Performance Evaluation of Survivable Multifiber WDM Networks

Size: px
Start display at page:

Download "Performance Evaluation of Survivable Multifiber WDM Networks"

Transcription

1 erformnce Evluton of Survvble ultfber WD Networks Yunqu Luo nd Nrwn Ansr Advnced Networkng Lbortory Deprtment of Electrcl nd Computer Engneerng New Jersey Intute of Technology Unvery Heghts, Newrk, NJ 070 USA Abrct Ths rtcle proposes survvblty evluton model for multfber WD networks, n whch the extended lyered grph s developed to jontly optmze the wvelength routng nd wvelength ssgnment problems, nd three dfferent edge co functons re evluted n terms of trffc engneerng. Lner progrmmng (L) equtons re formulted to optmlly determne the workng lghtpth nd the correspondng protecton lghtpth under the schemes of shred protecton nd dedcted protecton. The extensve smultons show tht shred protecton wth the fber nd wvelength-bsed co functon provdes the be survvblty. Keywords multfber WD networks; lyered grph; L; survvlblty. I. INTRODUCTION By dynmclly provsonng tremendous mount of bndwdth wth tens of terbts per second, wvelength dvson multplexng (WD) s plyng mjor role n the expnson of our networks. ore bndwdth n ech optcl chnnel of WD networks mens more serous dt loss ech tme when fult occurs. Ths s why the survvblty performnce of WD networks s n mportnt reserch ssue. A number of reserch results on survvble WD networks hve been reported n the lterture. odno nd Nrul-Tm [] proved tht the survvblty ssue for WD networks s N-complete. yo nd Sto [] proposed the optml desgn scheme for survvble WD networks. The utomtc protecton swtchng (AS) functon for survvble WD networks s relzed by protecton cycles []. The vlblty nlyss of the spn-bsed recovery s presented n []. The mplementton of spn reorton nd prorty-bsed recovery ssures tht the WD networks re survvble n the cse of multple flures. There hs been recent ntere n ssessng the survvblty performnce mprovement of multfber WD networks. Ths s motvted by the economc dvntge of deployng bundles of fbers for the purpose of fult tolernce nd network growth. In multfber networks, ech node ncludes dynmclly confgurble optcl swtch tht supports fber swtchng nd wvelength swtchng. Wvelength converson s not confgured functon, nd thus the connecton between two nodes mu be ssgned the sme wvelength n ll the ntermedte edges. Ths s the so-clled wvelength contnuty conrnt. A wvelength-routng node of nodl degree two (two nput bundles nd two output bundles), three fbers per bundle, nd four wvelengths per fber s depcted n Fgure. ultfber WD networks re n lterntve soluton to overcome the wvelength contnuty conrnt [5], [6]. An F-fber W-wvelength network s functonlly equvlent to n FW-wvelength network wth prtl wvelength converson of degree F [7]. The reserch n [8] shows tht multfber WD networks ctully ncrese wvelength utlzton. demultplexers multplexers bundle bundle swtch λ swtch λ swtch λ swtch λ Fgure. Wvelength node wth degree, fbers per lnk, nd wvelengths per fber bundle bundle In ths pper, we focus on the survvblty ssue of multfber WD networks wth the purpose of evlutng the survvblty performnce. We shll fr defne the followng terms. ultfber network: A network tht utlzes multple fbers n ech lnk. Our udy s focused on the even multfber network, n whch the number of fbers n ech lnk s the sme, nd the number of wvelengths n ech fber s the sme. An esy extenson nd the smlr nlyss cn be ppled to the uneven multfber networks. Lnk: A bundle of fbers n the optcl network between two nodes. Lghtpth: An optcl communcton pth between two nodes, eblshed by lloctng the sme wvelength throughout the route of the trnsmsson. There s no wvelength converson n the ntermedte nodes, nd wvelength contnuty conrnt s ppled on lghtpth. Lyered grph: The vrtul logcl topology of physcl network. In lyered grph, ech lyer represents the sme wvelength connectons mong the network nodes. Ths work hs been supported n prt by the New Jersey Commsson on Hgher Educton v the NJI-TOWER project nd the New Jersey Commsson on Scence nd Technology v NJWINS. GLOBECO /0/$ IEEE

2 Edge: The connecton between two nodes n the lyered grph. An edge s n ctul wvelength between two nodes. The re of the pper s orgnzed s follows. The evluton model for survvble multfber WD networks s proposed n Secton II. Formultons for shred protecton nd for dedcted protecton re derved by L equtons n Secton III. The smultons nd correspondng dscussons re presented n Secton IV. Conclusons re gven n Secton V. II. THE EVALUATION ODEL A network s survvble f ny sngle lnk flure does not dsconnect the trffc n the network. To cheve such survvblty, protecton lghtpth s ssgned to workng lghpth. In the cse of ny ntermedte lnk flure, the trffc s gurnteed by swtchng t nto the protecton lghtpth. Dsjont protecton lghtpth s desred recovery scheme, whch resolves the wor cse when ll the ntermedte lnks fl. The network survvblty ssue cn be descrbed s follows: gven the network trffc mtrx, the problem s to () fnd lghtpth s the workng lghtpth for ech trffc, nd (b) fnd dsjont lghtpth s the protecton lghtpth for ech trffc. Selectng the workng nd correspondng protecton lghtpth s routng nd wvelength ssgnment (RWA) problem, whch s N-complete. In ths secton, model wth two components s developed to resolve the bove survvblty ssue. The extended lyered grph component supports the jont optmzton of wvelength routng nd wvelength ssgnment problems. The workng lghtpth nd the dsjont protecton lghtpth cn be esly selected n the extended lyered grph, nd wvelength contnuty n ech lghtpth s gurnteed. The edge co functon component fclttes trffc dmsson nd trffc engneerng. By properly choosng the edge co functon, trffc lod n ech lnk could be blnced ccordng to the network tus nformton. A. The Extended Lyered Grph Consder grph G(N, E, F, W) for gven multfber WD network, where N s the node set, N s the totl number of nodes; E s the lnk set, E represents the b-drectonl lnk numbered, E s the totl number of lnks; F s the number of fbers per lnk; W s the number of wvelengths per fber. The lyered grph G L cn be obtned from gven grph G by the followng procedure: ) Replcte the gven grph G for W tmes n G L. Ech lyer represents the s th wvelength,.e., λ s, λ s {λ, λ,,λ W }. ) In ech lyer, replcte lnk E for F tmes. Ech edge n the lyered grph denotes n ctul wvelength connecton n the network. Fgure shows n exmple of n even -fber - wvelength WD network wth nodes N, N,, nd lnks E,,,,. Ech lnk s bundle of two fbers, nd ech fber ccommodtes four wvelengths λ, λ, λ, λ. Fgure shows the lyered grph of ths network. We replcte the orgnl grph four tmes, wth the fr lyer for wvelength λ, the second lyer for λ, the thrd lyer for λ, nd the fourth lyer for λ. In ech lyer, replcte ech lnk twce s the edges n G L. For exmple, the lnk n G s denoted s edges E (s=, ; t=,,, ) n the lyered grph G L, where s nds for the fber number, nd t for the wvelength number (e.g., lnk hs two edges n lyer three: E nd E ). E N E N N E N N E Fg.. hyscl network N E Fg.. Lyered grph In the lyered grph, ech route s one ctul lghtpth wth wvelength contnuty. By usng such route, there s no requrement for wvelength converson. As smple exmple, f we need to fnd route for the node pr (N, ) wth wvelength λ, we cn set up such route by usng the lyer two n G L. Ined of consderng wvelength routng nd wvelength ssgnment seprtely n G, the lyered grph G L provdes scheme to combne these two problems together. In the lyered grph, whenever route s found, ts wvelength contnuty s gurnteed. Therefore, the lyered grph model tghtly couples the wvelength routng nd wvelength ssgnment eps together. It provdes frmework for obtnng the exct optml soluton for the number of requeed lghtpths s well s for the throughput tht gven network cn support. It s esy to see tht f set of workng nd protecton lghtpths s found n the lyered grph, then ll of them cn be supported n the correspondng physcl network. If two lghtpths do not shre the sme lnk (one lnk hs F fbers n ech lyer) nd the sme ntermedte nodes (one node hs one replcton n ech lyer), they re dsjont n the physcl network. Therefore, the network survvblty ssue cn be reduced nto the problem of fndng pr of dsjont lghtpths n the lyered grph for ech trffc. B. The Edge Co Functon A prmount concern of survvble network s to ensure the end-to-end vlblty of lghtpths n the cse of lnk E N E N N E N E GLOBECO /0/$ IEEE

3 flures wth the le co. The co for trffc trnsmsson s the sum of ll the edge cos long the lghtpth. The co functon of edges flls nto one of two ctegores: tc co, where the edge co s fxed wthout consderng the network tus, nd dptve co, where the co of n edge s updted by the network te nformton (e.g., vlble bndwdth). For the tc edge co functon, ech edge s co functon s fxed, nd there s not much dfference between sngle fber nd multfber networks. For the dptve co functon, the edge co functon n multfber networks s much more complex thn n the sngle fber networks. Ined of updtng the co functon by wvelength vlblty nformton n sngle fber networks, the co functon cn be dynmclly updted s combnton of the wvelength vlblty nd fber vlblty. We ctegorze the edge co functon n multfber networks nto the followng three types: ) Connt co: the co functon of edge E,.e., C(E ), s defned s follows:, f s not occuped α E CE ( ) =, (), otherwse where α s connt for edge E. The co functon s fxed no mtter wht the network tus s. When the edge s occuped, the edge co s set to nfnte to vod future utlzton. ) Wvelength-bsed co: the co s updted by the wvelength utlzton nformton n fber,.e., W o α + β, f W < W CE ( ) = W o t, () t, otherwse where W t s the totl number of wvelengths n specfc fber E s, W o s the number of occuped wvelengths n ths fber, nd α nd β re connt weght fctors for edge E. The rto β / α determnes how much the edge co depends on the vlble wvelength n one fber. The co wll ncrese s the number of occuped wvelengths n fber ncreses. When ll of the wvelengths re used up, the co s nfnte. ) Fber nd wvelength-bsed co: the edge co s updted by the combnton of vlble wvelengths n fber nd vlble fbers n lnk,.e., W F o o α + β + γ, f W < W CE ( ) = W F o t, () t t, otherwse where F t s the totl number of fbers n lnk E, F o s the number of occuped fbers n lnk E ( fber s occuped f t le one of ts wvelengths s used), α, β, nd γ re connt weght fctors for edge E. The rto β / α determnes how much the edge co depends on the vlble wvelength n one fber, nd the rto γ / α determnes how much the edge co depends on the vlble fbers n one lnk. The co wll ncrese f more number of wvelengths re used or more number of fbers re occuped. Ths co functon tkes consderton of the occuped wvelengths n specfc s fber E nd the occuped fbers n specfc lnk E. When ll of the wvelengths re occuped, the co s nfnte. The connt co rtegy s tc one, n whch the co of ech edge s fxed throughout the tme. The wvelengthbsed co s n dptve one, whch consders the nfluence of the number of occuped wvelengths n fber; t ncludes the locl wvelength vlblty n one fber. The fber nd wvelength-bsed co s lso n dptve one wth two dynmc fctors: the number of occuped wvelengths n specfc fber, nd the number of occuped fbers n specfc lnk. Ths rtegy s motvted by the common prctce tht n bundle of fbers connectng two nodes,.e., lnk, the vlblty of one wvelength chnnel s decded by the unoccuped fbers n ths lnk nd the unoccuped wvelengths n the vlble fbers. If we use the le co routng polcy, the mjor dfference between the connt nd the dptve co functon s tht, under the connt co functon, some lnks re more often selected whle others re reltvely dle, whle under the wvelength-bsed co nd the fber nd wvelength-bsed co, the trffc wll be llocted to the less congeed lnks bsed on the network te nformton. In Secton IV, we evlute the performnce of these three dfferent co functons. III. NETWORK SURVIVABILITY ROBLE FORULATIONS To survve lnk flures, one dsjont protecton lghtpth mu be ssgned to specfc workng lghtpth. The schemes to ssgn the protecton lghtpth cn be ctegorzed nto two types: the dedcted protecton lghtpth, n whch ech workng lghtpth s protected by dsjont protecton lghtpth (ths protecton lghtpth s dedcted only to specfc workng lghtpth, nd cnnot be shred by other workng lghtpths); the shred protecton lghtpth, n whch the protecton lghtpths cn hve common lnks. A. Nottons For n even multfber network G(N, E, F, W), ts correspondng lyered grph s G L (N, E, F, W), node set W W s N = { N, N,..., N,..., N, N,..., N }, edge set s L n n n E = { E, E,..., E, E, E,..., E,..., E }, n= N L s the L W W FW e totl number of nodes, e= E L s the totl number of lnks, F s the totl number of fbers n ech lnk, nd W s the totl number of wvelengths n ech fber. For the trffc mtrx, we ntroduce the followng nottons: {,,..., }: the set of workng lghtpths for trffc mtrx, {,,..., }: the set of protecton lghtpths for trffc mtrx, : the trffc n the workng lghtpth, : the trffc n the protecton lghtpth, GLOBECO /0/$ IEEE

4 th E : lnk n G( N, E, F, W), s th th E : s fber n lnk, E : the edge n G ( N, E, F, W),.e., t wvelength n s L L L th fber of lnk, CE ( ) : the co of edge E, C ( ) : the co of lghtpth,, f workng lghtpth uses edge E I =, E 0, otherwse, f protecton lghtpth uses edge E Q =. E 0, otherwse th th B. L Formultons In the followng formultons, we ssume tht ech trffc n requres one wvelength bndwdth. The shred protecton scheme s then formulted s follows. nmze the co:, () = = mn( C ( ) + C ( )) where the workng lghtpth co: e F W C ( ) = CE ( ) I, {,,..., }, (5) E = s= t= the protecton lghtpth co: e F W C ( ) = CE ( ) Q, {,,..., }, (6) = s= t= subject to the followng conrnts: wvelength conrnt: W = t= E I W, E E, s {,,..., F}, (7) E bndwdth requrement conrnt: I, E E, (8) = E lnk cpcty conrnt: F W I FW, (9) = s= t= E trffc recovery conrnt: =, (0) = = dsjont protecton conrnt: F F W W I Q = 0, {,,..., }, {,,..., e}. () xy s= y= t= x= E E For n F-fber W-wvelength network, mnmzng the totl co for the workng lghtpths nd the protecton lghtpths s the objectve of L (). The totl co s the sum of the co for the workng lghtpths (5) nd the protecton lghtphs (6). Ech fber E s only ccommodtes t mo W workng lghtpths (7). Ech workng lghtpth only requres t mo one wvelength bndwdth (8). Conrnt (9) lmts the trffc lod n lnk; the totl lod of ll the workng lghtpths n lnk cnnot be lrger thn the lnk cpcty of FW wvelengths. We consder 00% protecton for ech trffc (0) to vod the serous dt loss per flure. Full protecton s relzed by ssgnng dsjont protecton lghtpth for ech workng lghtpth (); no common lnks nd no common ntermedte nodes ex between the workng lghtpth nd the correspondng protecton lghtpth. The bove equtons re the formulton for the shred protecton scheme. rotecton lghtpths for dfferent workng lghtpths cn be ssgned common edges f possble. Ths shred protecton cn ensure survvblty of ny sngle flure n the network. In the cse of multple flures, the dedcted protecton scheme mu be deployed, nd the followng conrnt re lso requred n ddton to ()-(): Q. () = E Ths nequlty ensures tht ech edge t mo ccommodtes one protecton lghtpth. The edges of one protecton lghtpth re not shred wth other protecton lghtpths. IV. NUERICAL RESULTS Smultons re conducted on the NSFNET topology wth three dfferent fber-wvelength combntons: -fber 8- wvelength, -fber -wvelength, nd 8-fber -wvelength. The trffc mtrx hs 55 connecton requrements, nd ech requres bndwdth of one wvelength nd protecton lghtpth. Four lgorthms re mplemented to compre ther survvblty performnce. Algorthm I pples the the connt co functon. α n () s set to be. The lghtpth s ssgned by the shorte pth scheme; dsjont protecton s dedcted for workng lghtpth. Algorthm II mplements the wvelength-bsed co functon, where α nd β n () re both equl to. A dedcted le co protecton lghtpth s ssgned for workng lghtpth. Algorthm III ccommodtes the fber nd wvelength-bsed co functon, where α, β nd γ n () re ll set to be, nd the dedcted protecton scheme s deployed. Algorthm IV s shred protecton verson of lgorthm III; t dopts the sme edge co functon s Algorthm III except tht the protecton lghtpth could shre common edges f possble. Tble I ()-(c) summrzes the survvblty performnce for ech scenro. The unprotected soluton decreses s the number of fbers ncreses. Incresng the number of fbers results n hgher connectvty n the lyered grph, nd therefore less hop count for ech lghtpth. Among Algorthms I, II, nd III, Algorthm I s the greede one; t serches for the lghtpth wth the le hop, nd thus the verge hop count s the le. On the other hnd, the network lod for ech fber s serously uneven for the shorte routng scheme, nd GLOBECO /0/$ IEEE

5 ths leds to more unprotected connectons n Algorthm I. The shred protecton llows Algorthm IV to protect more workng trffc wth less network resources, s compred wth Algorthm III. However, the protecton n Algorthm IV s only pplcble to sngle flure whle the protectons n other three lgorthms re effectve for multple flures. TABLE I. Survvbkty performnce comprson (). -fber 8-wvelength network Algorthm I II III IV Unprotected connecton Ave. lghtpth hop (b). -fber -wvelength network Algorthm I II III IV Unprotected connecton Ave. lghtpth hop (c). 8-fber -wvelength network Algorthm I II III IV Unprotected connecton Ave. lghtpth hop TABLE II. Network lod drbuton (). -fber 8-wvelength network Algorthm I Algorthm II Algorthm III Averge 6.6 lod/fber 7. lod/fber 7 lod/fber Stndrd devton.50 lod/fber.6 lod/fber 0.8 lod/fber (b). -fber -wvelength network Algorthm I Algorthm II Algorthm III Averge. lod/fber.5 lod/fber.5 lod/fber Stndrd devton 0.85 lod/fber 0.66 lod/fber 0.6 lod/fber (c). 8-fber -wvelength network Algorthm I Algorthm II Algorthm III Averge.5 lod/fber.7 lod/fber.7 lod/fber Stndrd devton 0.75 lod/fber 0.58 lod/fber 0.9 lod/fber Tble II ()-(c) llurtes the trffc drbuton for ech scenro. Wth the connt co functon nd the shorte pth routng, Algorthm I drbutes the trffc lod unevenly n ech fber. By tkng consderton of the wvelength utlzton of ech fber, Algorthm II reduces the trffc lod ndrd devton compred wth Algorthm I. Algorthm III uses the globl resource nformton, nd ths scheme genertes the be lod blncng result. When n ncomng trffc rrves, Algorthm II routes t nto the fber wth more vlble wvelengths, whle Algorthm III routes t nto the fber wth more vlble wvelengths, nd ths fber s locted n the lnk wth more dle fbers. The dptve co functons (Algorthms II nd III) re superor to the connt co functon (Algorthm I) n terms of the network lod blncng. Ths s becuse, s the network trffc lod ncreses, the dptve co functons tend to drbute the lod to lghtly loded edges nd vod the hevly loded ones. Between the two dptve schemes, the fber nd wvelength-bsed co functon (Algorthm III) employs much more ccurte globl network te nformton, nd therefore results n more evenly loded trffc; the lod vrton mong ll edges s less. V. CONCLUSIONS The common prctce of nllng bundles of multple fbers motvtes the recent reserch on the multfber WD networks. ultfber WD networks wthout wvelength converson re ttrctve lterntve for sngle fber networks wth wvelength converson cpblty. In ths pper, we ddress the survvblty ssue of multfber networks wth the purpose of protectng ech workng lghtpth by dsjont protecton lghtpth. To evlute the survvblty performnce, the extended lyered grph s proposed to jontly optmze the wvelength routng nd wvelength ssgnment problems. Bsed on L, the mthemtcl formultons for survvble multfber networks re derved. Shred protecton recovers the trffc from ny sngle edge flure, whle dedcted protecton recovers multple flures. To relze network trffc engneerng, dfferent edge co functons re proposed. Our extensve smultons verfy tht the fber nd wvelength-bsed co functon results n mrgnl mprovements n the lod blncng drbuton, becuse t ncorportes more network te nformton bout fber utlzton nd wvelength utlzton. REFERENCES [] E. odno nd A. Nrul-Tm, Survvble lghtpth routng: new pproch to the desgn of WD-bsed networks, IEEE Journl on Selected Ares n Communctons, vol. 0, no., pp , y 00. [] Y. yo nd H. Sto, Optml desgn nd evluton of survvble WD trnsport networks, IEEE Journl on Selected Ares n Communctons, vol. 6, no. 7, pp , Sept [] G. Ellns, A.G. Hlemrm, nd T.E. Stern, rotecton cycles n mesh WD networks, IEEE Journl on Selected Ares n Communctons, vol. 8, no. 0, pp. 9-97, Oct []. Clouqueur nd W.D. Grover, Avlblty nlyss of spnreorble mesh networks, IEEE Journl on Selected Ares n Communctons, vol. 0, no., pp. 80-8, y 00. [5] L. L nd A.K. Somn, A new nlytcl model for multfber WD networks, IEEE Journl on Selected Ares n Communctons, vol. 8, no. 0, pp. 8-5, Oct [6] S. Xu, L. L, nd S. Wng, Dynmc routng nd ssgnment of wvelength lgorthms n multfber wvelength dvson multplexng networks, IEEE Journl on Selected Ares n Communctons, vol. 8, no. 0, pp. 0-7, Oct [7] A. okhtr nd. Azzoglu, Adptve wvelength routng n lloptcl networks, IEEE/AC Trnsctons on Networkng, vol. 6, no., pp , Aprl 998. [8] G. L nd R. Smh, On the wvelength ssgnment problem n multfber WD r nd rng networks, IEEE/AC Trnsctons on Networkng, vol. 9, no., pp , Feb. 00. GLOBECO /0/$ IEEE

Simplified Algorithm and Hardware Implementation for the (24, 12, 8) Extended Golay Soft Decoder Up to 4 Errors

Simplified Algorithm and Hardware Implementation for the (24, 12, 8) Extended Golay Soft Decoder Up to 4 Errors The Interntonl Arb Journl of Informton Technology, Vol., No., Mrch 04 Smplfed Algorthm nd Hrdwre Implementton for the (4,, 8 Extended Goly Soft Decoder Up to 4 Errors Dongfu Xe College of Mechncl nd Electrcl

More information

An Optimal Method for Using Multiple Gateways in Cellular IP Networks

An Optimal Method for Using Multiple Gateways in Cellular IP Networks Bond Unversty epublctons@bond Informton Technology ppers Bond Busness School Aprl 2004 An Optml Method for Usng Multple Gtewys n ellulr IP Networks Zheng d Wu Bond Unversty, Zheng_D_Wu@bond.edu.u Follow

More information

458 IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, VOL. 15, NO. 1, JANUARY 2016

458 IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, VOL. 15, NO. 1, JANUARY 2016 458 IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, VOL. 15, NO. 1, JANUARY 2016 Generlzed Cross-Lyer Desgns for Generc Hlf-Duplex Multcrrer Wreless Networks Wth Frequency-Reuse Rozt Rshtch, Student Member,

More information

Performance Evaluation of an Optical Packet Scheduling Switch

Performance Evaluation of an Optical Packet Scheduling Switch Performnce Evluton of n Optcl Pcket Schedulng Swtch Kyrkos Vlchos, memer IEEE, Kyrk Seklou nd Emmnuel Vrvrgos Reserch Acdemc Computer echnology Insttute, RA-CI, Unversty of Ptrs, GR-26500, RIO, Ptrs, Greece,

More information

Sinusoidal Steady State Analysis

Sinusoidal Steady State Analysis CHAPTER 8 Snusodl Stedy Stte Anlyss 8.1. Generl Approch In the prevous chpter, we hve lerned tht the stedy-stte response of crcut to snusodl nputs cn e otned y usng phsors. In ths chpter, we present mny

More information

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

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

More information

Optimal Toll Locations and Levels in Congestion Pricing Schemes: a Case Study of Stockholm

Optimal Toll Locations and Levels in Congestion Pricing Schemes: a Case Study of Stockholm Optml Toll Loctons nd Levels n Congeston Prcng Schemes: Cse Study of Stockholm Jokm Ekström, Leond Engelson nd Cls Rydergren Lnköpng Unversty Post Prnt N.B.: When ctng ths work, cte the orgnl rtcle. Ths

More information

CONTAINER BERTH SCHEDULING POLICY WITH VARIABLE COST FUNCTION

CONTAINER BERTH SCHEDULING POLICY WITH VARIABLE COST FUNCTION Contner berth schedulng polcy wth vrble cost functon CONTAINER BERTH SCHEDULING POLICY WITH VARIABLE COST FUNCTION Gols M.M. (correspondng uthor) Assstnt Professor, Deprtment of Cvl Engneerng, Unversty

More information

VI.C CIRCUIT BREAKERS

VI.C CIRCUIT BREAKERS VI.C CIRCUIT BREAKERS DMS #84474 Pge of 28 Revsed : GUIDE FOR DETERMINATION OF CIRCUIT BREAKER LOAD CURRENT CAPABILITY RATINGS PENNSYLVANIA-NEW JERSEY-MARYLAND INTERCONNECTION PLANNING AND ENGINEERING

More information

OPTIMISING THE DESIGN OF MULTIMODAL FREIGHT TRANSPORT NETWORK IN INDONESIA

OPTIMISING THE DESIGN OF MULTIMODAL FREIGHT TRANSPORT NETWORK IN INDONESIA Journl of the Estern As Socety for Trnsportton Studes, Vol. 6, pp. 2894-2907, 2005 OPTIMISING THE DESIGN OF MULTIMODAL FREIGHT TRANSPORT NETWORK IN INDONESIA Bon Frzl RUSS Tdsh YAMADA Grdute Student Assocte

More information

Pre-distortion Linearization for 64-QAM Modulation in Ka-Band Satellite Link

Pre-distortion Linearization for 64-QAM Modulation in Ka-Band Satellite Link IJCSNS Interntonl Journl of Computer Scence nd Network Securty, VOL.8 No.8, August 008 47 Pre-dstorton Lnerzton for 64-QAM Modulton n K-Bnd Stellte Lnk P. Sojood Srdrood,, G.R. solt nd P. Prvnd Summry

More information

IMPACT OF AIRPORT NOISE REGULATIONS ON NETWORK TOPOLOGY AND DIRECT OPERATING COSTS OF AIRLINES

IMPACT OF AIRPORT NOISE REGULATIONS ON NETWORK TOPOLOGY AND DIRECT OPERATING COSTS OF AIRLINES 27 TH INTERNATIONAL CONGRESS OF THE AERONAUTICAL SCIENCES IMPACT OF AIRPORT NOISE REGULATIONS ON NETWORK TOPOLOGY AND DIRECT OPERATING COSTS OF AIRLINES Prksh N. Dksht*, Dnel A. DeLurents*, nd Wllm A.

More information

i S1 V IN i C1 i N i C2 i S2

i S1 V IN i C1 i N i C2 i S2 ENGINEERING FOR RURAL DEVELOPMENT Jelgv, 0.-.05.05. VOLTAGE BALANCE CONTROL OF TWO-LEVEL DC-DC CONVERTER Ksprs Krocs, Ugs Srmels, Vesturs Brzs Insttute of Physcl Energetcs; Rg Techncl Unversty kselt@nbox.lv

More information

A New Medium Access Control Protocol for TDD Mode Wideband CDMA Wireless Local Area Networks

A New Medium Access Control Protocol for TDD Mode Wideband CDMA Wireless Local Area Networks A New Medum Access ontrol Protocol for TDD Mode Wdebnd DMA Wreless Locl Are Networks In F. Akyldz nd Xudong Wng Brodbnd nd Wreless Networkng Lb, School of Electrcl nd omuter Engneerng Georg Insttute of

More information

Cross-layer Quality of Service Support for UWB Wireless Multimedia Sensor Networks

Cross-layer Quality of Service Support for UWB Wireless Multimedia Sensor Networks Ths full text pper ws peer revewed t the drecton of IEEE Communctons Socety subject mtter experts for publcton n the IEEE INFOCOM 28 proceedngs. Cross-lyer Qulty of Servce Support for UWB Wreless Multmed

More information

MAXIMUM FLOWS IN FUZZY NETWORKS WITH FUNNEL-SHAPED NODES

MAXIMUM FLOWS IN FUZZY NETWORKS WITH FUNNEL-SHAPED NODES MAXIMUM FLOWS IN FUZZY NETWORKS WITH FUNNEL-SHAPED NODES Romn V. Tyshchuk Informtion Systems Deprtment, AMI corportion, Donetsk, Ukrine E-mil: rt_science@hotmil.com 1 INTRODUCTION During the considertion

More information

BnB-ADOPT + with Several Soft Arc Consistency Levels

BnB-ADOPT + with Several Soft Arc Consistency Levels BnB-ADOPT + wth Severl Soft Arc Consstency Levels Ptrc Guterrez nd Pedro Meseguer Astrct. Dstruted constrnt optmzton prolems cn e solved y BnB-ADOPT +, dstruted synchronous serch lgorthm. In the centrlzed

More information

Dynamic Lightpath Protection in WDM Mesh Networks under Wavelength Continuity Constraint

Dynamic Lightpath Protection in WDM Mesh Networks under Wavelength Continuity Constraint Dynamc Lghtpath Protecton n WDM Mesh etworks under Wavelength Contnuty Constrant Shengl Yuan* and Jason P. Jue *Department of Computer and Mathematcal Scences, Unversty of Houston Downtown One Man Street,

More information

On The Study of Establishing a Responsive Infrastructure for a Massively Multiplayer On-Line Game

On The Study of Establishing a Responsive Infrastructure for a Massively Multiplayer On-Line Game Assocton for Informton Systems AIS Electronc Lbrry (AISeL) AMCIS 2009 Proceedngs Amercs Conference on Informton Systems (AMCIS) 2009 On The Study of Estblshng Responsve Infrstructure for Mssvely Multplyer

More information

An iterative approach to an integrated land use and transportation planning tool for small urban areas

An iterative approach to an integrated land use and transportation planning tool for small urban areas Journl of Modern Trnsportton Volume 20, Number 3, September 2012, Pge 160-167 Journl homepge: mt.swtu.edu.cn DOI: 10.1007/BF03325794 1 An tertve pproch to n ntegrted lnd use nd trnsportton plnnng tool

More information

NETWORK 2001 Transportation Planning Under Multiple Objectives

NETWORK 2001 Transportation Planning Under Multiple Objectives NETWORK 200 Transportaton Plannng Under Multple Objectves Woodam Chung Graduate Research Assstant, Department of Forest Engneerng, Oregon State Unversty, Corvalls, OR9733, Tel: (54) 737-4952, Fax: (54)

More information

The Existence, Uniqueness and Error Bounds of Approximation Splines Interpolation for Solving Second-Order Initial Value Problems

The Existence, Uniqueness and Error Bounds of Approximation Splines Interpolation for Solving Second-Order Initial Value Problems Journl of Mtemtcs ttstcs ():-9, 9 IN 9-9 cence Publctons Te Estence, Unqueness Error Bounds of Appromton plnes Interpolton for olvng econd-order Intl Vlue Problems Abbs Y Al Byt, Rostm K eed Frdun K Hm-l

More information

Reinforcement Learning for Fuzzy Control with Linguistic States

Reinforcement Learning for Fuzzy Control with Linguistic States 54545454543 Journl of Uncertn Systems ol., No., pp.54-66, 8 Onlne t: www.jus.org.uk Renforcement Lernng for Fuzzy Control wth Lngustc Sttes Mohmmd Hossen Fzel Zrnd,*, Jvd Jouzdn, Mrym Fzel Zrnd Deprtment

More information

Design of Neuro-Fuzzy System Controller for DC Servomotor- Based Satellite Tracking System

Design of Neuro-Fuzzy System Controller for DC Servomotor- Based Satellite Tracking System IOSR Journl of Electrcl nd Electroncs Engneerng (IOSR-JEEE) e-issn: 78-676,p-ISSN: 3-333, Volume, Issue 4 Ver. III (Jul. Aug. 6), PP 89- www.osrjournls.org Desgn of Neuro-Fuzzy System Controller for DC

More information

A Novel Control Method for Input Output Harmonic Elimination of the PWM Boost Type Rectifier Under Unbalanced Operating Conditions

A Novel Control Method for Input Output Harmonic Elimination of the PWM Boost Type Rectifier Under Unbalanced Operating Conditions A Novel Control Method for nput Output Hrmonc Elmnton of the PWM Boost Type Rectfer Under Unblnced Opertng Condtons A. V. Stnkovc T. A. Lpo Electrcl nd Computer Engneerng Clevelnd Stte Unversty Deprtment

More information

Figure 1. DC-DC Boost Converter

Figure 1. DC-DC Boost Converter EE46, Power Electroncs, DC-DC Boost Converter Verson Oct. 3, 11 Overvew Boost converters make t possble to effcently convert a DC voltage from a lower level to a hgher level. Theory of Operaton Relaton

More information

A Multi-Agent Solution to Distribution System Management by Considering Distributed Generators

A Multi-Agent Solution to Distribution System Management by Considering Distributed Generators Pge of 0 IEEE PES Trnsctons on Power Systems 0 0 0 0 0 0 A Mult-Agent Soluton to Dstrbuton System Mngement by Consderng Dstrbuted Genertors Abstrct A trdtonl dstrbuton networ crres electrcty from centrl

More information

HUAWEI TECHNOLOGIES CO., LTD. Huawei Proprietary Page 1

HUAWEI TECHNOLOGIES CO., LTD. Huawei Proprietary Page 1 Project Ttle Date Submtted IEEE 802.16 Broadband Wreless Access Workng Group Double-Stage DL MU-MIMO Scheme 2008-05-05 Source(s) Yang Tang, Young Hoon Kwon, Yajun Kou, Shahab Sanaye,

More information

Shunt Active Filters (SAF)

Shunt Active Filters (SAF) EN-TH05-/004 Martt Tuomanen (9) Shunt Actve Flters (SAF) Operaton prncple of a Shunt Actve Flter. Non-lnear loads lke Varable Speed Drves, Unnterrupted Power Supples and all knd of rectfers draw a non-snusodal

More information

METHOD OF LOCATION USING SIGNALS OF UNKNOWN ORIGIN. Inventor: Brian L. Baskin

METHOD OF LOCATION USING SIGNALS OF UNKNOWN ORIGIN. Inventor: Brian L. Baskin METHOD OF LOCATION USING SIGNALS OF UNKNOWN ORIGIN Inventor: Brin L. Bskin 1 ABSTRACT The present invention encompsses method of loction comprising: using plurlity of signl trnsceivers to receive one or

More information

Departure Scheduling in a Multi-airport System

Departure Scheduling in a Multi-airport System Eghth USA/Europe Ar Trffc Mngement Reserch nd Development Semnr (ATM2009) Deprture Schedulng n Mult-rport System Ynun Wng, Mnghu Hu, Dong Su, Yong Tn Insttute of Ar Trffc Flow Mngement Nnng Unversty of

More information

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

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

More information

Software Pipelining for the Pegasus IR

Software Pipelining for the Pegasus IR Softwre Ppelnng for the Pegsus IR Cod Hrtwg chrtwg@cs.cmu.edu Ele Krevt ekrevt@cs.cmu.edu Abstrct Modern processors, especll VLIW processors, often hve the blt to eecute multple nstructons smultneousl.

More information

Routing in all-optical DWDM Networks with Sparse Wavelength Conversion Capabilities

Routing in all-optical DWDM Networks with Sparse Wavelength Conversion Capabilities Routng n all-optcal DWDM Networks wth Sparse Wavelength Converson Capabltes Ala I. Al-Fuqaha LAMBDA Optcal Systems 200 Sunset Hlls Rd. Reston, Vrgna U.S.A ala@eee.org Ghulam M. Chaudhry SCE-CSEE Unversty

More information

UE Centric Coordinated Beamforming in Multi-cell MU-MIMO Systems

UE Centric Coordinated Beamforming in Multi-cell MU-MIMO Systems UE Centrc Coordnted Bemformng n Mult-cell MU-MIMO Systems Jlng L Yngxue L InterDgtl Communctons LLC Melvlle NY 11747 USA e-ml: jlng.l@nterdgtl.com yngxue.l@nterdgtl.com Astrct User Equpment (UE) centrc

More information

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

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

More information

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

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

More information

Figure 1. DC-DC Boost Converter

Figure 1. DC-DC Boost Converter EE36L, Power Electroncs, DC-DC Boost Converter Verson Feb. 8, 9 Overvew Boost converters make t possble to effcently convert a DC voltage from a lower level to a hgher level. Theory of Operaton Relaton

More information

Graph Method for Solving Switched Capacitors Circuits

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

More information

Superposition, Thevenin and Norton. Superposition

Superposition, Thevenin and Norton. Superposition Superposton, Thevenn nd Norton OUTINE Superposton Thevenn Equvlent Crcut Norton Equvlent Crcut Mxmum Power Theorem ecture 6, 9/1/05 Redng Chpter.6-.8 ecture 6, Slde 1 Superposton A lner crcut s one constructed

More information

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

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

More information

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

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

More information

High Speed ADC Sampling Transients

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

More information

International Journal of Advanced Research in Engineering and Technology (IJARET), ISSN 0976 INTERNATIONAL JOURNAL OF ADVANCED RESEARCH IN

International Journal of Advanced Research in Engineering and Technology (IJARET), ISSN 0976 INTERNATIONAL JOURNAL OF ADVANCED RESEARCH IN INTERNATIONAL JOURNAL OF ADVANCED RESEARCH IN 48(Prnt), ISSN 97 499(Onlne) Volume 4, Issue 5, July August (2), IAEME ENGINEERING AND TECHNOLOGY (IJARET) ISSN 97-48 (Prnt) ISSN 97-499 (Onlne) Volume 4,

More information

Energy Efficient Session Key Establishment in Wireless Sensor Networks

Energy Efficient Session Key Establishment in Wireless Sensor Networks Energy Effcent Sesson ey Estlshment n Wreless Sensor Networks Y Cheng nd Dhrm P. Agrwl OBR Center for Dstruted nd Mole Computng, Deprtment of ECECS Unversty of Cncnnt, Cncnnt, OH 45 {chengyg, dp}@ececs.uc.edu

More information

ELECTRONIC WAVELENGTH TRANSLATION IN OPTICAL NETWORKS. Milan Kovacevic and Anthony Acampora. Center for Telecommunications Research

ELECTRONIC WAVELENGTH TRANSLATION IN OPTICAL NETWORKS. Milan Kovacevic and Anthony Acampora. Center for Telecommunications Research ELECTRONIC WAVELENGTH TRANSLATION IN OPTICAL NETWORKS Mlan Kovacevc Anthony Acampora Department of Electrcal Engneerng Center for Telecommuncatons Research Columba Unversty, New York, NY 0027-6699 Abstract

More information

5 October 2015 Stereo Cross-feed Network for Headphones 1 of 12 Copyright 2015 Peter H. Lehmann. All Rights Reserved.

5 October 2015 Stereo Cross-feed Network for Headphones 1 of 12 Copyright 2015 Peter H. Lehmann. All Rights Reserved. 5 Octoer 05 Stereo Cross-feed Network for Hedphones of Copyrght 05 Peter H. ehmnn. All ghts eserved. The Dlemm The vst mjorty of stereo recordngs re engneered for reproducton wth pr of left nd rght chnnel

More information

University of North Carolina-Charlotte Department of Electrical and Computer Engineering ECGR 4143/5195 Electrical Machinery Fall 2009

University of North Carolina-Charlotte Department of Electrical and Computer Engineering ECGR 4143/5195 Electrical Machinery Fall 2009 Problem 1: Using DC Mchine University o North Crolin-Chrlotte Deprtment o Electricl nd Computer Engineering ECGR 4143/5195 Electricl Mchinery Fll 2009 Problem Set 4 Due: Thursdy October 8 Suggested Reding:

More information

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

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

More information

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

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

More information

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

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

More information

Study on SLT calibration method of 2-port waveguide DUT

Study on SLT calibration method of 2-port waveguide DUT Interntionl Conference on Advnced Electronic cience nd Technology (AET 206) tudy on LT clibrtion method of 2-port wveguide DUT Wenqing Luo, Anyong Hu, Ki Liu nd Xi Chen chool of Electronics nd Informtion

More information

29. Network Functions for Circuits Containing Op Amps

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

More information

Algorithms for Memory Hierarchies Lecture 14

Algorithms for Memory Hierarchies Lecture 14 Algorithms for emory Hierrchies Lecture 4 Lecturer: Nodri Sitchinv Scribe: ichel Hmnn Prllelism nd Cche Obliviousness The combintion of prllelism nd cche obliviousness is n ongoing topic of reserch, in

More information

EFFECTIVE CURRENT CONTROL DESIGN AND ANALYSIS OF SINGLE PHASE INVERTER FOR POWER QUALITY IMPROVEMENT

EFFECTIVE CURRENT CONTROL DESIGN AND ANALYSIS OF SINGLE PHASE INVERTER FOR POWER QUALITY IMPROVEMENT VOL., NO. 7, APRIL 5 IN 89-668 ARPN Journl of Engneerng nd Appled cences 6-5 Asn Reserch Publshng Network (ARPN). All rghts reserved. EFFECTIVE CURRENT CONTROL DEIGN AND ANALYI OF INGLE PHAE INVERTER FOR

More information

Rough Set Approach for Categorical Data Clustering 1

Rough Set Approach for Categorical Data Clustering 1 Interntonl Journl of Dtbse Theory nd Applcton Vol., No., Mrch, Rough Set Approch for Ctegorcl Dt Clusterng Tutut Herwn*, Rozd Ghzl, Iwn Tr Ryd Ynto, nd Mustf Mt Ders Deprtment of Mthemtcs Educton nversts

More information

RESOURCE CONTROL FOR HYBRID CODE AND TIME DIVISION SCHEDULING

RESOURCE CONTROL FOR HYBRID CODE AND TIME DIVISION SCHEDULING RESOURCE CONTROL FOR HYBRID CODE AND TIME DIVISION SCHEDULING Vaslos A. Srs Insttute of Computer Scence (ICS), FORTH and Department of Computer Scence, Unversty of Crete P.O. Box 385, GR 7 Heraklon, Crete,

More information

Dynamic Wavelength Routing in WDM Networks under Multiple Signal Quality Constraints

Dynamic Wavelength Routing in WDM Networks under Multiple Signal Quality Constraints Dynamc Wavelength Routng n WDM Networks under Multple Sgnal Qualty Constrants Wey Zhang, Guolang Xue, Senor Member, IEEE, Jan Tang, Krshnayan Thulasraman, Fellow, IEEE Abstract Most research works n routng

More information

ADAPTIVE TRAFFIC CONTROL IN METROPOLITAN AREAS

ADAPTIVE TRAFFIC CONTROL IN METROPOLITAN AREAS ADAPTIVE TRAFFIC CONTROL IN METROPOLITAN AREAS Prof. Dr.-Ing. Bernhrd Fredrch Insttute of Trnsport Engneerng nd Plnnng (IVH), Hnnover Unversty, Appelstrße 9A, D-3167 Hnnover, Germny Dr.-Ing. Mohmed Shhn

More information

Define Y = # of mobiles from M total mobiles that have an adequate link. Measure of average portion of mobiles allocated a link of adequate quality.

Define Y = # of mobiles from M total mobiles that have an adequate link. Measure of average portion of mobiles allocated a link of adequate quality. Wreless Communcatons Technologes 6::559 (Advanced Topcs n Communcatons) Lecture 5 (Aprl th ) and Lecture 6 (May st ) Instructor: Professor Narayan Mandayam Summarzed by: Steve Leung (leungs@ece.rutgers.edu)

More information

Module 9. DC Machines. Version 2 EE IIT, Kharagpur

Module 9. DC Machines. Version 2 EE IIT, Kharagpur Module 9 DC Mchines Version EE IIT, Khrgpur esson 40 osses, Efficiency nd Testing of D.C. Mchines Version EE IIT, Khrgpur Contents 40 osses, efficiency nd testing of D.C. mchines (esson-40) 4 40.1 Gols

More information

Synchronous Machine Parameter Measurement

Synchronous Machine Parameter Measurement Synchronous Mchine Prmeter Mesurement 1 Synchronous Mchine Prmeter Mesurement Introduction Wound field synchronous mchines re mostly used for power genertion but lso re well suited for motor pplictions

More information

Student Book SERIES. Fractions. Name

Student Book SERIES. Fractions. Name D Student Book Nme Series D Contents Topic Introducing frctions (pp. ) modelling frctions frctions of collection compring nd ordering frctions frction ingo pply Dte completed / / / / / / / / Topic Types

More information

Strategies for Enhanced Dual Failure Restorability with Static or Reconfigurable p-cycle Networks

Strategies for Enhanced Dual Failure Restorability with Static or Reconfigurable p-cycle Networks Reprnt of paper to appear at the 2004 Internatonal Conference on Communcatons (ICC 2004), Pars, France, June 2004. Strateges for Enhanced Dual Falure Restorablty wth Statc or Reconfgurable p-cycle Networs

More information

Domination and Independence on Square Chessboard

Domination and Independence on Square Chessboard Engineering nd Technology Journl Vol. 5, Prt, No. 1, 017 A.A. Omrn Deprtment of Mthemtics, College of Eduction for Pure Science, University of bylon, bylon, Irq pure.hmed.omrn@uobby lon.edu.iq Domintion

More information

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

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

More information

Enhancing Throughput in Wireless Multi-Hop Network with Multiple Packet Reception

Enhancing Throughput in Wireless Multi-Hop Network with Multiple Packet Reception Enhancng Throughput n Wreless Mult-Hop Network wth Multple Packet Recepton Ja-lang Lu, Paulne Vandenhove, We Shu, Mn-You Wu Dept. of Computer Scence & Engneerng, Shangha JaoTong Unversty, Shangha, Chna

More information

Target Response Adaptation for Correlation Filter Tracking

Target Response Adaptation for Correlation Filter Tracking Target Response Adaptaton for Correlaton Flter Tracng Adel Bb, Matthas Mueller, and Bernard Ghanem Image and Vdeo Understandng Laboratory IVUL, Kng Abdullah Unversty of Scence and Technology KAUST, Saud

More information

Guidelines for CCPR and RMO Bilateral Key Comparisons CCPR Working Group on Key Comparison CCPR-G5 October 10 th, 2014

Guidelines for CCPR and RMO Bilateral Key Comparisons CCPR Working Group on Key Comparison CCPR-G5 October 10 th, 2014 Gudelnes for CCPR and RMO Blateral Key Comparsons CCPR Workng Group on Key Comparson CCPR-G5 October 10 th, 2014 These gudelnes are prepared by CCPR WG-KC and RMO P&R representatves, and approved by CCPR,

More information

ECE315 / ECE515 Lecture 5 Date:

ECE315 / ECE515 Lecture 5 Date: Lecture 5 Date: 18.08.2016 Common Source Amplfer MOSFET Amplfer Dstorton Example 1 One Realstc CS Amplfer Crcut: C c1 : Couplng Capactor serves as perfect short crcut at all sgnal frequences whle blockng

More information

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

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

More information

Uncertainty in measurements of power and energy on power networks

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

More information

Low Switching Frequency Active Harmonic Elimination in Multilevel Converters with Unequal DC Voltages

Low Switching Frequency Active Harmonic Elimination in Multilevel Converters with Unequal DC Voltages Low Swtchng Frequency Actve Harmonc Elmnaton n Multlevel Converters wth Unequal DC Voltages Zhong Du,, Leon M. Tolbert, John N. Chasson, Hu L The Unversty of Tennessee Electrcal and Computer Engneerng

More information

Optical Amplifiers Placement in WDM Mesh Networks for Optical Multicasting Service Support

Optical Amplifiers Placement in WDM Mesh Networks for Optical Multicasting Service Support 1 Optcal Amplfers Placement n WDM Mesh Networks for Optcal Multcastng Servce Support Ashraf M. Hamad and Ahmed E. Kamal Abstract The problem of placng the optcal amplfers (OAs) n wavelength-routng mesh

More information

Exercise 1-1. The Sine Wave EXERCISE OBJECTIVE DISCUSSION OUTLINE. Relationship between a rotating phasor and a sine wave DISCUSSION

Exercise 1-1. The Sine Wave EXERCISE OBJECTIVE DISCUSSION OUTLINE. Relationship between a rotating phasor and a sine wave DISCUSSION Exercise 1-1 The Sine Wve EXERCISE OBJECTIVE When you hve completed this exercise, you will be fmilir with the notion of sine wve nd how it cn be expressed s phsor rotting round the center of circle. You

More information

COST EFFICIENCY OPTIMIZATION OF 5G WIRELESS BACKHAUL NETWORKS

COST EFFICIENCY OPTIMIZATION OF 5G WIRELESS BACKHAUL NETWORKS COST EFFICIENCY OPTIMIZATION OF 5G WIRELESS BACKHAUL NETWORKS Xaohu Ge, Senor Member, IEEE, Song Tu, Guoqang Mao 2, Senor Member, IEEE, Vncent K. N. Lau 3, Fellow, IEEE, Lnghu Pan School of Electronc Informaton

More information

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

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

More information

Keywords LTE, Uplink, Power Control, Fractional Power Control.

Keywords LTE, Uplink, Power Control, Fractional Power Control. Volume 3, Issue 6, June 2013 ISSN: 2277 128X Internatonal Journal of Advanced Research n Computer Scence and Software Engneerng Research Paper Avalable onlne at: www.jarcsse.com Uplnk Power Control Schemes

More information

Characterization and Analysis of Multi-Hop Wireless MIMO Network Throughput

Characterization and Analysis of Multi-Hop Wireless MIMO Network Throughput Characterzaton and Analyss of Mult-Hop Wreless MIMO Network Throughput Bechr Hamdaou EECS Dept., Unversty of Mchgan 226 Hayward Ave, Ann Arbor, Mchgan, USA hamdaou@eecs.umch.edu Kang G. Shn EECS Dept.,

More information

Adaptive Modulation for Multiple Antenna Channels

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

More information

Exploiting Dynamic Workload Variation in Low Energy Preemptive Task Scheduling

Exploiting Dynamic Workload Variation in Low Energy Preemptive Task Scheduling Explotng Dynamc Worload Varaton n Low Energy Preemptve Tas Schedulng Lap-Fa Leung, Ch-Yng Tsu Department of Electrcal and Electronc Engneerng Hong Kong Unversty of Scence and Technology Clear Water Bay,

More information

Resource Control for Elastic Traffic in CDMA Networks

Resource Control for Elastic Traffic in CDMA Networks Resource Control for Elastc Traffc n CDMA Networks Vaslos A. Srs Insttute of Computer Scence, FORTH Crete, Greece vsrs@cs.forth.gr ACM MobCom 2002 Sep. 23-28, 2002, Atlanta, U.S.A. Funded n part by BTexact

More information

Control of assessment for demersal fish stocks in ICES area: analysis for 36 stocks and investigation of some potential bias sources.

Control of assessment for demersal fish stocks in ICES area: analysis for 36 stocks and investigation of some potential bias sources. ICES CM 004/K:17 Control of ssessment for demersl fsh stocks n ICES re: nlyss for 36 stocks nd nvestgton of some potentl bs sources. Mre Lesueur, Dder Gscuel nd Trstn Rouyer Abstrct We nlyzed here the

More information

Scalability Analysis of a Model for GSM Mobile Network Design

Scalability Analysis of a Model for GSM Mobile Network Design Sclblty Anlyss of Model for GSM Moble Network Desgn Rebecc F. Pnhero, Alee rbos de Agur, Plácdo Rogéro Pnhero, Álvro de Menezes S. Neto, Ruddy P. P. Cunh, Domngos Neto Grdute Progrm n Appled Informtcs,

More information

Energy-Efficient Resource Utilization for Heterogeneous Embedded Computing Systems

Energy-Efficient Resource Utilization for Heterogeneous Embedded Computing Systems 58 IEEE TRANSACTIONS ON COMPUTERS, VOL. 66, NO. 9, SEPTEMBER 7 Energy-Effcent Reource Utlzton for Heterogeneou Embedded Computng Sytem Jng Hung, Renf L, Senor Member, IEEE, Jyo An, Member, IEEE, Derrck

More information

Polar Coordinates. July 30, 2014

Polar Coordinates. July 30, 2014 Polr Coordintes July 3, 4 Sometimes it is more helpful to look t point in the xy-plne not in terms of how fr it is horizontlly nd verticlly (this would men looking t the Crtesin, or rectngulr, coordintes

More information

Electricity Network Reliability Optimization

Electricity Network Reliability Optimization Electrcty Network Relablty Optmzaton Kavnesh Sngh Department of Engneerng Scence Unversty of Auckland New Zealand kav@hug.co.nz Abstract Electrcty dstrbuton networks are subject to random faults. On occurrence

More information

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

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

More information

Lecture 10: Bipolar Junction Transistor Construction. NPN Physical Operation.

Lecture 10: Bipolar Junction Transistor Construction. NPN Physical Operation. Whtes, EE 320 Lecture 10 Page 1 of 9 Lecture 10: Bpolar Juncton Transstor Constructon. NPN Physcal Operaton. For the remander of ths semester we wll be studyng transstors and transstor crcuts. The transstor

More information

Optimal Sizing and Allocation of Residential Photovoltaic Panels in a Distribution Network for Ancillary Services Application

Optimal Sizing and Allocation of Residential Photovoltaic Panels in a Distribution Network for Ancillary Services Application Optmal Szng and Allocaton of Resdental Photovoltac Panels n a Dstrbuton Networ for Ancllary Servces Applcaton Reza Ahmad Kordhel, Student Member, IEEE, S. Al Pourmousav, Student Member, IEEE, Jayarshnan

More information

Throughput Maximization by Adaptive Threshold Adjustment for AMC Systems

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

More information

An Alternation Diffusion LMS Estimation Strategy over Wireless Sensor Network

An Alternation Diffusion LMS Estimation Strategy over Wireless Sensor Network Progress In Electromagnetcs Research M, Vol. 70, 135 143, 2018 An Alternaton Dffuson LMS Estmaton Strategy over Wreless Sensor Network Ln L * and Donghu L Abstract Ths paper presents a dstrbuted estmaton

More information

Adaptive modified backpropagation algorithm based on differential errors

Adaptive modified backpropagation algorithm based on differential errors Interntonl Journl of Computer Scence, Engneerng nd Applcton (IJCSEA) Vol., No.5, October 20 Adptve modfed bckpropgton lgorthm bed on dfferentl error S.Jeyeel Subvth nd T.Kthrvlvkumr b Deprtment of Informton

More information

Multiple Robots Formation A Multiobjctive Evolution Approach

Multiple Robots Formation A Multiobjctive Evolution Approach Avalable onlne at www.scencedrect.com Proceda Engneerng 41 (2012 ) 156 162 Internatonal Symposum on Robotcs and Intellgent Sensors 2012 (IRIS 2012) Multple Robots Formaton A Multobctve Evoluton Approach

More information

Multiband Jamming Strategies with Minimum Rate Constraints

Multiband Jamming Strategies with Minimum Rate Constraints Multband Jammng Strateges wth Mnmum Rate Constrants Karm Banawan, Sennur Ulukus, Peng Wang, and Bran Henz Department of Electrcal and Computer Engneerng, Unversty of Maryland, College Park, MD 7 US Army

More information

Prevention of Sequential Message Loss in CAN Systems

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

More information

Test 2. ECON3161, Game Theory. Tuesday, November 6 th

Test 2. ECON3161, Game Theory. Tuesday, November 6 th Test 2 ECON36, Game Theory Tuesday, November 6 th Drectons: Answer each queston completely. If you cannot determne the answer, explanng how you would arrve at the answer may earn you some ponts.. (20 ponts)

More information

Data Attribute Reduction using Binary Conversion

Data Attribute Reduction using Binary Conversion Fengmng M. Chng Dt Attrute Reducton usng Bnry Converson FENGMING M. CHANG Deprtment of Informton Scence nd Applctons As Unversty Wufeng, Tchung 4354 Twn pperss@gml.com Astrct: - Whle lernng wth dt hvng

More information

Section 16.3 Double Integrals over General Regions

Section 16.3 Double Integrals over General Regions Section 6.3 Double Integrls over Generl egions Not ever region is rectngle In the lst two sections we considered the problem of integrting function of two vribles over rectngle. This sitution however is

More information

NOVEL ITERATIVE TECHNIQUES FOR RADAR TARGET DISCRIMINATION

NOVEL ITERATIVE TECHNIQUES FOR RADAR TARGET DISCRIMINATION NOVEL ITERATIVE TECHNIQUES FOR RADAR TARGET DISCRIMINATION Phaneendra R.Venkata, Nathan A. Goodman Department of Electrcal and Computer Engneerng, Unversty of Arzona, 30 E. Speedway Blvd, Tucson, Arzona

More information