Overlapped filtered multitone modulation and its optimization on VLIW DSP

Size: px
Start display at page:

Download "Overlapped filtered multitone modulation and its optimization on VLIW DSP"

Transcription

1 Pavel SILHAVY, Ondrej KRAJSA, Petr SYSEL, Martn KOUTNY Dept. of Telecommuncatons, Brno Unversty of Technology, Purynova 8, 6 Brno, Czech Republc () Overlapped fltered multtone modulaton and ts optmzaton on VLIW DSP Abstract. In recent years, the multcarrer modulatons (MCM) have been appled to wre and wreless transmsson systems. MCM enable a nearperfect utlzaton of the provded frequency band on metallc cables and they also effectvely elmnate multpath propagaton n terrestral transmsson. They are manly the mplementatons called Dscrete MultTone (DMT) and Orthogonal Frequency Dvson Multplexng (OFDM). These approaches have also dsadvantages, whch have led to seeng new approaches to the mplementaton of the MCM modulaton scheme. One of them s the Fltered MultTone Modulaton (FMT). In the artcle, the channel equalzaton n overlapped and non-overlapped FMT modulaton wll be compared. The optmal mplementaton of FMT on the VLIW DSP wll be ntroduced n the second part.optmzed mplementaton of flter ban wth the help of parallel processng s descrbed, and also frame wrtng/readng and ts synchronzaton are ntroduced. Streszczene. W ostatnch latach, w modulacjach multcarrer (MCM) zostały zastosowane systemy transmsj przewodowej bezprzewodowej.mcm umożlwaja nemal perfecyjne wyorzystane pasma częstotlwośc przewdzane w ablach a równeż suteczne wyelmnować welodrogowość w transmsj nazemnej. Sa to przede wszystm mplementacje o nazwe Dscrete welotonowy (DMT) Orthogonal Frequency Dvson Multplexng (OFDM). Metody te maja taże wady, tóre doprowadzły do poszuwana nowych sposobów podejśca do wdrożena systemu modulacj MCM. Jednym z nch jest fltrowane welotonowe modulacj (FMT). W drugej częśc artyułu została opsana optymalna mplementacja modulacj FMT. Wyorzystano ban fltrów z równoległym przetwarzanem, oraz odpowedne ram zapsu/odczytu oraz synchronzacj. (Welotonowa modulacja porywajaca sę MCM jej optymalzacja) Keywords: Mult-Carrer Modulaton (MCM), Fltered MultTone modulaton (FMT), Half-overlap subchannel Fltered MultTone Modulaton, Decson Feedbac equalzer (DFE), Very Long Instructon Word (VLIW), Implementaton, Dgtal Sgnal Processor (DSP). Słowa luczowe: modulacja MCM, welotonowa modulacja FMT. Introducton The DMT and OFDM modulatons are utlzed n data transmsson over metallc cables n ADSL, VDSL and PLC systems, but also n terrestral transmsson n the WLAN and WMAX technologes, and n several other applcatons. Last but not least, they are used for dgtal rado and televson broadcastng (DVB-T)[]. These modulatons enable a near-perfect utlzaton of the frequency band provded n metallc cables wth spectrally-shaped transmsson characterstcs, or an effcent suppresson of the nfluence of multpath propagaton on terrestral transmsson. Ther dsadvantages, whch are gven by the method of the mplementaton, nclude the suboptmal utlzaton of closely-spectrally-shaped channels, channels wth narrowband dsturbance, and the suboptmal realzaton of duplex transmsson. The realzaton of FDM duplex transmsson s suboptmal, because the frequency band n the transent area between downstream and upstream channels s not used optmally. The above dsadvantages are gven by the method of realzng the multcarrer modulaton (MCM), where the ndvdual symbols have been generated usng FFT and nserted one by one. Durng the symbol duraton the ampltudes and the phases of ndvdual carrers are constant and defned by the QAM constellaton dagram of the dmenson used. Between ndvdual symbols, the ampltudes and the phases of all the carrers have been changed and thus the spectrum of each carrer s the snc functon, wth the parameters gven by the square wndow of each symbol, the attenuaton of the frst sde-lobe beng -db. Thus each carrer affects a number of neghbourng sub-bands and, on the contrary, the narrowband dsturbance affects the data transmsson on a number of neghbourng carrers, whch are outsde the dsturbance frequency bandwdth. Furthermore, f the frequency-dvson duplex s used, addtonal flterng s necessary so that the ndvdual transmsson drectons do not affect each other. Paradoxcally, t s these flters that have the domnant nfluence on the appearance of nter-symbol nterference. The frequency bandwdth between ndvdual drectons s utlzed suboptmally, whch can be seen from the bt-loadng of each ADSL modem. For these reasons, alternatve approaches to the mplementaton have recently been nvestgated to mprove the above mentoned dsadvantages. More recently, a flter ban mplementaton approach to MCM has frequently been dscussed. Ths method s called Fltered MultTone modulaton (FMT) []. Fltered MultTone Modulaton The FMT modulaton represents the modulaton technque usng a ban of flters to dvde the frequency band. The complex values obtaned from QAM modulaton are, smlar to the DMT modulaton, the nputs of the modulaton system. The number of bts assgned to ndvdual carrers s, the same as wth the DMT modulaton, determned durng the ntalzaton accorcng to the dsturbance level and attenuaton of the transmsson channel. Furthermore, as wll be gven later, an effectve mplementaton can be realzed wth the help of the FFT algorthm and thus the ncreased computaton complexty s acceptable. The man dsadvantage s the many tmes hgher delay gven by addtonal flterng. Ths modulaton s commonly realzed as non-overlapped FMT, where the ndvdual sub-bands do not overlap each other. The suboptmal utlzaton of the frequency band between ndvdual sub-bands s another dsadvantage. Nevertheless, the overlapped FMT modulaton, ntroduced n [], can be realzed, where, smlar to the DMT modulaton, the ndvdual subchannels are mutually overlapped and thus the bandwdth s utlzed effectvely. However, the overlap s n the half-subchannel band only. Prncple of Fltered MultTone modulaton and demodulaton The basc structure of FMT modulator, ntroduced n [], realzes the crtcal sampled flter ban. Each complex nput X from the QAM modulators of ndvdual carrers s fltered by FIR flter h (n) of the order of γn, whch s derved from the low-band prototype flter: () where X x (n) = = = X h (n N), { X = ( ) X for =,.., for =,N PRZEGLAD ELEKTROTECHNICZNY (Electrcal Revew), ISSN -97, R. 87 NR / 45

2 X * DFE X' X IFFT P/S x(n) channel y(n) S/P * FFT DFE X' X - - -* DFE N X' N Fg.. The effectve realzaton of the FMT modulator and demodulator. Ths mplementaton s also of hgh computaton complexty. Fg. shows an effectve realzaton of the FMT modulator and demodulator, ntroduced n [4]. Ths mplementaton uses the FFT transform, each output of whch has been fltered by the so-called polyphase flter of the order g. The coeffcents of the polyphase flters g =[g (),..., g (γ )] can be obtaned from the prototype flter h(n) of the order of γn: () g (l) =h(ln + ), where l =..γ The prototype flter can be desgned by samplng the frequency characterstc () and applyng the optmal wndow. Useful wndows enablng the desgn of orthogonal flter bans are, for example, the Blacman wndow, the Blacmanharrs wndow, the Hammng wndow, the Hann wndow, the Nuttall wndow, and some others. () H(e jπft ) = { for T f T otherwse As mentoned above, the FMT modulaton can be mplemented as overlapped or non-overlapped. Fg. shows a comparson of DMT, non-overlapped and overlapped FMT modulatons. It can be seen from the fgure that, due to the overlap, DMT and overlapped FMT mae optmal use of the whole frequency band. In the case of non-overlapped FMT, the area between carrers has been unused. Moreover, the wder subchannels enable achevng a hgher attenuaton for lower polyphase ftter orders g n the case of overlapped FMT. The subchannels are separated perfectly n the case of non-overlapped FMT, thus a dsturbance or an nhomogenety n one subchannel does not affect the neghborng carrers. Magntude characterstcs [db] tone [ - ] Fg.. Example of the comparson of the spectra of DMT, nonoverlapped FMT wt = - Blacman wndow and overlapped FMT wt =6-Nuttall wndow. Equalzaton n FMT modulaton The prncple of FMT sgnal demodulaton can be seen n the rght-hand part of fgure. In the case of non-overlapped FMT, the ndvdual carrers are completely separated, thus no nter-carrer nterference (ICI) occurs. In the case of overlapped FMT, the suppresson of ICI has been ensured thans to the orthogonalty of the modulaton ban, analogously to the DMT modulaton. The nter-symbol nterference occurs even n the case of deal channel, whch s gven by the FMT modulaton prncple. To put t more exactly, the spectral shapng of ndvdual channels by addtonal flterng leads to the occurrence of ISI nterferences, whch have to be elmnated. Equalzaton to mnmze ISI nterference can be performed ndvdually for each subchannel n the frequency doman, because each carrer creates a separated complex channel. / Y Z K K X K w FF + Fg.. Decson Feedbac equalzer structure. w FB 46 PRZEGLAD ELEKTROTECHNICZNY (Electrcal Revew), ISSN -97, R. 87 NR /

3 In fgure the complex values of DFE (Decson Feedbac equalzer) equalzers are drawn for the st to N th channels. The DFE equalzer structure s shown n fgure. The DFE equalzer contans two dgtal FIR (Fnte Impulse Response) flters and a decson crcut. The feedforward flter (FF) wth the coeffcents w FF and of the order of M s to shorten the channel mpulse response to the feedbac flter (FB) length R. The feedforward flter s desgned to set the frst coeffcent of the shortened mpulse response of channel to unty. Wth the help of the feedbac flter (FB) wth the coeffcents w FB and of the order of R we subtract the rest of the shortened channel mpulse response. The dervaton of MMSE DFE equalzer soluton was publshed several tmes, e.g. [5]. In ths secton, the useful results of dervaton wll be recaptulated. The coeffcents of the equalzer flters for the gven delay Δ can be determned usng the equaton: (4) w FB = R X Y f f T R X Y f where matrx R X Y s:, w FF = ( H H H ) H H C H w FB (5) R X Y = I GH ( H H H ) H H G H matrx H s the convoluton matrx of the channel from whch we chose the shortened part n terms of delay parameter Δ wth the help of matrx G: +M samples {}}{ (6) G =dag(,...,,,...,,,..., ) }{{}}{{} Δ R and f s the column vector of length R wth element one n the frst poston: (7) f =[,,..., R ] To compare equalzaton n non-overlapped and overlapped FMT modulatons we realzed a seres of smulatons of varous FMT systems wth dfferent flter orders γ and desgn wndows. The comparatve parameter of the acheved mnmzatons was the summaton of the MSE of all the carrers used: (8) MSE = N = ( ) f T R X Y f Fgures 4 and 5 gve examples of the smulaton results. In fgure 4 the comparson s on the deal channel and n fgure 5 t s on the ANSI channel. In both examples the systems had N =carrers. Tests on dfferent channels proved that n the case of overlapped FMT modulaton a better MSE mnmzaton ant thus a better channel equalzaton can be acheved than n the case of non-overlapped FMT. The dfference n the fnte acheved mnmzatons s ordnal. In the case of a lower equalzer flter order a smaller mnmzaton s acheved for overlapped FMT too n comparson wth non-overlapped FMT. Overlapped modulaton appears to be a better choce due to not only the optmal frequency spectrum utlzaton, but also due to the equalzer complexty and the fnal mnmzaton value acheved. MSE [ - ] non-overlap γ=8 overlap γ=8 non-overlap γ= overlap γ= non-overlap γ= overlap γ= non-overlap γ=4 overlap γ= M [ - ], (R=M) Fg. 4. Comparson of acheved MSE of non-overlapped and overlapped FMT modulatons of systems wth dfferent flter orders γ and Nutall wndows on deal channel. MSE [ - ] non-overlap γ=8 overlap γ=8 non-overlap γ= overlap γ= non-overlap γ= overlap γ= non-overlap γ=4 overlap γ= R [ - ] (M=R) Fg. 5. Comparson of acheved MSE of non-overlapped and overlapped FMT modulaton of systems wth dfferent flter orders γ and Blacman wndows on ANSI channel. Optmal mplementaton of FMT on VLIW DSP Complers desgned for dgtal sgnal processors dffer from the ANSI-C or C++ standard n a few detals, whch n the ultmate result have a consderable effect on the speed and stablty of algorthm mplementaton. The basc dfference les n that the defned data types are fully adapted to the archtecture of dgtal sgnal processor. The number of data bts and the format of storng numbers n a gven code (mostly the two s complement) correspond to the actual storage of numbers n dgtal sgnal processor regsters. When optmzng the source code t s convenent ether to enter the nstructons of dgtal sgnal processor assembler drectly nto the C-language source code or to use the ntrnsc functons, whch are assembled as a sngle nstructon. In ths way, the crtcal parts of source code that the assembler s not able to analyze correctly can be optmzed. In parallel processng, the gven algorthm can be realzed smultaneously for several values of the nput sgnal. Usng parallel processng wll greatly ncrease the speed of algorthm processng. Implementaton of the system s realzed usng the TMSC67DSK development t wth the TMSC67 dgtal sgnal processor. The AIC audo codec taes care about data transmsson to the channel. The system dstngushes between odd and even sequences n the data feld and on ths bass dstrbutes data nto the rght or the left PRZEGLAD ELEKTROTECHNICZNY (Electrcal Revew), ISSN -97, R. 87 NR / 47

4 Algorthm.: S DEC( buf, len, wndow, sze) begn for to len f buff rp > wndow then return (true) buff rp ++; do comment: read ponter ncrementaton f buff rp == buff ep then buff rp = buff buff comment: end of cyclc buffer testng return (false) comment: t s not a sync buffer end channel. Ths advantage was used n the realzaton of the test mplementaton. The frst channel was thus used to ensure synchronzaton whle the second channel was used for the actual data transfer. The processng of transmtted data can be dvded nto several stages, whch can be mplemented separately. Frst, blocs of QAM modulaton symbols are generated from the nput bt sequence. The constellaton dagram s selected for each carrer whle establshng a connecton, usng the sgnal-to-nose rato. A Recommended tranng sequence s used when establshng the connecton. Symbols are assgned to bt sequences usng a loo-up table so that the transmttng power s the same for all constellaton dagrams. The next step on the transmtter sde s to mplement the IFFT,.e. the converson from the frequency doman to the tme doman. The DSPLIB lbrary, optmzed for the TMSC67 processor, was used n the mplementaton, namely the DSP_fft6x6 functon, whch wors wth 6-bt nput values of the float type and a 6-bt feld twddle-factor, also of the float type. The functon return value s then also float. Next, the flterng of the frame obtaned by IFFT and by a flter ban s mplemented. We can choose from several approaches to mplement the flter ban. The frst s flterng that corresponds exactly to Fg.,.e. flterng each th sample by a flter wth coeffcents correspondng to the polyphase flter n the th branch. Ths approach could be optmzed by usng the functons of the DSPLIB lbrary, but ths feature brngs a number of constrants on the length of each flter, and on data algnment[6]. Furthermore, t would be necessary to eep n memory a large number of sgnal samples. The second approach s flterng accordng to Fg.6 and example of realzaton n C s n example. The prototype flter s stored n the memory n one varable such that the sequence number of samples corresponds to the sequence number of data on each carrer. The nput sample ponter x and the ponter to the feld of prototype flter coeffcents h can be declared by the ey word const snce n the course of calculaton the nput sample value and the values of ndvdual flter coeffcents wll not change. The output sample value and the values of statespace varables wll, on the contrary, change durng calculaton and thus they cannot be declared by the ey word const. It s obvous from the algorthm structure that the ndvdual nput arguments represent mutually ndependent data structures, whch wll be stored n separate memory locatons. In that case t s of advantage to use the ey word restrct, Example. Flter ban for FMT n C vod ban flt ( const nt x[ restrct ], const nt h[ restrct ], short y[ restrct ], // frame length nt M, // overlap factor nt g){ nt ; } for (= ; < M g ; =+) { // sample n th poston (y+%m) += mpy( h[], x[ ]); // sample n th + poston (y+%m+) += mpyh ( h[ ], x[ ] ) ; } whch nforms the compler about the memory-ndependence of the varables. In case the output sample was entered nto the same memory feld as the nput samples (n-place processng), there would evdently be a dependence relaton between the n and out ponters and the restrct eyword could not be used n declarng the two arguments. Comparson of optmzed and non-optmzed mplementatons are n tables and. For the purposes of the ADC, the data has to be amplfed and converted to nteger data type. Ths data type s supported by the ADC and DAC converters. Also sortng and nsertng of synchronzaton too place whle convertng these data to values approprate for the transfer. The synchronzaton conssted n nsertng a synchronzaton pulse always at the begnnng of each multframe. The multframe contans a predefned number of frames. Ths value s 69 frames n ITU G.9, where the frst frame of the transmsson chan s used to synchronze the remanng 68 frames. Incomng frames are stored n a crcular buffer. Ths buffer can hold up to several multframes, but from the capacty pont of vew, ths value s set to 5. Two ndependent ponters, read and wrte, tae care of the read and wrte operatons from/to the cyclc buffer. Thus no overwrtng of data that have not been read should occur. After wrtng the data nto the recevng buffer, the startng pulse of multframe s dentfed. Ths s guaranteed by algorthm. By callng the s_dec functon the ponter to a defned structure buf s nserted nto the buffer. Ths structure contans ponters to all the necessary data unts n the mplementaton of readng. The current readng poston s tested after the callng. If ths poston corresponds to a predefned level of the synchronzaton pulse decson wndow, the algorthm evaluates that t s a synchronzaton pulse. If the current value of the test element does not match the level of the decson wndow, the algorthm ncrements the read ponter and contnues testng. If the read ponter ndcates the end of the cyclc buffer, the value of startng feld s assgned to ponter. The length of the test feld s always equal to the length of the defned frame. Thus no loop algorthm should occur here. In the event that wthn the gven frame no synchronzaton pulse was found, t was one of the transmsson frames. In the future ths testng wll be seen to by calculatng the number of receved frames and thus computatonal resources wll be saved. Subsequently the receved frames are fltered, just le n the transmtter, and the FFT s performed. 48 PRZEGLAD ELEKTROTECHNICZNY (Electrcal Revew), ISSN -97, R. 87 NR /

5 a) h h h h h h h h b) X X X X X - X - X - X - X - X - X - X - X -γ X -γ X -γ X -γ c) y y y y Fg. 6. Optmzed algorthm for mplementng FIR flter ban Table. Wthout optmzaton FFT DMT FMT γ =8 FMT γ =6 D-FMT γ =8 D-FMT γ = Conclusons In the artcle, non-overlapped FMT and overlapped FMT modulaton systems were presented. We mentoned the structure of the modulator and demodulator, and the possbltes of an equalzaton mplementaton based on the DFE equalzer ban. Results of the smulaton of complexty and acheved equalzaton results for both approaches were presented. Test results on dfferent channels proved that n the case of overlapped FMT modulaton a better MSE mnmzaton ant thus a better channel equalzaton can be acheved than n the case of non-overlapped FMT. An effectve mplementaton of ths modulaton usng the FFT algorthm was compared wth a drect mplementaton and a proposed optmzed mplementaton. The mplementaton effectveness was compared wth the number of multply and accumulate (MAC) nstructons and cycles that are necessary for calculatng one output frame. An optmzed mplementaton of FMT modulaton on DSP was also shown. Ths soluton conssts of two parts, namely the mplementaton of flter ban and the mplementaton of frame generaton, wrtng, readng, and synchronzaton. Both of these parts were descrbed wth examples of soluton n the C code. The proposed desgn was mplemented and tested on a TMSC67 development starter t. Fg. 7. Optmzed algorthm for mplementng FIR flter ban The process n the recever s exactly the opposte of the process n the transmtter. FFT DMT FMT γ =8 FMT γ = Table. Optmzed mplementaton Acnowledgements Ths wor was supported n part by Grant Agency of Czech Republc GACR project No. /9/846, by MSM 65 research program, and by Grant Agency of Brno Unversty of Technology No. FEKT-S--6.[?] REFERENCES [] Stuavec, R.; Kratochvl, T. Smulaton and Measurement of the Transmsson Dstortons of the Dgtal Televson DVB-T/H Part : Modulator for Dgtal Terrestral Televson. Radoengneerng,, ro?. 9,?., s ISSN: - 5. [] Cherubn G., Eelefterou E., Olcer S., Coff.M.. Flter ban modulaton technques for VHDSL. IEEE Communcaton Magazne, May, pp [] Slhavy, P. Half-overlap subchannel Fltered MultTone Modulaton wth the small delay. In The Seventh Internatonal Conference on Networng ICN 8. pp , Cancun, Mexco, IARIA, LCN 7949, Aprl 8. ISBN: [4] Berenguer, I., Wassel, J. I., FMT modulaton: recever flter ban defnton for the dervaton of an effcent mplementaton, IEEE 7th Internatonal OFDM Worshop, Hamburg, Germany, Sep.. [5] Sayed, Al H. Fundamentals of Adaptve Flterng, Wley, NJ, ISBN [6] Sysel, P.; Krajsa, O. Optmzaton of FIR flter mplementaton for FMT on VLIW DSP. In Proceedngs of the 4th Internatonal Conference on Crcuts, Systems and Sgnals (CSS ).. Corfu: WSEAS Press,. s ISBN: Authors: Ph.D. Pavel Slhavy, M.Sc. Ondrej Krajsa, Ph.D. Petr Sysel, M.Sc. Martn Koutny, Dept. of Telecommuncatons, Brno Unversty of Technology, Facultu of Electrcal Engneerng and Communcaton, Brno Unversty of Technology,ul. Purynova 8, 6 Brno, Czech Republc, emal: slhavy@feec.vutbr.cz, rajsao@feec.vutbr.cz, sysel@feec.vutbr.cz, outnym@feec.vutbr.cz PRZEGLAD ELEKTROTECHNICZNY (Electrcal Revew), ISSN -97, R. 87 NR / 49

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

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

More information

Revision of Lecture Twenty-One

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

More information

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

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

More information

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

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

More information

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

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

More information

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

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

More information

Multicarrier Modulation

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

More information

antenna antenna (4.139)

antenna antenna (4.139) .6.6 The Lmts of Usable Input Levels for LNAs The sgnal voltage level delvered to the nput of an LNA from the antenna may vary n a very wde nterval, from very weak sgnals comparable to the nose level,

More information

Efficient Large Integers Arithmetic by Adopting Squaring and Complement Recoding Techniques

Efficient Large Integers Arithmetic by Adopting Squaring and Complement Recoding Techniques The th Worshop on Combnatoral Mathematcs and Computaton Theory Effcent Large Integers Arthmetc by Adoptng Squarng and Complement Recodng Technques Cha-Long Wu*, Der-Chyuan Lou, and Te-Jen Chang *Department

More information

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

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

More information

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

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

More information

Digital Transmission

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

More information

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

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

More information

A High-Sensitivity Oversampling Digital Signal Detection Technique for CMOS Image Sensors Using Non-destructive Intermediate High-Speed Readout Mode

A High-Sensitivity Oversampling Digital Signal Detection Technique for CMOS Image Sensors Using Non-destructive Intermediate High-Speed Readout Mode A Hgh-Senstvty Oversamplng Dgtal Sgnal Detecton Technque for CMOS Image Sensors Usng Non-destructve Intermedate Hgh-Speed Readout Mode Shoj Kawahto*, Nobuhro Kawa** and Yoshak Tadokoro** *Research Insttute

More information

DVB-T/H Digital Television Transmission and its Simulation over Ricean and Rayleigh Fading Channels

DVB-T/H Digital Television Transmission and its Simulation over Ricean and Rayleigh Fading Channels DVB-T/H Dgtal Televson Transmsson and ts Smulaton over Rcean and Raylegh Fadng Channels Ladslav Polák, Tomáš Kratochvl Department of Rado Electroncs, Brno Unversty of Technology, Purkyňova 118, 612 Brno,

More information

Adaptive Modulation for Multiple Antenna Channels

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

More information

The Application of Interpolation Algorithms in OFDM Channel Estimation

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

More information

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

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

More information

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

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

More information

Hardware Design of Filter Bank-Based Narrowband/Wideband Interference Canceler for Overlaid TDMA/CDMA Systems

Hardware Design of Filter Bank-Based Narrowband/Wideband Interference Canceler for Overlaid TDMA/CDMA Systems Hardware Desgn of Flter anased arrowband/deband Interference Canceler for Overlad TDMA/CDMA Systems Toyoau Ktano Kaunor Hayash Htosh Masutan and Shnsue Hara Graduate School of Engneerng Osaa Unversty YamadaOa

More information

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

A NOVEL PREAMBLE DESIGN FOR CHANNEL ESTIMATION IN MIMO- OFDM SYSTEMS RESULTING IN ENHANCED THROUGHPUT Volume 53, umber 3, 01 ACTA TECHICA APOCESIS Electroncs and Telecommuncatons A OVEL PREAMBLE DESIG FOR CHAEL ESTIMATIO I MIMO- OFDM SYSTEMS RESULTIG I EHACED THROUGHPUT Shakeel Salamat ULLAH atonal Unversty

More information

We are IntechOpen, the world s leading publisher of Open Access books Built by scientists, for scientists. International authors and editors

We are IntechOpen, the world s leading publisher of Open Access books Built by scientists, for scientists. International authors and editors We are IntechOpen, the world s leading publisher of Open Access boos Built by scientists, for scientists 3,350 08,000.7 M Open access boos available International authors and editors Downloads Our authors

More information

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

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

More information

ECE 2133 Electronic Circuits. Dept. of Electrical and Computer Engineering International Islamic University Malaysia

ECE 2133 Electronic Circuits. Dept. of Electrical and Computer Engineering International Islamic University Malaysia ECE 2133 Electronc Crcuts Dept. of Electrcal and Computer Engneerng Internatonal Islamc Unversty Malaysa Chapter 12 Feedback and Stablty Introducton to Feedback Introducton to Feedback 1-4 Harold Black,

More information

Prevention of Sequential Message Loss in CAN Systems

Prevention of Sequential Message Loss in CAN Systems Preventon of Sequental Message Loss n CAN Systems Shengbng Jang Electrcal & Controls Integraton Lab GM R&D Center, MC: 480-106-390 30500 Mound Road, Warren, MI 48090 shengbng.jang@gm.com Ratnesh Kumar

More information

FFT Spectrum Analyzer

FFT Spectrum Analyzer THE ANNUAL SYMPOSIUM OF THE INSTITUTE OF SOLID MECHANICS SISOM 22 BUCHAREST May 16-17 ----------------------------------------------------------------------------------------------------------------------------------------

More information

Multipath channel model of power lines

Multipath channel model of power lines VOL., O., JE 00 Multpath channel model of power lnes Petr Mlynek, Martn Koutny, Jr Msurec rno nversty of Technology, Faculty of Electrcal Engneerng and Communcaton, Department of Telecommuncatons Emal:

More information

Performance Analysis of Power Line Communication Using DS-CDMA Technique with Adaptive Laguerre Filters

Performance Analysis of Power Line Communication Using DS-CDMA Technique with Adaptive Laguerre Filters Internatonal Conference on Informaton and Electroncs Engneerng IPCSIT vol.6 ( ( IACSIT Press, Sngapore Performance Analyss of Power Lne Communcaton Usng DS-CDMA Technque wth Adaptve Laguerre Flters S.

More information

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

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

More information

arxiv: v1 [cs.it] 30 Sep 2008

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

More information

ANNUAL OF NAVIGATION 11/2006

ANNUAL OF NAVIGATION 11/2006 ANNUAL OF NAVIGATION 11/2006 TOMASZ PRACZYK Naval Unversty of Gdyna A FEEDFORWARD LINEAR NEURAL NETWORK WITH HEBBA SELFORGANIZATION IN RADAR IMAGE COMPRESSION ABSTRACT The artcle presents the applcaton

More information

BER Performances of a Differential OFDM System in Fading Channels

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

More information

Walsh Function Based Synthesis Method of PWM Pattern for Full-Bridge Inverter

Walsh Function Based Synthesis Method of PWM Pattern for Full-Bridge Inverter Walsh Functon Based Synthess Method of PWM Pattern for Full-Brdge Inverter Sej Kondo and Krt Choesa Nagaoka Unversty of Technology 63-, Kamtomoka-cho, Nagaoka 9-, JAPAN Fax: +8-58-7-95, Phone: +8-58-7-957

More information

Uncertainty in measurements of power and energy on power networks

Uncertainty in measurements of power and energy on power networks Uncertanty n measurements of power and energy on power networks E. Manov, N. Kolev Department of Measurement and Instrumentaton, Techncal Unversty Sofa, bul. Klment Ohrdsk No8, bl., 000 Sofa, Bulgara Tel./fax:

More information

Markov Chain Monte Carlo Detection for Underwater Acoustic Channels

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

More information

On Timing Offset and Frequency Offset Estimation in LTE Uplink *

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

More information

Dynamic Optimization. Assignment 1. Sasanka Nagavalli January 29, 2013 Robotics Institute Carnegie Mellon University

Dynamic Optimization. Assignment 1. Sasanka Nagavalli January 29, 2013 Robotics Institute Carnegie Mellon University Dynamc Optmzaton Assgnment 1 Sasanka Nagavall snagaval@andrew.cmu.edu 16-745 January 29, 213 Robotcs Insttute Carnege Mellon Unversty Table of Contents 1. Problem and Approach... 1 2. Optmzaton wthout

More information

A MODIFIED DIFFERENTIAL EVOLUTION ALGORITHM IN SPARSE LINEAR ANTENNA ARRAY SYNTHESIS

A MODIFIED DIFFERENTIAL EVOLUTION ALGORITHM IN SPARSE LINEAR ANTENNA ARRAY SYNTHESIS A MODIFIED DIFFERENTIAL EVOLUTION ALORITHM IN SPARSE LINEAR ANTENNA ARRAY SYNTHESIS Kaml Dmller Department of Electrcal-Electroncs Engneerng rne Amercan Unversty North Cyprus, Mersn TURKEY kdmller@gau.edu.tr

More information

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

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

More information

California, 4 University of California, Berkeley

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

More information

A Spreading Sequence Allocation Procedure for MC-CDMA Transmission Systems

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

More information

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

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

More information

High Speed ADC Sampling Transients

High Speed ADC Sampling Transients Hgh Speed ADC Samplng Transents Doug Stuetzle Hgh speed analog to dgtal converters (ADCs) are, at the analog sgnal nterface, track and hold devces. As such, they nclude samplng capactors and samplng swtches.

More information

On the Feasibility of Receive Collaboration in Wireless Sensor Networks

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

More information

Power Minimization Under Constant Throughput Constraint in Wireless Networks with Beamforming

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

More information

Multi-Carrier Modulation and MIMO Principle Application on Subscriber Lines

Multi-Carrier Modulation and MIMO Principle Application on Subscriber Lines RADIOENGINEERING, VO. 16, NO. 4, DECEMBER 007 33 Mult-Carrer Modulaton and MIMO Prncple Applcaton on Subscrber nes Jří VODRÁŽKA Dept. of Telecommuncaton Technology, Czech Techncal Unversty, Techncá, 166

More information

Energy Efficient Adaptive Modulation in Wireless Cognitive Radio Ad Hoc Networks

Energy Efficient Adaptive Modulation in Wireless Cognitive Radio Ad Hoc Networks Energy Effcent Adaptve Modulaton n Wreless Cogntve Rado Ad Hoc Networks Song Gao, Ljun Qan*, Dhadesugoor. R. Vaman ARO/ARL Center for Battlefeld Communcatons Research Prare Vew A&M Unversty, Texas A&M

More information

Passive Filters. References: Barbow (pp ), Hayes & Horowitz (pp 32-60), Rizzoni (Chap. 6)

Passive Filters. References: Barbow (pp ), Hayes & Horowitz (pp 32-60), Rizzoni (Chap. 6) Passve Flters eferences: Barbow (pp 6575), Hayes & Horowtz (pp 360), zzon (Chap. 6) Frequencyselectve or flter crcuts pass to the output only those nput sgnals that are n a desred range of frequences (called

More information

Research on Peak-detection Algorithm for High-precision Demodulation System of Fiber Bragg Grating

Research on Peak-detection Algorithm for High-precision Demodulation System of Fiber Bragg Grating , pp. 337-344 http://dx.do.org/10.1457/jht.014.7.6.9 Research on Peak-detecton Algorthm for Hgh-precson Demodulaton System of Fber ragg Gratng Peng Wang 1, *, Xu Han 1, Smn Guan 1, Hong Zhao and Mngle

More information

Research of Dispatching Method in Elevator Group Control System Based on Fuzzy Neural Network. Yufeng Dai a, Yun Du b

Research of Dispatching Method in Elevator Group Control System Based on Fuzzy Neural Network. Yufeng Dai a, Yun Du b 2nd Internatonal Conference on Computer Engneerng, Informaton Scence & Applcaton Technology (ICCIA 207) Research of Dspatchng Method n Elevator Group Control System Based on Fuzzy Neural Network Yufeng

More information

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

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

More information

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

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

More information

Effect of Time-Interleaved Analog-to-Digital Converter Mismatches on OFDM Performance

Effect of Time-Interleaved Analog-to-Digital Converter Mismatches on OFDM Performance Effect of Tme-Interleaved Analog-to-Dgtal Converter Msmatches on OFDM Performance Vo-Trung-Dung Huynh, Nele Noels, Peter Rombouts 2, Jean Armstrong 3, Hed Steendam Department of Telecommuncatons and Informaton

More information

A NSGA-II algorithm to solve a bi-objective optimization of the redundancy allocation problem for series-parallel systems

A NSGA-II algorithm to solve a bi-objective optimization of the redundancy allocation problem for series-parallel systems 0 nd Internatonal Conference on Industral Technology and Management (ICITM 0) IPCSIT vol. 49 (0) (0) IACSIT Press, Sngapore DOI: 0.776/IPCSIT.0.V49.8 A NSGA-II algorthm to solve a b-obectve optmzaton of

More information

Procedia Computer Science

Procedia Computer Science Proceda Computer Scence 3 (211) 714 72 Proceda Computer Scence (21) Proceda Computer Scence www.elsever.com/locate/proceda www.elsever.com/locate/proceda WCIT-21 Performance evaluaton of data delvery approaches

More information

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

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

More information

THE GENERATION OF 400 MW RF PULSES AT X-BAND USING RESONANT DELAY LINES *

THE GENERATION OF 400 MW RF PULSES AT X-BAND USING RESONANT DELAY LINES * SLAC PUB 874 3/1999 THE GENERATION OF 4 MW RF PULSES AT X-BAND USING RESONANT DELAY LINES * Sam G. Tantaw, Arnold E. Vleks, and Rod J. Loewen Stanford Lnear Accelerator Center, Stanford Unversty P.O. Box

More information

Optimal Placement of PMU and RTU by Hybrid Genetic Algorithm and Simulated Annealing for Multiarea Power System State Estimation

Optimal Placement of PMU and RTU by Hybrid Genetic Algorithm and Simulated Annealing for Multiarea Power System State Estimation T. Kerdchuen and W. Ongsakul / GMSARN Internatonal Journal (09) - Optmal Placement of and by Hybrd Genetc Algorthm and Smulated Annealng for Multarea Power System State Estmaton Thawatch Kerdchuen and

More information

Error Probability of RS Code Over Wireless Channel

Error Probability of RS Code Over Wireless Channel Internatonal Journal of Electroncs Engneerng, 3 (), 11, pp. 99 33 Serals Publcatons, ISS : 973-7383 Error Probablty of RS Code Over Wreless Channel Mohammad Aftab Alam Khan 1 & Mehwash Farooq 1 1 Department

More information

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

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

More information

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

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

More information

Fast Code Detection Using High Speed Time Delay Neural Networks

Fast Code Detection Using High Speed Time Delay Neural Networks Fast Code Detecton Usng Hgh Speed Tme Delay Neural Networks Hazem M. El-Bakry 1 and Nkos Mastoraks 1 Faculty of Computer Scence & Informaton Systems, Mansoura Unversty, Egypt helbakry0@yahoo.com Department

More information

Delay Constrained Fuzzy Rate Control for Video Streaming over DVB-H

Delay Constrained Fuzzy Rate Control for Video Streaming over DVB-H Delay Constraned Fuzzy Rate Control for Vdeo Streamng over DVB-H Mehd Rezae, Moncef Gabbouj, 3 med Bouazz,, Tampere Unversty of Technology, 3 Noka Research Center, Tampere, Fnland mehd.rezae@tut.f, moncef.gabbouj@tut.f,

More information

Space Time Equalization-space time codes System Model for STCM

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

More information

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

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

More information

Graph Method for Solving Switched Capacitors Circuits

Graph Method for Solving Switched Capacitors Circuits Recent Advances n rcuts, ystems, gnal and Telecommuncatons Graph Method for olvng wtched apactors rcuts BHUMIL BRTNÍ Department of lectroncs and Informatcs ollege of Polytechncs Jhlava Tolstého 6, 586

More information

NATIONAL RADIO ASTRONOMY OBSERVATORY Green Bank, West Virginia SPECTRAL PROCESSOR MEMO NO. 25. MEMORANDUM February 13, 1985

NATIONAL RADIO ASTRONOMY OBSERVATORY Green Bank, West Virginia SPECTRAL PROCESSOR MEMO NO. 25. MEMORANDUM February 13, 1985 NATONAL RADO ASTRONOMY OBSERVATORY Green Bank, West Vrgna SPECTRAL PROCESSOR MEMO NO. 25 MEMORANDUM February 13, 1985 To: Spectral Processor Group From: R. Fsher Subj: Some Experments wth an nteger FFT

More information

Priority based Dynamic Multiple Robot Path Planning

Priority based Dynamic Multiple Robot Path Planning 2nd Internatonal Conference on Autonomous obots and Agents Prorty based Dynamc Multple obot Path Plannng Abstract Taxong Zheng Department of Automaton Chongqng Unversty of Post and Telecommuncaton, Chna

More information

1 GSW Multipath Channel Models

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

More information

Symbol Synchronization at the BPSK-OFDM Receiver

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

More information

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

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

More information

29. Network Functions for Circuits Containing Op Amps

29. Network Functions for Circuits Containing Op Amps 9. Network Functons for Crcuts Contanng Op Amps Introducton Each of the crcuts n ths problem set contans at least one op amp. Also each crcut s represented by a gven network functon. These problems can

More information

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

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

More information

Side-Match Vector Quantizers Using Neural Network Based Variance Predictor for Image Coding

Side-Match Vector Quantizers Using Neural Network Based Variance Predictor for Image Coding Sde-Match Vector Quantzers Usng Neural Network Based Varance Predctor for Image Codng Shuangteng Zhang Department of Computer Scence Eastern Kentucky Unversty Rchmond, KY 40475, U.S.A. shuangteng.zhang@eku.edu

More information

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

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

More information

Chapter 2 Two-Degree-of-Freedom PID Controllers Structures

Chapter 2 Two-Degree-of-Freedom PID Controllers Structures Chapter 2 Two-Degree-of-Freedom PID Controllers Structures As n most of the exstng ndustral process control applcatons, the desred value of the controlled varable, or set-pont, normally remans constant

More information

Clustering Based Fractional Frequency Reuse and Fair Resource Allocation in Multi-cell Networks

Clustering Based Fractional Frequency Reuse and Fair Resource Allocation in Multi-cell Networks Ths full text paper was peer revewed at the drecton of IEEE Communcatons Socety subject matter experts for publcaton n the IEEE ICC 21 proceedngs Clusterng Based Fractonal Frequency Reuse and Far Resource

More information

Throughput Maximization by Adaptive Threshold Adjustment for AMC Systems

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

More information

AN ALL DIGITAL QAM MODULATOR WITH RADIO FREQUENCY OUTPUT

AN ALL DIGITAL QAM MODULATOR WITH RADIO FREQUENCY OUTPUT AN ALL DIGITAL QAM MODULATOR WITH RADIO FREQUENCY OUTPUT Zhuan Ye (Motorola Labs, 131 E. Algonqun Rd., Schaumburg, IL 6196 zhuan.ye@motorola.com); John Grosspetsch (Motorola Labs, Schaumburg, IL 6196 john.grosspetsch@motorola.com)

More information

Low-Delay 16 kb/s Wideband Speech Coder with Fast Search Methods

Low-Delay 16 kb/s Wideband Speech Coder with Fast Search Methods Low-Delay 16 b/s Wdeband Speech Coder wth Fast Search Methods M. HALIMI M. BENGHERABI A. KADDAI Speech Codng eam Centre de Développement des echnologes Avancées Haouch Oul BP. 17 Baba Hassen Algers ALGERIA

More information

ROBUST IDENTIFICATION AND PREDICTION USING WILCOXON NORM AND PARTICLE SWARM OPTIMIZATION

ROBUST IDENTIFICATION AND PREDICTION USING WILCOXON NORM AND PARTICLE SWARM OPTIMIZATION 7th European Sgnal Processng Conference (EUSIPCO 9 Glasgow, Scotland, August 4-8, 9 ROBUST IDENTIFICATION AND PREDICTION USING WILCOXON NORM AND PARTICLE SWARM OPTIMIZATION Babta Majh, G. Panda and B.

More information

Design and Implementation of DDFS Based on Quasi-linear Interpolation Algorithm

Design and Implementation of DDFS Based on Quasi-linear Interpolation Algorithm Desgn and Implementaton of DDFS Based on Quas-lnear Interpolaton Algorthm We Wang a, Yuanyuan Xu b and Hao Yang c College of Electroncs Engneerng, Chongqng Unversty of Posts and Telecommuncatons, Chongqng

More information

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

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

More information

Phasor Representation of Sinusoidal Signals

Phasor Representation of Sinusoidal Signals Phasor Representaton of Snusodal Sgnals COSC 44: Dgtal Communcatons Instructor: Dr. Amr Asf Department of Computer Scence and Engneerng York Unversty Handout # 6: Bandpass odulaton Usng Euler dentty e

More information

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

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

More information

TECHNICAL NOTE TERMINATION FOR POINT- TO-POINT SYSTEMS TN TERMINATON FOR POINT-TO-POINT SYSTEMS. Zo = L C. ω - angular frequency = 2πf

TECHNICAL NOTE TERMINATION FOR POINT- TO-POINT SYSTEMS TN TERMINATON FOR POINT-TO-POINT SYSTEMS. Zo = L C. ω - angular frequency = 2πf TECHNICAL NOTE TERMINATION FOR POINT- TO-POINT SYSTEMS INTRODUCTION Because dgtal sgnal rates n computng systems are ncreasng at an astonshng rate, sgnal ntegrty ssues have become far more mportant to

More information

A Novel Optimization of the Distance Source Routing (DSR) Protocol for the Mobile Ad Hoc Networks (MANET)

A Novel Optimization of the Distance Source Routing (DSR) Protocol for the Mobile Ad Hoc Networks (MANET) A Novel Optmzaton of the Dstance Source Routng (DSR) Protocol for the Moble Ad Hoc Networs (MANET) Syed S. Rzv 1, Majd A. Jafr, and Khaled Ellethy Computer Scence and Engneerng Department Unversty of Brdgeport

More information

A Comparison of Two Equivalent Real Formulations for Complex-Valued Linear Systems Part 2: Results

A Comparison of Two Equivalent Real Formulations for Complex-Valued Linear Systems Part 2: Results AMERICAN JOURNAL OF UNDERGRADUATE RESEARCH VOL. 1 NO. () A Comparson of Two Equvalent Real Formulatons for Complex-Valued Lnear Systems Part : Results Abnta Munankarmy and Mchael A. Heroux Department of

More information

RC Filters TEP Related Topics Principle Equipment

RC Filters TEP Related Topics Principle Equipment RC Flters TEP Related Topcs Hgh-pass, low-pass, Wen-Robnson brdge, parallel-t flters, dfferentatng network, ntegratng network, step response, square wave, transfer functon. Prncple Resstor-Capactor (RC)

More information

A High Noise Immunity, Channel Finger Touch Sensing IC Using OFDM and Frequency Translation Technique

A High Noise Immunity, Channel Finger Touch Sensing IC Using OFDM and Frequency Translation Technique sensors Artcle A Hgh Nose Immunty, 28 16-Channel Fnger Touch Sensng IC Usng OFDM and Frequency Translaton Technque SangYun Km 1, Behnam Samadpoor Rkan 1, YoungGun Pu 1, Sang-Sun Yoo 2, Mnjae Lee 3, Keum

More information

DESIGN OF OPTIMIZED FIXED-POINT WCDMA RECEIVER

DESIGN OF OPTIMIZED FIXED-POINT WCDMA RECEIVER 7th European Sgnal Processng Conference (EUSIPCO 9) Glasgow, Scotland, August -8, 9 DESIGN OF OPTIMIZED FIXED-POINT WCDMA RECEIVER Ha-Nam Nguyen, Danel Menard, and Olver Senteys IRISA/INRIA, Unversty of

More information

Chaotic Filter Bank for Computer Cryptography

Chaotic Filter Bank for Computer Cryptography Chaotc Flter Bank for Computer Cryptography Bngo Wng-uen Lng Telephone: 44 () 784894 Fax: 44 () 784893 Emal: HTwng-kuen.lng@kcl.ac.ukTH Department of Electronc Engneerng, Dvson of Engneerng, ng s College

More information

Multi-tone Signaling for High-speed Backplane Electrical Links

Multi-tone Signaling for High-speed Backplane Electrical Links Mult-tone Sgnalng for Hgh-speed Bacplane Electrcal Lns Amr Amrhany, Vladmr Stojanovć,, and Mar A. Horowtz Department of Electrcal Engneerng, Stanford Unversty, CA 9, USA Rambus, Inc., Los Altos, CA 9,

More information

Near-Optimum Blind Decision Feedback Equalization for ATSC Digital Television Receivers

Near-Optimum Blind Decision Feedback Equalization for ATSC Digital Television Receivers Near-Optmum Blnd ecson Feedback Equalzaton for ATSC gtal Televson Recevers Hyoung-Nam Km, Sung Ik Park, Seung Won Km, and Jae Moung Km Ths paper presents a near-optmum blnd decson feedback equalzer (FE)

More information

DIMENSIONAL SYNTHESIS FOR WIDE-BAND BAND- PASS FILTERS WITH QUARTER-WAVELENGTH RES- ONATORS

DIMENSIONAL SYNTHESIS FOR WIDE-BAND BAND- PASS FILTERS WITH QUARTER-WAVELENGTH RES- ONATORS Progress In Electromagnetcs Research B, Vol. 17, 213 231, 29 DIMENSIONAL SYNTHESIS FOR WIDE-BAND BAND- PASS FILTERS WITH QUARTER-WAVELENGTH RES- ONATORS Q. Zhang and Y. Lu School of Electrcal and Electroncs

More information

A High-Speed Multiplication Algorithm Using Modified Partial Product Reduction Tree

A High-Speed Multiplication Algorithm Using Modified Partial Product Reduction Tree World Academy of Scence, Engneerng and Technology Internatonal Journal of Electrcal and Computer Engneerng Vol:4, No:, 200 A Hgh-Speed Multplcaton Algorthm Usng Modfed Partal Product educton Tree P Asadee

More information

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

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

More information

Learning Ensembles of Convolutional Neural Networks

Learning Ensembles of Convolutional Neural Networks Learnng Ensembles of Convolutonal Neural Networks Lran Chen The Unversty of Chcago Faculty Mentor: Greg Shakhnarovch Toyota Technologcal Insttute at Chcago 1 Introducton Convolutonal Neural Networks (CNN)

More information

MASTER TIMING AND TOF MODULE-

MASTER TIMING AND TOF MODULE- MASTER TMNG AND TOF MODULE- G. Mazaher Stanford Lnear Accelerator Center, Stanford Unversty, Stanford, CA 9409 USA SLAC-PUB-66 November 99 (/E) Abstract n conjuncton wth the development of a Beam Sze Montor

More information

Analysis of Time Delays in Synchronous and. Asynchronous Control Loops. Bj rn Wittenmark, Ben Bastian, and Johan Nilsson

Analysis of Time Delays in Synchronous and. Asynchronous Control Loops. Bj rn Wittenmark, Ben Bastian, and Johan Nilsson 37th CDC, Tampa, December 1998 Analyss of Delays n Synchronous and Asynchronous Control Loops Bj rn Wttenmark, Ben Bastan, and Johan Nlsson emal: bjorn@control.lth.se, ben@control.lth.se, and johan@control.lth.se

More information