohge gross wolisz}@tk.tu-berli.de

More information

Introduction to CPM-OFDM: An Energy Efficient Multiple Access Transmission Scheme

Introduction to CPM-OFDM: An Energy Efficient Multiple Access Transmission Scheme Joural of Commuicatio ad Computer 1 (015) 37-43 doi: 10.1765/1548-7709/015.01.007 D DAVID PUBLISHING Itroductio to CPM-OFDM: A Eergy Efficiet Multiple Access Trasmissio Scheme Mohammad Irfa, Sag Hoo Lee

More information

The Potential of Dynamic Power and Sub-carrier Assignments in Multi-User OFDM-FDMA Cells

The Potential of Dynamic Power and Sub-carrier Assignments in Multi-User OFDM-FDMA Cells The Potetial of Dyamic Power ad Sub-carrier Assigmets i Multi-User OFDM-FDMA Cells Mathias Bohge, James Gross, Adam Wolisz Telecommuicatio Networks Group, TU Berli Eisteiufer 5, 1587 Berli, Germay {bohge

More information

Adaptive Modulation for OFDM Systems J.Faezah 1, and K.Sabira 2

Adaptive Modulation for OFDM Systems J.Faezah 1, and K.Sabira 2 Iteratioal Joural of Commuicatio Networks ad Iformatio Security (IJCNIS) Vol., No., August 9 Adaptive Modulatio for OFDM Systems J.Faezah, ad K.Sabira Cetre for Foudatios Studies ad Extesio Educatio, Multimedia

More information

Introduction to Wireless Communication Systems ECE 476/ECE 501C/CS 513 Winter 2003

Introduction to Wireless Communication Systems ECE 476/ECE 501C/CS 513 Winter 2003 troductio to Wireless Commuicatio ystems ECE 476/ECE 501C/C 513 Witer 2003 eview for Exam #1 March 4, 2003 Exam Details Must follow seatig chart - Posted 30 miutes before exam. Cheatig will be treated

More information

Summary of Random Variable Concepts April 19, 2000

Summary of Random Variable Concepts April 19, 2000 Summary of Radom Variable Cocepts April 9, 2000 his is a list of importat cocepts we have covered, rather tha a review that derives or explais them. he first ad primary viewpoit: A radom process is a idexed

More information

CHAPTER 5 A NEAR-LOSSLESS RUN-LENGTH CODER

CHAPTER 5 A NEAR-LOSSLESS RUN-LENGTH CODER 95 CHAPTER 5 A NEAR-LOSSLESS RUN-LENGTH CODER 5.1 GENERAL Ru-legth codig is a lossless image compressio techique, which produces modest compressio ratios. Oe way of icreasig the compressio ratio of a ru-legth

More information

An Adaptive Image Denoising Method based on Thresholding

An Adaptive Image Denoising Method based on Thresholding A Adaptive Image Deoisig Method based o Thresholdig HARI OM AND MANTOSH BISWAS Departmet of Computer Sciece & Egieerig Idia School of Mies, Dhabad Jharkad-86004 INDIA {hariom4idia, matoshb}@gmail.com Abstract

More information

Measurements of the Communications Environment in Medium Voltage Power Distribution Lines for Wide-Band Power Line Communications

Measurements of the Communications Environment in Medium Voltage Power Distribution Lines for Wide-Band Power Line Communications Measuremets of the Commuicatios viromet i Medium Voltage Power Distributio Lies for Wide-Bad Power Lie Commuicatios Jae-Jo Lee *,Seug-Ji Choi *,Hui-Myoug Oh *, Wo-Tae Lee *, Kwa-Ho Kim * ad Dae-Youg Lee

More information

History and Advancement of the Family of Log Periodic Toothed Planer Microstrip Antenna

History and Advancement of the Family of Log Periodic Toothed Planer Microstrip Antenna Joural of Electromagetic Aalysis ad Applicatios, 2011, 3, 242-247 doi:10.4236/jemaa.2011.36039 Published Olie Jue 2011 (http://www.scirp.org/joural/jemaa) History ad Advacemet of the Family of Log Periodic

More information

Joint Power Allocation and Beamforming for Cooperative Networks

Joint Power Allocation and Beamforming for Cooperative Networks It. J. Commuicatios, etwork ad System Scieces,, 4, 447-45 doi:.436/ijcs..4753 Published Olie July (http://www.scirp.org/joural/ijcs) Joit Power Allocatio ad Beamformig for Cooperative etworks Sodes Maadi,,

More information

Efficient Feedback-Based Scheduling Policies for Chunked Network Codes over Networks with Loss and Delay

Efficient Feedback-Based Scheduling Policies for Chunked Network Codes over Networks with Loss and Delay Efficiet Feedback-Based Schedulig Policies for Chuked Network Codes over Networks with Loss ad Delay Aoosheh Heidarzadeh ad Amir H. Baihashemi Departmet of Systems ad Computer Egieerig, Carleto Uiversity,

More information

A Comparison on FPGA of Modular Multipliers Suitable for Elliptic Curve Cryptography over GF(p) for Specific p Values

A Comparison on FPGA of Modular Multipliers Suitable for Elliptic Curve Cryptography over GF(p) for Specific p Values A Compariso o FPGA of Modular Multipliers Suitable for Elliptic Curve Cryptography over GF(p) for Specific p Values Mark Hamilto, William Marae, Araud Tisserad To cite this versio: Mark Hamilto, William

More information

Fitting Signals into Given Spectrum Modulation Methods

Fitting Signals into Given Spectrum Modulation Methods S-72.333 Post-graduate Course i Radio Commuicatios 2001-2002 Fittig Sigals ito Give Spectrum Modulatio Methods Lars Maura 41747e Lars.maura@hut.fi Abstract Modulatio is the process where the message iformatio

More information

Compound Controller for DC Motor Servo System Based on Inner-Loop Extended State Observer

Compound Controller for DC Motor Servo System Based on Inner-Loop Extended State Observer BULGARIAN ACADEMY OF SCIENCES CYBERNETICS AND INFORMATION TECHNOLOGIES Volume 6, No 5 Special Issue o Applicatio of Advaced Computig ad Simulatio i Iformatio Systems Sofia 06 Prit ISSN: 3-970; Olie ISSN:

More information

4. INTERSYMBOL INTERFERENCE

4. INTERSYMBOL INTERFERENCE DATA COMMUNICATIONS 59 4. INTERSYMBOL INTERFERENCE 4.1 OBJECT The effects of restricted badwidth i basebad data trasmissio will be studied. Measuremets relative to itersymbol iterferece, usig the eye patter

More information

Subcarriers and Bits Allocation in Multiuser Orthogonal Frequency Division Multiplexing System

Subcarriers and Bits Allocation in Multiuser Orthogonal Frequency Division Multiplexing System Sesors & Trasducers, Vol. 168, Issue 4, April 014, pp. 10-15 Sesors & Trasducers 014 by IFSA Publishig, S. L. http://www.sesorsportal.com Subcarriers ad Bits Allocatio i Multiuser Orthogoal Frequecy Divisio

More information

INCREASE OF STRAIN GAGE OUTPUT VOLTAGE SIGNALS ACCURACY USING VIRTUAL INSTRUMENT WITH HARMONIC EXCITATION

INCREASE OF STRAIN GAGE OUTPUT VOLTAGE SIGNALS ACCURACY USING VIRTUAL INSTRUMENT WITH HARMONIC EXCITATION XIX IMEKO World Cogress Fudametal ad Applied Metrology September 6, 9, Lisbo, Portugal INCREASE OF STRAIN GAGE OUTPUT VOLTAGE SIGNALS ACCURACY USING VIRTUAL INSTRUMENT WITH HARMONIC EXCITATION Dalibor

More information

The Firing Dispersion of Bullet Test Sample Analysis

The Firing Dispersion of Bullet Test Sample Analysis Iteratioal Joural of Materials, Mechaics ad Maufacturig, Vol., No., Ma 5 The Firig Dispersio of Bullet Test Sample Aalsis Youliag Xu, Jubi Zhag, Li Ma, ad Yoghai Sha Udisputed, this approach does reduce

More information

A study on the efficient compression algorithm of the voice/data integrated multiplexer

A study on the efficient compression algorithm of the voice/data integrated multiplexer A study o the efficiet compressio algorithm of the voice/data itegrated multiplexer Gyou-Yo CHO' ad Dog-Ho CHO' * Dept. of Computer Egieerig. KyiigHee Uiv. Kiheugup Yogiku Kyuggido, KOREA 449-71 PHONE

More information

Logarithms APPENDIX IV. 265 Appendix

Logarithms APPENDIX IV. 265 Appendix APPENDIX IV Logarithms Sometimes, a umerical expressio may ivolve multiplicatio, divisio or ratioal powers of large umbers. For such calculatios, logarithms are very useful. They help us i makig difficult

More information

Sapana P. Dubey. (Department of applied mathematics,piet, Nagpur,India) I. INTRODUCTION

Sapana P. Dubey. (Department of applied mathematics,piet, Nagpur,India) I. INTRODUCTION IOSR Joural of Mathematics (IOSR-JM) www.iosrjourals.org COMPETITION IN COMMUNICATION NETWORK: A GAME WITH PENALTY Sapaa P. Dubey (Departmet of applied mathematics,piet, Nagpur,Idia) ABSTRACT : We are

More information

BANDWIDTH AND GAIN ENHANCEMENT OF MULTIBAND FRACTAL ANTENNA BASED ON THE SIERPINSKI CARPET GEOMETRY

BANDWIDTH AND GAIN ENHANCEMENT OF MULTIBAND FRACTAL ANTENNA BASED ON THE SIERPINSKI CARPET GEOMETRY ISSN: 2229-6948(ONLINE) DOI: 10.21917/ijct.2013.0095 ICTACT JOURNAL ON COMMUNICATION TECHNOLOGY, MARCH 2013, VOLUME: 04, ISSUE: 01 BANDWIDTH AND GAIN ENHANCEMENT OF MULTIBAND FRACTAL ANTENNA BASED ON THE

More information

Radar emitter recognition method based on AdaBoost and decision tree Tang Xiaojing1, a, Chen Weigao1 and Zhu Weigang1 1

Radar emitter recognition method based on AdaBoost and decision tree Tang Xiaojing1, a, Chen Weigao1 and Zhu Weigang1 1 Advaces i Egieerig Research, volume 8 d Iteratioal Coferece o Automatio, Mechaical Cotrol ad Computatioal Egieerig (AMCCE 7) Radar emitter recogitio method based o AdaBoost ad decisio tree Tag Xiaojig,

More information

A Reduced Complexity Channel Estimation for OFDM Systems with Precoding and Transmit Diversity in Mobile Wireless Channels Hlaing Minn, Dong In Kim an

A Reduced Complexity Channel Estimation for OFDM Systems with Precoding and Transmit Diversity in Mobile Wireless Channels Hlaing Minn, Dong In Kim an A Reduced Complexity Chael Estimatio for OFDM Systems with Precodig ad Trasmit Diversity i Mobile Wireless Chaels Hlaig Mi, Dog I Kim ad Vijay K. Bhargava Departmet of Electrical ad Computer Egieerig,

More information

IEEE P Wireless Personal Area Networks

IEEE P Wireless Personal Area Networks November 6 IEEE P8.5-6-398-3-3c IEEE P8.5 Wireless Persoal Area Networks Project Title IEEE P8.5 Workig Group for Wireless Persoal Area Networks (WPANs) Statistical 6 GHz Idoor Chael Model Usig Circular

More information

Evaluation of turbulent parameters based on angle-of-arrival fluctuation Yang LI 1,Chao GAO 2, Yi-Ming LI 2, Gang YANG 2 & Xiao-Feng LI 2

Evaluation of turbulent parameters based on angle-of-arrival fluctuation Yang LI 1,Chao GAO 2, Yi-Ming LI 2, Gang YANG 2 & Xiao-Feng LI 2 Iteratioal Coferece o Iformatio Techology ad Maagemet Iovatio (ICITMI 15) Evaluatio of turbulet parameters based o agle-of-arrival fluctuatio Yag LI 1,Chao GAO, Yi-Mig LI, Gag YANG & Xiao-Feg LI 1 Accoutig

More information

CFAR DETECTION IN MIMO RADARS USING FUZZY FUSION RULES IN HOMOGENEOUS BACKGROUND

CFAR DETECTION IN MIMO RADARS USING FUZZY FUSION RULES IN HOMOGENEOUS BACKGROUND CFAR DETECTION IN MIMO RADARS USING FUZZY FUSION RULES IN HOMOGENEOUS BACKGROUND Faycal Khaldi 1 ad Faouzi Soltai 2 1,2 Départemet d électroique, Uiversité des Frères Metouri Costatie Costatie 25, Algeria

More information

OPTIMIZED LINK ADAPTATION FOR WIRELESS PACKET COMMUNICATIONS BASED ON DISCRETE-RATE MODULATION AND CODING SCHEMES

OPTIMIZED LINK ADAPTATION FOR WIRELESS PACKET COMMUNICATIONS BASED ON DISCRETE-RATE MODULATION AND CODING SCHEMES OPTIMIZED LIK ADAPTATIO FO WIELE PACKET COMMUICATIO BAED O DICETE-ATE MODULATIO AD CODIG CHEME Jalil eifali Harsii, ad Farshad Lahouti Wireless Multimedia Commuicatios Laboratory chool of Electrical ad

More information

OFDM-BPSK Wireless Communication System Performance under Employment of Generalized Receiver

OFDM-BPSK Wireless Communication System Performance under Employment of Generalized Receiver OFDM-BPSK Wireless Commuicatio System Performace uder Employmet of Geeralized Receiver XUEFEI LI, VYACHESLAV TUZLUKOV School of Electroics Egieerig, College of IT Egieerig Kyugpook Natioal Uiversity 7

More information

ISSN 075-47. : (7) 014 61.371.3.,. (.. ),. (..,.),. E-mail: shramko.adezhda@mail.ru, igor.molokovskiy@gmail.com.,,,,. :,,,,,.,,...,.. []: ; -, ;.,,., ( ),.. : 1) ; ),,.,..,,.. 156 ISSN 075-47. : (7) 014,,.

More information

On Parity based Divide and Conquer Recursive Functions

On Parity based Divide and Conquer Recursive Functions O Parity based Divide ad Coquer Recursive Fuctios Sug-Hyu Cha Abstract The parity based divide ad coquer recursio trees are itroduced where the sizes of the tree do ot grow mootoically as grows. These

More information

ACCEPTED FOR PUBLICATION AT THE EURASIP JOURNAL ON WIRELESS COMMUNICATIONS AND NETWORKING 1

ACCEPTED FOR PUBLICATION AT THE EURASIP JOURNAL ON WIRELESS COMMUNICATIONS AND NETWORKING 1 ACCEPTED FOR PUBLICATIO AT TE EURASIP JOURAL O WIRELESS COMMUICATIOS AD ETWORKIG 1 A Approach to Optimum Joit Beamformig Desig i a MIMO-OFDM Multiuser System Atoio Pascual-Iserte, Aa I. Pérez-eira, ad

More information

Encode Decode Sample Quantize [ ] [ ]

Encode Decode Sample Quantize [ ] [ ] Referece Audio Sigal Processig I Shyh-Kag Jeg Departmet of Electrical Egieerig/ Graduate Istitute of Commuicatio Egieerig M. Bosi ad R. E. Goldberg, Itroductio to Digital Audio Codig ad Stadards, Kluwer

More information

Massachusetts Institute of Technology Dept. of Electrical Engineering and Computer Science Fall Semester, Introduction to EECS 2.

Massachusetts Institute of Technology Dept. of Electrical Engineering and Computer Science Fall Semester, Introduction to EECS 2. Massachusetts Istitute of Techology Dept. of Electrical Egieerig ad Computer Sciece Fall Semester, 006 6.08 Itroductio to EECS Prelab Exercises Pre-Lab#3 Modulatio, demodulatio, ad filterig are itegral

More information

A Dual-Band Through-the-Wall Imaging Radar Receiver Using a Reconfigurable High-Pass Filter

A Dual-Band Through-the-Wall Imaging Radar Receiver Using a Reconfigurable High-Pass Filter JOURNAL OF ELECTROMAGNETIC ENGINEERING AND SCIENCE, VOL. 16, NO. 3, 164~168, JUL. 2016 http://dx.doi.org/10.5515/jkiees.2016.16.3.164 ISSN 2234-8395 (Olie) ISSN 2234-8409 (Prit) A Dual-Bad Through-the-Wall

More information

High-Order CCII-Based Mixed-Mode Universal Filter

High-Order CCII-Based Mixed-Mode Universal Filter High-Order CCII-Based Mixed-Mode Uiversal Filter Che-Nog Lee Departmet of Computer ad Commuicatio Egieerig, Taipei Chegshih Uiversity of Sciece ad Techology, Taipei, Taiwa, R. O. C. Abstract This paper

More information

x y z HD(x, y) + HD(y, z) HD(x, z)

x y z HD(x, y) + HD(y, z) HD(x, z) Massachusetts Istitute of Techology Departmet of Electrical Egieerig ad Computer Sciece 6.02 Solutios to Chapter 5 Updated: February 16, 2012 Please sed iformatio about errors or omissios to hari; questios

More information

Throughput/Delay Analysis of Spectrally Phase- Encoded Optical CDMA over WDM Networks

Throughput/Delay Analysis of Spectrally Phase- Encoded Optical CDMA over WDM Networks Throughput/Delay Aalysis of pectrally Phase- Ecoded Optical over etwors K. Putsri *,. ittichivapa * ad H.M.H.halaby ** * Kig Mogut s Istitute of Techology Ladrabag Departmet of Telecommuicatios Egieerig,

More information

Implementation of OFDM wireless communication model for achieving the improved BER using DWT-OFDM

Implementation of OFDM wireless communication model for achieving the improved BER using DWT-OFDM www.ijecs.i Iteratioal Joural Of Egieerig Ad Computer Sciece ISSN: 2319-7242 Volume 6 Issue 1 Ja. 2017, Page No. 19951-19959 Idex Copericus Value (2015): 58.10, DOI: 10.18535/ijecs/v6i1.17 Implemetatio

More information

Performance Analysis of Channel Switching with Various Bandwidths in Cognitive Radio

Performance Analysis of Channel Switching with Various Bandwidths in Cognitive Radio Performace Aalysis of Chael Switchig with Various Badwidths i Cogitive Radio Po-Hao Chag, Keg-Fu Chag, Yu-Che Che, ad Li-Kai Ye Departmet of Electrical Egieerig, Natioal Dog Hwa Uiversity, 1,Sec.2, Da-Hsueh

More information

信號與系統 Signals and Systems

信號與系統 Signals and Systems Sprig 24 信號與系統 Sigals ad Systems Chapter SS- Sigals ad Systems Feg-Li Lia NTU-EE Feb4 Ju4 Figures ad images used i these lecture otes are adopted from Sigals & Systems by Ala V. Oppeheim ad Ala S. Willsky,

More information

CHAPTER 8 JOINT PAPR REDUCTION AND ICI CANCELLATION IN OFDM SYSTEMS

CHAPTER 8 JOINT PAPR REDUCTION AND ICI CANCELLATION IN OFDM SYSTEMS CHAPTER 8 JOIT PAPR REDUCTIO AD ICI CACELLATIO I OFDM SYSTEMS Itercarrier Iterferece (ICI) is aother major issue i implemetig a OFDM system. As discussed i chapter 3, the OFDM subcarriers are arrowbad

More information

Blind Interference Suppression for DS/CDMA LEO Satellite Communication Systems

Blind Interference Suppression for DS/CDMA LEO Satellite Communication Systems Blid Iterferece Suppressio for DS/CDMA LEO Satellite Commuicatio Systems Stepha Fischer, Berd-Ludwig Weig, Volker Küh, Karl-Dirk Kammeyer Uiversity of Breme - Departmet of Commuicatios Egieerig - P.O.

More information

Design of FPGA Based SPWM Single Phase Inverter

Design of FPGA Based SPWM Single Phase Inverter Proceedigs of MUCEET2009 Malaysia Techical Uiversities Coferece o Egieerig ad Techology Jue 20-22, 2009, MS Garde,Kuata, Pahag, Malaysia MUCEET2009 Desig of FPGA Based SPWM Sigle Phase Iverter Afarulrazi

More information

Research Article A Hybrid Single-Carrier/Multicarrier Transmission Scheme with Power Allocation

Research Article A Hybrid Single-Carrier/Multicarrier Transmission Scheme with Power Allocation Hidawi Publishig Corporatio EURASIP Joural o Wireless Commuicatios ad etworkig Volume 08, Article ID 68032, pages doi:055/08/68032 Research Article A Hybrid Sigle-Carrier/Multicarrier Trasmissio Scheme

More information

ROBUST RADIO RESOURCE ALLOCATION IN LTE NETWORKS BY CHANNEL AND RELAY ASSIGNMENT

ROBUST RADIO RESOURCE ALLOCATION IN LTE NETWORKS BY CHANNEL AND RELAY ASSIGNMENT Joural of Egieerig Sciece ad Techology Vol. 12, No. 7 (2017) 1845-1854 School of Egieerig, Taylor s Uiversity ROBUST RADIO RESOURCE ALLOCATION IN LTE NETWORKS BY CHANNEL AND RELAY ASSIGNMENT R. SANTHAKUMAR*,

More information

信號與系統 Signals and Systems

信號與系統 Signals and Systems Sprig 2 信號與系統 Sigals ad Systems Chapter SS- Sigals ad Systems Feg-Li Lia NTU-EE Feb Ju Figures ad images used i these lecture otes are adopted from Sigals & Systems by Ala V. Oppeheim ad Ala S. Willsky,

More information

Modulation Analysis for Wireless Infrared Communications

Modulation Analysis for Wireless Infrared Communications Modulatio Aalysis for Wireless Ifrared Commuicatios Hyucheol Park ad Joh R. Barry School of Electrical ad Computer Egieerig Georgia Istitute of Techology Atlata, Georgia, 3033-050 ABSTRACT The chael model

More information

Multi-Carrier Transmission over Mobile Radio Channels. Jean-Paul M.G. Linnartz Philips Research and TU/e

Multi-Carrier Transmission over Mobile Radio Channels. Jean-Paul M.G. Linnartz Philips Research and TU/e Multi-Carrier Trasmissio over Mobile Radio Chaels Jea-Paul M.G. Liartz Philips Research ad TU/e Outlie Itroductio to OFDM Discussio of receivers for OFDM ad MC-CDMA Itercarrier Iterferece, FFT Leakage

More information

Estimation of reflection location by the correlation coefficient function

Estimation of reflection location by the correlation coefficient function Acoustics 8 Paris Estimatio of reflectio locatio by the correlatio coefficiet fuctio H. Shibayama a, T. Araya b, Y. Maabe b ad E. Oarura b a Shibaura Istitute of Techology, 3-7-5, Toyosu, Koto-u, 35-8548

More information

Unit 5: Estimating with Confidence

Unit 5: Estimating with Confidence Uit 5: Estimatig with Cofidece Sectio 8.2 The Practice of Statistics, 4 th editio For AP* STARNES, YATES, MOORE Uit 5 Estimatig with Cofidece 8.1 8.2 8.3 Cofidece Itervals: The Basics Estimatig a Populatio

More information

Design of FPGA- Based SPWM Single Phase Full-Bridge Inverter

Design of FPGA- Based SPWM Single Phase Full-Bridge Inverter Desig of FPGA- Based SPWM Sigle Phase Full-Bridge Iverter Afarulrazi Abu Bakar 1, *,Md Zarafi Ahmad 1 ad Farrah Salwai Abdullah 1 1 Faculty of Electrical ad Electroic Egieerig, UTHM *Email:afarul@uthm.edu.my

More information

AC : USING ELLIPTIC INTEGRALS AND FUNCTIONS TO STUDY LARGE-AMPLITUDE OSCILLATIONS OF A PENDULUM

AC : USING ELLIPTIC INTEGRALS AND FUNCTIONS TO STUDY LARGE-AMPLITUDE OSCILLATIONS OF A PENDULUM AC 007-7: USING ELLIPTIC INTEGRALS AND FUNCTIONS TO STUDY LARGE-AMPLITUDE OSCILLATIONS OF A PENDULUM Josue Njock-Libii, Idiaa Uiversity-Purdue Uiversity-Fort Waye Josué Njock Libii is Associate Professor

More information

Using Color Histograms to Recognize People in Real Time Visual Surveillance

Using Color Histograms to Recognize People in Real Time Visual Surveillance Usig Color Histograms to Recogize People i Real Time Visual Surveillace DANIEL WOJTASZEK, ROBERT LAGANIERE S.I.T.E. Uiversity of Ottawa, Ottawa, Otario CANADA daielw@site.uottawa.ca, lagaier@site.uottawa.ca

More information

Beam Pattern Scanning (BPS) versus Space-Time Block Coding (STBC) and Space-Time Trellis Coding (STTC)

Beam Pattern Scanning (BPS) versus Space-Time Block Coding (STBC) and Space-Time Trellis Coding (STTC) It. J. Commuicatios, Network ad System Scieces, 2009, 6, 469-479 doi:10.4236/ijcs.2009.26051 Published Olie September 2009 (http://www.scirp.org/joural/ijcs/). 469 Beam Patter Scaig (BPS) versus Space-Time

More information

Analytic comparison of using FFT and wavelet in IEEE a WLAN based OFDM technique

Analytic comparison of using FFT and wavelet in IEEE a WLAN based OFDM technique Aalytic compariso of usig FFT ad wavelet i IEEE 802.11.a WLAN based OFDM techique Habab Habib Alshammary, Abdel-Rahma Al-Qawasmi Abstract Modulatio techiques play a sigificat role i miimizig the effect

More information

Performance Improvement of Duty-Cycle Division Multiplexing System Utilizing Symbol Coding Customization

Performance Improvement of Duty-Cycle Division Multiplexing System Utilizing Symbol Coding Customization Performace Improvemet of Duty-Cycle Divisio Multiplexig System Utilizig Symbol Codig Customizatio M. N. DERAMAN 1, A. MALEKMOAMMADI, G. GNANAGURUNATAN, M. K. ABDULLA 3, K. DIMYATI 4, K. A. NOORDIN 4 1

More information

Research Article Rate-Optimized Power Allocation for DF-Relayed OFDM Transmission under Sum and Individual Power Constraints

Research Article Rate-Optimized Power Allocation for DF-Relayed OFDM Transmission under Sum and Individual Power Constraints Hidawi Publishig Corporatio EURASIP Joural o Wireless Commuicatios ad Networig Volume 9, Article ID 81478, 11 pages doi:1.1155/9/81478 Research Article Rate-Optimized Power Allocatio for DF-Relayed OFDM

More information

PROJECT #2 GENERIC ROBOT SIMULATOR

PROJECT #2 GENERIC ROBOT SIMULATOR Uiversity of Missouri-Columbia Departmet of Electrical ad Computer Egieerig ECE 7330 Itroductio to Mechatroics ad Robotic Visio Fall, 2010 PROJECT #2 GENERIC ROBOT SIMULATOR Luis Alberto Rivera Estrada

More information

The Detection of Abrupt Changes in Fatigue Data by Using Cumulative Sum (CUSUM) Method

The Detection of Abrupt Changes in Fatigue Data by Using Cumulative Sum (CUSUM) Method Proceedigs of the th WSEAS Iteratioal Coferece o APPLIED ad THEORETICAL MECHANICS (MECHANICS '8) The Detectio of Abrupt Chages i Fatigue Data by Usig Cumulative Sum (CUSUM) Method Z. M. NOPIAH, M.N.BAHARIN,

More information

Broadcasting in Multichannel Cognitive Radio Ad Hoc Networks

Broadcasting in Multichannel Cognitive Radio Ad Hoc Networks 2013 IEEE Wireless Commuicatios ad Networkig Coferece (WCNC): MAC Broadcastig i Multichael Cogitive Radio Ad Hoc Networks Zaw Htike Departmet of Computer Egieerig Kyug Hee Uiversity 1 Seocheo,Giheug, Yogi,

More information

Cross-Entropy-Based Sign-Selection Algorithms for Peak-to-Average Power Ratio Reduction of OFDM Systems

Cross-Entropy-Based Sign-Selection Algorithms for Peak-to-Average Power Ratio Reduction of OFDM Systems 4990 IEEE TRASACTIOS O SIGAL PROCESSIG, VOL. 56, O. 10, OCTOBER 2008 Cross-Etropy-Based Sig-Selectio Algorithms for Peak-to-Average Power Ratio Reductio of OFDM Systems Luqig Wag ad Chitha Tellambura Abstract

More information

Pulse-echo Ultrasonic NDE of Adhesive Bonds in Automotive Assembly

Pulse-echo Ultrasonic NDE of Adhesive Bonds in Automotive Assembly ECNDT 6 - Poster 7 Pulse-echo Ultrasoic NDE of Adhesive Bods i Automotive Assembly Roma Gr. MAEV, Sergey TITOV, Uiversity of Widsor, Widsor, Caada Abstract. Recetly, adhesive bodig techology has begu to

More information

PERFORMANCE OF MULTIBEAM MIMO FOR NLOS MILLIMETER WAVE INDOOR COMMUNICATION SYSTEMS CHAPTER 6

PERFORMANCE OF MULTIBEAM MIMO FOR NLOS MILLIMETER WAVE INDOOR COMMUNICATION SYSTEMS CHAPTER 6 PERFORMANCE OF MULTIBEAM MIMO FOR NLOS MILLIMETER WAVE INDOOR COMMUNICATION SYSTEMS CAPTER 6 1 PERFORMANCE OF MULTIBEAM MIMO FOR NLOS MILLIMETER WAVE INDOOR COMMUNICATION SYSTEMS CAPTER 6 igh data rate

More information

A novel adaptive modulation and coding strategy based on partial feedback for enhanced MBMS network

A novel adaptive modulation and coding strategy based on partial feedback for enhanced MBMS network THE JOURNAL OF CHINA UNIVERSITIES OF POSTS AND TELECOMMUNICATIONS Volume 5, Issue, March 2008 SHENG Yu, PENG Mu-ge, WANG We-bo A ovel adaptive modulatio ad codig strategy based o partial feedback for ehaced

More information

A Novel Small Signal Power Line Quality Measurement System

A Novel Small Signal Power Line Quality Measurement System IMTC 3 - Istrumetatio ad Measuremet Techology Coferece Vail, CO, USA, - May 3 A ovel Small Sigal Power Lie Quality Measuremet System Paul B. Crilly, Erik Leadro Boaldi, Levy Ely de Lacarda de Oliveira,

More information

Optimization of Fractional Frequency Reuse in Long Term Evolution Networks

Optimization of Fractional Frequency Reuse in Long Term Evolution Networks 2012 IEEE Wireless Commuicatios ad Networkig Coferece: Mobile ad Wireless Networks Optimizatio of Fractioal Frequecy Reuse i Log Term Evolutio Networks Dimitrios Bilios 1,2, Christos Bouras 1,2, Vasileios

More information

NOISE IN A SPECTRUM ANALYZER. Carlo F.M. Carobbi and Fabio Ferrini Department of Information Engineering University of Florence, Italy

NOISE IN A SPECTRUM ANALYZER. Carlo F.M. Carobbi and Fabio Ferrini Department of Information Engineering University of Florence, Italy NOISE IN A SPECTRUM ANALYZER by Carlo.M. Carobbi ad abio errii Departet of Iforatio Egieerig Uiversity of lorece, Italy 1. OBJECTIVE The objective is to easure the oise figure of a spectru aalyzer with

More information

Data Acquisition System for Electric Vehicle s Driving Motor Test Bench Based on VC++ *

Data Acquisition System for Electric Vehicle s Driving Motor Test Bench Based on VC++ * Available olie at www.sciecedirect.com Physics Procedia 33 (0 ) 75 73 0 Iteratioal Coferece o Medical Physics ad Biomedical Egieerig Data Acquisitio System for Electric Vehicle s Drivig Motor Test Bech

More information

WAVE-BASED TRANSIENT ANALYSIS USING BLOCK NEWTON-JACOBI

WAVE-BASED TRANSIENT ANALYSIS USING BLOCK NEWTON-JACOBI WAVE-BASED TRANSIENT ANALYSIS USING BLOCK NEWTON-JACOBI Muhammad Kabir McGill Uiversity Departmet of Electrical ad Computer Egieerig Motreal, QC H3A 2A7 Email: muhammad.kabir@mail.mcgill.ca Carlos Christofferse

More information

Resource Allocation in Downlink MIMO-OFDMA with Proportional Fairness

Resource Allocation in Downlink MIMO-OFDMA with Proportional Fairness 8 JOURAL OF COUICATIOS VOL. 4 O. FERUARY 009 Resource Allocatio i Dowli IO-OFDA with Proportioal Fairess i Da ad Chi Chug o Departmet of Electrical ad Computer Egieerig atioal Uiversity of Sigapore Email:{dabi

More information

Optimal Geolocation Updating for Location Aware Service Provisioning in Wireless Networks

Optimal Geolocation Updating for Location Aware Service Provisioning in Wireless Networks Optimal Geolocatio Updatig for Locatio Aware Service Provisioig i Wireless Networks Siri Tekiay Amer Catovic tekiay@adm.jit.edu axc4466@jit.edu New Jersey Istitute of Techology Uiversity Heights, Newark,

More information

Laboratory Exercise 3: Dynamic System Response Laboratory Handout AME 250: Fundamentals of Measurements and Data Analysis

Laboratory Exercise 3: Dynamic System Response Laboratory Handout AME 250: Fundamentals of Measurements and Data Analysis Laboratory Exercise 3: Dyamic System Respose Laboratory Hadout AME 50: Fudametals of Measuremets ad Data Aalysis Prepared by: Matthew Beigto Date exercises to be performed: Deliverables: Part I 1) Usig

More information