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

Size: px
Start display at page:

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

Transcription

1 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 Sakyuk-dog, Buk-gu, Daegu 7-7 SOUTH KOREA riaa@hotmail.com, tuzlukov@ee.ku.ac.kr Astract: - I this paper, we discuss the performace of the orthogoal frequecy divisio multiplexig (OFDM) wireless commuicatio systems usig the iary phase shift keyig (BPSK) modulatio over Rayleigh fadig chael implemetig the geeralized receiver (GR) costructed i accordace with the geeralized approach to sigal processig i oise. We compare OFDM-BPSK wireless commuicatio systems ased o the Neyma-Pearso receiver ad GR. The relied aalysis ad simulatio results demostrate a superiority of GR implemetatio i OFDM-BPSK wireless commuicatio systems i compariso with the Neyma-Pearso oe. Key-Words: - Geeralized receiver; orthogoal frequecy divisio multiplexig (OFDM); iary phase shift keyig (BPSK); Neyma-Pearso receiver; sigal-to-oise ratio (SNR); proaility of error. Itroductio Orthogoal frequecy divisio multiplexig (OFDM) is a multicarrier modulatio techique. This approach is widely used i wireless commuicatio systems. With growth i the umer of moile users, the requiremets for high data rate i wireless commuicatio systems have ee sharply icreased. Sice OFDM techique esures high data trasmissio rate ad high adwidth efficiecy, it has ecome a potetial research techology. I geeral, there are several data modulatio schemes that are used with OFDM, such as the iary phase shift keyig (BPSK), the quadrature phase shift keyig (QPSK), ad the quadrature amplitude modulatio (QAM). Differet modulatio schemes have differet code rate. Additive white Gaussia oise (AWGN) chael, Rayleigh fadig chael, ad Ricia chael are usually cosidered uder aalysis of wireless commuicatio systems. There are a large umer of joural papers devoted to ivestigatio of OFDM techique i wireless commuicatio systems usig the aove metioed chael models [-]. Owig to high performace, the OFDM wireless commuicatio systems are ivestigated itesively. Various chael estimatio ad diversity techiques are proposed to ehace the performace of OFDM wireless commuicatio systems [-]. The chael estimatio for OFDM systems ased o lock-type pilot arragemet is a very useful ad efficiet method [4]. This techique is ased o the least square (LS) method or miimum mea-square error (MMSE) method. I this paper, we ivestigate the performace of OFDM wireless commuicatio systems applyig the geeralized receiver (GR) desiged ased o the geeralized approach to sigal processig i oise. GR is a liear comiatio of the Neyma-Pearso (NP) receiver that is optimal for detectio of sigals with kow parameters ad the eergy receiver that is optimal for detectio of sigals with ukow parameters [5-7]. This comiatio allows us to make a decisio a yes sigal or a o sigal i the iput process ased o aalysis of the joitly sufficiet statistics of the mea ad variace of the likelihood fuctio. The Neyma-Pearso (NP) receiver is ased o defiitio of sufficiet statistics of the likelihood mea oly. The eergy receiver is ased o defiitio of sufficiet statistics of the likelihood fuctio variace oly. Thus, the GR delivers us more iformatio aout the likelihood fuctio i the form of the joitly sufficiet statistics of the mea ad variace. This paper is orgaized as follows. The asic priciples of OFDM wireless commuicatio system model are discussed i Sectio. We recall riefly ISBN:

2 Fig. OFDM-BPSK trasmitter the mai fuctioig priciple of the GR i Sectio. The performace of the OFDM-BPSK wireless commuicatio system employed GR is ivestigated i the Sectio 4. Simulatio results are discussed i the Sectio 5. Fially, some coclusios are made i Sectio 6. System Model. Trasmitter The trasmitter lock diagram of OFDM-BPSK wireless commuicatio system is show i Fig. [8]. I order to maitai the orthogoality characteristic of the carriers, the iput data should e modulated firstly. Pilot symol isertio is used to estimate the chael. At the trasmitter, the sigal is defied i the frequecy domai. The complemet of iverse discrete Fourier trasform (IDFT) allows us to covert the frequecy domai ito the time domai. The asead BPSK-OFDM trasmitted sigal ca e preseted i the followig form: N ( ) j t / T x t X e t T, () where N deotes the umer of arrowad chaels, T is a pulse duratio, ad X is the BPSK message sigal trasmitted over the th suchael.. Chael Model The asead sigal at the receiver iput i OFDM- BPSK wireless commuicatio system ca e preseted i the followig form: Y HX N, () where X is the asead trasmitted sigal matrix, H is the chael matrix, elemets of which are the chael respose, ad N is the oise matrix, elemets of which are AWGN with zero mea ad the variace. Rayleigh fadig chael model is applicale whe there is o lie of sight commuicatio chael. Owig to Rayleigh fadig, the elemets of the chael matrix H are distriuted i accordace with Rayleigh law. I additio, applyig the cetral limit theorem, each path of Rayleigh fadig ca e modeled as the circularly symmetric complex Gaussia radom variale [9]. I this case, the elemets of chael matrix ca e preseted i the followig form: H x ix re where r ad the chael matrix elemets distriuted; limits of the iterval i m, () are the amplitude ad phase of H, r is Rayleigh m is uiformly distriuted withi the -, ; ad x ad x are the zero mea idepedet ad idetically distriuted (i.i.d.) Gaussia radom variales with variace.. Geeralized Receiver (GR) Accordig to the geeralized approach to sigal processig (GASP) i oise, GR has two iput liear systems that ca e preseted i the form, for example, of the adpass filters, amely, the prelimiary filter (PF) ad the additioal filter (AF). PF is detued with respect to AF y the cetral or resoat frequecy o the value 4~5 times the sigal adwidth. Owig to this coditio, there are additive mixture of sigal ad oise at the PF output ad oly the oise at the AF output. The oise formig at the AF output is called the referece oise. The model sigal geerator (MSG) is used to geerate the referece sigal or model sigal i the GR. The GR flowchart is preseted i the Fig.. At GR iput, there is oly oise w [ ] uder H ad oise ad sigal s[ ] w[ ] uder H. Because the AF ad the PF are the liear systems, we ca oserve the Gaussia oise at the AF ad the PF outputs if the oise is the Gaussia oise at the AF ad the PF iputs. The output oise at the PF ad the AF take the followig form: PF AF N [ ] h [ ] w [ ] PF (4) N [ ] h [ ] w [ ] (5) If the GR iput oise is AWGN with zero mea ad two-sided power spectral desity N /, the oise at the AF ad PF outputs is also Gaussia with zero mea ad variace give y []: N = 8 F, (6) AF ISBN:

3 Fig. Geeralized Receiver (GR) where is the resoace frequecy, i the case of PF ad AF are the RLC oscillatory circuits with the resoace amplitude-frequecy respose, is equal to / LC, ad F is the adwidth of PF that ca e preseted i the followig form: R F,. (7) L Chael Estimatio I OFDM wireless commuicatio system, the estimatio of chael matrix is ecessary ecause the radio chael is time-varyig multiple fadig ad selective fadig is preseted i the time domai ad frequecy []. We ca estimate the chael usig pilot symols. This pilot chael estimatio has ee developed uder assumptio aout slow fadig chael i wireless commuicatio system. The chael estimatio for this pilot arragemet ca use the least square (LS) or miimum mea square error (MMSE) techiques to otai the chael estimatio at the pilot locatios. Employmet of MMSE techique to otai the chael iformatio allows us to otai the etter performace i compariso with usig the LS procedure []. Usig the pilot chael estimatio techology ased o MMSE, we ca preset the estimatio of chael gai matrix i the followig from [] H H MMES = R + HH RHH XX H LS, (8) H where R E HH HH is the autocorrelatio matrix of the chael, ad H ˆ LS is the chael estimatio ased o LS method ca e preseted i the followig form []: ˆ LS H H + X N. (9) Accordig to the [], the chael estimatio ca e modeled as the true chael. Thus, it ca e modeled as the adpass statioary complex Gaussia process with zero mea. Hece, the elemets of the estimated chael matrix ca e preseted i the followig form: i Hm x ix4 r e, () where r ad are the amplitude ad phase of the elemets of the estimated chael matrix H, r is Rayleigh distriuted, is uiformly distriuted withi the limits of the iterval -,, ad x ad x4 are the i.i.d. Gaussia radom variales with zero mea ad variace []. As follows from () ad (6), we ca defie the variaces of chael matrix elemets ad the elemets of the estimated chael matrix i the followig form: E H m E x E x, () E Hˆ m E x E x 4. () It is easy to see that E[ xx ] ad E[ xx4]. ad, The cross-correlatios etwee x, x x x 4 ca e preseted i the followig form: * Ex x Exx4 Re E HmH m, () Also, the cross-correlatios etwee x, x4 ad x, x ca e preseted i the followig form: Im * m m E x x4 E xx E H H. (4) Hece, we ca defie the correlatio coefficiets i the followig form []:,. (5) The joit proaility desity fuctio (pdf) of ( x, x, x, x ) ca e preseted i the followig form: 4 p( x, x, x, x4 ) exp ( ) T x x, (6) where vector x ( x, x, x, x4 ), is the crosscorrelatio matrix ca e preseted i the followig form. (7) ISBN:

4 Hece, the joit proaility desity fuctio (pdf) of polar coordiate ( r, r, ) ca e preseted i the followig form: rr p( r, r, ) ( ) where. r exp ( ) r r r cos si (8) 4 Performace Aalyses The average SNR at the GR output ca e determied i the followig form [6]: q. (9) The error proaility for wireless commuicatio system i AWGN chaels with BPSK modulatio at GR output whe N is give y [4]: E P Q log ( M ), () Q( ) is the Gaussia Q -fuctio ad M. Hece, the error proaility at GR output i AWGN chaels with BPSK modulatio ca e rewritte as the form of, r cos P( r ) Q, () I the case of Rayleigh fadig chael, the proaility of error is defied i the followig form [5]: P p( r, r, ) P ( r, ) ddr dr. () Sustitutig the (8) ad () ito (), we ca otai the proaility of error uder employmet of GR i wireless commuicatio systems with Rayleigh fadig chael ad BPSK modulatio i the followig form P GD q q q. () Tale Simulatio Parameters Parameters Sigal Costellatio Chael Model Average SNR (the real part of the correlatio coefficiet etwee chael matrix ad estimated chael matrix) (the imagiary part of the correlatio coefficiet etwee chael matrix ad estimated chael matrix) Specificatios BPSK Rayleigh Fadig chael q db.95. Neyma-Pearso receiver uder the same coditios. The simulatios is ased o IEEE 8.la wireless local area etwork (WLAN) stadard [6]. For simplicity sake, we cosider oly BPSK modulatio. The system parameters used i the simulatio are preseted i Tale. Simulatio results for the case of sigle-carrier arrowad chael are preseted i the Fig.. From Fig., we see that the proaility of error is a fuctio of the correlatio coefficiet. Whe is equal to, the OFDM-BPSK wireless commuicatio system either uder employmet of the Neyma-Pearso receiver or GR presets the est performace. Whe the proaility of error is approximately equal to, the SNR gai i favor of GR employmet is more tha 6 db i compariso with the Neyma-Pearso receiver. With decreasig 5 Simulatio Results I this sectio, we preset simulatio results for the OFDM-BPSK wireless commuicatio system employig the GR ad compare it with the OFDM- BPSK wireless commuicatio system usig the Fig. Performace of OFDM-BPSK system ISBN:

5 from to.95, a superiority of GR employmet i OFDM-BPSK wireless commuicatio system is kept, ut the proaility of error is icreased. For example, at.99, we oserve that the SNR gai i favor of GR i compariso with the Neyma-Pearso receiver is approximately equal to 7dB, ut the proaility of error is equal to. At.95, compared with the Neyma-Pearso receiver, the SNR gai is approximately equal to 5.8 db, ut the proaility of error is equal to oly. Fig.4 presets the error proaility of OFDM- BPSK wireless commuicatio system as a fuctio of average SNR whe is fixed, for example, ad is the variale parameter. With icreasig i, the error proaility decreases. The superiority of GR employmet i OFDM-BPSK wireless commuicatio systems i compariso with the Neyma-Pearso receiver is ovious. At., whe the error proaility is equal to, we oserve that the SNR gai is approximately equal to 6dB i compariso with Neyma-Pearso receiver. The OFDM-BPSK wireless commuicatio system as a fuctio of correlatio coefficiet at the fixed has the same character whe, is the variale. With decreasig i from. to, the proaility of error is icreased. For example, at, we see that the SNR gai i favor of GR employmet i compariso with the Neyma- Pearso receiver is more tha 5 db, ut the.8 proaility of error is equal to. Fig.4 Performace of OFDM-BPSK system = for aout 6 db at the error proaility equal to whe. With decreasig i the correlatio coefficiets ad, we oserve a superiority of GR implemetatio i OFDM-BPSK wireless commuicatio system i compariso with the Neyma-Pearso receiver, ut the proaility of error is icreased. The correlatio coefficiets ad play a very importat role to defie the OFDM-BPSK wireless commuicatio system performace uder implemetatio of oth the GR ad Neyma-Pearso receiver. Ackowledgmet This research was supported y Kyugpook Natioal Uiversity Research Grat, 6 Coclusios I this paper, we study the error proaility performace of OFDM-BPSK wireless commuicatio system employig oth the Neyma-Pearso receiver ad GR. We defie the error proaility of OFDM-BPSK wireless commuicatio system as a fuctio of correlatio coefficiets ad, which are the correlatio coefficiet etwee the elemets of the chael matrix ad estimated chael matrix. Uder employmet of the GR i OFDM-BPSK wireless commuicatio system there is a superiority i compariso with implemetatio of the Neyma- Pearso receiver. SNR gai is for aout 6 db at the error proaility equal to whe, ad Refereces [] L. Wa, V. K. Duey, Bit Error Proaility of OFDM System Over Frequecy Noselective Fast Rayleigh Fadig Chaels, IEEE Electroics Letters, Vol.6, No.5, July, pp.6-7. [] J. Lu, T. Tjhug, F. Adachi ad C. L. Huag, BER Performace of OFDM-MDPSK System i Frequecy Selective Ricia Fadig with Diversity Receptio, IEEE Tras. o Vehicular Techology, Vol.49, No.4, July, pp [] Y. H. Kim, I. Sog, H. G. Kim, T. Chag, ad H. M. Kim, Performace Aalysis of a Coded OFDM System i Time-Varyig Multipath Rayleigh Fadig Chaels, IEEE Trasactios o Vehicular Techology, Vol.48, No.5, Septemer 999, pp ISBN:

6 [4] S. Varade ad K. Kulat, BER Compariso of Rayleigh Fadig, Ricia Fadig ad AWGN Chael usig Chaotic commuicatio ased MIMO-OFDM System, Iteratioal Joural of Soft Computig ad Egieerig (IJSCE), Vol., No.6, Jauary, pp [5] M. K. Mishra ad N. Sood, SER Aalysis of OFDM System over Rayleigh Fadig Chael, Iteratioal Joural of Computer Applicatios, Vol., No.6, May, pp [6] M. Russell ad G. L. Stuer, Iterchael Iterferece Aalysis of OFDM i a Moile Eviromet, IEEE Vehicular Techology Cof, Chicago, IL July 995, Vol., pp [7] R. Craciuescu, S. Haluga ad O. Fratu, Performaces of LMS/NLMS Algorithms For CDMA RAKE Receivers, th Iteratioal Coferece o Telecommuicatio i Moder Satellite Cale ad Broadcastig Services (TELSIKS), 5-8 Oct, Nis, Seria, Vol., pp [8] N. Sood, A. K. Sharma, M. Uddi, BER Performace of OFDM-BPSK ad QPSK over Nakagamim Fadig Chaels, Proc. of d IEEE Iteratioal Advace Computig Coferece, IACC-, Fe., pp [9] A. Katariya, A. Yadav ad N. Jai, Performace Elevatio Criteria for OFDM uder AWGN Fadig Chael usig IEEE 8.a, Iteratioal Joural of Soft Computig ad Egieerig (IJSCE), Vol., No., July, pp. -. [] R. Craciuescu ad S. Haluga, Guard Iterval Effect o OFDM/BPSK Trasmissios over Fadig Chaels, th Telecommuicatios forum TELFOR, [] M. Hsieh ad C. Wei, Chael Estimatio for OFDM Systems Based o Com-Type Pilot Arragemet i Frequecy Selective Fadig Chaels, IEEE Trasactios o Cosumer Electroics, Vol. 44, No., Feruary 998. [] A. K. Sadek, W. Su ad K. J. R. Liu, Diversity Aalysis for Frequecy-Selective MIMO- OFDM Systems with Geeral Spatial ad Temporal Correlatio Model, IEEE Trasactios o Commuicatios, Vol. 54, No. 5, May 6, pp [] Y. Zhao ad A. Huag, A Novel Chael Esti- Matio Method for OFDM Moile Commui- Catios Systems Based o Pilot Sigals ad Trasform Domai Processig, i Proc. IEEE 47 th Vehicular Techology Coferece, Phoeix, USA, May 997, pp [4] Y. Li, Pilot-Symol-Aided Chael Estimatio for OFDM i Wireless Systems, IEEE Trasactios o Vehicular Techology, Vol. 49, No.4, July. [5] V. Tuzlukov, A New Approach to Sigal Dete- Ctio Theory, Digital Sigal Processig, Vol. 8, No., pp , 998. [6] V. Tuzlukov, Sigal Detectio Theory, Spriger - Verlay, New York,. [7] V. Tuzlukov, Sigal Processig Noise, CRC Press, Boca Rato,. [8] A. R. S. Bahai, B. R. Saltzerg, Multicarrier Digital Commuicatios: Theory ad Applicatios of OFDM, Kluwer Academic/ Pleum, 999. [9] M. S. Islam, G. R. Barai ad A. Mahmood, Performace Aalysis of Differet Modulatio Schemes usig OFDM Techiques i Rayleigh Fadig Chael, IJFPS, Vol., No., March, pp. 7. [] V. Tuzlukov, Sigal Processig y Geeralized Receiver i DS-CDMA Wireless Commui-catio Systems with Frequecy- Selective Chaels, Circuits Syst Sigal Process, Vol., No.6,, pp.97. [] S. Coleri, M. Erge, A. Puri ad A. Bahai, Chael Estimatio Techiques Based o Pilot Arragemet i OFDM Systems, IEEE Trasactios O Broadcastig, Vol. 48, No., Septemer, pp. -9 [] M. X. Chag ad Y. T. Su, Performace Aalysis of Equalized OFDM Systems i Rayleigh Fadig, IEEE Trasactios o Wireless Commuicatios, Vol., No.4, Octoer, pp.7-7. [] M. X. Chag ad Y. T. Su, Model-Based Chael Estimatio for OFDM Sigals i Rayleigh Fadig, IEEE trasactios o commuicatios, Vol. 5, No. 4, April, pp [4] V. Tuzlukov, MPAM Sigal Processig y Geeralized Receiver uder Nakagami Fadig, Joural of Commuicatio ad Computer. No.8,, pp [5] M. K. Simo ad M. S. Alouii, Digital Commuicatio over Fadig Chaelsr. Eglewood Cliffs, NJ: Pretice Hall, 995. [6] R. Va Nee, ad R. Prasad, OFDM for Wireless Multimedia Commuicatios,Artech House,. ISBN:

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

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

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

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

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

An Efficient Adaptive Modulation Scheme for Wireless OFDM Systems

An Efficient Adaptive Modulation Scheme for Wireless OFDM Systems A Efficiet Adaptive Modulatio Scheme for Wireless OFDM Systems Chag Wook Lee ad Gi Joo Jeo A adaptive modulatio scheme is preseted for multiuser orthogoal frequecy-divisio multiplexig systems. The aim

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

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

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

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

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

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

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

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

PERFORMANCE COMPARISON BETWEEN MC-CDMA AND DS-CDMA SYSTEMS FOR AWGN AND RAYLEIGH FADING CHANNEL

PERFORMANCE COMPARISON BETWEEN MC-CDMA AND DS-CDMA SYSTEMS FOR AWGN AND RAYLEIGH FADING CHANNEL ISSN: 2278 99X Volume, Issue 11, November 215 PERFORMANCE COMPARISON BETWEEN MC-CDMA AND DS-CDMA SYSTEMS FOR AWGN AND RAYLEIGH FADING CHANNEL R.Ramalakshmi, S.Karthikeya Abstract- The latest techology

More information

Comparison of RLS&LMS Algorithms for OFDM Systems

Comparison of RLS&LMS Algorithms for OFDM Systems Iteratioal Joural of Emergig Techology ad Advaced Egieerig Compariso of RLS&LMS Algorithms for OFDM Systems Vidya S.Bhosale 1, V. N. Ghodke 2 1 PG Studet, 2 Assistat Professor, Departmet of E&TC, Pue Uiversity,

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

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

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

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

Antenna Diversity Techniques for a Single Carrier System with Frequency Domain Equalization An Overview

Antenna Diversity Techniques for a Single Carrier System with Frequency Domain Equalization An Overview Atea Diversity Techiques for a Sigle Carrier System with Frequecy Domai Equalizatio A Overview. Witschig, G. Strasser,. Weigel, A. Spriger Istitute for Commuicatios ad Istitute for Techical Electroics

More information

Adaptive Channel Estimation Techniques for MIMO OFDM Systems

Adaptive Channel Estimation Techniques for MIMO OFDM Systems (IJACSA) Iteratioal Joural of Advaced Computer Sciece ad Applicatios, Adaptive Chael Estimatio Techiques for MIMO OFDM Systems Md. Masud Raa Dept. of Electroics ad Radio Egieerig Kyug ee Uiversity South

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

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

Handbook of Research on Software-Defined and Cognitive Radio Technologies for Dynamic Spectrum Management

Handbook of Research on Software-Defined and Cognitive Radio Technologies for Dynamic Spectrum Management Hadoo of Research o Software-Defied ad Cogitive Radio Techologies for Dyamic Spectrum Maagemet Naima Kaaouch Uiversity of North Daota, USA We-Che Hu Uiversity of North Daota, USA A volume i the Advaces

More information

IJSER. S.A.Yuvaraj 1,K.Periyar Selvam 2 K.R.Jayachitra 3

IJSER. S.A.Yuvaraj 1,K.Periyar Selvam 2 K.R.Jayachitra 3 Iteratioal Joural of Scietific & Egieerig Research, Volume 5, Issue 4, April14 18 Adaptive Chael Estimatio Techiques for MIMO OFDM Systems S.A.Yuvaraj 1,K.Periyar Selvam 2 K.R.Jayachitra 3 Abstract I this

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

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

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

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

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

DIGITALLY TUNED SINUSOIDAL OSCILLATOR USING MULTIPLE- OUTPUT CURRENT OPERATIONAL AMPLIFIER FOR APPLICATIONS IN HIGH STABLE ACOUSTICAL GENERATORS

DIGITALLY TUNED SINUSOIDAL OSCILLATOR USING MULTIPLE- OUTPUT CURRENT OPERATIONAL AMPLIFIER FOR APPLICATIONS IN HIGH STABLE ACOUSTICAL GENERATORS Molecular ad Quatum Acoustics vol. 7, (6) 95 DGTALL TUNED SNUSODAL OSCLLATOR USNG MULTPLE- OUTPUT CURRENT OPERATONAL AMPLFER FOR APPLCATONS N HGH STABLE ACOUSTCAL GENERATORS Lesław TOPÓR-KAMŃSK Faculty

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

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

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

Modified OFDM Model Based on Sub-Sliding Window Technique

Modified OFDM Model Based on Sub-Sliding Window Technique wwwccseetorgcis Computer ad Iformatio Sciece Vol, o ; Jauary Modified OFDM Model Based o Sub-Slidig Widow Techique Salih Mohammed Salih Electrical Egieerig Departmet, College of Egieerig, Uiversity of

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

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

A NEW DISCRETE HARTLEY TRANSFORM PRECODING BASED INTERLEAVED-OFDMA UPLINK SYSTEM WITH REDUCED PAPR FOR 4G CELLULAR NETWORKS

A NEW DISCRETE HARTLEY TRANSFORM PRECODING BASED INTERLEAVED-OFDMA UPLINK SYSTEM WITH REDUCED PAPR FOR 4G CELLULAR NETWORKS Joural of Egieerig Sciece ad Techology Vol. 6, No. 6 (211) 685-694 School of Egieerig, Taylor s Uiversity A NEW DISCRETE HARTLEY TRANSFORM PRECODING BASED INTERLEAVED-OFDMA UPLINK SYSTEM WITH REDUCED PAPR

More information

A Research on Spectrum Allocation Using Optimal Power in Downlink Wireless system

A Research on Spectrum Allocation Using Optimal Power in Downlink Wireless system Iteratioal Research Joural of Egieerig ad Techology (IRJET) e-iss: 2395-0056 Volume: 03 Issue: 04 Apr-206 www.irjet.et p-iss: 2395-0072 A Research o Spectrum Allocatio Usig Optimal Power i Dowli Wireless

More information

Comparison of Convolutional and Turbo Coding For. Broadband FWA Systems

Comparison of Convolutional and Turbo Coding For. Broadband FWA Systems Compariso of Covolutioal ad Turbo Codig For Broadbad FWA Systems Ioais A. Chatzigeorgiou, Miguel. D. odrigues, Ia J. Wassell ad olado A. Carrasco Digital Techology Group Computer aboratory, Uiversity of

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

Capacity Analysis for OFDM Systems with Transceiver I/Q Imbalance

Capacity Analysis for OFDM Systems with Transceiver I/Q Imbalance Capacity Aalysis for OFDM Systems with Trasceiver I/Q Imbalace Stefa Kroe ad Gerhard Fettweis Vodafoe Chair Mobile Commuicatios Systems Techische Uiversität Dresde, 6 Dresde, Germay E-mail: {stefa.kroe,

More information

International Journal of Scientific & Engineering Research, Volume 7, Issue 12, December-2016 ISSN

International Journal of Scientific & Engineering Research, Volume 7, Issue 12, December-2016 ISSN Iteratioal Joural of Scietific & Egieerig Research, Volume 7, Issue, December-06 ISS 9-558 56 Ehacemet of SDR through FBMC Commuicatio THIAKARA Dr D Kumar Dea ao ad Prof, Dept of ECE, Periyar Maiammai

More information

QR based MIMO Receivers: A Survey of Complexity and Performance

QR based MIMO Receivers: A Survey of Complexity and Performance QR based MIMO Receivers: A Survey of Complexity ad Performace M.Karthikeya a ad D.Saraswady b, * a Podicherry Egieerig College, Puducherry. Abstract Multiple Iput Multiple Output (MIMO) becomes a key techology

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

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

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

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

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

Cascaded Feedforward Sigma-delta Modulator for Wide Bandwidth Applications

Cascaded Feedforward Sigma-delta Modulator for Wide Bandwidth Applications Tamkag Joural of Sciece ad Egieerig, Vol. 4, No., pp. 55-64 () 55 Cascaded Feedforward Sigma-delta Modulator for Wide Badwidth Applicatios Je-Shiu Chiag, Teg-Hug Chag ad Pou-Chu Chou Departmet of Electrical

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

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

Fault Diagnosis in Rolling Element Bearing Using Filtered Vibration and Acoustic Signal

Fault Diagnosis in Rolling Element Bearing Using Filtered Vibration and Acoustic Signal Volume 8 o. 8 208, 95-02 ISS: 3-8080 (prited versio); ISS: 34-3395 (o-lie versio) url: http://www.ijpam.eu ijpam.eu Fault Diagosis i Rollig Elemet Usig Filtered Vibratio ad Acoustic Sigal Sudarsa Sahoo,

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

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

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

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

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

GENERALIZED WAVELET-BASED SYMBOL RATE ESTIMATION FOR LINEAR SINGLE- CARRIER MODULATION IN BLIND ENVIRONMENT

GENERALIZED WAVELET-BASED SYMBOL RATE ESTIMATION FOR LINEAR SINGLE- CARRIER MODULATION IN BLIND ENVIRONMENT GENERALIZED WAVELET-BASED SYMBOL RATE ESTIMATION FOR LINEAR SINGLE- CARRIER MODULATION IN BLIND ENVIRONMENT Rima Hatoum LIP6/UPMC Uiversity of Paris VI; 4 Place Jussieu, Paris, Frace Alaa Ghaith EDST/Lebaese

More information

Cooperative Detection and Communication in Wireless Sensor Networks

Cooperative Detection and Communication in Wireless Sensor Networks Cooperative Detectio ad Commuicatio i Wireless Sesor Networks Mohiuddi Ahmed, Yug-Szu Tu, ad Gregory Pottie Electrical Egieerig Departmet, Uiversity of Califoria, Los Ageles Box 95594, Los Ageles, Califoria

More information

Iterative Frequency-Domain. Modulations. Rui Dinis

Iterative Frequency-Domain. Modulations. Rui Dinis Iterative Frequecy-Domai Detectio for Sigle-Carrier Modulatios Rui Diis 1 Summary 1 Cotext ad motivatio 2 OFDM ad SC-FDE modulatios 3 IB-DFEtechiques 4 Applicatios MIMO systems Network diversity schemes

More information

The PAPR Reduction in OFDM System with the Help of Signal Mapping Scheme

The PAPR Reduction in OFDM System with the Help of Signal Mapping Scheme Iteratioal Joural o Applied Sciece ad Egieerig 27. 5, : 75-8 The PAPR Reductio i OFD System with the Help o Sigal appig Scheme Jyh-Horg We, 2, Gwo-Ruey Lee ad Cheg-Yig Yag 3 * The Istitute o Electrical

More information

Optimizing Pilot Overhead for Ultra-Reliable Short-Packet Transmission

Optimizing Pilot Overhead for Ultra-Reliable Short-Packet Transmission Optimizig Pilot Overhead for Ultra-Reliable Short-Packet Trasmissio Mohammadreza Mousaei Departmet of Electrical ad Computer Egieerig Uiversity of Illiois at Chicago, Chicago, Illiois Email: mmousa3@uic.edu

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

PERFORMANCE ANALYSIS OF DIRECT SEQUENCE DIFFERENTIAL PHASE SHIFT KEYING (DS-DPSK) WITH SELF-NORMALIZATION AND L-FOLD DIVERSITY IN A FADING CHANNEL

PERFORMANCE ANALYSIS OF DIRECT SEQUENCE DIFFERENTIAL PHASE SHIFT KEYING (DS-DPSK) WITH SELF-NORMALIZATION AND L-FOLD DIVERSITY IN A FADING CHANNEL PERFORMANCE ANALYSIS OF DIRECT SEQUENCE DIFFERENTIAL PHASE SHIFT KEYING (DS-DPSK) WITH SELF-NORMALIZATION AND L-FOLD DIVERSITY IN A FADING CHANNEL Charles W. Victory Tri T. Ha Naval Postgraduate School

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

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

A Fuzzy Rule Base Assisted Adaptive Coding and Modulation Scheme for OFDM Systems

A Fuzzy Rule Base Assisted Adaptive Coding and Modulation Scheme for OFDM Systems 2012, TextRoad Publicatio ISSN 2090-4304 Joural of Basic ad Applied Scietific Research www.textroad.com A Fuzzy Rule Base Assisted Adaptive Codig ad Modulatio Scheme for OFDM Systems Atta-ur-Rahma a,c,*,

More information

A Radio Resource Allocation Algorithm for QoS Provision in PMP-based Systems

A Radio Resource Allocation Algorithm for QoS Provision in PMP-based Systems 530 OURAL OF COMMUICATIOS, VOL. 5, O. 7, ULY 00 A Radio Resource Allocatio Algorithm for QoS Provisio i PMP-based Systems Pig Wag Broadbad Wireless commuicatios ad Multimedia laboratory, Key Laboratory

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

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

Nonlinear System Identification Based on Reduced Complexity Volterra Models Guodong Jin1,a* and Libin Lu1,b

Nonlinear System Identification Based on Reduced Complexity Volterra Models Guodong Jin1,a* and Libin Lu1,b 6th Iteratioal Coferece o Electroics, Mechaics, Culture ad Medicie (EMCM 205) Noliear System Idetificatio Based o Reduced Complexity Volterra Models Guodog Ji,a* ad Libi Lu,b Xi a research istitute of

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

Simulation of Frequency, Timing Acquisition, and Cell Search Algorithms for OFDMA Based Mobile WiMAX

Simulation of Frequency, Timing Acquisition, and Cell Search Algorithms for OFDMA Based Mobile WiMAX 2011 Iteratioal Coferece o Commuicatio Egieerig ad Networks IPCSIT vol.19 (2011) (2011) IACSIT Press, Sigapore Simulatio of Frequecy, Timig Acquisitio, ad Cell Search Algorithms for OFDMA Based Mobile

More information

Mixed Contiguous and Aggregated Spectrum Allocation Algorithm for CR based TD-LTE System

Mixed Contiguous and Aggregated Spectrum Allocation Algorithm for CR based TD-LTE System Commuicatios ad etwork, 2013, 5, 298-302 http://dx.doi.org/10.4236/c.2013.532055 Published Olie September 2013 (http://www.scirp.org/oural/c) ixed Cotiguous ad Aggregated Spectrum Allocatio Algorithm for

More information

Lecture 14. Design of audio WM Model of digital audio CO ( WAV-format): - dependent samples with frequency 44,1кHz, - amplitude of samples is

Lecture 14. Design of audio WM Model of digital audio CO ( WAV-format): - dependent samples with frequency 44,1кHz, - amplitude of samples is Lecture 14. Desig of audio WM Model of digital audio CO WAV-format: - depedet samples wit frequecy 44,1кHz, - amplitude of samples is quatized o 2 16 =65536 levels 16 bits Remark 1. Tere exists a lossy

More information

3. Error Correcting Codes

3. Error Correcting Codes 3. Error Correctig Codes Refereces V. Bhargava, Forward Error Correctio Schemes for Digital Commuicatios, IEEE Commuicatios Magazie, Vol 21 No1 11 19, Jauary 1983 Mischa Schwartz, Iformatio Trasmissio

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

Decode-forward and Compute-forward Coding Schemes for the Two-Way Relay Channel

Decode-forward and Compute-forward Coding Schemes for the Two-Way Relay Channel Decode-forward ad Compute-forward Codig Schemes for the Two-Way Relay Chael Peg Zhog ad Mai Vu Departmet of Electrical ad Computer Egieerig McGill Uiversity Motreal, QC, Caada H3A A7 Emails: peg.zhog@mail.mcgill.ca,

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

A Modified PTS Combined with Interleaving and Pulse Shaping Method Based on PAPR Reduction for STBC MIMO-OFDM System

A Modified PTS Combined with Interleaving and Pulse Shaping Method Based on PAPR Reduction for STBC MIMO-OFDM System A Modified PTS Combied with Iterleavig ad Pulse Shapig Method Based o PAPR Reductio for STBC MIMO-OFDM System P.MUKUNTHAN ad P.DANANJAYAN Departmet of Electroics ad Commuicatio Egieerig Podicherry Uiversity

More information

Novel pseudo random number generation using variant logic framework

Novel pseudo random number generation using variant logic framework Edith Cowa Uiversity Research Olie Iteratioal Cyber Resiliece coferece Cofereces, Symposia ad Campus Evets 011 Novel pseudo radom umber geeratio usig variat logic framework Jeffrey Zheg Yua Uiversity,

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

Noncoherent Detection of Satellite-Based AIS Signal with Phase Offset Compensation

Noncoherent Detection of Satellite-Based AIS Signal with Phase Offset Compensation Sesors & Trasducers Vol. 166 Issue 3 March 2014 pp. 128-134 Sesors & Trasducers 2014 by IFSA Publishig S. L. http://www.sesorsportal.com Nocoheret Detectio of Satellite-Based AIS Sigal with Phase Offset

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

Stable Throughput Region of Downlink NOMA Transmissions with Limited CSI

Stable Throughput Region of Downlink NOMA Transmissions with Limited CSI Stable Throughput Regio of Dowlik NOMA Trasmissios with imited CSI Yog Zhou ad Vicet W.S. Wog Departmet of Electrical ad Computer Egieerig The Uiversity of British Columbia, Vacouver, Caada e-mail: {zhou,

More information

CDS 270-2: Lecture 6-3 Optimum Receiver Design for Estimation over Wireless Links

CDS 270-2: Lecture 6-3 Optimum Receiver Design for Estimation over Wireless Links CDS 70-: Lecture 6-3 Otimum Receiver Desig for stimatio over Wireless Lis Goals: Yasami Mostofi May 5, 006 To uderstad imact of wireless commuicatio imairmets o estimatio over wireless To lear o-traditioal

More information

Reducing Power Dissipation in Complex Digital Filters by using the Quadratic Residue Number System Λ

Reducing Power Dissipation in Complex Digital Filters by using the Quadratic Residue Number System Λ Reducig Power Dissipatio i Complex Digital Filters by usig the Quadratic Residue Number System Λ Agelo D Amora, Alberto Naarelli, Marco Re ad Gia Carlo Cardarilli Departmet of Electrical Egieerig Uiversity

More information

Cooperative Wideband Spectrum Detection Based on Maximum Likelihood Ratio for CR Enhanced VANET

Cooperative Wideband Spectrum Detection Based on Maximum Likelihood Ratio for CR Enhanced VANET Joural of Commuicatios Vol. 8, No., December 3 Cooperative Widebad Spectrum Detectio Based o Maimum Lielihood Ratio for CR Ehaced VANET Xiaorog Xu,, Jiarog Bao, Yi Luo, ad Huaia Wag College of Telecommuicatio

More information

Acquisition of GPS Software Receiver Using Split-Radix FFT

Acquisition of GPS Software Receiver Using Split-Radix FFT 006 IEEE Coferece o Systems, Ma, ad Cyberetics October -, 006, Taipei, Taiwa Acquisitio of GPS Software Receiver Usig Split-Radix FFT W. H. Li, W. L. Mao, H. W. Tsao, F. R. Chag, ad W. H. Huag Abstract

More information

Analysis and Optimization Design of Snubber Cricuit for Isolated DC-DC Converters in DC Power Grid

Analysis and Optimization Design of Snubber Cricuit for Isolated DC-DC Converters in DC Power Grid Aalysis ad Optimizatio Desig of Subber Cricuit for Isolated DC-DC Coverters i DC Power Grid Koji Orikawa Nagaoka Uiversity of Techology Nagaoka, Japa orikawa@st.agaokaut.ac.jp Ju-ichi Itoh Nagaoka Uiversity

More information

Self-Cancellation of Sample Frequency Offset in OFDM Systems in the Presence of Carrier Frequency Offset

Self-Cancellation of Sample Frequency Offset in OFDM Systems in the Presence of Carrier Frequency Offset Self-Cacellatio of Sample Frequecy Offset i OFDM Systems i the Presece of Carrier Frequecy Offset Zhe GAO, 2, Mary A Igram 2 School of Electroic ad Iformatio Egieerig, Tiaji Uiversity, Chia 372 2 School

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

Document downloaded from: This paper must be cited as:

Document downloaded from:  This paper must be cited as: Documet dowloaded from: http://hdl.hadle.et/10251/44304 This paper must be cited as: Caet Subiela, MJ.; Valls Coquillat, J.; Almear Terre, V.; Marí-Roig Ramó, J. (2012). FPGA implemetatio of a OFDM-based

More information

Encrypted Audio Signal Transmission in 5G Compatible Downlink Multiuser Pattern Division Multiple Access (PDMA) Wireless Communication System

Encrypted Audio Signal Transmission in 5G Compatible Downlink Multiuser Pattern Division Multiple Access (PDMA) Wireless Communication System Joural of Wireless Networkig ad Commuicatios 08, 8(): - DOI: 0.59/j.jwc.08080.0 Ecrypted Audio Sigal Trasmissio i 5G Compatible Dowlik Multiuser Patter Divisio Multiple Access (PDMA) Wireless Commuicatio

More information

Tehrani N Journal of Scientific and Engineering Research, 2018, 5(7):1-7

Tehrani N Journal of Scientific and Engineering Research, 2018, 5(7):1-7 Available olie www.jsaer.com, 2018, 5(7):1-7 Research Article ISSN: 2394-2630 CODEN(USA): JSERBR 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38

More information

OFDMA Based Two-hop Cooperative Relay Network Resources Allocation

OFDMA Based Two-hop Cooperative Relay Network Resources Allocation This full text paper was peer reviewed at the directio of IEEE Commuicatios Society subject matter experts for publicatio i the ICC 008 proceedigs. OFDMA Based Two-hop Cooperative Relay Network Resources

More information

Anti-Jamming Message-Driven Frequency Hopping: Part I System Design

Anti-Jamming Message-Driven Frequency Hopping: Part I System Design Ati-Jammig essage-drive Frequecy Hoppig: Part I System Desig Lei Zhag Huahui Wag Togtog Li Abstract This is Part I of a two-part paper that cosiders atijammig system desig i wireless etworks based o messagedrive

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