BROADBAND and wireless networks are currently the

Size: px
Start display at page:

Download "BROADBAND and wireless networks are currently the"

Transcription

1 64 JOURNAL OF COMMUNICATION AND INFORMATION SYSTEMS, VOL. 20, NO. 3, 2005 A Nw Hybrid ARQ-FEC Schm for Wirlss ATM Ntworks J. M. C. Brito and I. S. Bonatti Abstract - Wird ATM (Asynchronous Transfr Mod) ntworks ar dsignd taking into account an optical link in th physical layr. Th main problm to implmnt a wirlss ATM ntwork is th fact that its radio link bit rror rat is high and variabl, dmanding th us of an additional rror control mchanism. Th usual tchniqus for rror control ar ARQ (Automatic Rpat Rqust) and FEC (Forward Error Corrction). ARQ works bttr than FEC if th channl bit rror rat is low, and is wors if it is high, thus indicating that hybrid ARQ-FEC tchniqus can improv th radio link prformanc. A nw hybrid ARQ-FEC schm with multipl FEC stats is proposd in this papr. Th prformanc of th proposd schm is compard with non-adaptiv ARQ and FEC schms, which hav similar complxitis, and with an idal adaptiv FEC schm. It is shown that th proposd schm works bttr than th nonadaptiv schms, and that th hybrid and th idal adaptiv FEC schms hav similar prformancs. Morovr, th hybrid schm dos not rquir an stimat of th bit rror rat in th channl, lading to a lss complx implmntation. Indx Trms: Wirlss ATM Ntworks, Error Control, Hybrid ARQ-FEC Schms. I. INTRODUCTION BROADBAND and wirlss ntworks ar currntly th two major drivrs in th tlcommunication industry. Asynchronous Transfr Mod (ATM) is th intrnationally accptd mod for broadband ntworks and has bn usd by svral tlcommunications oprators to implmnt th backbon of thir ntworks. Wirlss ATM combins th advantags of th traditional wirlss ntworks with th flxibl bandwidth allocation and guarantd quality of srvic providd by th wird ATM ntworks. Morovr, using ATM in th accss ntworks yilds th intgration of ths ntworks to th backbon of th oprators. Raychaudhuri and Wilson [] wr th first to propos th wirlss ATM concpt, in 992. Th potntial scnarios to us wirlss ATM ntworks ar local ara ntworks, rsidntial ntworks and accss ntworks (with fixd or mobil trminals). J. M. C. Brito is with National Institut of Tlcommunications,.O. Box 05, S. Rita do Sapucaí, MG, Brazil mail: brito@inatl.br I. S. Bonatti is with School of Elctrical & Computr Enginring, Univrsity of Campinas, DT FEEC UNICAM C , Campinas, S, Brazil mail: ivanil@dt.f.unicamp.br Svral rsarch projcts hav bn proposd in th last fw yars, such as: th WATMnt projct, dvlopd by NEC for prsonal multimdia ntworks in a micro-cllular nvironmnt with fixd and mobil trminals [28]; th Magic Wand (Wirlss ATM Ntwork Dmonstrator) projct, proposd by Europan Union ACTS (Advancd Communications Tchnologis and Srvics), for indoor nvironmnt with mobil trminals [2]; th BAHAMA projct proposd by Bll Laboratoris, for ad hoc local ara ntworks with mobil trminals [3]; th SWAN (Samlss Wirlss ATM Ntworks) dvlopd by Bll Laboratoris for indoor ntworks with picocllular nvironmnt and mobil trminals [4]; th ATMmobil projct, proposd by a pool of univrsitis and ntrpriss in Grmany, considring four diffrnt scnarios: local ara ntworks, mobil broadband cllular ntworks, rsidntial ntworks, and fixd accss ntworks [5]. In gnral, th goal of wirlss ATM ntworks is to provid th sam charactristics of th wird ATM ntworks, in a transparnt way, through a wirlss link, for fixd or mobil trminals. Thus, wirlss ATM ntworks must intgrat svral kinds of traffic with guarantd quality of srvic. Th main problms to mak th wirlss ATM ntworks fasibl ar rlatd to th following rsarch aras [3][6][7]: mobility managmnt, multipl accss protocol and rror control in th wirlss link. Th noisy and tim-varying nvironmnt of radio links is a problm for wirlss ATM ntworks bcaus wird ATM ntworks wr dsignd for an optical mdium, which has a vry low bit rror rat. A high bit rror rat lads to unaccptabl valus for th paramtrs Cll Error Ratio (CER) and Cll Loss Ratio (CLR), rquiring additional mchanisms for rror control in th radio link. Th traditional schms for rror control ar Forward Error Corrction (FEC) and Automatic Rpat Rqust (ARQ). FEC or ARQ in th wirlss link dcrass th rsidual bit rror rat (i.., th bit rror rat considring th rror control mchanism), howvr th dlay in transmitting a cll is incrasd. Th throughput, du to ovrhad of th rror control mchanisms, is also dcrasd. Thrfor, th paramtrs CTD (Cll Transfr Dlay) and CDV (Cll Dlay Variation) ar affctd by th rror control mchanism. Thr ar two diffrnt approachs to implmnt th rror control mchanism: a non-adaptiv approach, which is simplr and lss fficint, and an adaptiv approach, which is mor complx but can maximiz th prformanc. In non-adaptiv schms, th numbr of parity bits in th cods usd in th FEC or ARQ ar calculatd for th highst bit rror rat in th radio link in ordr to satisfy th targt QoS (Quality of Srvic) paramtrs. In adaptiv schms, th numbr of ISSN /$20.00 c 2005 SBrT/IEEE

2 JOURNAL OF COMMUNICATION AND INFORMATION SYSTEMS, VOL. 20, NO. 3, parity bits in th ARQ and FEC cods is function of th bit rror rat in th channl, rquiring a good stimat of th bit rror rat in th wirlss link. Morovr, th ncodr and dcodr must b abl to implmnt cods with diffrnt rats. Svral solutions to rror control in wirlss ATM ntworks hav bn proposd in th litratur. Th tchniqus usd in ths solutions includ using ARQ limiting th numbr of rtransmissions for dlay snsitiv applications [2], FEC (with or without concatnatd cods) or a hybrid typ ARQ-FEC schm [][4][5][8]-[2], FEC cod to protct th hadr and anothr on to protct th payload [3][4], adaptiv FEC cods with or without ARQ [3][5]-[8] and FEC cod (mor powrful than th cod spcifid to th Hadr Error Control), adaptiv or not, to protct th hadr [9]. Th most usd ARQ protocols ar th Go-Back-N (GBN- ARQ) [2][8] and th Slctiv Rpat (SR-ARQ) [][4][8] (or som variant). Th most usd FEC cods ar th BCH (Bos, Chaudhuri and Hocqunghm) [][8][0][3][4][5][9] and th Rd-Solomon [5][8][]-[3][7]. In th solutions using concatnatd cods, th most common combination is a Rd- Solomon or BCH cod with a convolutional cod [0]-[2]. A nw hybrid ARQ-FEC schm that has multipl FEC stats is proposd in this papr. Th prformanc of th proposd schm is compard with non-adaptiv FEC and ARQ schms (all having similar complxity). It is also compard with an idal adaptiv schm, usd as rfrnc. Th proposd schm is provd to work bttr than th nonadaptiv schms and it has similar prformanc whn compard with th idal adaptiv FEC schm. Th rmindr of this papr is organizd as follow: th rfrnc scnario usd in th analysis is prsntd in Sction 2; in Sction 3, th critrion to dfin th cods is prsntd; in Sction 4, th non-adaptiv ARQ and FEC schms and an idal FEC schm ar analyzd; in Sction 5, th schm proposd is prsntd and its prformanc is computd; conclusions ar prsntd in Sction 6; a summary of th notations usd in th txt is prsntd in th Appndix. II. REFERENCE SCENARIO Th rfrnc scnario is composd of on wirlss and L optical links. In th wirlss link, svral trminals shar a radio-bas station using a multipl accss protocol. Th rror control mchanism and th multipl accss protocol ar implmntd in a Data Link Layr (usually comprising a Data Link Control Layr and Multipl Accss Control Sub-Layrs) locatd btwn th ATM and hysical Layrs. Th main multipl accss tchniqu usd in th wirlss ATM ntworks rportd in th litratur is a TDMA/TDD (Tim Division Multipl Accss / Tim Division Duplx) tchniqu [][2][8][5]. A DAMA-TDMA (Dmand Allocation Multipl Accss Tim Division Multipl Accss) multipl accss is considrd in this papr. In this schm, th tim is dividd into frams, ach fram bing dividd in downlink and uplink priods. In th downlink priod, th basstation transmits to trminals using Tim Division Multiplxing (TDM). Th uplink priod is dividd in a contntion priod and a transmission priod. Th trminals snd rqusts in th contntion priod using a random multipl accss (lik Slottd-Aloha) and, whn allowd, transmit data in th transmission priod using TDMA. Th transmission priod is dividd into slots, ach transmitting on ATM cll. An ATM cll consists of a 40-bit hadr and a 384-bit information fild. Th hadr includs an 8-bit hadr rror control (HEC) fild. Th HEC has two opration mods: corrction mod and dtction mod. In th corrction mod th HEC can corrct -bit rrors. Th ATM adaptation layr (AAL) considrd for data transmission is th AAL5 [27]. Intrlaving is usd to randomiz channl burst rrors in such way that a mmorylss channl modl can b considrd. Th frams and thir priods in th wirlss link ar illustratd in Fig.. Downlink priod Fram Uplink priod Contntion priod Slot Transmission priod Fig.. Fram structur in th wirlss link. Downlink and uplink priods ar considrd to hav th sam fixd siz slots. Th siz of th slots in th rsrvation priod can b rprsntd as a fraction of th siz of th slots in th transmission priod. Thus, th fram tim can b computd by Vu τ + Vd τ + α Vu τ V τ Tq = = () Rs Rs whr V u and V d rprsnt th numbr of slots in th uplink and downlink priods, rspctivly; α rprsnts th siz of th slots in th rsrvation priod as a fraction of th slots in th transmission priod; R s is th bit rat in th wirlss link; τ is th total numbr of bits in ach transmission slot in th uplink priod, and V = V u + V d + αv u. Th paramtr τ dpnds on th rror control tchniqu usd in th wirlss link. Th tim dlays that affct all th systms in th sam way hav not bn considrd in th analysis. Thrfor, th tim to mak a rsrvation, th ovrhads of th MAC (Mdium Accss Control) protocol, th wird ntwork dlays (lik quuing and switching tim dlays), and th tim spnt to transmit an acknowldgmnt from th rcivr to th transmittr ar not takn into account. III. DEFINING THE ARQ AND FEC CODES Th critrion usd to dfin th ARQ and FEC cods is to mak th wirlss link work lik an optical link, concrning th bit rror charactristic. This is quivalnt to say that th probability of th wirlss link to dlivr a corrct cll to th optical link is qual or gratr than th probability of on optical link to dlivr a corrct cll to th nxt optical link. This critrion is in agrmnt with th analysis prsntd by Cain and McGrgor in [].

3 66 JOURNAL OF COMMUNICATION AND INFORMATION SYSTEMS, VOL. 20, NO. 3, 2005 Considring that th HEC is in th corrction mod, th probability of an optical link to hand a corrct cll to th nxt optical link is th probability of th cll to contain no rrors in th payload fild and to contain at most -bit rrors in th hadr. This probability is givn by = ( p ) 384 ( ) ( ) (2) p p 39 p cco whr p is th bit rror rat. Th valu of th paramtr p was considrd as 0-8 for optical links. A. CHOICE OF ARQ CODES In ARQ tchniqus, th clls ar individually protctd by an (n,k) block cod, bing k th numbr of information bits, n th total numbr of bits and (n-k) th numbr of parity bits. On cll arriving in th bas station can contain no rrors with probability c, it can contain a dtctabl rror with probability, or it can contain an undtctabl rror with probability u. Th probability of a cll to lav th radio link without rror is givn by [25] k c c cca = c + c = = (3) k = c + u Considring that th HEC of th ATM hadr is not usd in th rror control mchanism in th wirlss link, th probability c is computd by = p (4) c n ( ) To satisfy th critrion, th maximum prmittd valu for u is givn by u c ( ) cco Th minimum numbr of parity bits in th ARQ cods can b computd using an itrativ algorithm and th Korzhik s bound, givn by th xprssion [20] u 2 cco [ n ( n k ) ( p) B. CHOICE OF THE FEC CODES In th FEC tchniqu, an (n,k) block cod is usd to corrct rrors in ach cll. Not considring th HEC influnc, th probability of th dcodr to dlivr a corrct cll to th optical link is givn by t n ( p) i n i ccf = p (7) i= 0 i Th paramtr t, which is th rror corrction capacity of th FEC cod, is a function of th n k valu and of th cod usd. To comput th minimum numbr of parity bits in FEC cods, w hav usd an itrativ algorithm and th lotkin s bound, givn by [2] ( d min ) log 2 min n k 2 d whr d min is th minimum distanc of th cod. IV. COMARING ARQ AND FEC ERFORMANCES Th tim dlay to transmit a DU (rotocol Data Unit), composd of Z ATM clls, was adoptd as th paramtr to compar th prformanc of ARQ and FEC schms. Th man tim to transmit a corrct DU in a systm using Stop-and-Wait ARQ (SW-ARQ) protocol in th wirlss link, not considring th tim to transmit th acknowldgmnt from dstination to th sourc trminal, can b calculatd by [22] Z n 424L T swa = Tq + + ξ a + γ (9) c Rs Ro whr T q is th fram tim, computd by (), ξ a is th dcoding dlay of th ARQ cod, R s and R o ar th bit rat in th wirlss and optical links, rspctivly, and γ is th man numbr of transmissions ndd to rciv a corrct DU, considring rtransmission in th AAL layr. Th paramtr γ can b calculatd by i γ = i pc ( pc ) = (0) i= whr pc, th probability to rciv a corrct DU, is givn by ( L+) Z pc = cco () For a FEC systm, in which on cll is transmittd on ach slot, th man tim to transmit a corrct DU is givn by [22] n 424 L T fc = ( Z ) Tq ξ f γ (2) Rs Ro (5) whr ξ f is th dcoding dlay of th FEC cod. As svral paramtrs affct both tchniqus in th sam way, on can simplify th computation dfining a prformanc factor, δ, as th ratio btwn th tim dlay to transmit a DU in th FEC schm and th sam dlay in th ARQ schm. Considring that th bit rat in th wirlss link and optical ] (6) links ar th sam and that th cods ar implmntd in hardwar (th dcoding dlays ar ngligibl), th prformanc factor comparing Stop-and-Wait ARQ and FEC is givn by V Z n + n + 424L (8) ( ) f δ sw = (3) Z V nsw + nsw + 424L c whr th sub-indx f and sw ar includd in som paramtrs to dtrmin if th paramtr is rlatd to th FEC or SW- ARQ tchniqu, rspctivly. Th paramtrs L, V and Z hav ngligibl influnc in th prformanc factor valu. Th total numbr of bits in th FEC and ARQ cods, paramtrs n f and n sw, rspctivly, ar computd to achiv th critrion prsntd in Sction 3. For non-adaptiv implmntation, n f and n sw ar computd considring th highst rror rat in th channl, rsulting in n f = 487 bits and n sw = 449 bits. Fig. 2 shows th prformanc factor δ as a function of th bit rror rat in th wirlss channl for non-adaptiv systm f pc

4 JOURNAL OF COMMUNICATION AND INFORMATION SYSTEMS, VOL. 20, NO. 3, considring L = 3, V = 40, and Z = 5 or Z = 000. Th ARQ tchniqu has bttr prformanc than th FEC tchniqu if th bit rror rat is low and wors if th bit rror rat is high. Both tchniqus hav th sam prformanc for p =.8 x rformanc factor 0.5 rformanc factor SW-ARQ GBN-ARQ SR-ARQ Fig. 3. rformanc factor comparing ARQ and FEC schms, considring adaptiv cods Z = 5 Z = 000 Fig. 2. rformanc factor comparing SW-ARQ and FEC schms. Whn comparing th Go-Back-N and Slctiv-Rpat ARQ protocols with th FEC schm, th conclusion is similar to th conclusion obtaind for th Stop-and-Wait protocol. Th ARQ schm prforms bttr than th FEC schm if th bit rror rat is low and wors if th bit rror rat is high. A dtaild comparison among ths tchniqus can b found in [22][23][24]. For an adaptiv implmntation, th paramtrs n f and n sw ar calculatd as a function of th bit rror rat in th channl. Fig. 3 shows th prformanc factor comparing ARQ tchniqus and th FEC tchniqu considring an idal adaptiv implmntation, for which th stimat of th bit rror rat in th channl can b obtaind without additional ovrhad. Th paramtrs L, V and Z wr fixd to th following valus: L = 3, V = 40 and Z = 00. For th Go- Back-N and Slctiv-Rpat protocols, N was st as N = 5 [22]. With idal adaptiv implmntation, th FEC tchniqu works bttr than th ARQ tchniqus in th whol rang of bit rror rat considrd. Basd on th rsults prsntd in this sction, it can b concludd that th FEC adaptiv schm maximizs th prformanc of th ntwork. Howvr, an adaptiv implmntation incrass th complxity and, in ral world, it can rquir additional ovrhad, dcrasing th fficincy of th systm. If, as an attmpt to rduc th ovrhad, th stimat is mad only at th start of th connction, changs in th bhaviour of th wirlss link can rsult in a significant dgradation of th prformanc. If a non-adaptiv schm is considrd, th rsults in Fig. 2 show that a hybrid ARQ-FEC tchniqu can improv th prformanc of th ntwork. In th following sctions, th idal adaptiv FEC schm is usd as a rfrnc to analyz th prformanc of th proposd tchniqus. V. HYBRID ARQ-FEC SCHEME A hybrid adaptiv ARQ-FEC tchniqu, which dos not rquir an stimat of th bit rror in th channl, is prsntd in this sction. In this tchniqu thr ar two cods: on for corrction (FEC cod) and on for dtction (ARQ cod). Th total numbr of bits (424 bits of th ATM cll plus th parity bits) of th FEC cod is dfind as n f and th total numbr of bits of th ARQ cod is dfind as n a. Sinc thr is not an stimat of th bit rror rat in th channl, th numbr of parity bits of th FEC and ARQ cods must b chosn considring th worst bit rror rat, p = 0-2. In this schm, th systm switchs to th FEC mod whn a cll containing rror is rcivd (and th rtransmission is rqustd), and switchs to th ARQ mod whn a corrct cll is rcivd, as shown in Fig. 4 [25]. ARQ N Fig. 4. Transition diagram. FEC N Th probability of th wirlss link to dlivr a corrct cll to th optical link is givn by [25]

5 68 JOURNAL OF COMMUNICATION AND INFORMATION SYSTEMS, VOL. 20, NO. 3, 2005 cch ( + ) + ( ) = (4) c ccf whr c is th probability of a cll to contain no rrors in th ARQ stat, is th probability of a cll to contain a dtctabl rror in th ARQ stat, = c u, ccf is th probability of a cll to contain a corrctabl rror in th FEC stat, givn by (7), and is th stady stat probability of th ARQ stat, givn by [25] cf = (5) cf + whr cf is th probability of a cll to contain no rrors in th FEC stat. Th probabilitis c and cf ar calculatd by (4). Th minimum numbr of parity bits for ach cod can b obtaind as follows. First st p as th highst bit rror rat in th channl (for xampl, p = 0-2 ). Thn, stting n a big nough to mak u ngligibl, tnds to zro cch tnds to ccf and th minimum numbr of parity bits of th FEC cod can b computd using th approach prsntd in Sction 3. As shown in Fig. 5, th FEC cod rquirs at last t = 7 and it is not possibl to dcras this bound vn by incrasing indfinitly th numbr of parity bits in th ARQ cod. Also, on can vrify that n a 438 to attain cch cco. Thus, for p = 0-2, th minimum numbr of parity bits of th ARQ and FEC cods ar 4 (n a = 438) and 63 (n f = 487), rspctivly. Whn th bit rror rat dcrass, th probability of th systm bing in th FEC stat also dcrass, and th influnc of th ARQ cod in cch valu incrass. In a first approach, th minimum numbr of parity bits of th ARQ cod can b obtaind stting th minimum valu for n f and computing th valu of n a for ach valu of p, in such way that cch cco. As shown in Fig. 6, th ARQ cod rquirs 6 parity bits (n a = 440 bits) to achiv cch cco in th whol bit rror rat rang considrd. Th probability cch dpnds on th paramtrs n f and n a. Howvr, it is not possibl to rduc th valu of n a by incrasing th valu of n f, as shown in Fig. 7. Thrfor, th final solutions for th cods ar n a = 440 bits and n f = 487 bits. robability cch ccf Total numbr of bits of th ARQ cod t = 6 t = 7 Minimum valu to cch Fig. 5. Minimum capacity of th FEC cod, for p = 0-2. Total numbr of bits of th ARQ cod Fig. 6. Total numbr of bits of th ARQ cod, as a function of p, for n f = 487. Th probability cch dpnds on th paramtrs n f and n a. Howvr, it is not possibl to rduc th valu of n a by incrasing th valu of n f, as shown in Fig. 7. Thrfor, th final solutions for th cods ar n a = 440 bits and n f = 487 bits. Th man tim to transmit th first (Z ) clls of th DU, considring that all slots in th fram ar in th sam stat, can b computd by [25] T [ T ( ) + ( T + T ) ] + T ( ) z = qa qa qf qf (6) whr T qa and T qf ar th fram tim of th ARQ and FEC mods, rspctivly, and can b computd using (), stting th n valu proprly. Th man tim to transmit th last cll of th DU is givn by [25] T z [ T ( ) + ( T + T ) ] + T ( ) = (7) xa qa xf whr T xa and T xf ar th tim to transmit on cll in th ARQ stat and FEC stat, rspctivly, and can b computd dividing th numbr of bits in th transmission slot, in th propr stat, by th bit rat in th wirlss link. Total numbr of bits of th ARQ cod t = 7 t = 30 t = 00 Fig. 7. Influnc of th valu of t in th total numbr of bits of th ARQ cod, as a function of p. xf

6 JOURNAL OF COMMUNICATION AND INFORMATION SYSTEMS, VOL. 20, NO. 3, Th man tim to transmit a corrct DU, not considring th tim to transmit th acknowldgmnt from th dstination to th sourc trminal, is givn by [25] 424L Th = ( Z ) Tz + Tz + γ (8) Ro whr γ, th man numbr of transmissions ndd to rciv a corrct DU, is computd by (9) and (0). Th throughput for th hybrid ARQ-FEC tchniqu is computd by k η h= (9) n + n + n + n [ ( ) ( ) ] ( ) a a f To assss th prformanc of th hybrid ARQ-FEC tchniqu, its prformanc has bn compard to that of th non-adaptiv SW-ARQ and FEC tchniqus, which hav similar complxitis. Two prformanc factors hav bn dfind. Th first on is dfind as th ratio btwn th man tim to transmit a corrct DU in th SW-ARQ tchniqu (givn by (9)) and th corrsponding tim in th hybrid tchniqu (givn by (8)). Th scond on is dfind as th ratio btwn th man tim in th FEC tchniqu (givn by (2)) and th corrsponding tim in th hybrid schm. Figurs 8 and 9 show th rsults, as a function of p, considring V = 40, L = 3 and Z = 00. Th hybrid schm prforms bttr than th non-adaptiv SW-ARQ tchniqu in th whol rang of th bit rror rat considrd and th diffrnc btwn th two tchniqus is mor significant for high bit rror rats. Th hybrid schm has bttr prformanc than th non-adaptiv FEC tchniqu only for p , but th dclin in prformanc for highr bit rror rat is not so significant. A prformanc comparison btwn th hybrid schm and th idal adaptiv FEC schm is shown in Fig. 0, basd on th man tim to transmit a corrct DU, and in th Fig., basd on th throughput (th throughput is k/n in th FEC schm). Th prformanc factor, prsntd in Fig. 0, is dfind as th ratio btwn th tim to transmit a corrct DU in th FEC schm and th corrsponding tim in th hybrid schm. Th hybrid and th idal adaptiv FEC schms hav similar prformanc, xcpt for p around 0-3. f rformanc factor Fig 9. rformanc factor comparing th non-adaptiv FEC and th hybrid schms. rformanc factor Fig. 0. rformanc factor comparing th hybrid and th idal adaptiv FEC schms. Fig. 8. rformanc factor comparing th non-adaptiv SW-ARQ and th hybrid schms. Fig.. Comparing th throughput in th hybrid schm and in th idal adaptiv FEC schm.

7 70 JOURNAL OF COMMUNICATION AND INFORMATION SYSTEMS, VOL. 20, NO. 3, 2005 Th vally in th hybrid schm s prformanc, around p = 0-3, occurs du to th larg probability of switching btwn ARQ and FEC stats for thos valus of p. Fig. 2 shows th probability of th ARQ and FEC stats as a function of p. Fig. 4 shows th influnc of th y valu in th probabilitis of th ARQ and FEC stats, considring n a = 440 and n f = 487 bits. It can b sn that th valu of p in th crosspoint dcrass whn y incrass. robability 0.5 robability ARQ stat FEC stat Fig. 2. robability of th ARQ and FEC stats. A. HYBRID ARQ-FEC SCHEME WITH MULTILE FEC STATES Sinc th FEC tchniqu has bttr prformanc than th ARQ tchniqu whn th bit rror rat in th channl is high, th prformanc of th hybrid ARQ-FEC schm can b improvd by incrasing th probability of th systm to b in th FEC stat for high bit rror rats. To achiv this bhaviour, an approach with multipl FEC stats, in which th switching from th FEC to th ARQ stat occurs only aftr rciving y conscutiv corrct clls is proposd. Th stat diagram of this nw systm is shown in Fig. 3 [26]. N N ARQ stat, y = FEC stat, y = ARQ stat, y = 3 FEC stat, y = 3 ARQ stat, y = 0 FEC stat, y = 0 Fig. 4. robability of th ARQ and FEC stats, as a function of y. Th ARQ and FEC cods must b dfind such that cch cco, with th cch valu computd by xprssion (4), using givn by xprssion (20). Stting p = 0-2, th largst bit rror rat in th channl, and choosing n a big nough to mak u insignificant, cch tnds to ccf, indpndntly of th y valu, and th minimum capacity of th FEC cod can b found. Th minimum capacity is t = 7, rsulting in n f = 487 bits, as shown in Fig ARQ FEC N FEC N FEC Total numbr of bits - ARQ cod Fig. 3. Stat diagram for th hybrid approach with multipl FEC stats. Th probability of th ARQ stat can b writtn as [26] cf = (20) y cf + y y j= 0 j cf y = y = 5 y = Fig. 5. Minimum total numbr of bits of th ARQ cod.

8 JOURNAL OF COMMUNICATION AND INFORMATION SYSTEMS, VOL. 20, NO. 3, If n f is qual to its minimum valu, th numbr of parity bits of th ARQ cod that produc cch cco can b computd. Fig. 5 shows th rsults for y = (n a = 440), y = 5 (n a = 439) y = (n a = 437) [26]. Sinc cch dpnds on n f and n a, it is ncssary to invstigat if it is possibl to rduc th numbr of parity bits in th ARQ cod by incrasing th capacity of th FEC cod byond its minimum valu. Th capacity of th FEC cod has bn varid, starting with t = 7 and, for ach valu of t, th minimum valu of n a has bn computd for ach valu of p such that cch cco. Fig. 6 shows th rsults for t = 7, t = 30 and t = 00, considring y = 5. Although a big valu for t rsults in a small n a for som valus of p, it is still ncssary to hav n a 439, for y = 5, to achiv cch cco for any valus of p. Th conclusions ar th sam for othr valus of y [26]. Th man tim to transmit a corrct DU is calculatd by xprssion (8), with bing givn by xprssion (20). Fig. 7 compars th prformanc btwn th hybrid schm and a non-adaptiv FEC schm, assuming R s = R o, L = 3, V = 40 and Z = 00. Total numbr of bits - ARQ cod t = 7 t = 30 t = 00 Fig. 6. Minimum total numbr of bits of th ARQ cod, as a function of t. Th vally in th prformanc factor tnds to disappar whn y incrass. For y =, th vally practically disappar, without significant loss of prformanc for low bit rror rats. Thus, by proprly choosing y, th nw hybrid ARQ-FEC schm prforms bttr than th oldr on (y = ) in th whol rang of p. Th nw hybrid schm has similar prformanc to th idal adaptiv FEC schm as shown in Fig. 8. Th hybrid schm dos not rquir an stimat of th bit rror rat in th channl, rsulting in a non-complx implmntation. Th throughput in th hybrid schm is givn by xprssion (9), with bing computd by xprssion (20). Th throughput of th hybrid schm can b maximizd by proprly choosing y, as shown in th Fig. 9. Again, for y =, th vally practically disappar, without significant loss of prformanc for low bit rror rats. Morovr, th throughputs in th hybrid and in th idal adaptiv FEC schms ar similar. Throughput Idal adaptiv FEC Hybrid, y = Hybrid, y = 5 Hybrid, y = Fig. 7. rformanc factor comparing th hybrid and th non-adaptiv FEC schms. rformanc factor y = y = 5 y = Fig. 8. rformanc factor comparing th idal adaptiv FEC and th nw hybrid ARQ-FEC schms. VI. CONCLUSIONS A nw hybrid ARQ-FEC schm with multipl FEC stats has bn proposd in this papr. To compar th prformanc of th rror control schms, th man tim to transmit a corrct DU (composd by Z clls) and th throughput in th ntwork wr analytically computd.

9 72 JOURNAL OF COMMUNICATION AND INFORMATION SYSTEMS, VOL. 20, NO. 3, 2005 rformanc factor y = y = 2 y = 3 y = Fig. 9. Comparing th throughput in th hybrid ARQ-FEC schm and in th idal adaptiv FEC schm. Th proposd schm and two non-adaptiv ARQ and FEC schms (all of thm having similar complxitis) hav bn compard with an idal adaptiv FEC schm (considrd as a rfrnc). It has bn shown that th proposd schm prforms qual or bttr than th non-adaptiv ARQ and FEC schms providd that th numbr of FEC stats is proprly chosn. Morovr, although th idal adaptiv FEC and th hybrid schms hav similar prformancs, th lattr dos not nd an stimat of th channl bit rror rat, thus having low implmntation complxity. L V AENDIX: SUMMARY OF THE MAIN ARAMETERS R s T q cco p k n-k n c u ccf t Z R o γ numbr of optical links in th ntwork total numbr of slots in a fram bit rat in th wirlss link fram tim probability of an optical link to hand a corrct cll to th nxt optical link bit rror rat numbr of information bits in a block cod numbr of parity bits in a block cod total numbr of bits in a block cod probability of a cll to contain no rrors probability of a cll to contain a dtctabl rror probability of a cll to contain an undtctabl rror probability of th FEC dcodr to dlivr a corrct cll to th optical link rror corrction capacity of th FEC cod numbr of ATM clls in a DU bit rat in th optical links man numbr of transmissions ndd to rciv a δ n f n a cch cf y corrct DU prformanc factor - th ratio btwn th tim dlay to transmit a DU in a FEC schm and th sam dlay in an ARQ schm total numbr of bits in th FEC cod total numbr of bits of th ARQ cod in th hybrid schm probability of th wirlss link to dlivr a corrct cll to th optical link in th hybrid schm stady stat probability of th ARQ stat in th hybrid schm probability of a cll to contain no rrors in th FEC stat in th hybrid schm numbr of conscutiv corrct clls producing a transition from FEC stat to ARQ stat in th hybrid schm ACKNOWLEDGMENT Th authors wish to thank th financial support of th Conslho Nacional d Dsnvolvimnto Cintífico Tcnológico CNq, Brazil. REFERENCES [] D. Raychaudhuri and N. Wilson, Multimdia rsonal Communication Ntworks: Systm Dsign Issus, roc. 3 rd Workshop Third Gnration Wirlss Inform. Ntworks, Rutgrs Univrsity, Nw Brunswick, April 992, pp [2] J. Mikkonn, J. Aldis, G. Awatr, A. Lunn and D. Hutchison, Th Magic WAND Functional Ovrviw, IEEE Journal on Slctd Aras in Communications, Vol. 6, No 6, pp , August, 998. [3] E. Ayanoglu, K. Y. Eng and M. J. Karol, Wirlss ATM: Limits, Challngs, and roposals, IEEE rsonal Communications, pp. 8-33, August, 996. [4]. Agrawal t alii, SWAN: A Mobil Multimdia Wirlss Ntwork, IEEE rsonal Communications, pp. 8-33, April, 996. [5] R. Kllr t alii, Wirlss ATM for Broadband Multimdia Wirlss Accss: Th ATMmobil rojct, IEEE rsonal Communications, pp , Octobr, 999. [6] A. Acampora, Wirlss ATM: A rspctiv on Issus and rospcts, IEEE rsonal Communications, pp. 8-7, August, 996. [7] D. Raychaudhuri, Wirlss ATM Ntworks: Architctur, Systm Dsign and rototyping, IEEE rsonal Communications, pp , August, 996. [8] J. Mikkonn t alli, Emrging Wirlss Broadband Ntworks, IEEE Communications Magazin, pp. 2-7, Fbruary, 998. [9] K. Y. Eng t alii, BAHAMA, A Broadband Ad-Hoc Wirlss ATM Local- Ara Ntwork, roc. IEEE Intrnational Confrnc on Communications (ICC95), pp , Jun, 995. [0] F. C. Chng and J. M. Holtzman, Wirlss Intllignt ATM Ntwork and rotocol Dsign for Futur rsonal Communication Systms, IEEE Journal on Slctd Aras in Communications, Vol. 5, No 7, pp , Sptmbr, 997. [] J. B. Cain and D. N. McGrgor, A Rcommndd Error Control Architctur for ATM Ntworks with Wirlss Links, IEEE Journal on Slctd Aras in Communications, Vol. 5, No, pp. 6-28, January, 997. [2] I. Jo, Error Control for Wirlss ATM Ntworks, hd Thsis, Gorgia Institut of Tchnology, July, 998. [3] C. Schulr, Dsign and Implmntation of an Adaptiv Error Control rotocol, GMD Rsarch Sris, No 2, 999. [4] S. Aikawa, Y. Motoyama and M. Umhira, Error Corrction and Error Dtction Tchniqus for Wirlss ATM Systms, Wirlss Ntworks, Vol. 3, pp , 997. [5] J. H. So, H. T. Oh and S. W. So, A Nw MAC and DLC Schm Considring Channl Conditions in Wirlss ATM, roc. Vhicular Tchnology Confrnc (VTC 2000), pp , Tokyo, Japan, 2000.

10 JOURNAL OF COMMUNICATION AND INFORMATION SYSTEMS, VOL. 20, NO. 3, [6] K. Yamada, H. Okada and T. H. Lai, An Intgratd Dynamic Error Control Schm for Wirlss ATM Ntworks, IEICE Transactions on Fundamntals, Vol. E82-A, No 7, pp , July, 999. [7] I. F. Akyildiz, I. Jo, H. Drivr and Y. L. Ho, An Adaptiv FEC Schm for Data Traffic in Wirlss ATM Ntworks, IEEE Transactions on Ntworking, Vol. 9, No 4, pp , August, 200. [8]. R. Dnz, rformanc of Error Control Coding Tchniqus and th Dvlopmnt of a Dynamic Error Control Coding Mchanism for Wirlss ATM, hd Thsis, Faculty of North Carolina Stat Univrsity, 999. [9] M. M. Al-Khatib, Nw Wirlss ATM Automatic Error Control Systm, hd Thsis, Univrsity of Southwstrn Lousiana, 999. [20] I. S. Rd and X. Chn, Error Control Coding for Data Ntworks, Kluwr Acadmic ublishrs, 999. [2] J. G. roakis, Digital Communications, scond dition, McGraw-Hill, 989. [22] J. M. C. Brito, Error Control in Wirlss ATM Ntworks, hd. Thsis, Stat Univrsity of Campinas Unicamp, Brazil, 2003 (in ortugus). [23] J. M. C. Brito and I. S. Bonatti, A Comparison of End-to-End Dlay in Wirlss ATM Ntworks using FEC and Slctiv Rpat ARQ in th Wirlss Link, 3 rd Intrnational Confrnc on Information, Communications, and Signal rocssing (ICICS 200), 5 pags, Singapor, 5-8 Octobr, 200. [24] J. M. C. Brito and I. S. Bonatti, A Comparison of End-to-End Dlay in Wirlss ATM Ntworks using FEC and Go-Back-N ARQ in th Wirlss Link, 5 th IEEE Malaysia Intrnational Confrnc on Communications (MICC 200), pp 84-89, Kuala Lumpur, Malaysia, 2-24 Octobr, 200. [25] J. M. C. Brito and I. S. Bonatti, A Simpl Adaptiv Error Control Schm for Wirlss ATM Ntworks, Intrnational Symposium on Tlcommunications (IST 200), pp , Thran, Iran, -3 Sptmbr, 200. [26] J. M. C. Brito and I. S. Bonatti, An Improvmnt in a Simpl Adaptiv Error Control Schm for Wirlss ATM Ntworks, Scond IASTED Intrnational Confrnc on Communication Systms and Ntworks, pp , Bnalmádna, Spain, 8-0 Sptmbr, [27] M. D ryckr, Asynchronous Transfr Mod (ATM): Solution for Broadband ISBN, 3rd Edition, Ellis Horwood LTD, 99. [28] D. Raychaudhuri, L. J. Frnch, R. J. Siracusa, S. K. Biswas, R. Yuan,. Narasimhan and C. A. Johnston, WATMnt: A rototyp Wirlss ATM Systm for Multimdia rsonal Communication, IEEE Journal on Slctd Aras in Communications, Vol. 5, No, pp , January, 997. Ivanil S. Bonatti was born in Mogi- Mirim, S, Brazil, in 95. H rcivd th B.Sc. (973) and M.Sc. (975) dgrs in Elctrical Enginring from th Univrsity of Campinas, UNICAM, Brazil, and th Doctorat n Automatiqu dgr from th Univrsity aul Sabatir, Toulous, Franc, in 98. H joind th School of Elctrical and Computr Enginring of th Univrsity of Campinas in 975, whr h is currntly a Full rofssor. His main intrsts ar signal procssing, circuit thory, simulation analysis and tlcommunication. José Marcos C. Brito rcivd his diploma in lctrical nginring from th National Institut of Tlcommunications (Inatl), Brazil, in 986, his M. Sc. dgr in lctrical nginring from Stat Univrsity of Campinas, Brazil, in 998, and his h.d. dgr in lctrical nginring from Stat Univrsity of Campinas in Sinc 986 h has bn a profssor at Inatl, whr h has hld svral managmnt positions, including vic-principal and dirctor for rsarch. Currntly h is a Full rofssor at Inatl. H has workd as a consultant for svral tlcommunications companis in Brazil and has publishd svral paprs in intrnational confrncs in th tlcommunications ara. H is th ditor-inchif of th Tlcommunications Journal ditd by Inatl and has srvd as a program committ mmbr in som intrnational confrncs. His currnt rsarch intrsts includ computr communications ntworks, multipl accss systms, modling and prformanc valuation of communication systms, wirlss ntworks and rror control schms.

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

A Sub-Optimal Log-Domain Decoding Algorithm for Non-Binary LDPC Codes

A Sub-Optimal Log-Domain Decoding Algorithm for Non-Binary LDPC Codes Procdings of th 9th WSEAS Intrnational Confrnc on APPLICATIONS of COMPUTER ENGINEERING A Sub-Optimal Log-Domain Dcoding Algorithm for Non-Binary LDPC Cods CHIRAG DADLANI and RANJAN BOSE Dpartmnt of Elctrical

More information

Computing and Communications -- Network Coding

Computing and Communications -- Network Coding 89 90 98 00 Computing and Communications -- Ntwork Coding Dr. Zhiyong Chn Institut of Wirlss Communications Tchnology Shanghai Jiao Tong Univrsity China Lctur 5- Nov. 05 0 Classical Information Thory Sourc

More information

Recursive Estimation of Dynamic Time-Varying Demand Models

Recursive Estimation of Dynamic Time-Varying Demand Models Intrnational Confrnc on Computr Systms and chnologis - CompSysch 06 Rcursiv Estimation of Dynamic im-varying Dmand Modls Alxandr Efrmov Abstract: h papr prsnts an implmntation of a st of rcursiv algorithms

More information

Inter-Packet Symbol Approach To Reed-Solomon FEC Codes For RTP-Multimedia Stream Protection

Inter-Packet Symbol Approach To Reed-Solomon FEC Codes For RTP-Multimedia Stream Protection Intr-Packt Symbol Approach To Rd-Solomon FEC Cods For RTP-Multimdia Stram Protction Filippo Casu, Julián Cabrra, Frnando Jaurguizar, Narciso García Grupo d Trataminto d Imágns Univrsidad Politécnica d

More information

2/12/2013. Overview. 12-Power Transmission Text: Conservation of Complex Power. Introduction. Power Transmission-Short Line

2/12/2013. Overview. 12-Power Transmission Text: Conservation of Complex Power. Introduction. Power Transmission-Short Line //03 Ovrviw -owr Transmission Txt: 4.6-4.0 ECEGR 45 owr ystms Consrvation of Complx owr hort in owr Transmission owr Transmission isualization Radial in Mdium and ong in owr Transmission oltag Collaps

More information

Homotopy perturbation technique

Homotopy perturbation technique Comput. Mthods Appl. Mch. Engrg. 178 (1999) 257±262 www.lsvir.com/locat/cma Homotopy prturbation tchniqu Ji-Huan H 1 Shanghai Univrsity, Shanghai Institut of Applid Mathmatics and Mchanics, Shanghai 272,

More information

Multipacket Reception Enabled Aggregation for Very High-Speed WLANs

Multipacket Reception Enabled Aggregation for Very High-Speed WLANs Multipackt Rcption Enabld Aggrgation for Vry High-Spd WLANs Tianji Li, David Malon, Douglas Lith Hamilton Institut, National Univ. of Irland at Maynooth, Irland Email: {tianji.li, david.malon, doug.lith}@nuim.i

More information

Hospital Readmission Reduction Strategies Using a Penalty-Incentive Model

Hospital Readmission Reduction Strategies Using a Penalty-Incentive Model Procdings of th 2016 Industrial and Systms Enginring Rsarch Confrnc H. Yang, Z. Kong, and MD Sardr, ds. Hospital Radmission Rduction Stratgis Using a Pnalty-Incntiv Modl Michll M. Alvarado Txas A&M Univrsity

More information

Search sequence databases 3 10/25/2016

Search sequence databases 3 10/25/2016 Sarch squnc databass 3 10/25/2016 Etrm valu distribution Ø Suppos X is a random variabl with probability dnsity function p(, w sampl a larg numbr S of indpndnt valus of X from this distribution for an

More information

Rotor Stationary Control Analysis Based on Coupling KdV Equation Finite Steady Analysis Liu Dalong1,a, Xu Lijuan2,a

Rotor Stationary Control Analysis Based on Coupling KdV Equation Finite Steady Analysis Liu Dalong1,a, Xu Lijuan2,a 204 Intrnational Confrnc on Computr Scinc and Elctronic Tchnology (ICCSET 204) Rotor Stationary Control Analysis Basd on Coupling KdV Equation Finit Stady Analysis Liu Dalong,a, Xu Lijuan2,a Dpartmnt of

More information

General Notes About 2007 AP Physics Scoring Guidelines

General Notes About 2007 AP Physics Scoring Guidelines AP PHYSICS C: ELECTRICITY AND MAGNETISM 2007 SCORING GUIDELINES Gnral Nots About 2007 AP Physics Scoring Guidlins 1. Th solutions contain th most common mthod of solving th fr-rspons qustions and th allocation

More information

Two Products Manufacturer s Production Decisions with Carbon Constraint

Two Products Manufacturer s Production Decisions with Carbon Constraint Managmnt Scinc and Enginring Vol 7 No 3 pp 3-34 DOI:3968/jms9335X374 ISSN 93-34 [Print] ISSN 93-35X [Onlin] wwwcscanadant wwwcscanadaorg Two Products Manufacturr s Production Dcisions with Carbon Constraint

More information

Full Waveform Inversion Using an Energy-Based Objective Function with Efficient Calculation of the Gradient

Full Waveform Inversion Using an Energy-Based Objective Function with Efficient Calculation of the Gradient Full Wavform Invrsion Using an Enrgy-Basd Objctiv Function with Efficint Calculation of th Gradint Itm yp Confrnc Papr Authors Choi, Yun Sok; Alkhalifah, ariq Ali Citation Choi Y, Alkhalifah (217) Full

More information

1 Minimum Cut Problem

1 Minimum Cut Problem CS 6 Lctur 6 Min Cut and argr s Algorithm Scribs: Png Hui How (05), Virginia Dat: May 4, 06 Minimum Cut Problm Today, w introduc th minimum cut problm. This problm has many motivations, on of which coms

More information

INFLUENCE OF GROUND SUBSIDENCE IN THE DAMAGE TO MEXICO CITY S PRIMARY WATER SYSTEM DUE TO THE 1985 EARTHQUAKE

INFLUENCE OF GROUND SUBSIDENCE IN THE DAMAGE TO MEXICO CITY S PRIMARY WATER SYSTEM DUE TO THE 1985 EARTHQUAKE 13 th World Confrnc on Earthquak Enginring Vancouvr, B.C., Canada August 1-6, 2004 Papr No. 2165 INFLUENCE OF GROUND SUBSIDENCE IN THE DAMAGE TO MEXICO CITY S PRIMARY WATER SYSTEM DUE TO THE 1985 EARTHQUAKE

More information

A Propagating Wave Packet Group Velocity Dispersion

A Propagating Wave Packet Group Velocity Dispersion Lctur 8 Phys 375 A Propagating Wav Packt Group Vlocity Disprsion Ovrviw and Motivation: In th last lctur w lookd at a localizd solution t) to th 1D fr-particl Schrödingr quation (SE) that corrsponds to

More information

CO-ORDINATION OF FAST NUMERICAL RELAYS AND CURRENT TRANSFORMERS OVERDIMENSIONING FACTORS AND INFLUENCING PARAMETERS

CO-ORDINATION OF FAST NUMERICAL RELAYS AND CURRENT TRANSFORMERS OVERDIMENSIONING FACTORS AND INFLUENCING PARAMETERS CO-ORDINATION OF FAST NUMERICAL RELAYS AND CURRENT TRANSFORMERS OVERDIMENSIONING FACTORS AND INFLUENCING PARAMETERS Stig Holst ABB Automation Products Swdn Bapuji S Palki ABB Utilitis India This papr rports

More information

Sliding Mode Flow Rate Observer Design

Sliding Mode Flow Rate Observer Design Sliding Mod Flow Rat Obsrvr Dsign Song Liu and Bin Yao School of Mchanical Enginring, Purdu Univrsity, Wst Lafaytt, IN797, USA liu(byao)@purdudu Abstract Dynamic flow rat information is ndd in a lot of

More information

M. O. Ezeja* network for handover call requests. Pr. the later is directly dependent on call continuity. In a previous analysis, the exp

M. O. Ezeja* network for handover call requests. Pr. the later is directly dependent on call continuity. In a previous analysis, the exp APPR ROACH TO THE DETERMINATIO ON OF OPTIMUM RESERVATION NS NETW WORKS M. O. Ezja* ETF CENTRE OF EXCELLENCE IN COMM. N E-mail addrss: obinna.zja@unn.du.ng Nigrian Journal of Tchnology (NIJOTECH) Vol. 33.

More information

THE P-PERSISTENT CSMA WITH THE FUNCTION OF MONITORING BASED ON TIME DIVISION MECHA- NISM

THE P-PERSISTENT CSMA WITH THE FUNCTION OF MONITORING BASED ON TIME DIVISION MECHA- NISM ISSN:3-56 Intrnational Journal of Innovativ Rsarch in Tchnology & Scinc(IJIRTS) THE P-PERSISTENT CSMA WITH THE FUNCTION OF MONITORING BASED ON TIME DIVISION MECHA- NISM Yifan Zhao, Yunnan Univrsity, Kunming,

More information

Higher order derivatives

Higher order derivatives Robrto s Nots on Diffrntial Calculus Chaptr 4: Basic diffrntiation ruls Sction 7 Highr ordr drivativs What you nd to know alrady: Basic diffrntiation ruls. What you can larn hr: How to rpat th procss of

More information

General Model for Single and Multiple Channels WLANs with Quality of Service Support

General Model for Single and Multiple Channels WLANs with Quality of Service Support Intrnational Journal of Wirlss & Mobil Ntworks (IJWMN), Vol, No 2, Novmbr 29 Gnral Modl for Singl and Multipl Channls WLANs with Quality of Srvic Support Abdlsalam Amr, Studnt mmbr, IEEE and Fayz Gbali,

More information

That is, we start with a general matrix: And end with a simpler matrix:

That is, we start with a general matrix: And end with a simpler matrix: DIAGON ALIZATION OF THE STR ESS TEN SOR INTRO DUCTIO N By th us of Cauchy s thorm w ar abl to rduc th numbr of strss componnts in th strss tnsor to only nin valus. An additional simplification of th strss

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

Gaussian and Flat Rayleigh Fading Channel Influences on PAPR Distribution in MIMO-OFDM Systems

Gaussian and Flat Rayleigh Fading Channel Influences on PAPR Distribution in MIMO-OFDM Systems Gaussian and Flat Rayligh Fading Channl Influncs on PAPR Distribution in MIMO-OFDM Systms Basl Rihawi and Yvs Louët IETR/Supélc - Campus d Rnns Avnu d la Boulai, BP 87, 355 Csson-Sévigné, Franc Tlphon:

More information

5.80 Small-Molecule Spectroscopy and Dynamics

5.80 Small-Molecule Spectroscopy and Dynamics MIT OpnCoursWar http://ocw.mit.du 5.80 Small-Molcul Spctroscopy and Dynamics Fall 008 For information about citing ths matrials or our Trms of Us, visit: http://ocw.mit.du/trms. Lctur # 3 Supplmnt Contnts

More information

Sara Godoy del Olmo Calculation of contaminated soil volumes : Geostatistics applied to a hydrocarbons spill Lac Megantic Case

Sara Godoy del Olmo Calculation of contaminated soil volumes : Geostatistics applied to a hydrocarbons spill Lac Megantic Case wwwnvisol-canadaca Sara Godoy dl Olmo Calculation of contaminatd soil volums : Gostatistics applid to a hydrocarbons spill Lac Mgantic Cas Gostatistics: study of a PH contamination CONTEXT OF THE STUDY

More information

Application of Vague Soft Sets in students evaluation

Application of Vague Soft Sets in students evaluation Availabl onlin at www.plagiarsarchlibrary.com Advancs in Applid Scinc Rsarch, 0, (6):48-43 ISSN: 0976-860 CODEN (USA): AASRFC Application of Vagu Soft Sts in studnts valuation B. Chtia*and P. K. Das Dpartmnt

More information

Chapter 6 Folding. Folding

Chapter 6 Folding. Folding Chaptr 6 Folding Wintr 1 Mokhtar Abolaz Folding Th folding transformation is usd to systmatically dtrmin th control circuits in DSP architctur whr multipl algorithm oprations ar tim-multiplxd to a singl

More information

ph People Grade Level: basic Duration: minutes Setting: classroom or field site

ph People Grade Level: basic Duration: minutes Setting: classroom or field site ph Popl Adaptd from: Whr Ar th Frogs? in Projct WET: Curriculum & Activity Guid. Bozman: Th Watrcours and th Council for Environmntal Education, 1995. ph Grad Lvl: basic Duration: 10 15 minuts Stting:

More information

VHDL Implementation of Fast and Efficient Viterbi decoder

VHDL Implementation of Fast and Efficient Viterbi decoder VHDL Implmntation of Fast and Efficint Vitrbi dcodr Rajsh. C 1, A Srnivasa Murthy 2 Abstract Vitrbi dcodrs ar usd in wid varity of communication applicatio. In this papr, w focus on diffrnt typs of VHDL

More information

Middle East Technical University Department of Mechanical Engineering ME 413 Introduction to Finite Element Analysis

Middle East Technical University Department of Mechanical Engineering ME 413 Introduction to Finite Element Analysis Middl East Tchnical Univrsity Dpartmnt of Mchanical Enginring ME 43 Introduction to Finit Elmnt Analysis Chaptr 3 Computr Implmntation of D FEM Ths nots ar prpard by Dr. Cünyt Srt http://www.m.mtu.du.tr/popl/cunyt

More information

THE IMPACT OF A PRIORI INFORMATION ON THE MAP EQUALIZER PERFORMANCE WITH M-PSK MODULATION

THE IMPACT OF A PRIORI INFORMATION ON THE MAP EQUALIZER PERFORMANCE WITH M-PSK MODULATION 5th Europan Signal Procssing Confrnc (EUSIPCO 007), Poznan, Poland, Sptmbr 3-7, 007, copyright by EURASIP THE IMPACT OF A PRIORI INFORMATION ON THE MAP EQUALIZER PERFORMANCE WITH M-PSK MODULATION Chaabouni

More information

Downlink and Uplink Channel Asymmetry and Novel Handover Ranging Power Adjustment Scheme in OFDMA/TDD Systems

Downlink and Uplink Channel Asymmetry and Novel Handover Ranging Power Adjustment Scheme in OFDMA/TDD Systems Downlink and Uplink Channl Asymmtry and Novl Handovr Ranging Powr Adjustmnt Schm in OFDMA/TDD Systms Jisu Kim School of Elctrical and Computr Enginring Ajou Univrsity Suwon, Kora Email:soo@ajou.ac.kr Ja-Hyun

More information

Learning Spherical Convolution for Fast Features from 360 Imagery

Learning Spherical Convolution for Fast Features from 360 Imagery Larning Sphrical Convolution for Fast Faturs from 36 Imagry Anonymous Author(s) 3 4 5 6 7 8 9 3 4 5 6 7 8 9 3 4 5 6 7 8 9 3 3 3 33 34 35 In this fil w provid additional dtails to supplmnt th main papr

More information

Outline. Why speech processing? Speech signal processing. Advanced Multimedia Signal Processing #5:Speech Signal Processing 2 -Processing-

Outline. Why speech processing? Speech signal processing. Advanced Multimedia Signal Processing #5:Speech Signal Processing 2 -Processing- Outlin Advancd Multimdia Signal Procssing #5:Spch Signal Procssing -Procssing- Intllignt Elctronic Systms Group Dpt. of Elctronic Enginring, UEC Basis of Spch Procssing Nois Rmoval Spctral Subtraction

More information

Bit-Loading Algorithms for OFDM with Adaptive Cyclic Prefix Length in PLC Channels

Bit-Loading Algorithms for OFDM with Adaptive Cyclic Prefix Length in PLC Channels Bit-Loading Algorithms for OFD with Adaptiv Cyclic Prfix Lngth in PLC Channls Salvator D Alssandro (), Andra. Tonllo (), and Lutz Lamp (3) (,) DIEG - Univrsità di Udin, Udin, Italy, -mail: salvator.dalssandro@uniud.it,

More information

Forces. Quantum ElectroDynamics. α = = We have now:

Forces. Quantum ElectroDynamics. α = = We have now: W hav now: Forcs Considrd th gnral proprtis of forcs mdiatd by xchang (Yukawa potntial); Examind consrvation laws which ar obyd by (som) forcs. W will nxt look at thr forcs in mor dtail: Elctromagntic

More information

Simulated Analysis of Tooth Profile Error of Cycloid Steel Ball Planetary Transmission

Simulated Analysis of Tooth Profile Error of Cycloid Steel Ball Planetary Transmission 07 4th Intrnational Matrials, Machinry and Civil Enginring Confrnc(MATMCE 07) Simulatd Analysis of Tooth Profil Error of Cycloid Stl Ball Plantary Transmission Ruixu Hu,a, Yuquan Zhang,b,*, Zhanliang Zhao,c,

More information

Vehicle Routing Problem with Simultaneous Pickup and Delivery in Cross-Docking Environment

Vehicle Routing Problem with Simultaneous Pickup and Delivery in Cross-Docking Environment Vhicl Routing Problm with Simultanous Picup and Dlivry in Cross-Docing Environmnt Chiong Huang and Yun-Xi Liu Abstract This study will discuss th vhicl routing problm with simultanous picup and dlivry

More information

On the Asymptotic Performance of Delay-Constrained Slotted ALOHA

On the Asymptotic Performance of Delay-Constrained Slotted ALOHA On th Asymptotic Prformanc of lay-constraind Slottd ALOHA Li ng, Jing ng, Po-ing Chn, and Yunghsiang S. Han School of Elctrical Enginring & Intlligntization, ongguan Univrsity of Tchnology partmnt of Computr

More information

Dynamic Modelling of Hoisting Steel Wire Rope. Da-zhi CAO, Wen-zheng DU, Bao-zhu MA *

Dynamic Modelling of Hoisting Steel Wire Rope. Da-zhi CAO, Wen-zheng DU, Bao-zhu MA * 17 nd Intrnational Confrnc on Mchanical Control and Automation (ICMCA 17) ISBN: 978-1-6595-46-8 Dynamic Modlling of Hoisting Stl Wir Rop Da-zhi CAO, Wn-zhng DU, Bao-zhu MA * and Su-bing LIU Xi an High

More information

High-Performance WLAN Architectures Using MIMO Technology in Line-of-Sight

High-Performance WLAN Architectures Using MIMO Technology in Line-of-Sight igh-prformanc WLAN Architcturs Using MIMO Tchnology in Lin-of-Sight Ioannis Sarris, Angla Doufxi, and Andrw R. Nix Abstract This papr invstigats th Packt-Error-Rat () and throughput prformanc of WLANs

More information

ECE507 - Plasma Physics and Applications

ECE507 - Plasma Physics and Applications ECE507 - Plasma Physics and Applications Lctur 7 Prof. Jorg Rocca and Dr. Frnando Tomasl Dpartmnt of Elctrical and Computr Enginring Collisional and radiativ procsss All particls in a plasma intract with

More information

Numerical considerations regarding the simulation of an aircraft in the approaching phase for landing

Numerical considerations regarding the simulation of an aircraft in the approaching phase for landing INCAS BULLETIN, Volum, Numbr 1/ 1 Numrical considrations rgarding th simulation of an aircraft in th approaching phas for landing Ionl Cristinl IORGA ionliorga@yahoo.com Univrsity of Craiova, Alxandru

More information

22/ Breakdown of the Born-Oppenheimer approximation. Selection rules for rotational-vibrational transitions. P, R branches.

22/ Breakdown of the Born-Oppenheimer approximation. Selection rules for rotational-vibrational transitions. P, R branches. Subjct Chmistry Papr No and Titl Modul No and Titl Modul Tag 8/ Physical Spctroscopy / Brakdown of th Born-Oppnhimr approximation. Slction ruls for rotational-vibrational transitions. P, R branchs. CHE_P8_M

More information

Elements of Statistical Thermodynamics

Elements of Statistical Thermodynamics 24 Elmnts of Statistical Thrmodynamics Statistical thrmodynamics is a branch of knowldg that has its own postulats and tchniqus. W do not attmpt to giv hr vn an introduction to th fild. In this chaptr,

More information

PHASE-ONLY CORRELATION IN FINGERPRINT DATABASE REGISTRATION AND MATCHING

PHASE-ONLY CORRELATION IN FINGERPRINT DATABASE REGISTRATION AND MATCHING Anall Univrsităţii d Vst din Timişoara Vol. LII, 2008 Sria Fizică PHASE-OLY CORRELATIO I FIGERPRIT DATABASE REGISTRATIO AD ATCHIG Alin C. Tusda, 2 Gianina Gabor Univrsity of Orada, Environmntal Faculty,

More information

LINEAR DELAY DIFFERENTIAL EQUATION WITH A POSITIVE AND A NEGATIVE TERM

LINEAR DELAY DIFFERENTIAL EQUATION WITH A POSITIVE AND A NEGATIVE TERM Elctronic Journal of Diffrntial Equations, Vol. 2003(2003), No. 92, pp. 1 6. ISSN: 1072-6691. URL: http://jd.math.swt.du or http://jd.math.unt.du ftp jd.math.swt.du (login: ftp) LINEAR DELAY DIFFERENTIAL

More information

Difference -Analytical Method of The One-Dimensional Convection-Diffusion Equation

Difference -Analytical Method of The One-Dimensional Convection-Diffusion Equation Diffrnc -Analytical Mthod of Th On-Dimnsional Convction-Diffusion Equation Dalabav Umurdin Dpartmnt mathmatic modlling, Univrsity of orld Economy and Diplomacy, Uzbistan Abstract. An analytical diffrncing

More information

Code Cross-Correlation Effects on the Performance of Optical CDMA Systems in the Presence of Receiver Noises

Code Cross-Correlation Effects on the Performance of Optical CDMA Systems in the Presence of Receiver Noises 0 8th Intrnational Confrnc on Tlcommunications Cod Cross-Corrlation Effcts on th Prformanc of Optical CDMA Systms in th Prsnc of Rcivr Noiss S. M. Zabihi-Maddah M. Molavi Kakhki Faculty of Enginring, Frdowsi

More information

The van der Waals interaction 1 D. E. Soper 2 University of Oregon 20 April 2012

The van der Waals interaction 1 D. E. Soper 2 University of Oregon 20 April 2012 Th van dr Waals intraction D. E. Sopr 2 Univrsity of Orgon 20 pril 202 Th van dr Waals intraction is discussd in Chaptr 5 of J. J. Sakurai, Modrn Quantum Mchanics. Hr I tak a look at it in a littl mor

More information

Cramér-Rao Inequality: Let f(x; θ) be a probability density function with continuous parameter

Cramér-Rao Inequality: Let f(x; θ) be a probability density function with continuous parameter WHEN THE CRAMÉR-RAO INEQUALITY PROVIDES NO INFORMATION STEVEN J. MILLER Abstract. W invstigat a on-paramtr family of probability dnsitis (rlatd to th Parto distribution, which dscribs many natural phnomna)

More information

ON ERROR RESILIENT DESIGN OF PREDICTIVE SCALABLE CODING SYSTEMS. Ahmed ElShafiy, Tejaswi Nanjundaswamy, Sina Zamani, Kenneth Rose

ON ERROR RESILIENT DESIGN OF PREDICTIVE SCALABLE CODING SYSTEMS. Ahmed ElShafiy, Tejaswi Nanjundaswamy, Sina Zamani, Kenneth Rose ON RROR RSILINT DSIGN OF PRDICTIV SCALABL CODING SYSTMS Ahmd lshafiy Tjaswi Nanjundaswamy Sina Zamani Knnth Ros Dpartmnt of lctrical and Computr nginring Univrsity of California Santa Barbara CA 93106

More information

Sequential Decentralized Detection under Noisy Channels

Sequential Decentralized Detection under Noisy Channels Squntial Dcntralizd Dtction undr Noisy Channls Yasin Yilmaz Elctrical Enginring Dpartmnt Columbia Univrsity Nw Yor, NY 1007 Email: yasin@.columbia.du Gorg Moustaids Dpt. of Elctrical & Computr Enginring

More information

Types of Transfer Functions. Types of Transfer Functions. Types of Transfer Functions. Ideal Filters. Ideal Filters

Types of Transfer Functions. Types of Transfer Functions. Types of Transfer Functions. Ideal Filters. Ideal Filters Typs of Transfr Typs of Transfr x[n] X( LTI h[n] H( y[n] Y( y [ n] h[ k] x[ n k] k Y ( H ( X ( Th tim-domain classification of an LTI digital transfr function is basd on th lngth of its impuls rspons h[n]:

More information

SCALING OF SYNCHROTRON RADIATION WITH MULTIPOLE ORDER. J. C. Sprott

SCALING OF SYNCHROTRON RADIATION WITH MULTIPOLE ORDER. J. C. Sprott SCALING OF SYNCHROTRON RADIATION WITH MULTIPOLE ORDER J. C. Sprott PLP 821 Novmbr 1979 Plasma Studis Univrsity of Wisconsin Ths PLP Rports ar informal and prliminary and as such may contain rrors not yt

More information

Brief on APSCO Data Sharing Service Platform Project

Brief on APSCO Data Sharing Service Platform Project Brif on APSCO Data Sharing Srvic Platform Projct Bijing China, Novmbr, 2012 Origin - Originally, this projct proposal was put forward during th First Exprt Group Mting on Futur Plan (EGMFP-1) of Spac Activitis

More information

Design Guidelines for Quartz Crystal Oscillators. R 1 Motional Resistance L 1 Motional Inductance C 1 Motional Capacitance C 0 Shunt Capacitance

Design Guidelines for Quartz Crystal Oscillators. R 1 Motional Resistance L 1 Motional Inductance C 1 Motional Capacitance C 0 Shunt Capacitance TECHNICAL NTE 30 Dsign Guidlins for Quartz Crystal scillators Introduction A CMS Pirc oscillator circuit is wll known and is widly usd for its xcllnt frquncy stability and th wid rang of frquncis ovr which

More information

Derangements and Applications

Derangements and Applications 2 3 47 6 23 Journal of Intgr Squncs, Vol. 6 (2003), Articl 03..2 Drangmnts and Applications Mhdi Hassani Dpartmnt of Mathmatics Institut for Advancd Studis in Basic Scincs Zanjan, Iran mhassani@iasbs.ac.ir

More information

MCB137: Physical Biology of the Cell Spring 2017 Homework 6: Ligand binding and the MWC model of allostery (Due 3/23/17)

MCB137: Physical Biology of the Cell Spring 2017 Homework 6: Ligand binding and the MWC model of allostery (Due 3/23/17) MCB37: Physical Biology of th Cll Spring 207 Homwork 6: Ligand binding and th MWC modl of allostry (Du 3/23/7) Hrnan G. Garcia March 2, 207 Simpl rprssion In class, w drivd a mathmatical modl of how simpl

More information

Addition of angular momentum

Addition of angular momentum Addition of angular momntum April, 0 Oftn w nd to combin diffrnt sourcs of angular momntum to charactriz th total angular momntum of a systm, or to divid th total angular momntum into parts to valuat th

More information

ARIMA Methods of Detecting Outliers in Time Series Periodic Processes

ARIMA Methods of Detecting Outliers in Time Series Periodic Processes Articl Intrnational Journal of Modrn Mathmatical Scincs 014 11(1): 40-48 Intrnational Journal of Modrn Mathmatical Scincs Journal hompag:www.modrnscintificprss.com/journals/ijmms.aspx ISSN:166-86X Florida

More information

4.2 Design of Sections for Flexure

4.2 Design of Sections for Flexure 4. Dsign of Sctions for Flxur This sction covrs th following topics Prliminary Dsign Final Dsign for Typ 1 Mmbrs Spcial Cas Calculation of Momnt Dmand For simply supportd prstrssd bams, th maximum momnt

More information

Fourier Transforms and the Wave Equation. Key Mathematics: More Fourier transform theory, especially as applied to solving the wave equation.

Fourier Transforms and the Wave Equation. Key Mathematics: More Fourier transform theory, especially as applied to solving the wave equation. Lur 7 Fourir Transforms and th Wav Euation Ovrviw and Motivation: W first discuss a fw faturs of th Fourir transform (FT), and thn w solv th initial-valu problm for th wav uation using th Fourir transform

More information

2F1120 Spektrala transformer för Media Solutions to Steiglitz, Chapter 1

2F1120 Spektrala transformer för Media Solutions to Steiglitz, Chapter 1 F110 Spktrala transformr för Mdia Solutions to Stiglitz, Chaptr 1 Prfac This documnt contains solutions to slctd problms from Kn Stiglitz s book: A Digital Signal Procssing Primr publishd by Addison-Wsly.

More information

EXST Regression Techniques Page 1

EXST Regression Techniques Page 1 EXST704 - Rgrssion Tchniqus Pag 1 Masurmnt rrors in X W hav assumd that all variation is in Y. Masurmnt rror in this variabl will not ffct th rsults, as long as thy ar uncorrlatd and unbiasd, sinc thy

More information

Location-dependent Performance of Cooperative Networks with Power Allocation

Location-dependent Performance of Cooperative Networks with Power Allocation Location-dpndnt rformanc of Cooprativ Ntworks with Powr Allocation Tobias Rnk and Fridrich K. Jondral Institut für Nachrichtntchnik Univrsität Karlsruh (TH) Kaisrstr. 2, 7628 Karlsruh Email: {rnk,fj}@int.uni-karlsruh.d

More information

Determination of Vibrational and Electronic Parameters From an Electronic Spectrum of I 2 and a Birge-Sponer Plot

Determination of Vibrational and Electronic Parameters From an Electronic Spectrum of I 2 and a Birge-Sponer Plot 5 J. Phys. Chm G Dtrmination of Vibrational and Elctronic Paramtrs From an Elctronic Spctrum of I 2 and a Birg-Sponr Plot 1 15 2 25 3 35 4 45 Dpartmnt of Chmistry, Gustavus Adolphus Collg. 8 Wst Collg

More information

Davisson Germer experiment

Davisson Germer experiment Announcmnts: Davisson Grmr xprimnt Homwork st 5 is today. Homwork st 6 will b postd latr today. Mad a good guss about th Nobl Priz for 2013 Clinton Davisson and Lstr Grmr. Davisson won Nobl Priz in 1937.

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

CE 530 Molecular Simulation

CE 530 Molecular Simulation CE 53 Molcular Simulation Lctur 8 Fr-nrgy calculations David A. Kofk Dpartmnt of Chmical Enginring SUNY Buffalo kofk@ng.buffalo.du 2 Fr-Enrgy Calculations Uss of fr nrgy Phas quilibria Raction quilibria

More information

VALUING SURRENDER OPTIONS IN KOREAN INTEREST INDEXED ANNUITIES

VALUING SURRENDER OPTIONS IN KOREAN INTEREST INDEXED ANNUITIES VALUING SURRENDER OPTIONS IN KOREAN INTEREST INDEXED ANNUITIES Changi Kim* * Dr. Changi Kim is Lcturr at Actuarial Studis Faculty of Commrc & Economics Th Univrsity of Nw South Wals Sydny NSW 2052 Australia.

More information

2. Laser physics - basics

2. Laser physics - basics . Lasr physics - basics Spontanous and stimulatd procsss Einstin A and B cofficints Rat quation analysis Gain saturation What is a lasr? LASER: Light Amplification by Stimulatd Emission of Radiation "light"

More information

PROOF OF FIRST STANDARD FORM OF NONELEMENTARY FUNCTIONS

PROOF OF FIRST STANDARD FORM OF NONELEMENTARY FUNCTIONS Intrnational Journal Of Advanc Rsarch In Scinc And Enginring http://www.ijars.com IJARSE, Vol. No., Issu No., Fbruary, 013 ISSN-319-8354(E) PROOF OF FIRST STANDARD FORM OF NONELEMENTARY FUNCTIONS 1 Dharmndra

More information

Rational Approximation for the one-dimensional Bratu Equation

Rational Approximation for the one-dimensional Bratu Equation Intrnational Journal of Enginring & Tchnology IJET-IJES Vol:3 o:05 5 Rational Approximation for th on-dimnsional Bratu Equation Moustafa Aly Soliman Chmical Enginring Dpartmnt, Th British Univrsity in

More information

Principles of Humidity Dalton s law

Principles of Humidity Dalton s law Principls of Humidity Dalton s law Air is a mixtur of diffrnt gass. Th main gas componnts ar: Gas componnt volum [%] wight [%] Nitrogn N 2 78,03 75,47 Oxygn O 2 20,99 23,20 Argon Ar 0,93 1,28 Carbon dioxid

More information

Supplementary Materials

Supplementary Materials 6 Supplmntary Matrials APPENDIX A PHYSICAL INTERPRETATION OF FUEL-RATE-SPEED FUNCTION A truck running on a road with grad/slop θ positiv if moving up and ngativ if moving down facs thr rsistancs: arodynamic

More information

Network Congestion Games

Network Congestion Games Ntwork Congstion Gams Assistant Profssor Tas A&M Univrsity Collg Station, TX TX Dallas Collg Station Austin Houston Bst rout dpnds on othrs Ntwork Congstion Gams Travl tim incrass with congstion Highway

More information

On the Hamiltonian of a Multi-Electron Atom

On the Hamiltonian of a Multi-Electron Atom On th Hamiltonian of a Multi-Elctron Atom Austn Gronr Drxl Univrsity Philadlphia, PA Octobr 29, 2010 1 Introduction In this papr, w will xhibit th procss of achiving th Hamiltonian for an lctron gas. Making

More information

1 Isoparametric Concept

1 Isoparametric Concept UNIVERSITY OF CALIFORNIA BERKELEY Dpartmnt of Civil Enginring Spring 06 Structural Enginring, Mchanics and Matrials Profssor: S. Govindj Nots on D isoparamtric lmnts Isoparamtric Concpt Th isoparamtric

More information

Evaluating Reliability Systems by Using Weibull & New Weibull Extension Distributions Mushtak A.K. Shiker

Evaluating Reliability Systems by Using Weibull & New Weibull Extension Distributions Mushtak A.K. Shiker Evaluating Rliability Systms by Using Wibull & Nw Wibull Extnsion Distributions Mushtak A.K. Shikr مشتاق عبذ الغني شخير Univrsity of Babylon, Collg of Education (Ibn Hayan), Dpt. of Mathmatics Abstract

More information

What are those βs anyway? Understanding Design Matrix & Odds ratios

What are those βs anyway? Understanding Design Matrix & Odds ratios Ral paramtr stimat WILD 750 - Wildlif Population Analysis of 6 What ar thos βs anyway? Undrsting Dsign Matrix & Odds ratios Rfrncs Hosmr D.W.. Lmshow. 000. Applid logistic rgrssion. John Wily & ons Inc.

More information

Complex Powers and Logs (5A) Young Won Lim 10/17/13

Complex Powers and Logs (5A) Young Won Lim 10/17/13 Complx Powrs and Logs (5A) Copyright (c) 202, 203 Young W. Lim. Prmission is grantd to copy, distribut and/or modify this documnt undr th trms of th GNU Fr Documntation Licns, Vrsion.2 or any latr vrsion

More information

Abstract Interpretation. Lecture 5. Profs. Aiken, Barrett & Dill CS 357 Lecture 5 1

Abstract Interpretation. Lecture 5. Profs. Aiken, Barrett & Dill CS 357 Lecture 5 1 Abstract Intrprtation 1 History On brakthrough papr Cousot & Cousot 77 (?) Inspird by Dataflow analysis Dnotational smantics Enthusiastically mbracd by th community At last th functional community... At

More information

Instantaneous Cutting Force Model in High-Speed Milling Process with Gyroscopic Effect

Instantaneous Cutting Force Model in High-Speed Milling Process with Gyroscopic Effect Advancd Matrials sarch Onlin: -8-6 ISS: 66-8985, Vols. 34-36, pp 389-39 doi:.48/www.scintific.nt/am.34-36.389 rans ch Publications, Switzrland Instantanous Cutting Forc Modl in High-Spd Milling Procss

More information

3-2-1 ANN Architecture

3-2-1 ANN Architecture ARTIFICIAL NEURAL NETWORKS (ANNs) Profssor Tom Fomby Dpartmnt of Economics Soutrn Mtodist Univrsity Marc 008 Artificial Nural Ntworks (raftr ANNs) can b usd for itr prdiction or classification problms.

More information

Content Based Status Updates

Content Based Status Updates Contnt Basd Status Updats li Najm LTHI, PFL, Lausann, Switzrland mail: li.najm@pfl.ch Rajai Nassr LTHI, PFL, Lausann, Switzrland mail: rajai.nassr@pfl.ch mr Tlatar LTHI, PFL, Lausann, Switzrland mail:

More information

Problem Set 6 Solutions

Problem Set 6 Solutions 6.04/18.06J Mathmatics for Computr Scinc March 15, 005 Srini Dvadas and Eric Lhman Problm St 6 Solutions Du: Monday, March 8 at 9 PM in Room 3-044 Problm 1. Sammy th Shark is a financial srvic providr

More information

Problem Set #2 Due: Friday April 20, 2018 at 5 PM.

Problem Set #2 Due: Friday April 20, 2018 at 5 PM. 1 EE102B Spring 2018 Signal Procssing and Linar Systms II Goldsmith Problm St #2 Du: Friday April 20, 2018 at 5 PM. 1. Non-idal sampling and rcovry of idal sampls by discrt-tim filtring 30 pts) Considr

More information

Propositional Logic. Combinatorial Problem Solving (CPS) Albert Oliveras Enric Rodríguez-Carbonell. May 17, 2018

Propositional Logic. Combinatorial Problem Solving (CPS) Albert Oliveras Enric Rodríguez-Carbonell. May 17, 2018 Propositional Logic Combinatorial Problm Solving (CPS) Albrt Olivras Enric Rodríguz-Carbonll May 17, 2018 Ovrviw of th sssion Dfinition of Propositional Logic Gnral Concpts in Logic Rduction to SAT CNFs

More information

Impact of the Sampling Period on the Design of Digital PID Controllers

Impact of the Sampling Period on the Design of Digital PID Controllers Impact of th Sampling Priod on th Dsign of Digital PID Controllrs Dimitris Tsamatsoulis Halyps Building Matrials S.A. 17 th klm Nat. Road Athns Korinth, Aspropyrgos, Grc d.tsamatsoulis@halyps.gr Abstract

More information

Answer Homework 5 PHA5127 Fall 1999 Jeff Stark

Answer Homework 5 PHA5127 Fall 1999 Jeff Stark Answr omwork 5 PA527 Fall 999 Jff Stark A patint is bing tratd with Drug X in a clinical stting. Upon admiion, an IV bolus dos of 000mg was givn which yildd an initial concntration of 5.56 µg/ml. A fw

More information

Scalable IPv6 Lookup/Update Design for High-Throughput Routers

Scalable IPv6 Lookup/Update Design for High-Throughput Routers Scalabl IPv6 Lookup/Updat sign for High-Throughput Routrs 26 Scalabl IPv6 Lookup/Updat sign for High-Throughput Routrs Chung-Ho Chn, Chao-Hsin Hsu, Chn-Chih Wang partmnt of lctrical nginring and Institut

More information

2.3 Matrix Formulation

2.3 Matrix Formulation 23 Matrix Formulation 43 A mor complicatd xampl ariss for a nonlinar systm of diffrntial quations Considr th following xampl Exampl 23 x y + x( x 2 y 2 y x + y( x 2 y 2 (233 Transforming to polar coordinats,

More information

Iterative learning control with initial rectifying action for nonlinear continuous systems X.-D. Li 1 T.W.S. Chow 2 J.K.L. Ho 3 J.

Iterative learning control with initial rectifying action for nonlinear continuous systems X.-D. Li 1 T.W.S. Chow 2 J.K.L. Ho 3 J. Publishd in IET Control Thory and Applications Rcivd on 24th Dcmbr 27 Rvisd on 21st May 28 doi: 1.149/it-cta:27486 ISSN 1751-8644 Itrativ larning control with initial rctifying action for nonlinar continuous

More information

Types of Transfer Functions. Types of Transfer Functions. Ideal Filters. Ideal Filters. Ideal Filters

Types of Transfer Functions. Types of Transfer Functions. Ideal Filters. Ideal Filters. Ideal Filters Typs of Transfr Typs of Transfr Th tim-domain classification of an LTI digital transfr function squnc is basd on th lngth of its impuls rspons: - Finit impuls rspons (FIR) transfr function - Infinit impuls

More information

Observer Bias and Reliability By Xunchi Pu

Observer Bias and Reliability By Xunchi Pu Obsrvr Bias and Rliability By Xunchi Pu Introduction Clarly all masurmnts or obsrvations nd to b mad as accuratly as possibl and invstigators nd to pay carful attntion to chcking th rliability of thir

More information

Ch. 24 Molecular Reaction Dynamics 1. Collision Theory

Ch. 24 Molecular Reaction Dynamics 1. Collision Theory Ch. 4 Molcular Raction Dynamics 1. Collision Thory Lctur 16. Diffusion-Controlld Raction 3. Th Matrial Balanc Equation 4. Transition Stat Thory: Th Eyring Equation 5. Transition Stat Thory: Thrmodynamic

More information