Comparative BER Performance Analysis of OFDM System Using M-PSK and M-QAM Modulation Schemes over AWGN Channel
|
|
- Donna Byrd
- 5 years ago
- Views:
Transcription
1 S Scholar Knowlede i Power Auut 22 Volume, Iue 4 Article # IJCCet Reearch Paper ISS: Comparative BR Performance Analyi of OFDM Sytem Uin M-PSK and M-QAM Modulation Scheme over AWG Channel uhar Kanti Roy Department of lectronic and elecommunication nineerin, Rajhahi Univerity of nineerin & echnoloy, Rajhahi-624, Banladeh. *Correpondin author roy_anti@yahoo.com Abtract Orthoonal frequency diviion multiplexin (OFDM) i becomin the choen modulation technique for wirele communicatio It can provide lare data rate and i ufficiently robut in the face of radio channel impairment. Diital modulation technique contribute to the evolution of our mobile wirele communication by increain the capacity, peed and quality of wirele networ. In thi paper, I concentrate on diital modulation cheme, uch a M-PSK (M-ary Phae Shift eyin) and M-QAM (M-ary Quadrature Amplitude Modulation) over an additive white Gauian oie (AWG) channel to analye the performance of an OFDM ytem in term of bit error rate (BR). hi i evaluated throuh a computer imulation, the reult from which mae it clear that, for hih-capacity data rate tranmiion, the M-QAM modulation i better than the M-PSK modulatio Keyword: AWG, BR, OFDM, M-PSK, M-QAM. Citation: Roy. K., Comparative BR Performance Analyi of OFDM Sytem Uin M-PSK and M-QAM Modulation Scheme over AWG Channel, IJCCet (4): p. 5. Received: Accepted: Roy. K. hi i an open acce article ditributed under the term of the Creative Common Attribution 3. Licene. I. Introduction he rowth in the ue of information networ ha led to the need for new communication technique with hiher data rate. OFDM i a powerful modulation technique ued to achieve a hih data rate and i able to eliminate inter-ymbol interference (ISI). It i computationally efficient due to it ue of fat Fourier tranform (FF) technique for implementin modulation and demodulation functio In an OFDM cheme, a lare number of orthoonal, overlappin, narrow-band ub-channel or ubcarrier, tranmitted in parallel, divide the available tranmiion bandwidth. OFDM i the modulation technique ued in many new broadband communication cheme, includin diital televiion, diital audio broadcatin, ADSL and wirele LA. It alo allow diital data to be efficiently and reliably tranmitted over a radio channel, even in multipath environment [-3]. In OFDM, althouh ub-carrier overlap, thi doe not create any problem ince they are orthoonal, that i, the pea of one occur when that of other are at zero. hi i achieved by realizin all the ubcarrier toether uin the invere fat Fourier tranform (IFF). he analyi of BR performance have ueted that OFDM i better than CDMA which i currently incorporated in mot exitin 3G ytem [4, 5]. A major problem in mot wirele ytem i the preence of a multipath channel. In thi environment, the tranmitted inal reflect off everal objective and a reult, multiple delayed verion of the tranmitted inal arrive at the receiver which caue the received inal to be ditorted. Many wired ytem alo have a imilar problem with reflection occurrin due to impedance mimatche in the tranmiion line. A multipath channel will caue two problem for an OFDM ytem. he firt i ISI which occur when the received OFDM ymbol i ditorted by the previouly tranmitted OFDM ymbol and ha a imilar effect to the ISI that occur in a inle-carrier ytem. However, in uch ytem, the interference i typically due to everal ymbol other than only the previou one; and the ymbol period i typically much horter than the time pan of the channel, wherea the typical OFDM ymbol period i much loner than the time pan of the channel. he econd problem i unique to multi-carrier ytem and i called intra-ymbol interference which i the reult of interference amont a
2 iven OFDM ymbol own ub-carrier. An adaptive modulation and codin technique for overcomin any inter-ymbol interference (ISI) and analyin the performance of the BR i propoed in [6]. Comparative BR performance of diital modulation technique under multipath fadin are addreed in [4] in which the performance of the OFDM ytem i teted for M- PSK and M-QAM uin MALAB. he performance of different modulation cheme for the OFDM-baed WLA tandard I 82.a are dicued in [7]. he concept of OFDM i quite imple but it practical implementation involve many complexitie. A inle tream of data i plit into parallel tream, each of which i coded and modulated on to a ub-carrier, a term commonly ued in OFDM ytem. hu, a the hih bit rate previouly een on a inle carrier are reduced to lower bit rate on it ub-carrier, it i eay to ee that ISI will be dramatically reduced. he main purpoe of thi paper i to preent the commonly ued modulation cheme in wirele communication ytem, demontrate the performance of the M-QAM and M-PSK modulated ytem with OFDM in the preence of a noiy channel alon and indicate way of reducin the BR. herefore, throuhout thi paper, I preent BR performance comparion of different diital modulation cheme uin the OFDM technique over an AWG channel. he ret of thi paper i oranized a follow. Section II briefly introduce the OFDM ytem model in which I decribe the OFDM tranmit and receive inal mathematical equation with relationhip between / and b / for the OFDM ytem and the cyclic prefix for OFDM. Section III dicue the imulation reult and concluion are preented in ection IV. II. Sytem Modellin A. OFDM ranceiver In thi ection, I decribe the OFDM tranceiver ytem. Before tranmittin information bit over an AWG channel throuh the OFDM tranmitter, I ue the M-PSK and M-QAM modulation cheme hown in Fi.. he tranmitter ection convert the diital data to be tranmitted, into a mappin of the ub-carrier amplitude and phae uin modulation technique. he pectral repreentation of the data i then tranformed into the time domain uin an IFF which i much more computationally efficient and ued in all practical ytem [8, 9]. he addition of a cyclic prefix to each ymbol olve both ISI and inter-carrier interference (ICI) [, ]. he diital data i then tranmitted over the channel. After the time-domain inal pae throuh the channel, it i broen down into the parallel ymbol and the prefix i imply dicarded. he receiver perform the revere operation to that of the tranmitter. he amplitude and phae of the ub-carrier are then elected and converted bac to diital data. In OFDM, multiple inuoidal with frequency eparation / are ued, where i the active ymbol period. he information to be ent on each ub-carrier i multiplied by it correpondin carrier j2t the tranmit inal. herefore, the inuoidal ued in OFDM can be defined a [2]: e and the um of uch modulated inuoidal form j2t e w( () where, =,,...- correpond to the frequency of the inuoidal and w( =u(-u(t-) i a reular window over [, ]. Since the OFDM ytem ue multiple inuoidal inal with frequency eparation of /, each inuoidal i modulated by independent informatio Mathematically we can write a tranmit inal over the channel a, S( e j2t... w( where, i the th ymbol in the meae ymbol equence for in [, -],where i the number of carrier. (2) 2
3 Diital Modulation S/P Conv. IFF Cyclic Prefix Addition Channel (AWG or Rayleih ) Diital Modulation P/S Conv. FF Cyclic Prefix Removal Fi.: Bloc diaram of a baic OFDM tranceiver In an OFDM receiver, we multiply the received inal by a ban of correlator and interate it over period. herefore, the information ent on ubcriber i j2mt ( e,, m m (3) where, m tae it value from to -. A we conider the AWG channel, we can remove the frequency domain equalizer bloc from the above OFDM tranceiver ytem becaue a frequency domain equalizer i helpful only if the channel introduce multipath fadi B. Relationhip between / or b / for OFDM Sytem hi ection preent the relationhip between the / and b / for the OFDM ytem. o conduct a Monte Carlo imulation of an OFDM ytem, the required amount of channel noie to be enerated ha to be repreentative of the required / or b /. In MALAB it i eay to enerate a Gauian noie with a zero mean and unit variance which ha to be caled accordinly to repreent the required b / or /. ormally, for a imple BPSK ytem, the bit enery and ymbol enery are the ame a it b / and /. However, if we ue a M-QAM or M-PSK modulation cheme for the OFDM ytem then they are not the ame becaue each OFDM ymbol contain an additional overhead in both the time and frequency domai In the time domain, the cyclic prefix i an additional overhead to each OFDM ymbol bein tranmitted. In the frequency domain, not all the ub-carrier are utilized for tranmitted the actual data bit, rather a few ub-carrier are unued and are reerved a uard band. he relationhip between the ymbol enery and bit enery i [3]: b DSC d ( )( ) (4) FF d cp If we expre the above equation in db, we can write b DSC d db db lo( ) lo( ) (5) FF d cp where, d i the data ymbol duration, cp the cyclic prefix duration and DSC the number of ued ubcriber ued in the OFDM ytem. C. Cyclic Prefix of OFDM hi ection decribe the cyclic prefix of the OFDM ytem. Since orthoonality i an important property for an OFDM ytem, it ynchronization in frequency and time mut be extremely ood. Once orthoonality i lot, we experience ICI thi introduce 3
4 Bit rror Rate, BR interference from one ub-carrier to another. Another reaon for ICI in an OFDM ytem i that, if we add the uard time with no tranmiion that create problem for the IFF and FF, and reult in ICI. Althouh a delayed verion of one ub-carrier can interfere with another ubcarrier in the next ymbol period, thi can be avoided by extendin the ymbol into the uard period precedin it which i nown a a cyclic prefix. It enure that delayed ymbol have inteer number of cycle within the FF interation interval which remove ICI providin the delay pread i le than the uard period. We hould note that a FF interation period exclude the uard period. In an OFDM tranmiion, we now that tranmiion of the cyclic prefix doe not carry extra information over AWG channel. he inal enery i pread over time d + cp wherea the bit enery i pread over time d i.e. ( ) (6) d cp b d After implifyin we et the followin equation, d b ( d cp ) (7) III. Simulation reult In thi ection, I preent the BR performance of the OFDM ytem for different diital modulation cheme over an AWG channel invetiated by mean of a computer imulation uin MALAB. he performance of a data tranmiion ytem i uually analyed and meaured in term it of probability of error at a iven bit rate and SR. he parameter b /, where b i the bit enery and o the noie enery, i adjuted every time by chanin the noie in the deined channel. he BR performance of an OFDM ytem with M-QAM modulation over the AWG channel i hown in Fi.2 in which it can be oberved that when we continue to increae the b / value, the BR reduce. Alo it can be een that, althouh uin a hiher M- QAM i better for hih capacity tranmiion, the point on the contellation are very cloe to each other which mae the tranmiion le robut to error with the ame SR. Bit error rate of M-ary QAM over AWG M=24-2 M=2,4 M=8 M=6 M=52 M=256 M=32 M=64-4 M= SR, per bit, b / o (db) Fi.2: BR V b/ of M-ary QAM over AWG channel he BR performance reult for the OFDM ytem with M-PSK modulation over an AWG channel from the imulation are hown in Fi.3 in which it can be oberved that when we continue to increae the b / value, BR reduce. Alo uin a hiher M-PSK i better for hih-capacity tranmiio 4
5 Bit rror Rate, BR Bit error rate of M-ary PSK over AWG 32-PSK -2 QPSK 64-PSK 8-PSK -4 6-PSK SR per bit, b / (db) Fi.3: BR V b/ of M-ary PSK over AWG channel From Fi.2 and Fi.3, it i clear that, for 6-QAM at a -4 BR, the SR i 2.5dB wherea, for 6-PSK, it i 6dB. Similarly, for 32-QAM it i 5.5dB and for 32-PSK 2.5dB. herefore, M-QAM require a lower SR than M-PSK to achieve the ame BR in an OFDM ytem. IV. Concluion In thi paper, I have evaluated the BR performance of an OFDM ytem with two diital modulation cheme, namely M-ary PSK and M-ary QAM, over an AWG channel. OFDM i a powerful modulation technique to achieve hih data rate and i able to eliminate ISI. It i computationally efficient due to it ue of FF technique for implementin modulation and demodulation functio It i oberved from the M-ary PSK BR plot that the BR i le in the cae of 4-PSK for a low b / than in the 8- PSK and 6-PSK cae. Hence, a a hiher value of M-ary PSK increae pectrum efficiency, but i eaily affected by noie, the OFDM ytem with the hiher M-PSK cheme i ued for lare-capacity, lon-ditance application at the cot of liht increae in b / while that with the QPSK cheme i uitable for low-capacity, hort-ditance applicatio he comparion of M-ary PSK and M-ary QAM cheme indicate that, the BR i lare in M-PSK a compared to M-QAM and it i enerally dependin on it applicatio For a hiher value of M, uch a M > 6, the QAM modulation cheme i uitable for OFDM. In both cae, I obtain ood performance but of thee two modulation cheme I conclude that for a hih capacity data rate tranmiion M-ary QAM modulation i better than the M-ary PSK modulatio Reference [] J. Chuan and. Sollenberer, Beyond 3G: Wideband wirele data acce baed on OFDM and dynamic pacet ainment, I Communication Ma., vol. 38, pp , July 2. [2] Saltzber, B. R., Performance of an fficient Parallel Data ranmiion Sytem, I ra on Communication, Vol. COM-5, o. 6, December 967, pp [3] A.G.Armada, Undertandin the ffect of Phae oie in OFDM, I ranaction on Broadcatin, vol. 47, o.2, June 2. [4] Mehul Jain and M. Mani Roja, Comparion of OFDM with CDMA Sytem in Wirele telecommunication for multipath delay pread, he t I and IFIP International Conference in Central Aia, Sept., 25, Pae 5. [5] Bernard Slar, Diital Communication Fundamental and Application, Second dition, Pearon ducation, Aia, 2. [6] Sami H. O. Salih, Mamoun M. A. Suliman, Implementation of Adaptive Modulation and Codin echnique uin Matlab, 53rd International Sympoium LMAR-2, 4-6 September 2, Zadar, Croatia. [7] Sanjeev Kumar, Swati Sharma, rror Probability of Different Modulation Scheme for OFDM baed WLA tandard I 82.a International Journal of nineerin (IJ), Volume: 4, Iue: 4 [8] L. Hanzo, W. Webb, and. Keller, Sinle and Multi-carrier Quadrature Amplitude Modulation, ew Yor, USA: I Pre-John Wiley, April 2. [9] S. B. Weintein and P. M. bert, Data tranmiion by frequency diviion multiplexin uin the dicrete Fourier tranform, I ranaction on Communication echnoloy, vol. COM 9, pp , October 97. [] X. Cai and G. B. Giannai, Low-complexity ICI uppreion for OFDM over time- and frequency-elective Rayleih fadin channel, in Proc. Ailomar Conf. Sinal, Sytem and Computer, ov. 22. [] Shaopin Chen and Cuitao Zhu, ICI and ISI Analyi and Mitiation for OFDM Sytem with Inufficient Cyclic Prefix in ime-varyin Channel I ranaction on Conumer lectronic, Vol. 5, o., February 24. [2] M. S. Ilam, G. R. Barai, and A. Mahmood, Performance analyi of different cheme uin OFDM technique in Rayleih fadin channel, International Journal of Fundamental Phyic Science, Vol., o., pp , June, 2. 5
The Performance Analysis of MIMO OFDM System with Different M-QAM Modulation and Convolution Channel Coding
The Performance Analyi of MIMO OFDM Sytem with Different M-QAM Modulation and Convolution Channel Coding H. S. Shwetha M.tech, Digital Communication Engineering Siddaganga Intitute of Technology Tumakuru,
More informationA Feasibility Study on Frequency Domain ADC for Impulse-UWB Receivers
A Feaibility Study on Frequency Domain ADC for Impule-UWB Receiver Rajeh hirugnanam and Dong Sam Ha VV (Virginia ech VLSI for elecommunication Lab Department of Electrical and Computer Engineering Virginia
More informationA Flexible OFDM System Simulation Model. with BER Performance Test
Contemporary Engineering Science, Vol. 5, 2012, no. 8, 365-374 A Flexible OFDM Sytem Simulation Model with BER Performance Tet Aladdin Amro Al-Huein Bin Talal Univerity, Jordan Department of Communication
More informationMobile Communications TCS 455
Mobile Communication TCS 455 Dr. Prapun Sukompong prapun@iit.tu.ac.th Lecture 23 1 Office Hour: BKD 3601-7 Tueday 14:00-16:00 Thurday 9:30-11:30 Announcement Read Chapter 9: 9.1 9.5 Section 1.2 from [Bahai,
More informationUNIVERSITY OF SASKATCHEWAN EE456: Digital Communications FINAL EXAM, 9:00AM 12:00PM, December 9, 2010 (open-book) Examiner: Ha H.
Name: Page 1 UNIVERSIY OF SASKACHEWAN EE456: Digital Communication FINAL EXAM, 9:00AM 1:00PM, December 9, 010 (open-book) Examiner: Ha H. Nguyen Permitted Material: Only textbook and calculator here are
More informationSubcarrier exclusion techniques
Subcarrier excluion technique for coded OFDM ytem Kai-Uwe Schmidt, Jochen Ertel, Michael Benedix, and Adolf Finger Communication Laboratory, Dreden Univerity of Technology, 62 Dreden, Germany email: {chmidtk,
More informationAdaptive Code Allocation for Interference Exploitation on the Downlink of MC-CDMA Systems
Adaptive Code Allocation for Interference Exploitation on the Downlink of MC-CDMA Sytem E. Alua and C. Maouro School of Electrical and Electronic Engineering, The Univerity of Mancheter, PO. Box 88, email:
More informationA Faster and Accurate Method for Spectral Testing Applicable to Noncoherent Data
A Fater and Accurate ethod for Spectral Teting Applicable to Noncoherent Data inhun Wu 1,2, Degang Chen 2, Guican Chen 1 1 School of Electronic and Information Engineering Xi an Jiaotong Univerity, Xi
More informationFrequency Calibration of A/D Converter in Software GPS Receivers
Frequency Calibration of A/D Converter in Software GPS Receiver L. L. Liou, D. M. Lin, J. B. Tui J. Schamu Senor Directorate Air Force Reearch Laboratory Abtract--- Thi paper preent a oftware-baed method
More informationDESIGN OF SECOND ORDER SIGMA-DELTA MODULATOR FOR AUDIO APPLICATIONS
DESIGN OF SECOND ORDER SIGMA-DELTA MODULATOR FOR AUDIO APPLICATIONS 1 DHANABAL R, 2 BHARATHI V, 3 NAAMATHEERTHAM R SAMHITHA, 4 G.SRI CHANDRAKIRAN, 5 SAI PRAMOD KOLLI 1 Aitant Profeor (Senior Grade), VLSI
More informationNAVAL POSTGRADUATE SCHOOL THESIS
NAVAL POSTGRADUATE SCHOOL MONTEREY, CALIFORNIA THESIS SIMULATION PERFORMANCE OF MULTIPLE-INPUT MULTIPLE-OUTPUT SYSTEMS EMPLOYING SINGLE- CARRIER MODULATION AND ORTHOGONAL FRE- QUENCY DIVISION MULTIPLEXING
More informationComm 502: Communication Theory. Lecture 5. Intersymbol Interference FDM TDM
Lecture 5 Interymbol Interference FDM TDM 1 Time Limited Waveform Time-Limited Signal = Frequency Unlimited Spectrum Square Pule i a Time-Limited Signal Fourier Tranform 0 T S -3/T S -2/T S -1/T S 0 1/T
More informationPulse Interval Modulation Dual Header (PIM-DH)
Pule Interval Modulation Dual Header () N. Aldiiat, Z. Ghaemlooy, and R. Saatchi Electronic Reearch Group, School of Engineering Sheffield Hallam Univerity Sheaf Building, Pond Street Sheffield S WB United
More informationECS455: Chapter 5 OFDM
ECS455: Chapter 5 OFDM 1 Dr.Prapun Sukompong prapun.com/ec455 Office Hour: BKD 3601-7 Tueday 9:30-10:30 Friday 14:00-16:00 2 OFDM: Overview Let S 1, S 2,, S N be the information ymbol. The dicrete baeband
More informationPre- and Post-DFT Combining Space Diversity Receiver for Wideband Multi-Carrier Systems
Pre- and Pot- Combining Space Receiver for Wideband Multi-Carrier Sytem Muhammad Imadur Rahman, Suvra Sekhar Da, Frank HP Fitzek, Ramjee Praad Center for TeleInFratruktur (CTiF), Aalborg Univerity, Denmark
More informationSCK LAB MANUAL SAMPLE
SCK LAB MANUAL SAMPLE VERSION 1.2 THIS SAMPLE INCLUDES: TABLE OF CONTENTS TWO SELECTED LABS FULL VERSION IS PROVIDED FREE WITH KITS Phone: +92 51 8356095, Fax: +92 51 8311056 Email: info@renzym.com, URL:www.renzym.com
More informationAsymptotic Diversity Analysis of Alamouti Transmit Diversity with Quasi-ML Decoding Algorithm in Time-Selective Fading Channels
International Journal of Software Engineering and It Application Vol. 9, No. 1 (015), pp. 381-388 http://dx.doi.org/10.1457/ijeia.015.9.1.34 Aymptotic Diverity Analyi of Alamouti Tranmit Diverity with
More informationDIGITAL COMMUNICATION
DEPARTMENT OF ELECTRICAL &ELECTRONICS ENGINEERING DIGITAL COMMUNICATION Spring 2010 Yrd. Doç. Dr. Burak Kelleci OUTLINE Line Code Differential Encoding Regeneration, Decoding and Filtering Delta Modulation
More informationUniversity of Bristol - Explore Bristol Research. Peer reviewed version. Link to published version (if available): /VETECS.2009.
Nordin, R., Armour, S. M. D., & McGeehan, J. P. (9). Overcoming elfinterference in SM-OFDMA with and dynamic ubcarrier allocation. In IEEE 69th Vehicular Technology Conference 9 (VTC Spring 9), Barcelona
More informationTime-Domain Coupling to a Device on Printed Circuit Board Inside a Cavity. Chatrpol Lertsirimit, David R. Jackson and Donald R.
Time-Domain Coupling to a Device on Printed Circuit Board Inide a Cavity Chatrpol Lertirimit, David R. Jackon and Donald R. Wilton Applied Electromagnetic Laboratory Department of Electrical Engineering,
More informationMIMO Systems: Multiple Antenna Techniques
ADVANCED MIMO SYSTEMS MIMO Sytem: Multiple Antenna Technique Yiqing ZOU, Zhengang PAN, Kai-Kit WONG Dr, Senior Member of IEEE, Aociate Editor, IEEE TWirele, IEEE CL, and JoC (AP), Senior Lecturer, Department
More informationIdentification of Image Noise Sources in Digital Scanner Evaluation
Identification of Image Noie Source in Digital Scanner Evaluation Peter D. Burn and Don William Eatman Kodak Company, ocheter, NY USA 4650-95 ABSTACT For digital image acquiition ytem, analyi of image
More informationMIMO Enabled Efficient Mapping of Data in WiMAX Networks
MIMO Enabled Efficient Mapping of Data in WiMAX Network Penumarthi Phani Krihna, R. Saravana Manickam, and C. Siva Ram Murthy Department of Computer Science and Engineering Indian Intitute of Technology
More informationGPS signal Rician fading model for precise navigation in urban environment
Indian Journal of Radio & Space Phyic Vol 42, June 203, pp 92-96 GPS ignal Rician fading model for precie navigation in urban environment G Sai Bhuhana Rao, G Sateeh Kumar $,* & M N V S S Kumar Department
More informationIJSRD - International Journal for Scientific Research & Development Vol. 3, Issue 11, 2016 ISSN (online):
IJSRD - International Journal for Scientific Reearch & Development Vol. 3, Iue 11, 2016 ISSN (online): 2321-0613 Deign and Analyi of IIR Peak & Notch Ravi Choudhary 1 Pankaj Rai 2 1 M.Tech. Student 2 Aociate
More informationDesign, Realization, and Analysis of PIFA for an RFID Mini-Reader
Deign, Realization, and Analyi of PIFA for an RFID Mini-Reader SUNG-FEI YANG ; TROY-CHI CHIU ; CHIN-CHUNG NIEN Indutrial Technology Reearch Intitute (ITRI) Rm. 5, Bldg. 5, 95, Sec., Chung Hing Rd., Chutung,
More informationPerformance evaluation of a DPSK/SCM combined modulation scheme for optical label switching
Performance evaluation of a DPSK/SCM combined modulation cheme for optical label witching C. Díaz Giménez, I. Tafur Monroy, J.J. Vega Olmo, S. Sale, A.M.J. Koonen COBRA Reearch Intitute, Faculty of Electrical
More informationRESEARCH ON NEAR FIELD PASSIVE LOCALIZATION BASED ON PHASE MEASUREMENT TECHNOLOGY BY TWO TIMES FREQUENCY DIFFERENCE
RESEARCH ON NEAR FIED PASSIVE OCAIZATION BASED ON PHASE MEASUREMENT TECHNOOGY BY TWO TIMES FREQUENCY DIFFERENCE Xuezhi Yan, Shuxun Wang, Zhongheng Ma and Yukuan Ma College of Communication Engineering
More informationAN EVALUATION OF DIGILTAL ANTI-ALIASING FILTER FOR SPACE TELEMETRY SYSTEMS
AN EVALUATION OF DIGILTAL ANTI-ALIASING FILTER FOR SPACE TELEMETRY SYSTEMS Alion de Oliveira Morae (1), Joé Antonio Azevedo Duarte (1), Sergio Fugivara (1) (1) Comando-Geral de Tecnologia Aeroepacial,
More informationStudies on Novel Anti-jamming Technique of Unmanned Aerial Vehicle Data Link
Chinee Journal of Aeronautic 1(008) 141-148 Chinee Journal of Aeronautic www.elevier.com/locate/cja Studie on ovel Anti-jamming Technique of Unmanned Aerial Vehicle Data Link Huang enzhun a, *, ang Yongheng
More informationCOST OF TRANSMISSION TRANSACTIONS: Comparison and Discussion of Used Methods
INTERNATIONAL CONFERENCE ON RENEWABLE ENERGY AND POWER QUALITY (ICREPQ 03) COST OF TRANSMISSION TRANSACTIONS: Comparion and Dicuion of Ued Method Judite Ferreira 1, Zita Vale 2, A. Almeida Vale 3 and Ricardo
More informationVoltage Analysis of Distribution Systems with DFIG Wind Turbines
1 Voltage Analyi of Ditribution Sytem with DFIG Wind Turbine Baohua Dong, Sohrab Agarpoor, and Wei Qiao Department of Electrical Engineering Univerity of Nebraka Lincoln Lincoln, Nebraka 68588-0511, USA
More informationHIGH VOLTAGE DC-DC CONVERTER USING A SERIES STACKED TOPOLOGY
HIGH VOLTAGE DC-DC CONVERTER USING A SERIES STACKED TOPOLOGY Author: P.D. van Rhyn, Co Author: Prof. H. du T. Mouton Power Electronic Group (PEG) Univerity of the Stellenboch Tel / Fax: 21 88-322 e-mail:
More informationBasic Study of Radial Distributions of Electromagnetic Vibration and Noise in Three-Phase Squirrel-Cage Induction Motor under Load Conditions
http://dx.doi.org/0.42/jicem.203.2.2.54 54 Journal of International Conference on Electrical Machine and Sytem Vol. 2, No. 2, pp. 54 ~58, 203 Baic Study of Radial Ditribution of Electromagnetic Vibration
More informationComparison Study in Various Controllers in Single-Phase Inverters
Proceeding of 2010 IEEE Student Conference on Reearch and Development (SCOReD 2010), 13-14 Dec 2010, Putrajaya, Malayia Comparion Study in ariou Controller in Single-Phae Inverter Shamul Aizam Zulkifli
More informationAvailable online at ScienceDirect. Procedia Technology 21 (2015 ) SMART GRID Technologies, August 6-8, 2015
Available online at www.ciencedirect.com ScienceDirect Procedia Technology 1 (15 ) 589 595 SMART GRID Technologie, Augut 6-8, 15 An Optimization Algorithm for Voltage Flicer Analyi Athira S a*, Hariumar
More informationOptimized BER Performance of Asymmetric Turbo Codes over AWGN Channel
International Journal of Computer Application (0975 8887) Optimized Performance of Aymmetric Turbo Code over AWGN Channel M.Srinivaa Rao Pvpit, JNTU Kainada Andhra Pradeh, India. G.Vijaya Kumar Pvpit,
More informationAdaptive Groundroll filtering
Adaptive Groundroll filtering David Le Meur (CGGVerita), Nigel Benjamin (CGGVerita), Rupert Cole (Petroleum Development Oman) and Mohammed Al Harthy (Petroleum Development Oman) SUMMARY The attenuation
More informationAnalysis. Control of a dierential-wheeled robot. Part I. 1 Dierential Wheeled Robots. Ond ej Stan k
Control of a dierential-wheeled robot Ond ej Stan k 2013-07-17 www.otan.cz SRH Hochchule Heidelberg, Mater IT, Advanced Control Engineering project Abtract Thi project for the Advanced Control Engineering
More informationNAVAL POSTGRADUATE SCHOOL THESIS
NAVAL POSTGRADUATE SCHOOL MONTEREY, CALIFORNIA THESIS PERFORMANCE ANALYSIS OF THE EFFECT OF PULSED- NOISE INTERFERENCE ON WLAN SIGNALS TRANSMITTED OVER A NAKAGAMI FADING CHANNEL by Andrea Toumani March
More informationDirect Conversion RF Front-End Implementation for Ultra- Wideband (UWB) and GSM/WCDMA Dual-Band Applications in Silicon-Based Technologies
Direct Converion RF Front-End Implementation for Ultra- Wideband (UWB and GSM/WCDMA Dual-Band Application in Silicon-Baed Technoloie A Thei Preented to The Academic Faculty by Yuneo Park In Partial Fulfillment
More informationInfluence of Sea Surface Roughness on the Electromagnetic Wave Propagation in the Duct Environment
RADIOENGINEERING, VOL. 19, NO. 4, DECEMBER 1 61 Influence of Sea Surface Roughne on the Electromagnetic Wave Propagation in the Duct Environment Xiaofeng ZHAO, Sixun HUANG Intitute of Meteorology, PLA
More informationA Real-Time Wireless Channel Emulator For MIMO Systems
A eal-time Wirele Channel Emulator For MIMO Sytem Hamid Elami, Ahmed M. Eltawil {helami,aeltawil}@uci.edu Abtract: The improvement in channel capacity hailed by MIMO ytem i directly related to intricate
More informationField Test Results of Space-Time Equalizers and Delayed Diversity Transmission in Central Tokyo Area
Field Tet Reult of Space-Time Equalizer and ed Diverity Tranmiion in Central Tokyo Area Takehi Toda Yuukichi Aihara Jun-ichi Takada ttoda@jp.fujitu.com yuukichi.aihara@yrp.mci.mei.co.jp takada@ide.titech.ac.jp,
More informationEFFICIENT TRANSMITTER-RECEIVER OPTIMIZATION FOR MULTI-USER SPATIAL MULTIPLEXING MIMO SYSTEM WITH ANTENNA SELECTION
INTERNATIONAL JOURNAL JOURNAL OF OF INFORMATION AND AND SYSTEMS SYSTEMS SCIENCES Volume Volume 5, Number, Number, Page, Page 57-7- 9 Intitute for Scientific Computing and Information EFFICIENT TRANSMITTER-RECEIVER
More informationNOISE BARRIERS CERC 1. INTRODUCTION
Augut 217 P33/1B/17 NOISE BARRIERS CERC In thi document ADMS refer to ADMS-Road 4.1, ADMS-Urban 4.1 and ADMS-Airport 4.1. Where information refer to a ubet of the lited model, the model name i given in
More informationResearch and Analysis of Digital Baseband Transmission System Based on MATLAB
Journal of Secure Communication and Sytem (017) Original Reearch Article Reearch and Analyi of Digital Baeband ranmiion Sytem Baed on MALAB Jianwen Chai,Yinghui Nie Phyic and Electronic Intitute, Hanzhong
More informationChapter Introduction
Chapter-6 Performance Analyi of Cuk Converter uing Optimal Controller 6.1 Introduction In thi chapter two control trategie Proportional Integral controller and Linear Quadratic Regulator for a non-iolated
More informationUniversity of Bristol - Explore Bristol Research. Peer reviewed version. Link to published version (if available): /WCNC.2009.
Noune, MB., & Nix, AR. 2009). Frequency-domain tranmit proceing for MIMO SC-FDMA in wideband propagation channel. In IEEE Wirele Communication and Networing Conference WCNC2009), Budapet, Hungary pp. 1-6).
More informationExperiment 3 - Single-phase inverter 1
ELEC6.0 Objective he Univerity of New South Wale School of Electrical Engineering & elecommunication ELEC6 Experiment : Single-phae C-C Inverter hi experiment introduce you to a ingle-phae bridge inverter
More informationActive vibration isolation for a 6 degree of freedom scale model of a high precision machine
Active vibration iolation for a 6 degree of freedom cale model of a high preciion machine W.B.A. Boomma Supervior Report nr : Prof. Dr. Ir. M. Steinbuch : DCT 8. Eindhoven Univerity of Technology Department
More informationAnalysis of PAPR Reduction Schemes to Develop Selection Criteria for OFDM Signals
Analyi of PAPR Reduction Scheme to Develop Selection Criteria for OFDM Signal FARZANA RAUF ABRO*, AND MANZOOR AHMED HASHMANI** RECEIVED ON 11.11.2014 ACCEPTED ON 28.05.2015 ABSTRACT Thi paper preent a
More informationECE 6640 Digital Communications
ECE 6640 Digital Communication Dr. Bradley J. Bazuin Aitant Profeor Department of Electrical and Computer Engineering College of Engineering and Applied Science Chapter 2 2. Formatting and Baeband Modulation.
More informationDigital joint phase and sampling instant synchronisation for UMTS standard
Digital joint phae and ampling intant ynchroniation for UMTS tandard Youef Serretou, Koai Raoof, Joël Lienard To cite thi verion: Youef Serretou, Koai Raoof, Joël Lienard. Digital joint phae and ampling
More informationCHAPTER 2 WOUND ROTOR INDUCTION MOTOR WITH PID CONTROLLER
16 CHAPTER 2 WOUND ROTOR INDUCTION MOTOR WITH PID CONTROLLER 2.1 INTRODUCTION Indutrial application have created a greater demand for the accurate dynamic control of motor. The control of DC machine are
More informationPublished in: Proceedings of the 26th European Solid-State Circuits Conference, 2000, ESSCIRC '00, September 2000, Stockholm, Sweden
Uing capacitive cro-coupling technique in RF low noie amplifier and down-converion mixer deign Zhuo, Wei; Embabi, S.; Pineda de Gyvez, J.; Sanchez-Sinencio, E. Publihed in: Proceeding of the 6th European
More informationSPMI 5.3. SEG/Houston 2005 Annual Meeting 1946
SPM 5.3 nfluence of Propaator and Acquiition Aperture on mae Amplitude Jun Cao * and Ru-han Wu Modelin and main laboratory, ntitute of Geophyic and Planetary Phyic, Univerity of California, Santa Cruz,
More informationBandwidth-Efficient MIMO Underwater Acoustic Communications with Frequency-Domain Equalization
Bandwidth-Efficient MIMO Underwater Acoutic Communication with Frequency-Domain Equalization Jian Zhang and Yahong Roa Zheng Dept of Electrical & Computer Eng, Miouri Univerity of Science & Technology,
More informationECE451/551 Matlab and Simulink Controller Design Project
ECE451/551 Matlab and Simulink Controller Deign Project Aim: Ue Matlab and Simulink to build and imulate variou control configuration a dicued in the Modern Control ection (chapter 18-23) in the intructor
More informationKalman Filtering Based Object Tracking in Surveillance Video System
(669 -- 917) Proceeding of the 3rd (2011) CUSE International Conference Kalman Filtering Baed Object racking in Surveillance Video Sytem W.L. Khong, W.Y. Kow, H.. an, H.P. Yoong, K..K. eo Modelling, Simulation
More informationECE 6640 Digital Communications
ECE 6640 Digital Communication Dr. Bradley J. Bazuin Aitant Profeor Department of Electrical and Computer Engineering College of Engineering and Applied Science Chapter. Formatting and Baeband Modulation.
More informationSimulation of Six Phase Split Winding Induction Machine Using the Matlab/Simulink Environment
Simulation of Six Phae Split Winding nduction Machine Uing the Matlab/Simulink Environment Ogunjuyigbe A.S.O, Nnachi A.F, Jimoh A.A member EEE and Nicolae D. member EEE Electrical Engineering Department,
More informationInternational Journal of Engineering Research & Technology (IJERT) ISSN: Vol. 1 Issue 6, August
ISSN: 2278-08 Vol. Iue 6, Augut - 202 The Turbo Code and an Efficient Decoder Implementation uing MAP Algorithm for Software Defined Radio Mr Rupeh Singh (Principal), Dr. Nidhi Singh (Aociate Profeor)
More informationMethod to Improve Range and Velocity Error Using De-interleaving and Frequency Interpolation for Automotive FMCW Radars
International Journal o Signal Proceing, Image Proceing and Pattern Recognition Vol. 2, No. 2, June 2009 Method to Improve Range and Velocity Error Uing De-interleaving and Frequency Interpolation or Automotive
More informationHARMONIC COMPENSATION ANALYSIS USING UNIFIED SERIES SHUNT COMPENSATOR IN DISTRIBUTION SYSTEM
HARMONIC COMPENSATION ANAYSIS USING UNIFIED SERIES SHUNT COMPENSATOR IN DISTRIBUTION SYSTEM * Montazeri M. 1, Abai Garavand S. 1 and Azadbakht B. 2 1 Department of Electrical Engineering, College of Engineering,
More informationSpace-Time Coded Systems with Continuous Phase Frequency Shift Keying
Thi full text paper wa peer reviewed at the direction of IEEE Communication Society ubject matter expert for publication in the IEEE GLOBECOM 005 proceeding Space-Time Coded Sytem with Continuou Phae Frequency
More informationA Proportional Fair Resource Allocation Algorithm for Hybrid Hierarchical Backhaul Networks
A Proportional Fair Reource Allocation Algorithm for Hybrid Hierarchical Backhaul Network Intitute of Communication and Information Sytem, Hohai Univerity, Nanjing, 211100, China E-mail: 498807912@qq.com
More informationPilot Symbol Assisted Modulation using 16-Level QAM for a Wireless System
Pilot Symbol Aited Modulation uing 16-Level QAM for a Wirele Sytem Pilot Symbol Aited Modulation uing 16-Level QAM for a Wirele Sytem Angela DARIE, Ion BOGDAN Rezumat. Modulaţia cu imbol pilot(psam) ete
More informationResonant amplifier L A B O R A T O R Y O F L I N E A R C I R C U I T S. Marek Wójcikowski English version prepared by Wiesław Kordalski
A B O R A T O R Y O F I N E A R I R U I T S Reonant amplifier 3 Marek Wójcikowki Englih verion prepared by Wieław Kordalki. Introduction Thi lab allow you to explore the baic characteritic of the reonant
More informationThe Cascode and Cascaded Techniques LNA at 5.8GHz Using T-Matching Network for WiMAX Applications
International Journal of Computer Theory and Engineering, Vol. 4, No. 1, February 01 The Cacode and Cacaded Technique LNA at 5.8Hz Uing T-Matching Network for WiMAX Application Abu Bakar Ibrahim, Abdul
More informationA Simple DSP Laboratory Project for Teaching Real-Time Signal Sampling Rate Conversions
A Simple DSP Laboratory Project for Teaching Real-Time Signal Sampling Rate Converion by Li Tan, Ph.D. lizhetan@pnc.edu Department of ECET Purdue Univerity North Central Wetville, Indiana Jean Jiang, Ph.D.
More informationLow Complexity Discrete Hartley Transform Precoded OFDM System over Frequency-Selective Fading Channel
Low Complexity Dicrete artley Tranform Precoded OFDM Sytem over Frequency-Selective Fading Channel Xing Ouyang, Jiyu Jin, Guiyue Jin, and Peng Li Orthogonal frequency-diviion multiplexing (OFDM) uffer
More informationFast & Accurate Algorithm for Jitter Test with a Single Frequency Test Signal
Fat & Accurate Algorithm for Jitter Tet ith a Single Frequency Tet Signal Minhun Wu 1,2, Degang Chen 2, Jingbo Duan 2 1 Xi an Jiaotong Univerity, Xi an,. R. China 2 Ioa State Univerity, Ame, IA, USA Abtract
More informationRadix-4 Modular Multiplication and Exponentiation Algorithms for the RSA Public-Key Cryptosystem
Radix-4 Modular Multiplication and Expntiation Alorithm for the RSA Public-Key Cryptoytem Jin-Hua Hon and Chen-Wen Wu epartment of Electrical Enineerin National Tin Hua Univerity Hinchu, Taiwan R.O.C.
More informationREAL-TIME IMPLEMENTATION OF A NEURO-AVR FOR SYNCHRONOUS GENERATOR. M. M. Salem** A. M. Zaki** O. P. Malik*
Copyright 2002 IFAC 5th Triennial World Congre, Barcelona, Spain REAL-TIME IMPLEMENTATION OF A NEURO- FOR SYNCHRONOUS GENERATOR M. M. Salem** A. M. Zaki** O. P. Malik* *The Univerity of Calgary, Canada
More informationNon-Linear UWB Receivers With MLSE Post-Detection
on-linear UWB Receiver With MLSE Pot-Detection Florian roech, homa Zaowki, and Armin Wittneben Communication echnology Laboratory, EH Zurich, 8092 Zurich, Switzerland Email: {troechf,zaowki,wittneben}@nari.ee.ethz.ch
More informationPhase Noise Jitter Synchronization for Coherent Optical OFDM via Pilot-Data-Aided and Wiener Filter
Computer and Information Science; Vol. 7, No. 2; 2014 ISSN 1913-8989 E-ISSN 1913-8997 Publihed by Canadian Center of Science and Education Phae Noie Jitter Synchronization for Coherent Optical OFDM via
More informationRobust Maximum Power Point Tracking Control of Permanent Magnet Synchronous Generator for Grid Connected Wind Turbines
Robut Maximum Power Point Trackin Control of Permanent Manet Synchronou Generator for Grid Connected Wind Turbine Amir Khazaee Dept. Electrical and Computer Enineerin Ifahan Univerity of Technoloy Ifahan,
More informationMassachusetts Institute of Technology Haystack Observatory WESTFORD, MASSACHUSETTS DATE 07/15/2009
BBD Memo #033 Maachuett Intitute of Technolog Hatack Obervator WESTFORD, MASSACHUSETTS 0886 DATE 07/5/2009 To: Broadband Development Group From: C. J. Beaudoin Subject: Holographic Proceing and Conideration
More informationFUZZY Logic Based Space Vector PWM Controlled Hybrid Active Power Filter for Power Conditioning
FUZZY Logic Baed Space Vector PWM Controlled Hybrid Active Power Filter for Power Conditioning 1 JARUPULA SOMLAL 2 DR.MANNAM VENU GOPALA RAO 1 Aociate Profeor, 2 Profeor Department of EEE K L Univerity
More informationActive Harmonic Elimination in Multilevel Converters Using FPGA Control
Active Harmonic Elimination in Multilevel Converter Uing FPGA Control Zhong Du, Leon M. Tolbert, John N. Chiaon Electrical and Computer Engineering The Univerity of Tenneee Knoxville, TN 7996- E-mail:
More informationGemini. The errors from the servo system are considered as the superposition of three things:
Gemini Mount Control Sytem Report Prediction Of Servo Error Uing Simulink Model Gemini 9 July 1996 MCSJDW (Iue 3) - Decribe the proce of etimating the performance of the main axi ervo uing the non-linear
More informationAn Overview of Feed-forward Design Techniques for High-Gain Wideband Operational
An Overview of Feed-forward Dein Technique for Hih-Gain Wideband Operational Tranconductance Amplifier Bharath Kumar Thandri and Joe Silva-Martinez Department of Electrical Enineerin Analo and Mixed Sinal
More informationSloppy Addition and Multiplication
Sloppy Addition and Multiplication IMM-Technical Report-2011-14 Alberto Nannarelli Dept. Informatic and Mathematical Modelling Technical Univerity of Denmark Kongen Lyngby, Denmark Email: an@imm.dtu.dk
More informationDeterministic Deployment for Wireless Image Sensor Nodes
Send Order for Reprint to reprint@benthamcience.ae 668 The Open Electrical & Electronic Engineering Journal, 04, 8, 668-674 Determinitic Deployment for Wirele Image Senor Node Open Acce Junguo Zhang *,
More informationMODAL ANALYSIS OF A BEAM WITH CLOSELY SPACED MODE SHAPES
ME 164 Senior Captone Deign The Cooper Union Spring 2011 MODAL ANALYSIS O A BEAM WITH CLOSELY SPACED MODE SHAPES Eglind Myftiu The Cooper Union New York City, NY, USA ABSTRACT Thi paper invetigate the
More informationInstantaneous Cycle-Slip Detection and Repair of GPS Data Based on Doppler Measurement
Intantaneou Cycle-Slip Detection and Repair of GPS Data Baed on Doppler Meaurement Zhoufeng Ren, Liyan Li, Jie Zhong, and Minjian Zhao Abtract In GPS receiver, carrier phae meaurement can be ued to improve
More informationApproximation Algorithms for Many-to-Many Traffic Grooming in WDM Mesh Networks
Approximation Alorithm for Many-to-Many Traffic Groomin in WDM Meh Network Mohammad A. Saleh Ahmed E. amal Department of Electrical and Computer Enineerin, Iowa State Univerity, Ame, IA 500 Email: {maleh,kamal}@iatate.edu
More informationLecture 11. Noise from optical amplifiers. Optical SNR (OSNR), noise figure, (electrical) SNR Amplifier and receiver noise
Lecture 11 Noie from optical amplifier EDFA noie Raman noie Optical SNR (OSNR), noie figure, (electrical) SNR Amplifier and receiver noie ASE and hot/thermal noie Preamplification for SNR improvement Fiber
More informationConstant Switching Frequency Self-Oscillating Controlled Class-D Amplifiers
http://dx.doi.org/.5755/j.eee..6.773 ELEKTRONIKA IR ELEKTROTECHNIKA, ISSN 39 5, OL., NO. 6, 4 Contant Switching Frequency Self-Ocillating Controlled Cla-D Amplifier K. Nguyen-Duy, A. Knott, M. A. E. Anderen
More informationAdaptive Space/Frequency Processing for Distributed Aperture Radars
Adaptive Space/Frequency Proceing for Ditributed Aperture Radar Raviraj Adve a, Richard Schneible b, Robert McMillan c a Univerity of Toronto Department of Electrical and Computer Engineering 10 King College
More informationA Two-Stage Optimization PID Algorithm
PID' Brecia (Italy), March 8-3, ThB. A Two-Stage Optimization PID Algorithm Gíli Herjólfon Anna Soffía Haukdóttir Sven Þ. Sigurðon Department of Electrical and Computer Engineering,Univerity of Iceland
More informationPhase Angle Balance Control for Harmonic Filtering of A Three Phase Shunt Active Filter System
Phae Angle Balance Control for Harmonic Filtering of A Three Phae Shunt Active Filter Sytem Souvik Chattopadhyay, V. Ramanarayanan Power Electronic Group Department of Electrical Engineering, Indian Intitute
More informationAutomatic Target Recognition with Unknown Orientation and Adaptive Waveforms
Automatic Target Recognition wi Unknown Orientation and Adaptive Waveform Junhyeong Bae Department of Electrical and Computer Engineering Univerity of Arizona 13 E. Speedway Blvd, Tucon, Arizona 8571 dolbit@email.arizona.edu
More informationRobust Control of an Active Suspension System Using H 2 & H Control Methods. Fatemeh Jamshidi 1, Afshin Shaabany 1
Journal of American Science, 11;(5) Robut Control of an Active Supenion Sytem Uing H & H Control Method Fatemeh Jamhidi 1, Afhin Shaabany 1 1 Ilamic Azad Univerity, Far Science and Reearch Branch, Shiraz,
More informationUPLINK DETECTION PERFORMANCE REGARDING BANDWIDTH-EFFICIENT BROADBAND TRANSMISSION IN A LARGE-SCALE MU-MIMO SYSTEM
Uplin detection performance regarding band width-efficient broadband tranmiion in a large-cale MU-MIMO ytem UPLIK DCIO PFOMAC GADIG BADWID-FFICI BOADBAD ASMISSIO I A LAG-SCAL MU-MIMO SSM Paulo orre António
More informationSelected mapping technique for reducing PAPR of single-carrier signals
WIRELESS COMMUNICATIONS AND MOBILE COMPUTING Wirel. Commun. Mob. Comput. (2016) Publihed online in Wiley Online Library (wileyonlinelibrary.com)..2701 RESEARCH ARTICLE Selected mapping technique for reducing
More informationRadio-Efficient Adaptive Modulation and Coding: Green Communication Perspective
Radio-Efficient Adaptive Modulation and Coding: Green Communication Perpective Liqiang Zhao, Jian Cai, and Hailin Zhang State Key Laboratory of Integrated Service Network Xidian Univerity Xi an, Shaanxi,
More informationError Probability of Different Modulation Schemes for OFDM based WLAN standard IEEE a
Error Probability of Different Modulation Schemes for OFDM based WLAN standard IEEE 802.11a Sanjeev Kumar Asst. Professor/ Electronics & Comm. Engg./ Amritsar college of Engg. & Technology, Amritsar, 143001,
More informationIMPROVED SPATIAL MODULATION FOR HIGH SPECTRAL EFFICIENCY
IMPOVED SPIL MODULION FO HIGH SPECL EFFICIENCY ajab M. Legnain, ohdy H.M. Hafez 1 and bdelgader M. Legnain 2 1 Department of Sytem and Computer Eng., Carleton Univerity, Ottawa, Canada {rlegnain, hafez}@ce.carleton.ca
More information