Average Symbol Error Rate of Maximal Ratio Combining Scheme in the Presence of Multiple Cochannel Interferers

Size: px
Start display at page:

Download "Average Symbol Error Rate of Maximal Ratio Combining Scheme in the Presence of Multiple Cochannel Interferers"

Transcription

1 38 ECTI TRASACTIOS O EECTRICA EG. EECTROICS AD COUICATIOS VO. O. AUGUST 3 Avrag Symbol Error Rat of axmal Rato Combnng Schm n th rsnc of ultl Cochannl Intrfrrs Chrasl Chayawan* and Valntn A. Aalo** *Dartmnt of Elctroncs and Tlcommuncaton Engnrng Kng ongut s Unvrsty of Tchnology Thonbur Bango 4 Thaland **Dartmnt of Elctrcal Engnrng Florda Atlantc Unvrsty Boca Raton F 3343 Emal: *chrasl.cha@mutt.ac.th **aalo@fau.du ABSTRACT Th rformanc of dgtal cllular rado systms wth maxmal rato combnng (RC dvrsty s analyd n a flat-fadng channl wth cochannl ntrfrnc and addtv wht Gaussan nos (AWG. It s assumd that th dsrd sgnal may xrnc Rc fadng whl th Raylgh-fadd ntrfrrs may hav smlar or dssmlar avrag man owrs. Closd-form xrssons ar drvd for th avrag rror robablty n th rsnc of multl ndndnt Raylgh-fadd ntrfrrs. Both bnary and -ary lnar modulaton schms ar consdrd. Th analyss s also xtndd to th cas whn th dsrd sgnal has a Rc dstrbuton. Kywords: Cochannl Intrfrnc axmal Rato Combnng Raylgh Fadng Rc Fadng. ITRODUCTIO ultath fadng and cochannl ntrfrnc ar th maor sourcs of rformanc marmnt n wrlss communcaton systms. It s wll nown that antnna dvrsty can sgnfcantly mrov th caacty of many dgtal cllular rado systms by combatng multath fadng and rducng th ffct of cochannl ntrfrnc. In a systm wth otmum dvrsty combnng th sgnals rcvd by svral antnna lmnts can b rorly wghtd and combnd to maxm th outut sgnal-to-ntrfrnc-lus-nos rato (SIR []. Howvr th mlmntaton and rformanc analyss of th otmum combnr (OC rqur channl stmaton for th dsrd sgnal as wll as for all th ntrfrng sgnals whch ar usually qut comlcatd. Whl maxmal rato combnng (RC whch n ractc maxms th outut sgnal-to-nos rato (SR and s subotmal n th rsnc of cochannl ntrfrnc s usually mloyd nstad [] [3]. In many mobl rado systms th assumton of Raylgh fadng channl s usually assumd to modl th channl charactrstcs of both dsrd and ntrfrrng sgnals snc th dstanc btwn mobl and th bas staton s usually random and long nough for th ln of CR3: anuscrt rcvd on Fbruary 3; rvsd on August 3 3. sght (OS comonnt of th dsrd sgnal to b nglctd. Both dsrd and ntrfrng sgnals thrfor xrnc d fadng from mobl unt to th bas staton [] [4] [5]. On th othr hand n mcrocllular mobl rado systms scally n an ndoor nvronmnt th dstanc of dsrd sgnal from th bas staton s usually not far nough to nglct th ln of sght (OS comonnt [7] [8]. In such systms th assumton of Raylgh fadng for both th dsrd and ntrfrng sgnals may not b arorat and th Rc/Raylgh fadng modl may b usd nstad [4] [5]. Th rformanc of RC s consdrably asr to valuat than that of th otmum combnr. Although th otmum combnr outrforms RC th rformanc dffrnc s somtms not substantal n som fadng nvronmnts [] [6]. Th rformanc of an antnna array systm usng RC n a fadng nvronmnt wth cochannl ntrfrnc and an addtv wht Gaussan nos (AWG s usually gvn n trms of outag robablty whch s th robablty that th outut SIR falls blow a rscrbd thrshold valu [] [9]. Avrag rror rat s anothr mortant masur that s commonly usd to charactr th rformanc of many dgtal cllular rado systms. Closd-form rsults for avrag bt rror rat (BER of antnna array systms usng RC n a fadng nvronmnt whn th dsrd sgnal and th ntrfrrs fad ndndntly wth Raylgh statstcs wr gvn for th scal cass of dual-ordr dvrsty wth on domnant cochannl ntrfrr assumng that th dvrsty channls ar corrlatd [3]. Also th avrag BER for -ordr dvrsty wth an arbtrary numbr of dntcal ndndnt ntrfrrs was drvd n [3] and []. In ths ar w drv sm-analytcal xrssons for th avrag symbol rror rat (SER for an -lmnt antnna array systm mloyng RC n th rsnc of ndndnt arbtrary numbr of Raylgh-fadd cochannl ntrfrrs wth thr dntcal or dstnct man owrs for som lnar -ary modulaton schms. Th scal cass of avrag BER of cohrnt and noncohrnt bnary has shft yng s also rovdd. Fnally th xtnson to Rc-fadd dsrd sgnal s also nvstgatd for bnary cas as wll. Th organaton n ths ar s as follow th systm modl of Raylgh fadng channl s rovdd n

2 CHAYAWA AD AAO: AVERAGE SYBO ERROR RATE OF AXIA RATIO COBIIG SCHEE I THE RESECE OF 39 scton II. In scton III th drvaton of sm-analytcal xrssons for th avrag symbol rror rat for an - lmnt antnna array systm mloyng RC n th rsnc of ndndnt arbtrary numbr of Raylghfadd cochannl ntrfrrs wth thr dntcal or dstnct man owrs n som lnar modulaton schms ar drvd. Som scal cass of avrag bt rror rat ar nvstgatd n ths scton as wll. Th xtnson to Rc/ Raylgh fadng modl s studd n scton IV. In addton numrcal consdratons and concluson of ths manuscrt ar fnally gvn n scton V. and VI. rsctvly.. SYSTE ODE In a cllular rado systm wth antnna array rocssng at th bas staton th sgnals rcvd on an -lmnt antnna array oratng n th rsnc of ntrfrrs may b wrttn as rt ( s( ta + n ( s (t (... ar th transmttd sgnals and A (... ar th -dmnsonal drcton-ofarrvals of th dsrd sgnal ( and th ntrfrng sgnals (... W assum that ach comonnt of th vctors A (... follows a comlx Gaussan dstrbuton wth man owr (... Th vctor n s an addtv Gaussan nos vctor wth ro man and covaranc matrx σ I. Whn th sgnal at ach antnna s wghtd by a comlx-valud wght vctor w th outut SIR s gvn by [] H x A A s a Gamma dstrbutd random σ varabl wth df gvn by [] [9] x x x Γ( ( x x x and th random varabl has th xonntal dstrbuton gvn by (5 x (6 σ ( s th sgnal-to-nos owr rato of th dsrd sgnal ( and -th ntrfrng sgnal. W assum throughout that th ntrfrng owrs ar mutually ndndnt. Whn th ntrfrrs hav dntcal owr (.. for... th df of random varabl can b shown to b gvn by ( x. Γ (7 Whn th ntrfrrs hav dssmlar man owrs th df of s gvn by H H w A A w H ( w Rw ( x (8 th random covaranc matrx R s gvn by H R A A + σ I. (3. Th surscrt H dnots th Hrmtan transos of th comlx matrx. Whn th rcvr mloys RC th wght vctor on ach antnna s roortonal to th dsrd sgnal vctor (.. w A and th corrsondng outut SIR can b shown to b gvn by [3] x (4 + x Th df of th outut SIR s thn gvn by + ( ( ω + [( ω + ] ( ω dω x w may substtut (5 for x ( x and (7 or (8 for ( ω and valuat th rsultng ntgral. Whn th ntrfrrs hav qual man owr th rsult s gvn by (9

3 4 ECTI TRASACTIOS O EECTRICA EG. EECTROICS AD COUICATIOS VO. O. AUGUST 3 ( x ( Γ ( + C Γ Γ + C n ( ( + ( n! s th bnomal coffcnt! n! whch agrs wth m m n [ q. (]. In th s I rsnc of ntrfrrs wth nondntcal man owrs w hav ( / Γ + C + ( ( Γ +. ( 3. AVERAGE SYBO ERROR RATE In ths scton w drv th avrag symbol rror rat (SER whch s gvn by ( ( d ( ( dnots th condtonal SER for th dsrd -ary sgnalng schms n an AWG channl dndng on th ty of dtcton schm mloyd at th rcvr. In artcular w consdr cohrnt and dffrntally cohrnt -ary SK (SK and DSK -ary quadratur amltud modulaton (QA and noncohrnt -ary frquncy shft yng (FSK. For a gvn SIR lt ( dnot th condtonal symbol rror rat (SER n an AWG channl for th dsrd - ary sgnalng schm. Thn th avrag SER (avragng ovr th df of th SIR gvn n (9 may b wrttn as ( y + ( y + x Γ( y dyd (3. Intrchangng th ordr of th ntgratons (3 may b r-wrttn as ( y+ ( y x Γ ( y + ( d dy. (4 W not that th nnr ntgral n (4 s th avrag SER th avragng s don ovr th df of th dsrd sgnal SR (.. no ntrfrrs. Thus for a gvn -ary sgnalng schm wth -ordr RC dvrsty oratng n a Raylgh fadng channl wth no ntrfrrs ( and avrag dsrd sgnal SR ϑ w dfn th ntgral ϑ ( ϑ ( d. (5 Γ( any rsarchrs hav studd th ntgral n (5 for svral lnar modulaton schms []-[5]. For dntcal man-owr Raylgh-fadd ntrfrrs w substtut (7 n (4 and usng (5 w hav + y Γ ( y ( ( y+ Γ y dy + y C y ( ( y+ dy. (6 Smlarly whn th ntrfrrs hav dffrnt man owrs w hav + ( dy. y C y y (7 It s worth notng that for th scal cass of noncohrnt bnary has shft yng th avrag bt rror rat ( (6 wth and can b drvd by substtutng (5 n ( ( x α (8 for bnary SK α for bnary FSK. Thn th rsult bcoms

4 CHAYAWA AD AAO: AVERAGE SYBO ERROR RATE OF AXIA RATIO COBIIG SCHEE I THE RESECE OF 4 C Γ + Γ ψ + + α (9 whch agrs wth [] as a scal cas of aagam fadng channl wth m m ψ α β ( α s I α β α xt x t ( + t dt α. Γ > ( s th conflunt hyrgomtrc functon of th scond nd [7]. In th rsnc of ndndnt Raylghfadd ntrfrrs wth dssmlar man owr w hav + α ( C Γ + ψ. ( lnar modulatons for whch th ntgral n (5 has bn valuatd n th ltratur. 3. DSK For DSK w hav [] [3] DSK DSK sn ( ϑ d θ. ( cos cosθ [ y+ + ϑ( cos cosθ ] sn C Γ ( + Γ (5 In th rsnc of qual man-owr ntrfrrs w substtut (5 n (6 and ntrchang th ordr of ntgraton. Uon smlfyng th rsult w hav Ρ ( ν. (6 DSK In addton for th cas of cohrnt bnary has shft yng modulaton schm wth dntcal man-owr ntrfrrs wth a substtuton of rf c( α ( n (6 and som mathmatcal manulaton th avrag bt rror rat ( C s thn gvn by C Γ ( + ( 4 Γ( κ C C ψ (3 whch also agrs wth [ q.(4] and w hav C C ( + 4 C Γ + ψ (4 + + } Ρ DSK ( ν / ( θ + cos cos ψ ν ( cos cosθ dθ (7 and ν +. ot that th fnal rsult n (7 s obtand by a sml chang of varabl xθ /. Smlarly n th rsnc of nondntcal man-owr ntrfrrs th rsult bcoms DSK sn C Γ + Ρ (. (8 DSK Th xrssons n (6 and (8 can b asly valuatd numrcally wth any dsrd dgr of accuracy. For th cas of bnary DSK ( (6 and (8 rduc to (9 and ( wth α. 3. SK For SK w hav [3] [5] n th cas of Raylgh-fadd ntrfrrs wth dssmlar man owrs []. xt w consdr a numbr of -ary

5 4 ECTI TRASACTIOS O EECTRICA EG. EECTROICS AD COUICATIOS VO. O. AUGUST 3 ( ϑ + + ϑ( θ sn sc dθ. y SK (9 Consquntly whn qual man-owr ntrfrrs rsnt at th rcvr w substtut (9 n (6 and ntrchang th ordr of ntgraton to obtan q + sn ( µ θ ν QA ψ ν dθ q 4 + sn µ θ ψ ν dθ 4 (35 SK C Γ ( + Γ for th cas of dntcal man-owr ntrfrrs. Also whn th ntrfrrs hav dstnct man owrs th rsult bcoms Ρ SK Ρ ( (3 ν SK ( ν ( + sn sc θ ψ ν d θ. (3 Whn th ntrfrrs hav dstnct man owrs th rsult bcoms SK C Γ ( QA QA Ρ (. (3 SK For QA w hav [4] [5] q ( y µϑ ϑ + + d sn θ θ q 4 µϑ y sn dθ (33 θ QA C ( Γ + (. (36 QA 3.4 oncohrnt FSK FSK For noncohrnt -ary FSK w hav [3] [6] ( ϑ ( C y + + ϑ. (37 Whn th man owrs of ntrfrrs ar qual w substtut (37 n (6 to obtan FSK C Γ + Γ C ( ψ +. ν (38 Smlarly whn th ntrfrrs hav dssmlar man owrs th rsult bcoms q 4( and µ 3log (. Thn substtutng (33 n (6 and ntrchangng th ordr of ntgraton w hav QA C Γ ( + ( ν QA Γ( (34 FSK C Γ + ( + ( C ψ. (39 For th scal cas of noncohrnt bnary FSK ( (38 and (39 rduc to (9 and ( rsctvly wth α /.

6 CHAYAWA AD AAO: AVERAGE SYBO ERROR RATE OF AXIA RATIO COBIIG SCHEE I THE RESECE OF EXTETIO TO RICE/RAYEIGH FADIG In mcrocllular mobl rado systms th assumton of Raylgh fadng for both th dsrd and ntrfrng sgnals may not also b arorat snc th dstanc btwn th bas staton and mobl s usually not far nough to nglct th ln of sght (OS comonnts. roagaton masurmnts n urban mcrocllular nvronmnts as wll as ndoor rado channls hav shown that th rcvd sgnal nvlo has a Rc dstrbuton ndcatng th rsnc of th OS or scular comonnts [7] [8]. Thrfor t s rasonabl to assum that th ntrfrng sgnals xrnc dr fadng than th dsrd sgnal snc th ntrfrrs ar usually furthr away from th bas staton than th dsrd sgnal. In ths scton w assum that th dsrd sgnal has a Rc dstrbuton whl th ntrfrrs ar Raylgh dstrbutd. W assum furthr that th Rc factors of th dsrd sgnal on th antnnas ar dntcal and dfnd as κ m m s th man valu of ach comonnt n A. Th avrag SR of th dsrd sgnal x s now a noncntral Ch-squar dstrbutd random varabl wth df gvn by ( x+ κ x κ x κ ( + x I x. (4 Substtutng (7 and (4 n (9 th df of outut SIR whn th ntrfrrs hav qual man owr s gvn by ( Γ ( κ + + κ ( Γ + [( + ] +! Γ ( + C +. (4 Whn th ntrfrrs hav nondntcal man owrs by substtutng (8 and (4 n (9 th rsult bcoms ( ( κ ( κ ( + + ( + ot that whn κ + +! + [( +! ]. (4 (4 and (4 rduc to th df for th Raylgh fadng cass gvn n ( and ( rsctvly. xt w drv th avrag BER for th cas of Rc-fadd dsrd sgnal. Th rsults may b asly xtndd to th cas of -ary sgnalng. 4. oncohrnt Dtcton In th rsnc of a Rc-fadd dsrd sgnal and qual man-owr Raylgh-fadd ntrfrrs w may substtut (8 and (4 n ( to obtan th avrag BER for th noncohrnt dmodulaton cas as ( κ κ + + C Γ + Γ! ψ n x x x rf c ax dx + α / n Γ( n a C n a + 4 a + (43 Whn th ntrfrrs hav nondntcal man owrs th BER s obtand by substtutng (8 and (4 n ( to gv κ + κ Γ ( + + (!! + α ψ. (44 + W obsrv that (9 and ( ar th scal cass of (43 and (44 corrsondngly whn κ. 4. Cohrnt Dtcton Whn th rcvr mloys cohrnt dmodulaton and th ntrfrrs hav qual man owr w may substtut ( and (4 n ( and us th rlaton of [8] > n >. (45 Aftr som manulaton th avrag BER s gvn by C κ κ + α C ( 4! + Γ ( + α + C ( + α Γ ( +

7 44 ECTI TRASACTIOS O EECTRICA EG. EECTROICS AD COUICATIOS VO. O. AUGUST 3 + α ψ (46 In th rsnc of dstnct man-owr Raylgh-fadd ntrfrrs th avrag BER s C n κ + κ α C! 4 n + α C Γ ( n+ ψ + n+. n (47 5. UERICA COSIDERATIOS In ths scton w rsnt som numrcal rsults for th avrag symbol rror rat (SER n som slctd cass. In ach cas w lot th SER vrsus th avrag outut SIR dfnd as th rato of avrag owr of th dsrd sgnal to th avrag owr of ntrfrrs lus nos owr. In Fg. th SER for 4 and 6-DSK s lottd aganst avrag SIR n th rsnc of ( 3 qual man-owr ntrfrrs for an RC systm wth four dvrsty branchs ( 4. W obsrv that as th numbr of ntrfrrs n th systm ncrass th systm rformanc dtrorats. In Fg. th SER of noncohrnt 4-FSK s lottd aganst th numbr of qual-owr ntrfrrs n th systm wth th SR fxd at db and th ntrfrnc-to-nos rato (IR fxd at db. W obsrv from th fgur that whn th systm s ntrfrnc-lmtd ( >> th systm rformanc stll mrovs substantally although th RC systm gnors th rsnc of th ntrfrrs and maxms th outut SR. Also whn thr ar no ntrfrrs ( n th systm th rformanc rachs th bst snc RC s th otmum combnng schm n a nos-only systm. Fnally for th Rc/Raylgh fadng modl w rsnt th systm rformanc for bnary modulaton schms. In Fg. 3 th BER for DSK and cohrnt BSK ar lottd aganst SIR for a systm wth sx ( 6 qual man-owr ntrfrrs and a Rc-fadd dsrd sgnal ( κ and wth dffrnt valus of th dvrsty ordr. From th fgur w obsrv that th BER dcrass as th Rc factor ncrass du to th rsnc of strongr OS comonnts btwn th mobl unt and th bas staton. For xaml for a DSK systm at a BER of -4 th systm wth a Rc factor of κ has dvrsty gan of.7 db n usng 3 ovr and has dvrsty gan of 6.9 db n usng 3 ovr wth a Rc factor of. Thus th us of dvrsty rcton n th rsnc of Raylgh-fadd cochannl ntrfrnc mrovs systm rformanc mor sgnfcantly n a Raylgh fadng channl than n a Rc fadng channl. κ 6. COCUSIO In ths ar w hav studd th ffct of cochannl ntrfrnc on th rformanc of dgtal cllular mobl rado systms. Th ntrfrrs wr assumd to b subct to ndndnt Raylgh fadng whl th dsrd sgnal was subct to thr Raylgh or Rc fadng. Th avrag SER of maxmal rato combnr whch maxms th outut SR n th rsnc of cochannl ntrfrnc and nos s analyd. Sm-analytcal xrssons that rovd a convnnt tool for th systm rformanc analyss ar drvd for both th df of th outut SIR and th avrag SER. Som closd-form xrssons of th scal cass of BER ar also studd as wll. Th analyss assumd an arbtrary numbr of cochannl ntrfrrs wth dntcal or wth dffrnt avrag owrs. REFERECE []. H. Wntrs "Otmum combnng n dgtal mobl rado wth co-channl ntrfrnc" IEEE. Slct. Aras Commun. vol. Sac uly 984. []. Cu and A. Shh Outag robablty of cllular rado systms usng maxmal rato combnng n th rsnc of multl ntrfrrs IEEE Trans. Commun. vol. 47 no August 999. [3]. Cu D. Falconr and A. Shh rformanc valuaton of otmum combnng and maxmal rato combnng n th rsnc of co-channl ntrfrnc and channl corrlaton for wrlss communcaton systms obl twors and Alcatons vol [4] A. Shah and A.. Hamovch rformanc analyss of maxmal rato combnng and comarson wth otmum combnng for mobl rado communcatons wth cochannl ntrfrnc IEEE Trans. on Vh. Tchn. vol uly. [5] Y. Yao and A. U. H. Shh Invstgaton nto cochannl ntrfrnc n mcrocllular mobl rado systms IEEE Trans. on Vh. Tchn. vol ay 99. [6]. D. Anna and A. H. Aghvam "rformanc of otmum and subotmum combnng at th antnna array of a W-CDA systm" IEEE. Slct. Aras Commun. vol. 7 no Dcmbr 999. [7] R.. Bulttud and G. K. Bdal "roagaton charactrstcs n mcrocllular urban mobl rado channls at 9 H" IEEE. Slct. Aras Commun. Vol anuary 989. [8] T. S. Raaort "Charactraton of UHF multath rado channls n factory buldngs" IEEE Trans. Antnnas roagat. Vol August 989. [9] V. Aalo and C. Chayawan Outag robablty of cllular rado systms usng maxmal rato combnng n Raylgh fadng channl wth multl

8 CHAYAWA AD AAO: AVERAGE SYBO ERROR RATE OF AXIA RATIO COBIIG SCHEE I THE RESECE OF 45 ntrfrrs Elctroncs ttrs vol. 36 no uly. [] V. A. Aalo and. Zhang "rformanc analyss of maxmal rato combnng n th rsnc of multl qual-owr cochannl ntrfrrs n a aagam fadng channl IEEE Trans. Vh. Tchnol. vol. 5 no. arch. [] C. Chayawan and V. A. Aalo Avrag rror robablty of dgtal cllular rado systms usng RC dvrsty n th rsnc of multl ntrfrrs to aar n IEEE Trans. Wrlss Commun. [] G. Fdl "Error robablty for dtcton of - DSK sgnals n slow nonslctv aagam fadng" Elctroncs lttrs vol. 3 no Arl 994. [3]. Sun and I. S. Rd "rformanc of DSK SK and noncohrnt FSK n wrlss Rcan fadng channls" IEEE Trans. Commun. vol. 47 no. 6 un 999. [4]. u T. T. Thung and C. C Cha "Error robablty rformanc of -branch dvrsty rcton of QA n Raylgh fadng" IEEE Trans. Commun. vol. 46 no. Fbruary 998. [5]. S. Aloun and A.. Goldsmth "A unfd aroach for calculatng rror rats of lnarly modulatd sgnals ovr gnrald fadng channls" IEEE Trans. Commun. vol. 47 no. 9 Stmbr 999. [6] B. Slar Dgtal Communcatons: Fundamntals and Alcatons rntc-hall Englwood Clffs [7].. Slatr Conflunt Hyrgomtrc Functon. Cambrdg Unvrsty rss 96. [8] I. S. Gradshtyn and I.. Ryh Tabls of Intgrals Srs and roducts Acadmc rss.y. 98. Chrasl Chayawan was born n Thaland on ovmbr 969. H rcvd th B.E. dgr n lctroncs ngnrng from Kng ongut s Insttut of Tchnology adrabang n 99 and.s. and h.d. dgrs from Unvrsty of assachustts at Amhrst and Florda Atlantc Unvrsty n 997 and rsctvly. Bfor h has ontd th Dartmnt of Elctroncs and Tlcommuncaton Engnrng n th Kng ongut s Unvrsty of Tchnology Thonbur (KUTT h word wth Control Data Thaland and IB Thaland as a customr ngnr. In 995 h got a scholarsh from th Royal Tha mbassy to study S. and h.d. n USA. Currntly h has bn on th Faculty of KUTT Bango Thaland n th Dartmnt of Elctroncs and Tlcommuncaton Engnrng. Valntn A. Aalo was born n gra on arch H rcvd th B.S..S. and h.d. dgrs n lctrcal ngnrng from Southrn Illnos Unvrsty at Carbondal n and 99 rsctvly. Snc 99 h has bn on th Faculty of Florda Atlantc Unvrsty Boca Raton h s now an Assocat rofssor n th Dartmnt of Elctrcal Engnrng. H snt th summrs of 994 and 995 wth th Satllt Communcatons and tworng Grou at Rom aboratory Grffss Ar Forc Bas Rom Y as a Faculty Rsarch Assocat. Hs rsarch ntrsts ar n th aras of wrlss communcatons adatv array rocssng satllt communcatons and radar sgnal rocssng. Dr. Aalo s a mmbr of Tau Bta and svral IEEE socts. H srvs as an Edtor for Dvrsty and Fadng Channl Thory for th IEEE TRASACTIOS O COUICATIOS. Symbol Error Rat SIR(dB Fg. : Avrag Symbol Error Rat vrsus SIR of 4 and 6-DSK wth a four-lmnt RC antnna array n th rsnc of ( 3 dntcal man-owr Raylgh-fadd ntrfrrs. Dr. Chrasl Chayawan s a mmbr of Tau Bta.

9 46 ECTI TRASACTIOS O EECTRICA EG. EECTROICS AD COUICATIOS VO. O. AUGUST 3 Symbol Error Rat o. of Intrfrrs Fg. : Avrag Symbol Error Rat vrsus numbr of ntrfrrs for oncohrnt 4-FSK wth th dvrsty or ordr as a aramtr n th rsnc of dntcal man-owr Raylgh-fadd ntrfrrs. - - κ DSK BSK Symbol Error Rat -3-4 κ SIR(dB Fg. 3: Avrag BER vrsus SIR of DSK and cohrnt BSK wth th dvrsty ordr as a aramtr n a Rc/Raylgh fadng channl wth sx dntcal manowr ntrfrrs.

Level crossing rate of relay system over LOS multipath fading channel with one and two clusters in the presence of co-channel interference

Level crossing rate of relay system over LOS multipath fading channel with one and two clusters in the presence of co-channel interference INFOTEHJAHORINA Vol 5, March 6 Lvl crossng rat of rla sstm ovr LOS multath fadng channl th on and to clustrs n th rsnc of cochannl ntrfrnc Goran Ptovć, Zorca Nolć Facult of Elctronc Engnrng Unvrst of Nš

More information

AN OVERVIEW AND ANALYSIS OF BER FOR THREE DIVERSITY TECHNIQUES IN WIRELESS COMMUNICATION SYSTEMS

AN OVERVIEW AND ANALYSIS OF BER FOR THREE DIVERSITY TECHNIQUES IN WIRELESS COMMUNICATION SYSTEMS Yugoslav Journal of Oratons Rsarch 5 5 umr, 5-69 DOI:.98YJOR37 A OVRVIW AD AALYSIS OF BR FOR THR DIVRSITY TCHIQUS I WIRLSS COUICATIO SYSTS Dragan ITIĆ Insttut for Tlcommuncatons and lctroncs, IRITL A.D.

More information

A NEW GENERALISATION OF SAM-SOLAI S MULTIVARIATE ADDITIVE GAMMA DISTRIBUTION*

A NEW GENERALISATION OF SAM-SOLAI S MULTIVARIATE ADDITIVE GAMMA DISTRIBUTION* A NEW GENERALISATION OF SAM-SOLAI S MULTIVARIATE ADDITIVE GAMMA DISTRIBUTION* Dr. G.S. Davd Sam Jayakumar, Assstant Profssor, Jamal Insttut of Managmnt, Jamal Mohamd Collg, Truchraall 620 020, South Inda,

More information

2. Grundlegende Verfahren zur Übertragung digitaler Signale (Zusammenfassung) Informationstechnik Universität Ulm

2. Grundlegende Verfahren zur Übertragung digitaler Signale (Zusammenfassung) Informationstechnik Universität Ulm . Grundlgnd Vrfahrn zur Übrtragung dgtalr Sgnal (Zusammnfassung) wt Dc. 5 Transmsson of Dgtal Sourc Sgnals Sourc COD SC COD MOD MOD CC dg RF s rado transmsson mdum Snk DC SC DC CC DM dg DM RF g physcal

More information

The Second Order Performance of Macrodiversity Reception in the Presence of Weibull Fading, Gamma Fading and α-κ-µ Co-channel Interference

The Second Order Performance of Macrodiversity Reception in the Presence of Weibull Fading, Gamma Fading and α-κ-µ Co-channel Interference Dragana Krstć t al. Intrnatonal Journal of Communcatons http://www.aras.org/aras/journals/joc Th Scond Ordr Prformanc of Macrodvrst Rcpton n th Prsnc of Wbull Fadng, Gamma Fadng and α-κ-µ Co-channl Intrfrnc

More information

Folding of Regular CW-Complexes

Folding of Regular CW-Complexes Ald Mathmatcal Scncs, Vol. 6,, no. 83, 437-446 Foldng of Rgular CW-Comlxs E. M. El-Kholy and S N. Daoud,3. Dartmnt of Mathmatcs, Faculty of Scnc Tanta Unvrsty,Tanta,Egyt. Dartmnt of Mathmatcs, Faculty

More information

Outlier-tolerant parameter estimation

Outlier-tolerant parameter estimation Outlr-tolrant paramtr stmaton Baysan thods n physcs statstcs machn larnng and sgnal procssng (SS 003 Frdrch Fraundorfr fraunfr@cg.tu-graz.ac.at Computr Graphcs and Vson Graz Unvrsty of Tchnology Outln

More information

COMPLEX NUMBER PAIRWISE COMPARISON AND COMPLEX NUMBER AHP

COMPLEX NUMBER PAIRWISE COMPARISON AND COMPLEX NUMBER AHP ISAHP 00, Bal, Indonsa, August -9, 00 COMPLEX NUMBER PAIRWISE COMPARISON AND COMPLEX NUMBER AHP Chkako MIYAKE, Kkch OHSAWA, Masahro KITO, and Masaak SHINOHARA Dpartmnt of Mathmatcal Informaton Engnrng

More information

A Note on Estimability in Linear Models

A Note on Estimability in Linear Models Intrnatonal Journal of Statstcs and Applcatons 2014, 4(4): 212-216 DOI: 10.5923/j.statstcs.20140404.06 A Not on Estmablty n Lnar Modls S. O. Adymo 1,*, F. N. Nwob 2 1 Dpartmnt of Mathmatcs and Statstcs,

More information

The Hyperelastic material is examined in this section.

The Hyperelastic material is examined in this section. 4. Hyprlastcty h Hyprlastc matral s xad n ths scton. 4..1 Consttutv Equatons h rat of chang of ntrnal nrgy W pr unt rfrnc volum s gvn by th strss powr, whch can b xprssd n a numbr of dffrnt ways (s 3.7.6):

More information

ST 524 NCSU - Fall 2008 One way Analysis of variance Variances not homogeneous

ST 524 NCSU - Fall 2008 One way Analysis of variance Variances not homogeneous ST 54 NCSU - Fall 008 On way Analyss of varanc Varancs not homognous On way Analyss of varanc Exampl (Yandll, 997) A plant scntst masurd th concntraton of a partcular vrus n plant sap usng ELISA (nzym-lnkd

More information

8-node quadrilateral element. Numerical integration

8-node quadrilateral element. Numerical integration Fnt Elmnt Mthod lctur nots _nod quadrlatral lmnt Pag of 0 -nod quadrlatral lmnt. Numrcal ntgraton h tchnqu usd for th formulaton of th lnar trangl can b formall tndd to construct quadrlatral lmnts as wll

More information

CHAPTER 7d. DIFFERENTIATION AND INTEGRATION

CHAPTER 7d. DIFFERENTIATION AND INTEGRATION CHAPTER 7d. DIFFERENTIATION AND INTEGRATION A. J. Clark School o Engnrng Dpartmnt o Cvl and Envronmntal Engnrng by Dr. Ibrahm A. Assakka Sprng ENCE - Computaton Mthods n Cvl Engnrng II Dpartmnt o Cvl and

More information

UNIT 8 TWO-WAY ANOVA WITH m OBSERVATIONS PER CELL

UNIT 8 TWO-WAY ANOVA WITH m OBSERVATIONS PER CELL UNIT 8 TWO-WAY ANOVA WITH OBSERVATIONS PER CELL Two-Way Anova wth Obsrvatons Pr Cll Structur 81 Introducton Obctvs 8 ANOVA Modl for Two-way Classfd Data wth Obsrvatons r Cll 83 Basc Assutons 84 Estaton

More information

Grand Canonical Ensemble

Grand Canonical Ensemble Th nsmbl of systms mmrsd n a partcl-hat rsrvor at constant tmpratur T, prssur P, and chmcal potntal. Consdr an nsmbl of M dntcal systms (M =,, 3,...M).. Thy ar mutually sharng th total numbr of partcls

More information

Strategies evaluation on the attempts to gain access to a service system (the second problem of an impatient customer)

Strategies evaluation on the attempts to gain access to a service system (the second problem of an impatient customer) h ublcaton aard n Sostk R.: Stratgs valuaton on th attmts to gan accss to a vc systm th scond roblm of an matnt customr, Intrnatonal Journal of Elctroncs and lcommuncatons Quartrly 54, no, PN, Warsa 8,.

More information

On Properties of the difference between two modified C p statistics in the nested multivariate linear regression models

On Properties of the difference between two modified C p statistics in the nested multivariate linear regression models Global Journal o Pur Ald Mathatcs. ISSN 0973-1768 Volu 1, Nubr 1 (016),. 481-491 Rsarch Inda Publcatons htt://www.rublcaton.co On Prorts o th drnc btwn two odd C statstcs n th nstd ultvarat lnar rgrsson

More information

On Parameter Estimation of the Envelope Gaussian Mixture Model

On Parameter Estimation of the Envelope Gaussian Mixture Model Australan Communcatons Thory Worsho (AusCTW) On Paramtr Estmaton of th Envlo Gaussan Mtur Modl Lnyun Huang Dartmnt of ECSE Monash Unvrsty, Australa Lnyun.Huang@monash.du Y Hong Dartmnt of ECSE Monash Unvrsty,

More information

Lesson 7. Chapter 8. Frequency estimation. Bengt Mandersson LTH. October Nonparametric methods: lesson 6. Parametric methods:

Lesson 7. Chapter 8. Frequency estimation. Bengt Mandersson LTH. October Nonparametric methods: lesson 6. Parametric methods: Otmal Sgnal Procssng Lsson 7 Otmal Sgnal Procssng Chatr 8, Sctrum stmaton onaramtrc mthods: lsson 6 Chatr 8. Frquncy stmaton Th rodogram Th modfd Prodogram (ndong Aragng rodogram Bartltt Wlch Th nmum aranc

More information

SPECTRUM ESTIMATION (2)

SPECTRUM ESTIMATION (2) SPECTRUM ESTIMATION () PARAMETRIC METHODS FOR POWER SPECTRUM ESTIMATION Gnral consdraton of aramtrc modl sctrum stmaton: Autorgrssv sctrum stmaton: A. Th autocorrlaton mthod B. Th covaranc mthod C. Modfd

More information

Optimal Ordering Policy in a Two-Level Supply Chain with Budget Constraint

Optimal Ordering Policy in a Two-Level Supply Chain with Budget Constraint Optmal Ordrng Polcy n a Two-Lvl Supply Chan wth Budgt Constrant Rasoul aj Alrza aj Babak aj ABSTRACT Ths papr consdrs a two- lvl supply chan whch consst of a vndor and svral rtalrs. Unsatsfd dmands n rtalrs

More information

10/7/14. Mixture Models. Comp 135 Introduction to Machine Learning and Data Mining. Maximum likelihood estimation. Mixture of Normals in 1D

10/7/14. Mixture Models. Comp 135 Introduction to Machine Learning and Data Mining. Maximum likelihood estimation. Mixture of Normals in 1D Comp 35 Introducton to Machn Larnng and Data Mnng Fall 204 rofssor: Ron Khardon Mxtur Modls Motvatd by soft k-mans w dvlopd a gnratv modl for clustrng. Assum thr ar k clustrs Clustrs ar not rqurd to hav

More information

Soft k-means Clustering. Comp 135 Machine Learning Computer Science Tufts University. Mixture Models. Mixture of Normals in 1D

Soft k-means Clustering. Comp 135 Machine Learning Computer Science Tufts University. Mixture Models. Mixture of Normals in 1D Comp 35 Machn Larnng Computr Scnc Tufts Unvrsty Fall 207 Ron Khardon Th EM Algorthm Mxtur Modls Sm-Suprvsd Larnng Soft k-mans Clustrng ck k clustr cntrs : Assocat xampls wth cntrs p,j ~~ smlarty b/w cntr

More information

Heisenberg Model. Sayed Mohammad Mahdi Sadrnezhaad. Supervisor: Prof. Abdollah Langari

Heisenberg Model. Sayed Mohammad Mahdi Sadrnezhaad. Supervisor: Prof. Abdollah Langari snbrg Modl Sad Mohammad Mahd Sadrnhaad Survsor: Prof. bdollah Langar bstract: n ths rsarch w tr to calculat analtcall gnvalus and gnvctors of fnt chan wth ½-sn artcls snbrg modl. W drov gnfuctons for closd

More information

Outage Performance for Two-Way Relaying with CoChannel Interference and Channel Estimation Error

Outage Performance for Two-Way Relaying with CoChannel Interference and Channel Estimation Error Journal o Communcatons Vol. No. Dcmbr 5 Outag rormanc or Two-Way layng wth CoChannl Intrrnc and Channl stmaton rror Jnhong Fan and Chaow Yuan School o Inormaton and Communcaton ngnrng Bng Unvrsty o osts

More information

Lecture 14. Relic neutrinos Temperature at neutrino decoupling and today Effective degeneracy factor Neutrino mass limits Saha equation

Lecture 14. Relic neutrinos Temperature at neutrino decoupling and today Effective degeneracy factor Neutrino mass limits Saha equation Lctur Rlc nutrnos mpratur at nutrno dcoupln and today Effctv dnracy factor Nutrno mass lmts Saha quaton Physcal Cosmoloy Lnt 005 Rlc Nutrnos Nutrnos ar wakly ntractn partcls (lptons),,,,,,, typcal ractons

More information

te Finance (4th Edition), July 2017.

te Finance (4th Edition), July 2017. Appndx Chaptr. Tchncal Background Gnral Mathmatcal and Statstcal Background Fndng a bas: 3 2 = 9 3 = 9 1 /2 x a = b x = b 1/a A powr of 1 / 2 s also quvalnt to th squar root opraton. Fndng an xponnt: 3

More information

Ερωτήσεις και ασκησεις Κεφ. 10 (για μόρια) ΠΑΡΑΔΟΣΗ 29/11/2016. (d)

Ερωτήσεις και ασκησεις Κεφ. 10 (για μόρια) ΠΑΡΑΔΟΣΗ 29/11/2016. (d) Ερωτήσεις και ασκησεις Κεφ 0 (για μόρια ΠΑΡΑΔΟΣΗ 9//06 Th coffcnt A of th van r Waals ntracton s: (a A r r / ( r r ( (c a a a a A r r / ( r r ( a a a a A r r / ( r r a a a a A r r / ( r r 4 a a a a 0 Th

More information

by log b, the natural logarithm by ln. The Kronecker product of two matrices is denoted by Ω.

by log b, the natural logarithm by ln. The Kronecker product of two matrices is denoted by Ω. 00 Confrnc on Informaton Scncs and Systms, Th Johns Hopkns Unvrsty, March, 00 Cohrnt Multusr Spac-Tm Communcatons: Optmum Rcvrs and Sgnal Dsgn Matthas Brhlr and Mahsh K. Varanas -mal: fbrhlr, varanasg@dsp.colorado.du

More information

Code Design for the Low SNR Noncoherent MIMO Block Rayleigh Fading Channel

Code Design for the Low SNR Noncoherent MIMO Block Rayleigh Fading Channel Cod Dsgn for th Low SNR Noncohrnt MIMO Block Raylgh Fadng Channl Shvratna Gr Srnvasan and Mahsh K. Varanas -mal: {srnvsg, varanas}@dsp.colorado.du Elctrcal & Computr Engnrng Dpartmnt Unvrsty of Colorado,

More information

MUSIC Based on Uniform Circular Array and Its Direction Finding Efficiency

MUSIC Based on Uniform Circular Array and Its Direction Finding Efficiency Intrnatonal Journal of Sgnal Procssng Systms Vol. 1, No. 2 Dcmbr 2013 MUSIC Basd on Unform Crcular Array and Its Drcton Fndng Effcncy Baofa Sun Dpartmnt of Computr Scnc and Tchnology, Anhu Sanlan Unvrsty,

More information

External Equivalent. EE 521 Analysis of Power Systems. Chen-Ching Liu, Boeing Distinguished Professor Washington State University

External Equivalent. EE 521 Analysis of Power Systems. Chen-Ching Liu, Boeing Distinguished Professor Washington State University xtrnal quvalnt 5 Analyss of Powr Systms Chn-Chng Lu, ong Dstngushd Profssor Washngton Stat Unvrsty XTRNAL UALNT ach powr systm (ara) s part of an ntrconnctd systm. Montorng dvcs ar nstalld and data ar

More information

Group Codes Define Over Dihedral Groups of Small Order

Group Codes Define Over Dihedral Groups of Small Order Malaysan Journal of Mathmatcal Scncs 7(S): 0- (0) Spcal Issu: Th rd Intrnatonal Confrnc on Cryptology & Computr Scurty 0 (CRYPTOLOGY0) MALAYSIA JOURAL OF MATHEMATICAL SCIECES Journal hompag: http://nspm.upm.du.my/ournal

More information

A New Fast Acquisition Algorithm for GPS Receivers

A New Fast Acquisition Algorithm for GPS Receivers A Nw Fast Acuston Algorthm for GS cvrs Hung Sok So *, Chansk ark **, and Sang Jong L *** * pt. of Elctroncs Engnrng, Chungnam Natonal Unvrsty, ajon 35-764 Kora (l : 8-4-85-399; Fax : 8-4-83-4494 ; E-mal:

More information

Lucas Test is based on Euler s theorem which states that if n is any integer and a is coprime to n, then a φ(n) 1modn.

Lucas Test is based on Euler s theorem which states that if n is any integer and a is coprime to n, then a φ(n) 1modn. Modul 10 Addtonal Topcs 10.1 Lctur 1 Prambl: Dtrmnng whthr a gvn ntgr s prm or compost s known as prmalty tstng. Thr ar prmalty tsts whch mrly tll us whthr a gvn ntgr s prm or not, wthout gvng us th factors

More information

September 27, Introduction to Ordinary Differential Equations. ME 501A Seminar in Engineering Analysis Page 1. Outline

September 27, Introduction to Ordinary Differential Equations. ME 501A Seminar in Engineering Analysis Page 1. Outline Introucton to Ornar Dffrntal Equatons Sptmbr 7, 7 Introucton to Ornar Dffrntal Equatons Larr artto Mchancal Engnrng AB Smnar n Engnrng Analss Sptmbr 7, 7 Outln Rvw numrcal solutons Bascs of ffrntal quatons

More information

SER/BER in a Fading Channel

SER/BER in a Fading Channel SER/BER in a Fading Channl Major points for a fading channl: * SNR is a R.V. or R.P. * SER(BER) dpnds on th SNR conditional SER(BER). * Two prformanc masurs: outag probability and avrag SER(BER). * Ovrall,

More information

From Structural Analysis to FEM. Dhiman Basu

From Structural Analysis to FEM. Dhiman Basu From Structural Analyss to FEM Dhman Basu Acknowldgmnt Followng txt books wr consultd whl prparng ths lctur nots: Znkwcz, OC O.C. andtaylor Taylor, R.L. (000). Th FntElmnt Mthod, Vol. : Th Bass, Ffth dton,

More information

Review - Probabilistic Classification

Review - Probabilistic Classification Mmoral Unvrsty of wfoundland Pattrn Rcognton Lctur 8 May 5, 6 http://www.ngr.mun.ca/~charlsr Offc Hours: Tusdays Thursdays 8:3-9:3 PM E- (untl furthr notc) Gvn lablld sampls { ɛc,,,..., } {. Estmat Rvw

More information

Matched Quick Switching Variable Sampling System with Quick Switching Attribute Sampling System

Matched Quick Switching Variable Sampling System with Quick Switching Attribute Sampling System Natur and Sn 9;7( g v, t al, Samlng Systm Mathd Quk Swthng Varabl Samlng Systm wth Quk Swthng Attrbut Samlng Systm Srramahandran G.V, Palanvl.M Dartmnt of Mathmats, Dr.Mahalngam Collg of Engnrng and Thnology,

More information

Diversity and Spatial Multiplexing of MIMO Amplitude Detection Receivers

Diversity and Spatial Multiplexing of MIMO Amplitude Detection Receivers Dvrst and Spatal Multplxng of MIMO mpltud Dtcton Rcvrs Gorgos K. Psaltopoulos and rmn Wttnbn Communcaton Tchnolog Laborator, ETH Zurch, CH-809 Zurch, Swtzrland Emal: {psaltopoulos, wttnbn}@nar..thz.ch

More information

CHAPTER 33: PARTICLE PHYSICS

CHAPTER 33: PARTICLE PHYSICS Collg Physcs Studnt s Manual Chaptr 33 CHAPTER 33: PARTICLE PHYSICS 33. THE FOUR BASIC FORCES 4. (a) Fnd th rato of th strngths of th wak and lctromagntc forcs undr ordnary crcumstancs. (b) What dos that

More information

COMPARISON OF L1 C/A L2C COMBINED ACQUISITION TECHNIQUES

COMPARISON OF L1 C/A L2C COMBINED ACQUISITION TECHNIQUES COMPARION OF C/A C COMBINE ACQUIITION TECHNIQUE Cyrll Grnot, Kyl O Kf and Gérard achapll Poston, ocaton and Navgaton PAN Rsarch Group partmnt of Gomatcs Engnrng, Unvrsty of Calgary chulch chool of Engnrng

More information

EEC 686/785 Modeling & Performance Evaluation of Computer Systems. Lecture 12

EEC 686/785 Modeling & Performance Evaluation of Computer Systems. Lecture 12 EEC 686/785 Modlng & Prformanc Evaluaton of Computr Systms Lctur Dpartmnt of Elctrcal and Computr Engnrng Clvland Stat Unvrsty wnbng@.org (basd on Dr. Ra Jan s lctur nots) Outln Rvw of lctur k r Factoral

More information

Journal of Theoretical and Applied Information Technology 10 th January Vol. 47 No JATIT & LLS. All rights reserved.

Journal of Theoretical and Applied Information Technology 10 th January Vol. 47 No JATIT & LLS. All rights reserved. Journal o Thortcal and Appld Inormaton Tchnology th January 3. Vol. 47 No. 5-3 JATIT & LLS. All rghts rsrvd. ISSN: 99-8645 www.att.org E-ISSN: 87-395 RESEARCH ON PROPERTIES OF E-PARTIAL DERIVATIVE OF LOGIC

More information

Throughput Analysis in Cognitive Radio Networks Using Slotted Aloha Protocol with Imperfect Sensing

Throughput Analysis in Cognitive Radio Networks Using Slotted Aloha Protocol with Imperfect Sensing Throughut Anal n Cogntv Rado Ntwor Ung Slottd Aloha rotocol wth Imrfct Snng dro Ivo d Almda Gumarã and Joé Marco Câmara Brto Inttut Natonal of Tlcommuncaton - INATEL Santa Rta do Saucaí Brazl Emal: drogumara@gmalcom

More information

Lecture 23 APPLICATIONS OF FINITE ELEMENT METHOD TO SCALAR TRANSPORT PROBLEMS

Lecture 23 APPLICATIONS OF FINITE ELEMENT METHOD TO SCALAR TRANSPORT PROBLEMS COMPUTTION FUID DYNMICS: FVM: pplcatons to Scalar Transport Prolms ctur 3 PPICTIONS OF FINITE EEMENT METHOD TO SCR TRNSPORT PROBEMS 3. PPICTION OF FEM TO -D DIFFUSION PROBEM Consdr th stady stat dffuson

More information

Analyzing Frequencies

Analyzing Frequencies Frquncy (# ndvduals) Frquncy (# ndvduals) /3/16 H o : No dffrnc n obsrvd sz frquncs and that prdctd by growth modl How would you analyz ths data? 15 Obsrvd Numbr 15 Expctd Numbr from growth modl 1 1 5

More information

Economics 600: August, 2007 Dynamic Part: Problem Set 5. Problems on Differential Equations and Continuous Time Optimization

Economics 600: August, 2007 Dynamic Part: Problem Set 5. Problems on Differential Equations and Continuous Time Optimization THE UNIVERSITY OF MARYLAND COLLEGE PARK, MARYLAND Economcs 600: August, 007 Dynamc Part: Problm St 5 Problms on Dffrntal Equatons and Contnuous Tm Optmzaton Quston Solv th followng two dffrntal quatons.

More information

ACOUSTIC WAVE EQUATION. Contents INTRODUCTION BULK MODULUS AND LAMÉ S PARAMETERS

ACOUSTIC WAVE EQUATION. Contents INTRODUCTION BULK MODULUS AND LAMÉ S PARAMETERS ACOUSTIC WAE EQUATION Contnts INTRODUCTION BULK MODULUS AND LAMÉ S PARAMETERS INTRODUCTION As w try to vsualz th arth ssmcally w mak crtan physcal smplfcatons that mak t asr to mak and xplan our obsrvatons.

More information

MATCHED FILTER BOUND OPTIMIZATION FOR MULTIUSER DOWNLINK TRANSMIT BEAMFORMING

MATCHED FILTER BOUND OPTIMIZATION FOR MULTIUSER DOWNLINK TRANSMIT BEAMFORMING MATCHED FILTER BOUND OPTIMIZATION FOR MULTIUSER DOWNLINK TRANSMIT BEAMFORMING Guspp Montalbano? and Drk T. M. Slock?? Insttut Eurécom 2229 Rout ds Crêts, B.P. 193, 06904 Sopha Antpols CEDEX, Franc E-Mal:

More information

ON THE COMPLEXITY OF K-STEP AND K-HOP DOMINATING SETS IN GRAPHS

ON THE COMPLEXITY OF K-STEP AND K-HOP DOMINATING SETS IN GRAPHS MATEMATICA MONTISNIRI Vol XL (2017) MATEMATICS ON TE COMPLEXITY OF K-STEP AN K-OP OMINATIN SETS IN RAPS M FARAI JALALVAN AN N JAFARI RA partmnt of Mathmatcs Shahrood Unrsty of Tchnology Shahrood Iran Emals:

More information

FREE VIBRATION ANALYSIS OF FUNCTIONALLY GRADED BEAMS

FREE VIBRATION ANALYSIS OF FUNCTIONALLY GRADED BEAMS Journal of Appl Mathatcs an Coputatonal Mchancs, (), 9- FREE VIBRATION ANAYSIS OF FNCTIONAY GRADED BEAMS Stansław Kukla, Jowta Rychlwska Insttut of Mathatcs, Czstochowa nvrsty of Tchnology Czstochowa,

More information

IV. Transport Phenomena Lecture 35: Porous Electrodes (I. Supercapacitors)

IV. Transport Phenomena Lecture 35: Porous Electrodes (I. Supercapacitors) IV. Transort Phnomna Lctur 35: Porous Elctrods (I. Surcaactors) MIT Studnt (and MZB) 1. Effctv Equatons for Thn Doubl Layrs For surcaactor lctrods, convcton s usually nglgbl, and w dro out convcton trms

More information

Basic Electrical Engineering for Welding [ ] --- Introduction ---

Basic Electrical Engineering for Welding [ ] --- Introduction --- Basc Elctrcal Engnrng for Wldng [] --- Introducton --- akayosh OHJI Profssor Ertus, Osaka Unrsty Dr. of Engnrng VIUAL WELD CO.,LD t-ohj@alc.co.jp OK 15 Ex. Basc A.C. crcut h fgurs n A-group show thr typcal

More information

The Fourier Transform

The Fourier Transform /9/ Th ourr Transform Jan Baptst Josph ourr 768-83 Effcnt Data Rprsntaton Data can b rprsntd n many ways. Advantag usng an approprat rprsntaton. Eampls: osy ponts along a ln Color spac rd/grn/blu v.s.

More information

Chapter 6 Student Lecture Notes 6-1

Chapter 6 Student Lecture Notes 6-1 Chaptr 6 Studnt Lctur Nots 6-1 Chaptr Goals QM353: Busnss Statstcs Chaptr 6 Goodnss-of-Ft Tsts and Contngncy Analyss Aftr compltng ths chaptr, you should b abl to: Us th ch-squar goodnss-of-ft tst to dtrmn

More information

GPC From PeakSimple Data Acquisition

GPC From PeakSimple Data Acquisition GPC From PakSmpl Data Acquston Introducton Th follong s an outln of ho PakSmpl data acquston softar/hardar can b usd to acqur and analyz (n conjuncton th an approprat spradsht) gl prmaton chromatography

More information

Fakultät III Univ.-Prof. Dr. Jan Franke-Viebach

Fakultät III Univ.-Prof. Dr. Jan Franke-Viebach Unv.Prof. r. J. FrankVbach WS 067: Intrnatonal Economcs ( st xam prod) Unvrstät Sgn Fakultät III Unv.Prof. r. Jan FrankVbach Exam Intrnatonal Economcs Wntr Smstr 067 ( st Exam Prod) Avalabl tm: 60 mnuts

More information

Today s logistic regression topics. Lecture 15: Effect modification, and confounding in logistic regression. Variables. Example

Today s logistic regression topics. Lecture 15: Effect modification, and confounding in logistic regression. Variables. Example Today s stc rgrsson tocs Lctur 15: Effct modfcaton, and confoundng n stc rgrsson Sandy Eckl sckl@jhsh.du 16 May 28 Includng catgorcal rdctor crat dummy/ndcator varabls just lk for lnar rgrsson Comarng

More information

Challenges and Experiences in Model Reduction for Mechanical Systems Illustrated for the Reduction of a Crankshaft

Challenges and Experiences in Model Reduction for Mechanical Systems Illustrated for the Reduction of a Crankshaft ODRED 010 Challng and Exrnc n odl Rducton for chancal Sytm Illutratd for th Rducton of a Crankhaft Chrtn Gchwndr, Jörg Fhr und tr Ebrhard Inttut of Engnrng and Comutatonal chanc Unvrty of Stuttgart, Grmany

More information

Physics of Very High Frequency (VHF) Capacitively Coupled Plasma Discharges

Physics of Very High Frequency (VHF) Capacitively Coupled Plasma Discharges Physcs of Vry Hgh Frquncy (VHF) Capactvly Coupld Plasma Dschargs Shahd Rauf, Kallol Bra, Stv Shannon, and Kn Collns Appld Matrals, Inc., Sunnyval, CA AVS 54 th Intrnatonal Symposum Sattl, WA Octobr 15-19,

More information

Random Access Techniques: ALOHA (cont.)

Random Access Techniques: ALOHA (cont.) Random Accss Tchniqus: ALOHA (cont.) 1 Exampl [ Aloha avoiding collision ] A pur ALOHA ntwork transmits a 200-bit fram on a shard channl Of 200 kbps at tim. What is th rquirmnt to mak this fram collision

More information

Chapter 7 Channel Capacity and Coding

Chapter 7 Channel Capacity and Coding Wreless Informaton Transmsson System Lab. Chapter 7 Channel Capacty and Codng Insttute of Communcatons Engneerng atonal Sun Yat-sen Unversty Contents 7. Channel models and channel capacty 7.. Channel models

More information

4.8 Huffman Codes. Wordle. Encoding Text. Encoding Text. Prefix Codes. Encoding Text

4.8 Huffman Codes. Wordle. Encoding Text. Encoding Text. Prefix Codes. Encoding Text 2/26/2 Word A word a word coag. A word contrctd ot of on of th ntrctor ar: 4.8 Hffan Cod word contrctd ng th java at at word.nt word a randozd grdy agorth to ov th ackng rob Encodng Txt Q. Gvn a txt that

More information

The Matrix Exponential

The Matrix Exponential Th Matrix Exponntial (with xrciss) by D. Klain Vrsion 207.0.05 Corrctions and commnts ar wlcom. Th Matrix Exponntial For ach n n complx matrix A, dfin th xponntial of A to b th matrix A A k I + A + k!

More information

167 T componnt oftforc on atom B can b drvd as: F B =, E =,K (, ) (.2) wr w av usd 2 = ( ) =2 (.3) T scond drvatv: 2 E = K (, ) = K (1, ) + 3 (.4).2.2

167 T componnt oftforc on atom B can b drvd as: F B =, E =,K (, ) (.2) wr w av usd 2 = ( ) =2 (.3) T scond drvatv: 2 E = K (, ) = K (1, ) + 3 (.4).2.2 166 ppnd Valnc Forc Flds.1 Introducton Valnc forc lds ar usd to dscrb ntra-molcular ntractons n trms of 2-body, 3-body, and 4-body (and gr) ntractons. W mplmntd many popular functonal forms n our program..2

More information

A general N-dimensional vector consists of N values. They can be arranged as a column or a row and can be real or complex.

A general N-dimensional vector consists of N values. They can be arranged as a column or a row and can be real or complex. Lnr lgr Vctors gnrl -dmnsonl ctor conssts of lus h cn rrngd s column or row nd cn rl or compl Rcll -dmnsonl ctor cn rprsnt poston, loct, or cclrton Lt & k,, unt ctors long,, & rspctl nd lt k h th componnts

More information

Introduction to Condensed Matter Physics

Introduction to Condensed Matter Physics Introduction to Condnsd Mattr Physics pcific hat M.P. Vaughan Ovrviw Ovrviw of spcific hat Hat capacity Dulong-Ptit Law Einstin modl Dby modl h Hat Capacity Hat capacity h hat capacity of a systm hld at

More information

Jones vector & matrices

Jones vector & matrices Jons vctor & matrcs PY3 Colást na hollscol Corcagh, Ér Unvrst Collg Cork, Irland Dpartmnt of Phscs Matr tratmnt of polarzaton Consdr a lght ra wth an nstantanous -vctor as shown k, t ˆ k, t ˆ k t, o o

More information

Reliability of time dependent stress-strength system for various distributions

Reliability of time dependent stress-strength system for various distributions IOS Joural of Mathmatcs (IOS-JM ISSN: 78-578. Volum 3, Issu 6 (Sp-Oct., PP -7 www.osrjourals.org lablty of tm dpdt strss-strgth systm for varous dstrbutos N.Swath, T.S.Uma Mahswar,, Dpartmt of Mathmatcs,

More information

The Matrix Exponential

The Matrix Exponential Th Matrix Exponntial (with xrciss) by Dan Klain Vrsion 28928 Corrctions and commnts ar wlcom Th Matrix Exponntial For ach n n complx matrix A, dfin th xponntial of A to b th matrix () A A k I + A + k!

More information

Decentralized Adaptive Control and the Possibility of Utilization of Networked Control System

Decentralized Adaptive Control and the Possibility of Utilization of Networked Control System Dcntralzd Adaptv Control and th Possblty of Utlzaton of Ntworkd Control Systm MARIÁN ÁRNÍK, JÁN MURGAŠ Slovak Unvrsty of chnology n Bratslava Faculty of Elctrcal Engnrng and Informaton chnology Insttut

More information

HORIZONTAL IMPEDANCE FUNCTION OF SINGLE PILE IN SOIL LAYER WITH VARIABLE PROPERTIES

HORIZONTAL IMPEDANCE FUNCTION OF SINGLE PILE IN SOIL LAYER WITH VARIABLE PROPERTIES 13 th World Confrnc on Earthquak Engnrng Vancouvr, B.C., Canada August 1-6, 4 Papr No. 485 ORIZONTAL IMPEDANCE FUNCTION OF SINGLE PILE IN SOIL LAYER WIT VARIABLE PROPERTIES Mngln Lou 1 and Wnan Wang Abstract:

More information

A Probabilistic Characterization of Simulation Model Uncertainties

A Probabilistic Characterization of Simulation Model Uncertainties A Proalstc Charactrzaton of Sulaton Modl Uncrtants Vctor Ontvros Mohaad Modarrs Cntr for Rsk and Rlalty Unvrsty of Maryland 1 Introducton Thr s uncrtanty n odl prdctons as wll as uncrtanty n xprnts Th

More information

A Self-adaptive open loop architecture for weak GNSS signal tracking

A Self-adaptive open loop architecture for weak GNSS signal tracking NTERNATONAL JOURNAL OF CRCUTS, SYSTEMS AND SGNAL PROCESSNG Volum 8, 014 A Slf-adaptv opn loop archtctur for wa GNSS sgnal tracng Ao Png, Gang Ou, Janghong Sh Abstract An FFT-basd opn loop carrr tracng

More information

Einstein Equations for Tetrad Fields

Einstein Equations for Tetrad Fields Apiron, Vol 13, No, Octobr 006 6 Einstin Equations for Ttrad Filds Ali Rıza ŞAHİN, R T L Istanbul (Turky) Evry mtric tnsor can b xprssd by th innr product of ttrad filds W prov that Einstin quations for

More information

Physics 256: Lecture 2. Physics

Physics 256: Lecture 2. Physics Physcs 56: Lctur Intro to Quantum Physcs Agnda for Today Complx Numbrs Intrfrnc of lght Intrfrnc Two slt ntrfrnc Dffracton Sngl slt dffracton Physcs 01: Lctur 1, Pg 1 Constructv Intrfrnc Ths wll occur

More information

Math 656 March 10, 2011 Midterm Examination Solutions

Math 656 March 10, 2011 Midterm Examination Solutions Math 656 March 0, 0 Mdtrm Eamnaton Soltons (4pts Dr th prsson for snh (arcsnh sng th dfnton of snh w n trms of ponntals, and s t to fnd all als of snh (. Plot ths als as ponts n th compl plan. Mak sr or

More information

Chapter 7 Channel Capacity and Coding

Chapter 7 Channel Capacity and Coding Chapter 7 Channel Capacty and Codng Contents 7. Channel models and channel capacty 7.. Channel models Bnary symmetrc channel Dscrete memoryless channels Dscrete-nput, contnuous-output channel Waveform

More information

The root mean square value of the distribution is the square root of the mean square value of x: 1/2. Xrms

The root mean square value of the distribution is the square root of the mean square value of x: 1/2. Xrms Background and Rfrnc Matral Probablty and Statstcs Probablty Dstrbuton P(X) s a robablty dstrbuton for obsrvng a valu X n a data st of multl obsrvatons. It can dscrb thr a dscrt ( = 1 to N) data st or

More information

PREDICTION OF STRESS CONCENTRATION FACTORS IN UNLAPPED SQUARE HOLLOW "K" JOINTS BY THE FINITE ELEMENT METHOD

PREDICTION OF STRESS CONCENTRATION FACTORS IN UNLAPPED SQUARE HOLLOW K JOINTS BY THE FINITE ELEMENT METHOD Ngran Journal of chnology, Vol. 5, No., March 006 Jk 5 PREDICION OF SRESS CONCENRAION FACORS IN UNLAPPED SQUARE HOLLOW "K" JOINS BY HE FINIE ELEMEN MEHOD DR.P.N.JIKI Dpartmnt of Cvl Engnrng, Unvrsty of

More information

Guo, James C.Y. (1998). "Overland Flow on a Pervious Surface," IWRA International J. of Water, Vol 23, No 2, June.

Guo, James C.Y. (1998). Overland Flow on a Pervious Surface, IWRA International J. of Water, Vol 23, No 2, June. Guo, Jams C.Y. (006). Knmatc Wav Unt Hyrograph for Storm Watr Prctons, Vol 3, No. 4, ASCE J. of Irrgaton an Dranag Engnrng, July/August. Guo, Jams C.Y. (998). "Ovrlan Flow on a Prvous Surfac," IWRA Intrnatonal

More information

An Effective Technique for Enhancing Anti-Interference Performance of Adaptive Virtual Antenna Array

An Effective Technique for Enhancing Anti-Interference Performance of Adaptive Virtual Antenna Array 34 ACES JOURNAL VOL. 6 NO. 3 MARC 11 An Effctv Tchnqu for Enhancng Ant-Intrfrnc Prformanc of Adaptv Vrtual Antnna Array 1 Wnxng L 1 Ypng L 1 Ll Guo and Wnhua Yu 1 Collg of Informaton and Communcaton Engnrng

More information

JEE-2017 : Advanced Paper 2 Answers and Explanations

JEE-2017 : Advanced Paper 2 Answers and Explanations DE 9 JEE-07 : Advancd Papr Answrs and Explanatons Physcs hmstry Mathmatcs 0 A, B, 9 A 8 B, 7 B 6 B, D B 0 D 9, D 8 D 7 A, B, D A 0 A,, D 9 8 * A A, B A B, D 0 B 9 A, D 5 D A, B A,B,,D A 50 A, 6 5 A D B

More information

Stress-Based Finite Element Methods for Dynamics Analysis of Euler-Bernoulli Beams with Various Boundary Conditions

Stress-Based Finite Element Methods for Dynamics Analysis of Euler-Bernoulli Beams with Various Boundary Conditions 9 Strss-Basd Fnt Elmnt Mthods for Dynamcs Analyss of Eulr-Brnoull Bams wth Varous Boundary Condtons Abstract In ths rsarch, two strss-basd fnt lmnt mthods ncludng th curvatur-basd fnt lmnt mthod (CFE)

More information

Lecture 3: Phasor notation, Transfer Functions. Context

Lecture 3: Phasor notation, Transfer Functions. Context EECS 5 Fall 4, ctur 3 ctur 3: Phasor notaton, Transfr Functons EECS 5 Fall 3, ctur 3 Contxt In th last lctur, w dscussd: how to convrt a lnar crcut nto a st of dffrntal quatons, How to convrt th st of

More information

ECE507 - Plasma Physics and Applications

ECE507 - Plasma Physics and Applications ECE57 - Plasa Physcs and Applcatons Lctur Prof. Jorg Rocca and Dr. Frnando Toasl Dpartnt of Elctrcal and Coputr Engnrng Introducton: What s a plasa? A quas-nutral collcton of chargd (and nutral) partcls

More information

Performance Analysis of Unipolar Code in Different Phase Modulations of Coherent Optical CDMA

Performance Analysis of Unipolar Code in Different Phase Modulations of Coherent Optical CDMA Engnrng Lttrs, 6:, EL_6 8 Prformanc Analyss of Unpolar Cod n Dffrnt Phas Modulatons of Cohrnt Optcal CDMA M. Massoud arbassan, Mmbr, IAENG and H. Ghafour-Shraz Abstract hs papr xamns th bt-rror rat ()

More information

Polytropic Process. A polytropic process is a quasiequilibrium process described by

Polytropic Process. A polytropic process is a quasiequilibrium process described by Polytropc Procss A polytropc procss s a quasqulbrum procss dscrbd by pv n = constant (Eq. 3.5 Th xponnt, n, may tak on any valu from to dpndng on th partcular procss. For any gas (or lqud, whn n = 0, th

More information

Mor Tutorial at www.dumblittldoctor.com Work th problms without a calculator, but us a calculator to chck rsults. And try diffrntiating your answrs in part III as a usful chck. I. Applications of Intgration

More information

The Frequency Response of a Quarter-Wave Matching Network

The Frequency Response of a Quarter-Wave Matching Network 4/1/29 Th Frquncy Rsons o a Quartr 1/9 Th Frquncy Rsons o a Quartr-Wav Matchg Ntwork Q: You hav onc aga rovidd us with conusg and rhas uslss ormation. Th quartr-wav matchg ntwork has an xact SFG o: a Τ

More information

Adaptive throttle controller design based on a nonlinear vehicle model

Adaptive throttle controller design based on a nonlinear vehicle model Adatv throttl controllr dsgn basd on a nonlnar vhcl odl Fng Gao, Kqang L, Janqang Wang, Xaon Lan Stat Ky Laboratory of Autootv Safty and Enrgy snghua Unvrsty Bjng, 84, P.. Chna Abstract Basd on study of

More information

Consider the following passband digital communication system model. c t. modulator. t r a n s m i t t e r. signal decoder.

Consider the following passband digital communication system model. c t. modulator. t r a n s m i t t e r. signal decoder. PASSBAND DIGITAL MODULATION TECHNIQUES Consder the followng passband dgtal communcaton system model. cos( ω + φ ) c t message source m sgnal encoder s modulator s () t communcaton xt () channel t r a n

More information

4D SIMPLICIAL QUANTUM GRAVITY

4D SIMPLICIAL QUANTUM GRAVITY T.YUKAWA and S.HORATA Soknda/KEK D SIMPLICIAL QUATUM GRAITY Plan of th talk Rvw of th D slcal quantu gravty Rvw of nurcal thods urcal rsult and dscusson Whr dos th slcal quantu gravty stand? In short dstanc

More information

DISTRIBUTION OF DIFFERENCE BETWEEN INVERSES OF CONSECUTIVE INTEGERS MODULO P

DISTRIBUTION OF DIFFERENCE BETWEEN INVERSES OF CONSECUTIVE INTEGERS MODULO P DISTRIBUTION OF DIFFERENCE BETWEEN INVERSES OF CONSECUTIVE INTEGERS MODULO P Tsz Ho Chan Dartmnt of Mathmatics, Cas Wstrn Rsrv Univrsity, Clvland, OH 4406, USA txc50@cwru.du Rcivd: /9/03, Rvisd: /9/04,

More information

Modeling and Simulation Analysis of Power Frequency Electric Field of UHV AC Transmission Line

Modeling and Simulation Analysis of Power Frequency Electric Field of UHV AC Transmission Line (IJACSA) Intrnatonal Journal of Advancd Computr Scnc and Applcatons, Vol., o., Modlng and Smulaton Analyss of Powr Frquncy Elctrc Fld of UHV AC Transmsson Ln Chn Han Collg of Elctronc and Elctrcal Engnrng

More information

Α complete processing methodology for 3D monitoring using GNSS receivers

Α complete processing methodology for 3D monitoring using GNSS receivers 7-5-5 NATIONA TECHNICA UNIVERSITY OF ATHENS SCHOO OF RURA AND SURVEYING ENGINEERING DEPARTMENT OF TOPOGRAPHY AORATORY OF GENERA GEODESY Α complt procssng mthodology for D montorng usng GNSS rcvrs Gorg

More information

APPLICATION OF GALERKIN FINITE ELEMENT METHOD IN THE SOLUTION OF 3D DIFFUSION IN SOLIDS

APPLICATION OF GALERKIN FINITE ELEMENT METHOD IN THE SOLUTION OF 3D DIFFUSION IN SOLIDS Cênca/Scnc APPLICATION OF GALERKIN FINITE ELEMENT METHOD IN THE SOLUTION OF D DIFFUSION IN SOLIDS E C Romão a, M D d Campos c, J A Martns b, and L F M d Moura a Unvrsdad Estadual d Campnas Faculdad d Engnhara

More information

Optimal Data Transmission and Channel Code Rate Allocation in Multi-path Wireless Networks

Optimal Data Transmission and Channel Code Rate Allocation in Multi-path Wireless Networks Optmal Data Transmsson and Channl Cod Rat Allocaton n Mult-path Wrlss Ntwors Kvan Ronas, Amr-Hamd Mohsnan-Rad,VncntW.S.Wong, Sathsh Gopalarshnan, and Robrt Schobr Dpartmnt of Elctrcal and Computr Engnrng

More information