Interplex modulation for navigation systems at the L1 band
|
|
- Myron Ralf Bryant
- 5 years ago
- Views:
Transcription
1 Ierplex modulaio or avigaio yem a he L bad Emilie Rebeyrol, Chriophe Maabiau, Lioel Rie, Jea-Lu Iler, Mihel Bouque, Marie-Laure Bouhere To ie hi verio: Emilie Rebeyrol, Chriophe Maabiau, Lioel Rie, Jea-Lu Iler, Mihel Bouque, e al.. Ierplex modulaio or avigaio yem a he L bad. ION NTM 006, Naioal Tehial Meeig o The Iiue o Navigaio, Ja 006, Moerey, Uied ae. pp 00-, 006, <hp:// <hal-00777> HAL Id: hal hp://hal-ea.arhive-ouvere.r/hal ubmied o 7 O 0 HAL i a muli-diipliary ope ae arhive or he depoi ad diemiaio o ieii reearh doume, wheher hey are publihed or o. The doume may ome rom eahig ad reearh iiuio i Frae or abroad, or rom publi or privae reearh eer. L arhive ouvere pluridiipliaire HAL, e deiée au dépô e à la diuio de doume ieiique de iveau reherhe, publié ou o, émaa de éablieme d eeigeme e de reherhe raçai ou érager, de laboraoire publi ou privé.
2 Ierplex Modulaio or Navigaio yem a he L bad Emilie Rebeyrol, ENAC/TeA Chriophe Maabiau, ENAC Lioel Rie, Jea-Lu Iler, CNE Mihel Bouque, UAERO Marie-Laure Bouhere, ENEEIHT BIOGRAHY Emilie Rebeyrol graduaed a a eleommuiaio egieer rom he INT Iiu Naioal de Téléommuiaio i 00. he i ow a h.d ude a he aellie avigaio lab o he ENAC. Currely he arrie ou reearh o Galileo igal ad heir geeraio i he aellie payload i ollaboraio wih he CNE Cere Naioal d Eude paiale, i Touloue, Frae. Chriophe Maabiau graduaed a a eleroi egieer i 99 rom he ENAC Eole Naioale de l Aviaio Civile i Touloue, Frae. ie 99, he ha bee workig o he appliaio o aellie avigaio ehique o ivil aviaio. He reeived hi h.d. i 997 ad ha bee i harge o he igal proeig lab o he ENAC ie 000. Lioel Rie i a avigaio egieer i he "Tramiio Tehique ad igal roeig Deparme", a CNE ie Jue 000. He i repoible o reearh aiviie o GN igal, iludig BOC modulaio ad moderied G igal LC & L5. He graduaed rom he Eole olyehique de Bruxelle, a Bruel Free Uiveriy Belgium ad he peialized i pae eleommuiaio yem a upaero ENAE, i Touloue Frae. Jea-Lu Iler i head o he Tramiio Tehique ad igal proeig deparme o CNE, whoe mai ak are igal proeig, air ierae ad equipme i Radioavigaio, Teleommuiaio, TT&C, High Daa Rae TeleMery, propagaio ad perum urvey. He i ivolved i he developme o everal paebore reeiver i Europe, a well a i udie o he Europea RadioNavigaio proje, like GALILEO ad he eudolie Nework. Wih DRAT ad DGA, he repree Frae i he GALILEO igal Tak Fore o he Europea Commiio. Wih Lioel Rie ad Laure Learqui, he reeived he aroaui prize 00 o he Freh Aeroauial ad Aroauial Aoiaio AAAF or hi work o Galileo igal deiiio. Mihel Bouque i a roeor a UAERO Freh Aeropae Egieerig Iiue o Higher Eduaio, i harge o graduae ad po-graduae program i aeropae eleroi ad ommuiaio. He ha over wey ive year o eahig ad reearh experiee, relaed o may ape o aellie yem modulaio ad odig, ae ehique, oboard proeig, yem udie... He ha auhored or o-auhored may paper i he area o digial ommuiaio ad aellie ommuiaio ad avigaio yem, ad exbook, uh a aellie Commuiaio yem publihed by Wiley. Marie-Laure Bouhere graduaed rom he ENT Breage i 985 Egieerig degree i Elerial Egieerig ad rom Teleom ari i 997 hd degree. he worked a a egieer i Alael pae rom 986 o 99 he moved o ENT a a Aoiaed roeor he a roeor. Her ield o iere are digial ommuiaio modulaio/odig, digial reeiver, muliarrier ommuiaio, aellie oboard proeig iler bak, DBFN ad avigaio yem. ABTRACT Beaue o he limied availabiliy o he perum alloaed or avigaio yem, he umerou avigaio igal broada by Moderized G ad Galileo yem will have o be ombied ad employ badwidh-eiie modulaio. Ideed, he G moderizaio heme eail he addiio o he ew miliary igal M-ode o he eablihed C/A ad Y ode a he ame arrier requey. Oe o he mo impora queio i how o ombie hi ew igal wih he legay oe a he 00
3 payload level, while maiaiig good perormae a reepio. Thi problem alo exi or Galileo ie: - i he L bad, he Ope ervie O igal wo hael ad he ubli Regulaed ervie R igal mu be ramied o he ame arrier. - i he E6 bad, he Commerial ervie C igal mu be ramied wih he R igal. The Ierplex modulaio, a pariular phae-hiedkeyed/phae modulaio K/M, wa hoe o rami all hee igal beaue i i a oa-evelope modulaio, hereby allowig he ue o auraed power ampliier wih limied igal diorio [TF, 00; Raja ad Irvie, 005]. The mai objeive o hi paper i o udy he Ierplex modulaio, a i i ued or he G ad Galileo igal. I a ir par we will pree he Ierplex modulaio, i geeral ormulaio ad i appliaio or he muliplexig o hree igal. The, we will be iereed i he appliaio o hi modulaio o he G L igal ad he Galileo L igal. We will give he geeral expreio o he G L Ierplex igal ad how he modiiaio whih mu be made o he geeral expreio o he Ierplex modulaio o apply i o he ae o he ombiaio o he C/A ad Y ode wih he ew M-ode. Wih regard o he Galileo igal we will udy wo diere ae. I he ir ae we will oider ha he O igal i a laial BOC,. I he eod ae we will make he udy, aumig ha he O igal i he ew igal alled Compoie Biary Coded ymbol CBC, reely publihed [Hei e al., 005]. To olude, he heoreial ormula o he power perum deiie o he G L Ierplex igal ad o he Galileo L Ierplex igal are give. I. INTRODUCTION The moderizaio o G ad he developme o he GALILEO yem have led o he udy o diere modulaio ehique i he L bad i order o obai he be perormae a he reepio level. everal ehique were propoed o olve hi problem: he Cohere Adapive ubarrier Modulaio CAM, whih i mahemaially equivale o he Ierplex modulaio, preeed i [Buma ad Timor, 97], wa propoed by Daeh e al 999; he Quadraure rodu ubarrier Modulaio QM mehod whih wa developed or geeral quadraure-muliplexed ommuiaio yem [Daeh, 999]; ad he oalled majoriy voe logi ehique explored by pilker ad Orr 998. be overall aellie power eiieie by ombiig muliple igal io a phae modulaed ompoie igal ha keep a oa evelope. Thak o hi modulaio, he aellie high-power ampliier may be operaed io auraio wih limied udeirable Ampliude- Modulaio o Ampliude-Modulaio AM/AM ad Ampliude-Modulaio o hae-modulaio AM/M diorio. However i mai diadvaage i ha i implie iermodulaio erm i order o obai a oa evelope, ad hu wae par o he ramied power hrough hi ompoe. For GN, hi wae o ueul power hould be areully aalyzed beaue i i a eleme or he yem opimizaio. The Ierplex modulaio, propoed or eah ew igal, hould be udied beaue he produ ould oume more or le power ad hereore idue wore or beer perormae. Thi paper propoe a review o he Ierplex modulaio. Fir a geeral ormulaio o hi modulaig ehique will be preeed. The, we will how whih modulaio idex may be hoe i he ae o he G yem ad he Galileo yem a he L bad. For he Galileo yem we will udy wo diere ae, wheher he O igal i a laial BOC, or he O igal i a CBC Compoie Biary Coded ymbol. For boh avigaio yem, he phae diagram o he Ierplex modulaio will be preeed. Fially we will give he expreio o he power perum deiie or he G L Ierplex igal, ad or he Galileo L Ierplex igal. II. FORMULATION A already meioed, he Ierplex modulaio i a pariular phae-hied-keyed/phae modulaio K/M, ombiig muliple igal io a phae modulaed ompoie igal. The geeral orm o he Ierplex phae-modulaed igal, a preeed i [Buma ad Timor, 97], i: where: θ o i he oal average power i he arrier requey i he phae modulaio i a radom phae I he ae o GN appliaio he phae modulaio a be deied a: The Ierplex modulaio wa eveually preerred [Wag e al., 00; TF, 00] beaue i provide he 0
4 N θ wih: ± q d where q i a quare-wave ub-arrier, d i he maerializaio o he daa meage i he maerializaio o he preadig ode N i he umber o ompoe, ad i he modulaio agle or modulaio idex whih hoie deermie he power alloaio or eah igal ompoe. The mo ommo ae or uure GN igal oiguraio i he ramiio o hree igal o he ame arrier: oe igal i he quadraure hael: wo igal i he i-phae hael: ad The Ierplex igal a he be expreed a: o Noe ha i ake equal o - / beaue he igal i i quadraure wih he wo oher igal. uh a igal a be geeraed hak o he ollowig heme, preeed i Figure [U ae, 00]. Figure : Ierplex geeraor heme By developig Equaio, i a be how ha: i i o o 5 i o o i o i i o o i ad ially, 6 i i i o o o i o o i Thak o Equaio 6, i a be oied ha he ir hree erm orrepod o he deired ueul igal erm,, ; he ourh erm i he udeired iermodulaio erm. Thi erm i equal o he produ o he hree deired igal balaed by he modulaio idexe ad. I oume ome o he oal ramied power ha ould be available or he hree deired igal. Ideed, wih he Ierplex modulaio, he power o eah ompoe i equal o: i i i o o i o o 7 Equaio 7 how ha he power o eah igal ompoe oly deped o wo variable ad. Thu he expreio o he equivale baebad Ierplex igal a be re-wrie a: ˆ j 8 where { } j exp ˆ Re Figure repree he power o he diere igal a a uio o he value o he modulaio idexe. The ir graph repree he power o eah igal ompoe i uio o wih / ad he eod graph repree he power o eah igal ompoe i uio o wih /. 0
5 igal igal igal igal I-phae igal Quadraure igal oi o modulaio oellaio Figure :Ierplex modulaio oellaio Noe ha i /, we have he ame igure bu wih he omplemeary agle. Figure : Variaio o igal power a a uio o Ierplex modulaio idexe The Figure how ha he hoie o ad deped o he power ha we wa o give o eah igal. A rade-o mu be made o have uiie power o he deired igal ad o-diadvaageou power o he igal. A aurae udy mu be made o id he mo uiable value or ad. The diere ae o he Ierplex igal a be repreeed o a phae diagram whoe x-axi i he iphae ompoe ad whoe y-axi i he quadraure ompoe. For he pree ae, he diagram o he modulaio oellaio i how i Figure : Thi diagram how ha eve i he iroduio o he produ oume ome o he available power, he Ierplex modulaio keep he magiude o he ompoie igal evelope oa, whih ailiae he ue o auraed ampliier i he payload. III. ALICATION TO THE NAVIGATION YTEM AT THE L BAND G Cae I he L bad, moderized G aellie will rami hree igal: he C/A ode igal ompoe,. he ode igal ompoe,. he ew miliary igal M-ode,. The igal i a C/A-ode a.0 Mhip per eod ode hippig rae i No-Reur o Zero NRZ orma. The igal i a -ode a 0. Mhip/ ode hippig rae i NRZ orma. The M-ode igal i he produ o a ode ormed wih NRZ ymbol ruig a 5*.0 Mhip/ ad a quare-wave ub-arrier ruig a 0*.0 MHz. I i a Biary Oe Carrier, a BOC0,5. I [Daeh e al., 999; Daeh e al., 000], he Cohere Adapive ubarrier Modulaio CAM i propoed a a peii oluio or ramiig he hree G igal pree i he L bad. Thi modulaio ould be oidered a a hree ompoe Ierplex modulaio wih a pariular ad opimal hoie o he modulaio idexe. The CAM propoe o pu he - ode igal ad he M-ode i he i-phae ompoe ad he C/A ode i he quadraure ompoe wih he produ. We will ake hi igal layou a reeree bu oher ae have bee udied, pariularly i [Wag e al., 00], where he -ode ad he C/A ode igal are i he i-phae ompoe ad he M-ode i he quadraure ompoe. 0
6 I he pree ae, i deied hak o he wo ollowig equaio, propoed i [Daeh e al., 000]: o where Q I i 9 I i he power o he iiial igal i phae Q i he power o he iiial igal i quadraure i he oal average power. ad. I hi ae, he produ o he hree G igal i a BOC0,0 ub-arrier, o he produ i a BOC0,0. The modulaio oellaio o he G Ierplex modulaio i preeed i Figure : The oly modulaio idex, whih i o e, i. I i reamed m. Coequely, he power o eah igal deped oly o m ad i equal o: o o i Q I Q I m m m m i 0 Noe ha he oal average power i maiaied oa: I Q The G igal ramied wih he CAM modulaio a be wrie a: o m o i i o I Q Q I o m i m o m o m i m o m i i m i o m o i m o o i m i A already ee i he previou eio, he iermodulaio produ i he produ o he igal, 5 Figure :G Ierplex modulaio oellaio A previouly he evelope o he igal i oa eve i ome o he available power i waed i he produ. GALILEO yem The modulaio heme ued o rami he L Galileo igal ad propoed i [GJU, 005] i imilar o he modulaio heme propoed, previouly, or he G ae. Le aume ha i he ae o he Galileo yem he igal ha will be broada i he L bad are: he R igal. I i a oie-phaed BOC5,.5 igal,. he daa O igal. I i a BOC, igal. he pilo O igal. I i a BOC, igal. The oly dieree bewee he igal ad i heir ode, whih do have he ame value eve i hey have he ame ode rae. I he pree ae, a reerred i [GJU, 005], he oal power hould be equally divided io he i-phae ompoe ad he quadraure ompoe. Moreover he power o he daa O ompoe hould be equal o he power o he pilo O ompoe. Coequely, he parameer ad are e by he ollowig relaiohip: 0
7 o i o i o o 6 Thi yem lead o - m0.655 rad. Coequely, he expreio o he igal ramied i: o m m i m o m o o i m m o m i i m I hi ae, he power o eah ompoe i equal o: o i m o m m i m 9 7 The diagram o he modulaio oellaio i how i Figure 5: 8 rami a liear ombiaio o a BOC, ub-arrier ad a Biary Coded igal BC ub-arrier iead o a laial BOC, ub-arrier. Followig hee aumpio, he igal ramied o Galileo L would be: A daa O igal ha a be repreeed a: o θ BOC, o θ BC, A pilo O igal ha a be repreeed a: o θ BOC, o θ BC, he R igal already deribed earlier. To rami hee igal wih he Ierplex modulaio we mu, i a, oider eparaely he BOC, ad he BC. o he igal ramied wih he Ierplex modulaio are:, he BOC5,.5 iludig he R RN ode., he BOC, ub-arrier oly., he BC ub-arrier oly. The expreio o he Ierplex igal ramied i he: o θ θ A A B B 0 6 where C A i he O daa hael ode preadig ode ad daa ad C B i he O pilo hael ode preadig ode oly. Equaio 0 how ha he value o he modulaio idexe are expreed a a uio o he agle ad, whih deped o he pereage o power ha i pu o he BC ompoe. I a be oied ha he model ued or he opimized Galileo L igal i i a a Ierplex modulaio model wih 5 igal ompoe ad o oly hree a he previou oe. 5 Developig he equaio 0 give: Figure 5: Galileo Ierplex modulaio oellaio The Figure 5 how ha he modulaio oellaio i oly ompoed o 6 plo. Thi i due o he a ha he igal ad are boh BOC, ub-arrier ad by he way he oellaio goe hrough he poi ad 5 wie. Currely, oher udie are made o rami a Galileo L igal whih perormae i beer ha he oe obaied wih a BOC,. [Hei e al., 005] propoe o A B o A B o i A B θ θ i θ θ o i θ i θ i 05
8 Thi expreio i he expreio o he opimized igal whih i propoed o rami he O igal ad he R igal i he L bad ad preeed i [Hei e al., 005]. I hi ae he produ igal hape deped oly o he R igal, C A ad C B. I doe o deped o he BOC, ub-arrier or o he BC ub-arrier. A oirmed i [Hei e al., 005], he power o eah ompoe i equal o: θ o θ o O i θ i θ R i θ i θ We a alo oie ha: o θ BOC ad o θ, BC Coequely he value o ad allow o e he pereage o deired BC or BOC, power. The phae diagram o he modulaio oellaio i imilar, a he oher example, o he phae diagram o a 8-K modulaio: θ i θ i _ CBC _ BOC, we oie ha or he ae o he BOC, igal he power deped o oly oe modulaio idex, wherea or he ae o he CBC igal he power deped o wo modulaio idexe. o he eig o he power eem o be eaier wih he opimized igal. The ompario o boh produ will be more preiely aalyzed i he ex par wih he udy o heir power perum deiie. IV. OWER ECTRUM DENITIE, i m I order o udy he impa o he igal o he perum o he L G ad Galileo igal, we will give, i hi par, he heoreial expreio o he power perum deiie o he Ierplex igal preeed previouly. G Cae where ˆ The G igal i he L bad ould be wrie a: { ˆ exp j } Re j ˆ j j 5 o he auoorrelaio uio o uh a igal i: τ R ˆ τ o R 6 wih [ ˆ ˆ ] R τ E τ ˆ Figure 6: Opimized Galileo Ierplex modulaio oellaio j ˆ j R τ E τ τ j τ j τ τ τ 7 I we ompare he power o he produ o he BOC, igal ad o he CBC igal: The diere ode whih ompoe he igal, ad have a very low ro-orrelaio, o he roorrelaio bewee he diere ode i herei aumed o be equal o zero. Coequely, 06
9 τ R τ τ R τ R ˆ τ R 8 R The power perum deiy o he G Ierplex igal i he Fourier Traorm o he auoorrelaio uio: wih ˆ ˆ TF ˆ ˆ [ R τ ] ˆ R TF R 9 τ R τ τ R τ 0 I p/q i eve ad i he ub-arrier i ie-phaed, he power perum deiy o a BOCp,q igal, i equal o [Bez, 00]: The power perum deiy o a NRZ modulaio i: i T T T wih T he ode period. 5 Coequely, he power perum deiy o he C/A ode igal ompoe i: i T T T 6 ad he power perum deiy o he -ode igal ompoe i : Fially, T i T 0 0 T 0 7 BOC T i i T T T o wih T he ode period. ˆ T T 5 i T 5 a 0 T 0 i 0 T i T 0 i 0 8 o he power perum deiy o he BOC0,5 M-ode igal i : T T i i T T o 0 wih T /.0e6. wih T /.0e6. The ex graph repree he urve obaied wih imulaio ad he urve obaied hak o he heoreial expreio o he power perum deiy. We oider ha 0.5 db, 0 db ad - db [Fa e al., 005] ad he urve whih orrepod o he imulaio ae i ormalized by i ample umber. Ad i he ae o he BOC0,0 igal: T T i i T T o 0 07
10 T i.5.5 T o T 0 T o 0 The erm i he produ o he igal, ad, o i i a BOC5,.5 a he R igal. I power perum deiy i hereore imilar o he equaio. o, he power perum deiy o he Galileo L igal i: Figure 7: ower perum Deiy o he L G igal GALILEO yem I he ae o a BOC, igal i oidered, he Galileo L igal ould be wrie : where { ˆ exp j } Re ˆ j j 9 The alulaio o he power perum deiie o hi igal i imilar o he alulaio o he power perum deiie o he G igal, o: ˆ ˆ wih ˆ 0 The power perum deiy o he igal ad he igal are equal. Their expreio i: T i i T T T o The igal i a oie-phaed BOC5,.5, o he power perum deiy o hi igal i: m m o ˆ o m i m i Now he ae o he Galileo L opimized igal i oidered, he expreio o he igal ramied i he Galileo L bad i: wih ˆ { ˆ exp j } Re A B i j o θ o θ o θ o θ θ i θ i θ i θ The igal ould alo be wrie: ˆ OA i j OB θ i θ i θ i θ 5 6 where OA ad OB repree he daa Ope ervie igal ad he pilo Ope ervie igal, iludig repeively he ode A ad he ode B ad he weighed aor depedig o ad. A previouly, we have: wih R τ R ˆ τ o [ ˆ ˆ ] R τ E τ ˆ 08
11 The roorrelaio bewee he diere ode i agai aumed o be equal o zero. Coequely, R ˆ τ R OA τ R τ OB i θ i θ R τ i θ i θ R τ 7 The power perum deiie o he opimized Galileo igal i he Fourier Traorm o he auoorrelaio uio: wih TF ˆ ˆ ˆ ˆ [ Rˆ τ ] i θ OA OB i θ i θ i θ 8 The alulaio o he power perum deiie o he OA ad OB igal are preeed i [Hei e al., 005]. o we have: T i.5.5 o 0 BOC 5,.5 o T T 0 BOC, ad BC T i i T T T o i i j i o T 5 5 j i i j 5 where reer o he umber o ymbol i oe hip. The power perum deiy o a BC[ ], wa preeed i [Hei e al., 005]. The Galileo opimized igal he BC, iveigaed by [Hei e al., 005], i he BC[ ],. I i propoed ha he pereage o BC power repree 0% o he oal O power. Thi odiio ivolve 0.5 rad ad. rad, oiderig ha he O power hould be equal o he R power. OA T C OB T C o o θ o θ BOC, θ o θ Re FT p BOC, o o BC * { FT p } θ o θ BOC, θ o θ Re FT pboc, BC BC * { FT p } BC 9 50 wih BOC, ad BC he power perum deiie o he BOC, ad he BC modulaio. The igal ad he produ are boh oiephaed BOC5,.5 modulaio. o, he power perum deiy o he igal i: o ˆ wih BOC, o θ θ i θ θ BC 5 i BOC5,.5 Figure 8: ower perum Deiy o he opimized L Galileo igal Now ha he power perum deiie o he produ or he wo Galileo igal ae were alulaed, we a oie ha i boh ae he produ i a BOC5,.5 ub-arrier, oly he power o he wo produ i diere. A already meioed, we have: _ CBC i θ i θ, i m _ BOC, 09
12 Coiderig he opimal value or he modulaio idexe i eah ae ad ha he oal power i equal o, we have: - or he BOC, ae, [TF, 00] propoe m0.655 o -9.5 db. - For he CBC ae, [Hei e al., 005] propoe 0% o BC, o -.7 db. Thereore he power waed i he produ i more impora i he ae o he laial BOC, igal. To olude, i he ex graph he G igal ad he opimized Galileo igal power perum deiie evelope have bee ploed: ACKNOWLEDGMENT The auhor are hakul o Olivier JULIEN or hi valuable remark ad uggeio. REFERENCE [Bez, 00]: Biary Oe Carrier Modulaio or Radioavigaio Joh W. Bez Joural o he Iiue o Navigaio, Wier [Bez, 00]: Brie Overview o Biary ad Quadraphae Coded ymbol or GN Joh W. Bez Deember 00. [Buma ad Timor, 97]: Ierplex A eiie Mulihael K/M Telemery yem. Buma ad U. Timor IEEE Traaio o Commuiaio, Volume 0, No. Jue 97. [Daeh e al., 999]: Cohere Adapaive ubarrier Modulaio CAM or G moderizaio. A. Daeh,. Lazar, T. M. Nguye roeedig o 999 ION Naioal Tehial Meeig a Diego, Jauary 999. [Daeh, 999]: Quadraure rodu ubarrier Modulaio QM.A. Daeh IEEE Aeropae Coeree, 999. Figure 9:ower perum Deiie o he L bad igal V. CONCLUION Thi paper ha provided wo mai poi. Fir i ha bee how ha he expreio o he ombied L G igal ad he expreio o he ombied L Galileo igal ould be liked o a uique ormula oidered a he deiiio o he Ierplex modulaio. I wa alo how ha he opimized Galileo L igal ould be liked o hi ormula. For he diere ae he phae diagram o he modulaio wa preeed. eodly he expreio o he power perum deiie o all he avigaio L igal have bee heoreially alulaed ad a pariular aeio i made o he iermodulaio erm. Ideed he Ierplex modulaio guaraee a oa evelope or he avigaio igal by reaig a iermodulaio erm whih i uele or he avigaio bu mu be ake io aou or a igal power opimizaio. Beide i ha bee how ha he produ power o he opimized Galileo igal i weaker ha he produ power o he laial Galileo igal. [Daeh e al., 000]: Compaibiliy o he Ierplex Modulaio Mehod wih C/A ad Y ode igal.a. Daeh, L. Cooper, M. arridge ION G 000 al Lake Ciy, epember 000. [Fa e al., 005]: The RF ompaibiliy o Flexible Navigaio igal Combiig Mehod T. Fa, V.. Li, G.H. Wag, K.. Maie,.A. Daeh ION NTM 005 a Diego, -6 Jauary 005. [Hei e al., 005]: A adidae or he Galileo L O opimized igal G.W. Hei, J-A Avila-Rodriguez, L. Rie, L. Learqui, J-L Iler, J. Gode, T. ra ION GN 005 Log Beah, epember 005. [GJU, 005]: L Bad par o Galileo igal i pae ICD GJU G TG GERAN meeig Caada, May [Raja ad Irvie, 005]: G IIR-M ad IIF: ayload Moderizaio J.A. Raja ad J. Irvie ION NTM 005 a Diego, -6 Jauary 005. [pilker ad Orr, 998]: Code Muliplexig Via Majoriy Logi or G Moderizaio J.J. pilker Jr. ad R.. Orr ION G 998 Nahville, 5-8 epember
13 [TF, 00]: au o Galileo Frequey ad igal Deig G. W. Hei, J. Gode, J-L. Iler, J-C. Mari,. Erhard, R. Lua-Rodriguez, T. ra roeedig o he ION G 00 epember 00. [U ae, 00]: rogrammable Waveorm Geeraio or a Global oiioig yem Gee L. Cagiai U ae 6595 Jauary 00. [Wag e al., 00]: udy o igal Combiig Mehodologie or G III Flexible Navigaio ayload G.H. Wag, V.. Li, T. Fa, K.. Maie,.A. Daeh ION GN 00 Log Beah, epember 00.
Communications II Lecture 4: Effects of Noise on AM. Professor Kin K. Leung EEE and Computing Departments Imperial College London Copyright reserved
Commuiaio II Leure 4: Effe of Noie o M Profeor Ki K. Leug EEE ad Compuig Deparme Imperial College Lodo Copyrigh reerved Noie i alog Commuiaio Syem How do variou aalog modulaio heme perform i he preee of
More informationME 321 Kinematics and Dynamics of Machines S. Lambert Winter 2002
ME 31 Kiemaic ad Dyamic o Machie S. Lamber Wier 6.. Forced Vibraio wih Dampig Coider ow he cae o orced vibraio wih dampig. Recall ha he goverig diereial equaio i: m && c& k F() ad ha we will aume ha he
More informationDigital Modulation Schemes
Digial Modulaio cheme Digial ramiio chai igal repreeaio ime domai Frequecy domai igal pace Liear modulaio cheme Ampliude hi Keyig (AK) Phae hi Keyig (PK) Combiaio (APK, QAM) Pule hapig Coiuou Phae Modulaio
More informationELG3175 Introduction to Communication Systems. Angle Modulation Continued
ELG3175 Iroduio o Couiaio Sye gle Modulaio Coiued Le araériique de igaux odulé e agle PM Sigal M Sigal Iaaeou phae i Iaaeou requey Maxiu phae deviaio D ax Maxiu requey deviaio D ax Power p p p x où 0 d
More informationCommunication Systems Lecture 25. Dong In Kim School of Info/Comm Engineering Sungkyunkwan University
Commuiaio Sysems Leure 5 Dog I Kim Shool o Io/Comm Egieerig Sugkyukwa Uiversiy 1 Oulie Noise i Agle Modulaio Phase deviaio Large SNR Small SNR Oupu SNR PM FM Review o Agle Modulaio Geeral orm o agle modulaed
More informationCHAPTER 2 Quadratic diophantine equations with two unknowns
CHAPTER - QUADRATIC DIOPHANTINE EQUATIONS WITH TWO UNKNOWNS 3 CHAPTER Quadraic diophaie equaio wih wo ukow Thi chaper coi of hree ecio. I ecio (A), o rivial iegral oluio of he biar quadraic diophaie equaio
More informationEconomics 8723 Macroeconomic Theory Problem Set 3 Sketch of Solutions Professor Sanjay Chugh Spring 2017
Deparme of Ecoomic The Ohio Sae Uiveriy Ecoomic 8723 Macroecoomic Theory Problem Se 3 Skech of Soluio Profeor Sajay Chugh Sprig 27 Taylor Saggered Nomial Price-Seig Model There are wo group of moopoliically-compeiive
More informationChapter 7 - Sampling and the DFT
M. J. Rober - 8/7/04 Chaper 7 - Samplig ad he DT Seleced Soluio (I hi oluio maual, he ymbol,, i ued or periodic covoluio becaue he preerred ymbol which appear i he ex i o i he o elecio o he word proceor
More informationSUMMATION OF INFINITE SERIES REVISITED
SUMMATION OF INFINITE SERIES REVISITED I several aricles over he las decade o his web page we have show how o sum cerai iiie series icludig he geomeric series. We wa here o eed his discussio o he geeral
More informationModified Decomposition Method for Solution of Fractional Partial Differential Equations of Two-Sided
Arile Ieraioal Joral of Moder Mahemaial Siee 4: 3-36 Ieraioal Joral of Moder Mahemaial Siee Joral homepage:www.modersieifipre.om/joral/ijmm.ap ISSN: 66-86X Florida USA Modified Deompoiio Mehod for Solio
More informationMODERN CONTROL SYSTEMS
MODERN CONTROL SYSTEMS Lecure 9, Sae Space Repreeaio Emam Fahy Deparme of Elecrical ad Corol Egieerig email: emfmz@aa.edu hp://www.aa.edu/cv.php?dip_ui=346&er=6855 Trafer Fucio Limiaio TF = O/P I/P ZIC
More informationt = s D Overview of Tests Two-Sample t-test: Independent Samples Independent Samples t-test Difference between Means in a Two-sample Experiment
Overview of Te Two-Sample -Te: Idepede Sample Chaper 4 z-te Oe Sample -Te Relaed Sample -Te Idepede Sample -Te Compare oe ample o a populaio Compare wo ample Differece bewee Mea i a Two-ample Experime
More informationC(p, ) 13 N. Nuclear reactions generate energy create new isotopes and elements. Notation for stellar rates: p 12
Iroducio o sellar reacio raes Nuclear reacios geerae eergy creae ew isoopes ad elemes Noaio for sellar raes: p C 3 N C(p,) 3 N The heavier arge ucleus (Lab: arge) he ligher icomig projecile (Lab: beam)
More informationFrequency Transformation in Digital Domain
Freqey Traormaio i Digia Domai Pho S. Ngye Mebore, Vioria, Araia Emai: gyeipho@reqeyraorm.om Abra Thi paper irode a ew agorihm o raorm a digia ow-pa ier io a digia ow-pa, high-pa, b-pa, b-op arrow-b ier
More informationReview - Week 10. There are two types of errors one can make when performing significance tests:
Review - Week Read: Chaper -3 Review: There are wo ype of error oe ca make whe performig igificace e: Type I error The ull hypohei i rue, bu we miakely rejec i (Fale poiive) Type II error The ull hypohei
More informationEGR 544 Communication Theory
EGR 544 Commuicaio heory 7. Represeaio of Digially Modulaed Sigals II Z. Aliyazicioglu Elecrical ad Compuer Egieerig Deparme Cal Poly Pomoa Represeaio of Digial Modulaio wih Memory Liear Digial Modulaio
More informationRuled surfaces are one of the most important topics of differential geometry. The
CONSTANT ANGLE RULED SURFACES IN EUCLIDEAN SPACES Yuuf YAYLI Ere ZIPLAR Deparme of Mahemaic Faculy of Sciece Uieriy of Aara Tadoğa Aara Turey yayli@cieceaaraedur Deparme of Mahemaic Faculy of Sciece Uieriy
More informationS n. = n. Sum of first n terms of an A. P is
PROGREION I his secio we discuss hree impora series amely ) Arihmeic Progressio (A.P), ) Geomeric Progressio (G.P), ad 3) Harmoic Progressio (H.P) Which are very widely used i biological scieces ad humaiies.
More informationBig O Notation for Time Complexity of Algorithms
BRONX COMMUNITY COLLEGE of he Ciy Uiversiy of New York DEPARTMENT OF MATHEMATICS AND COMPUTER SCIENCE CSI 33 Secio E01 Hadou 1 Fall 2014 Sepember 3, 2014 Big O Noaio for Time Complexiy of Algorihms Time
More informationFrequency Transformation in Digital Domain
Ieraioa Jora o Siga Proeig Syem Vo. 4, o. 5, Oober 6 Freqey raormaio i Digia Domai Pho S. gye Deparme o Commiaio Iormai, Vioria iveriy o ehoogy, Mebore, Araia Emai: gyeipho@reqeyraorm.om Eqaio () a be
More informationF D D D D F. smoothed value of the data including Y t the most recent data.
Module 2 Forecasig 1. Wha is forecasig? Forecasig is defied as esimaig he fuure value ha a parameer will ake. Mos scieific forecasig mehods forecas he fuure value usig pas daa. I Operaios Maageme forecasig
More informationConsider a Binary antipodal system which produces data of δ (t)
Modulaion Polem PSK: (inay Phae-hi keying) Conide a inay anipodal yem whih podue daa o δ ( o + δ ( o inay and epeively. Thi daa i paed o pule haping ile and he oupu o he pule haping ile i muliplied y o(
More informationTIME RESPONSE Introduction
TIME RESPONSE Iroducio Time repoe of a corol yem i a udy o how he oupu variable chage whe a ypical e ipu igal i give o he yem. The commoly e ipu igal are hoe of ep fucio, impule fucio, ramp fucio ad iuoidal
More informationarxiv: v1 [math.nt] 13 Dec 2010
WZ-PROOFS OF DIVERGENT RAMANUJAN-TYPE SERIES arxiv:0.68v [mah.nt] Dec 00 JESÚS GUILLERA Abrac. We prove ome diverge Ramauja-ype erie for /π /π applyig a Bare-iegral raegy of he WZ-mehod.. Wilf-Zeilberger
More informationMath 213b (Spring 2005) Yum-Tong Siu 1. Explicit Formula for Logarithmic Derivative of Riemann Zeta Function
Math 3b Sprig 005 Yum-og Siu Expliit Formula for Logarithmi Derivative of Riema Zeta Futio he expliit formula for the logarithmi derivative of the Riema zeta futio i the appliatio to it of the Perro formula
More informationBEST LINEAR FORECASTS VS. BEST POSSIBLE FORECASTS
BEST LINEAR FORECASTS VS. BEST POSSIBLE FORECASTS Opimal ear Forecasig Alhough we have o meioed hem explicily so far i he course, here are geeral saisical priciples for derivig he bes liear forecas, ad
More information14.02 Principles of Macroeconomics Fall 2005
14.02 Priciples of Macroecoomics Fall 2005 Quiz 2 Tuesday, November 8, 2005 7:30 PM 9 PM Please, aswer he followig quesios. Wrie your aswers direcly o he quiz. You ca achieve a oal of 100 pois. There are
More information6.302 Feedback Systems Recitation : Phase-locked Loops Prof. Joel L. Dawson
6.32 Feedback Syem Phae-locked loop are a foundaional building block for analog circui deign, paricularly for communicaion circui. They provide a good example yem for hi cla becaue hey are an excellen
More informationComparison between Fourier and Corrected Fourier Series Methods
Malaysia Joural of Mahemaical Scieces 7(): 73-8 (13) MALAYSIAN JOURNAL OF MATHEMATICAL SCIENCES Joural homepage: hp://eispem.upm.edu.my/oural Compariso bewee Fourier ad Correced Fourier Series Mehods 1
More informationEconomics 8723 Macroeconomic Theory Problem Set 2 Professor Sanjay Chugh Spring 2017
Deparme of Ecoomics The Ohio Sae Uiversiy Ecoomics 8723 Macroecoomic Theory Problem Se 2 Professor Sajay Chugh Sprig 207 Labor Icome Taxes, Nash-Bargaied Wages, ad Proporioally-Bargaied Wages. I a ecoomy
More informationWhat is a Communications System?
Wha is a ommuiaios Sysem? Aual Real Life Messae Real Life Messae Replia Ipu Sial Oupu Sial Ipu rasduer Oupu rasduer Eleroi Sial rasmier rasmied Sial hael Reeived Sial Reeiver Eleroi Sial Noise ad Disorio
More information21. NONLINEAR ELEMENTS
21. NONLINEAR ELEMENTS Earhquake Reia Srucure Should Have a Limied Number o Noliear Eleme ha ca be Eail Ipeced ad Replaced aer a Major Earhquake. 21.1 INTRODUCTION { XE "Eerg:Eerg Diipaio Eleme" }{ XE
More informationFresnel Dragging Explained
Fresel Draggig Explaied 07/05/008 Decla Traill Decla@espace.e.au The Fresel Draggig Coefficie required o explai he resul of he Fizeau experime ca be easily explaied by usig he priciples of Eergy Field
More informationState-Space Model. In general, the dynamic equations of a lumped-parameter continuous system may be represented by
Sae-Space Model I geeral, he dyaic equaio of a luped-paraeer coiuou ye ay be repreeed by x & f x, u, y g x, u, ae equaio oupu equaio where f ad g are oliear vecor-valued fucio Uig a liearized echique,
More informationReview Answers for E&CE 700T02
Review Aswers for E&CE 700T0 . Deermie he curre soluio, all possible direcios, ad sepsizes wheher improvig or o for he simple able below: 4 b ma c 0 0 0-4 6 0 - B N B N ^0 0 0 curre sol =, = Ch for - -
More informationHadamard matrices from the Multiplication Table of the Finite Fields
adamard marice from he Muliplicaio Table of he Fiie Field 신민호 송홍엽 노종선 * Iroducio adamard mari biary m-equece New Corucio Coe Theorem. Corucio wih caoical bai Theorem. Corucio wih ay bai Remark adamard
More information1 Notes on Little s Law (l = λw)
Copyrigh c 26 by Karl Sigma Noes o Lile s Law (l λw) We cosider here a famous ad very useful law i queueig heory called Lile s Law, also kow as l λw, which assers ha he ime average umber of cusomers i
More informationSPATIAL EMBEDDED SLIP MODEL FOR ANALYZING COUPLING TIME- RELATIVE EFFECTS OF CREEP AND PRESTRESS OF PC BRIDGES
Iabul Bridge Coferee Augu 11-13, 2014 Iabul, urkey SPAIAL EMBEDDED SLIP MODEL FOR ANALYZING COUPLING IME- RELAIVE EFFECS OF CREEP AND PRESRESS OF PC BRIDGES Cheg Ma 1 ad Wei-zhe Che 2 ABSRAC A paial embedded
More informationKey Questions. ECE 340 Lecture 16 and 17: Diffusion of Carriers 2/28/14
/8/4 C 340 eure 6 ad 7: iffusio of Carriers Class Oulie: iffusio roesses iffusio ad rif of Carriers Thigs you should kow whe you leave Key Quesios Why do arriers use? Wha haes whe we add a eleri field
More informationPure Math 30: Explained!
ure Mah : Explaied! www.puremah.com 6 Logarihms Lesso ar Basic Expoeial Applicaios Expoeial Growh & Decay: Siuaios followig his ype of chage ca be modeled usig he formula: (b) A = Fuure Amou A o = iial
More informationPower Bus Decoupling Algorithm
Rev. 0.8.03 Power Bus Decoulig Algorihm Purose o Algorihm o esimae he magiude o he oise volage o he ower bus es. Descriio o Algorihm his algorihm is alied oly o digial ower bus es. or each digial ower
More informationThe Eigen Function of Linear Systems
1/25/211 The Eige Fucio of Liear Sysems.doc 1/7 The Eige Fucio of Liear Sysems Recall ha ha we ca express (expad) a ime-limied sigal wih a weighed summaio of basis fucios: v ( ) a ψ ( ) = where v ( ) =
More informationLinear Quadratic Regulator (LQR) - State Feedback Design
Linear Quadrai Regulaor (LQR) - Sae Feedbak Design A sysem is expressed in sae variable form as x = Ax + Bu n m wih x( ) R, u( ) R and he iniial ondiion x() = x A he sabilizaion problem using sae variable
More information10.3 Autocorrelation Function of Ergodic RP 10.4 Power Spectral Density of Ergodic RP 10.5 Normal RP (Gaussian RP)
ENGG450 Probabiliy ad Saisics for Egieers Iroducio 3 Probabiliy 4 Probabiliy disribuios 5 Probabiliy Desiies Orgaizaio ad descripio of daa 6 Samplig disribuios 7 Ifereces cocerig a mea 8 Comparig wo reames
More informationDERIVING THE DEMAND CURVE ASSUMING THAT THE MARGINAL UTILITY FUNCTIONS ARE LINEAR
Bllei UASVM, Horilre 65(/008 pissn 1843-554; eissn 1843-5394 DERIVING THE DEMAND CURVE ASSUMING THAT THE MARGINAL UTILITY FUNCTIONS ARE LINEAR Crii C. MERCE Uiveriy of Agrilrl iee d Veeriry Mediie Clj-Npo,
More informationElectrical Engineering Department Network Lab.
Par:- Elecrical Egieerig Deparme Nework Lab. Deermiaio of differe parameers of -por eworks ad verificaio of heir ierrelaio ships. Objecive: - To deermie Y, ad ABD parameers of sigle ad cascaded wo Por
More information6/10/2014. Definition. Time series Data. Time series Graph. Components of time series. Time series Seasonal. Time series Trend
6//4 Defiiio Time series Daa A ime series Measures he same pheomeo a equal iervals of ime Time series Graph Compoes of ime series 5 5 5-5 7 Q 7 Q 7 Q 3 7 Q 4 8 Q 8 Q 8 Q 3 8 Q 4 9 Q 9 Q 9 Q 3 9 Q 4 Q Q
More informationVibration damping of the cantilever beam with the use of the parametric excitation
The s Ieraioal Cogress o Soud ad Vibraio 3-7 Jul, 4, Beijig/Chia Vibraio dampig of he cailever beam wih he use of he parameric exciaio Jiří TŮMA, Pavel ŠURÁNE, Miroslav MAHDA VSB Techical Uiversi of Osrava
More informationSubstructural identification with incomplete measurement for damage assessment
he eraioal Coeree o Sruural Healh oiorig ad ellige raruure November -,, okyo, apa, Vol., pp.9-8 Subruural ideiiaio wih iomplee meaureme or damage aeme.f. ee, C.G. oh & S.. Quek Deparme o Civil Egieerig,
More informationECE-314 Fall 2012 Review Questions
ECE-34 Fall 0 Review Quesios. A liear ime-ivaria sysem has he ipu-oupu characerisics show i he firs row of he diagram below. Deermie he oupu for he ipu show o he secod row of he diagram. Jusify your aswer.
More informationarxiv:math/ v1 [math.fa] 1 Feb 1994
arxiv:mah/944v [mah.fa] Feb 994 ON THE EMBEDDING OF -CONCAVE ORLICZ SPACES INTO L Care Schü Abrac. I [K S ] i wa how ha Ave ( i a π(i) ) π i equivale o a Orlicz orm whoe Orlicz fucio i -cocave. Here we
More informationDavid Randall. ( )e ikx. k = u x,t. u( x,t)e ikx dx L. x L /2. Recall that the proof of (1) and (2) involves use of the orthogonality condition.
! Revised April 21, 2010 1:27 P! 1 Fourier Series David Radall Assume ha u( x,) is real ad iegrable If he domai is periodic, wih period L, we ca express u( x,) exacly by a Fourier series expasio: ( ) =
More informationEEC 483 Computer Organization
EEC 8 Compuer Orgaizaio Chaper. Overview of Pipeliig Chau Yu Laudry Example Laudry Example A, Bria, Cahy, Dave each have oe load of clohe o wah, dry, ad fold Waher ake 0 miue A B C D Dryer ake 0 miue Folder
More information100(1 α)% confidence interval: ( x z ( sample size needed to construct a 100(1 α)% confidence interval with a margin of error of w:
Stat 400, ectio 7. Large Sample Cofidece Iterval ote by Tim Pilachowki a Large-Sample Two-ided Cofidece Iterval for a Populatio Mea ectio 7.1 redux The poit etimate for a populatio mea µ will be a ample
More informationDepartment of Mathematical and Statistical Sciences University of Alberta
MATH 4 (R) Wier 008 Iermediae Calculus I Soluios o Problem Se # Due: Friday Jauary 8, 008 Deparme of Mahemaical ad Saisical Scieces Uiversiy of Albera Quesio. [Sec.., #] Fid a formula for he geeral erm
More informationMeromorphic Functions Sharing Three Values *
Alied Maheaic 11 718-74 doi:1436/a11695 Pulihed Olie Jue 11 (h://wwwscirporg/joural/a) Meroorhic Fucio Sharig Three Value * Arac Chagju Li Liei Wag School o Maheaical Sciece Ocea Uiveriy o Chia Qigdao
More informationProblem Set If all directed edges in a network have distinct capacities, then there is a unique maximum flow.
CSE 202: Deign and Analyi of Algorihm Winer 2013 Problem Se 3 Inrucor: Kamalika Chaudhuri Due on: Tue. Feb 26, 2013 Inrucion For your proof, you may ue any lower bound, algorihm or daa rucure from he ex
More informationMAHALAKSHMI ENGINEERING COLLEGE TIRUCHIRAPALLI
MAHALAKSHMI EGIEERIG COLLEGE TIRUCHIRAALLI 6 QUESTIO BAK - ASWERS -SEMESTER: V MA 6 - ROBABILITY AD QUEUEIG THEORY UIT IV:QUEUEIG THEORY ART-A Quesio : AUC M / J Wha are he haraerisis of a queueig heory?
More informationIdeal Amplifier/Attenuator. Memoryless. where k is some real constant. Integrator. System with memory
Liear Time-Ivaria Sysems (LTI Sysems) Oulie Basic Sysem Properies Memoryless ad sysems wih memory (saic or dyamic) Causal ad o-causal sysems (Causaliy) Liear ad o-liear sysems (Lieariy) Sable ad o-sable
More information1. Solve by the method of undetermined coefficients and by the method of variation of parameters. (4)
7 Differeial equaios Review Solve by he mehod of udeermied coefficies ad by he mehod of variaio of parameers (4) y y = si Soluio; we firs solve he homogeeous equaio (4) y y = 4 The correspodig characerisic
More informationSuggested Solutions to Assignment 1 (REQUIRED)
EC 45 dvaced Macroecoomic Irucor: Sharif F ha Deparme of Ecoomic Wilfrid Laurier Uiveri Wier 28 Suggeed Soluio o igme (REQUIRED Toal Mar: 5 Par True/ Fale/ Ucerai Queio [2 mar] Explai wh he followig aeme
More informationPIECEWISE N TH ORDER ADOMIAN POLYNOMIAL STIFF DIFFERENTIAL EQUATION SOLVER 13
Abrac PIECEWISE N TH ORDER ADOMIAN POLYNOMIAL A piecewie h order Adomia polyomial olver for iiial value differeial equaio capable of olvig highly iff problem i preeed here. Thi powerful echique which employ
More informationEECE 301 Signals & Systems Prof. Mark Fowler
EECE 31 Signal & Syem Prof. Mark Fowler Noe Se #27 C-T Syem: Laplace Tranform Power Tool for yem analyi Reading Aignmen: Secion 6.1 6.3 of Kamen and Heck 1/18 Coure Flow Diagram The arrow here how concepual
More informationOnline Supplement to Reactive Tabu Search in a Team-Learning Problem
Olie Suppleme o Reacive abu Search i a eam-learig Problem Yueli She School of Ieraioal Busiess Admiisraio, Shaghai Uiversiy of Fiace ad Ecoomics, Shaghai 00433, People s Republic of Chia, she.yueli@mail.shufe.edu.c
More informationBrief Review of Linear System Theory
Brief Review of Liear Sytem heory he followig iformatio i typically covered i a coure o liear ytem theory. At ISU, EE 577 i oe uch coure ad i highly recommeded for power ytem egieerig tudet. We have developed
More informationFIXED FUZZY POINT THEOREMS IN FUZZY METRIC SPACE
Mohia & Samaa, Vol. 1, No. II, December, 016, pp 34-49. ORIGINAL RESEARCH ARTICLE OPEN ACCESS FIED FUZZY POINT THEOREMS IN FUZZY METRIC SPACE 1 Mohia S. *, Samaa T. K. 1 Deparme of Mahemaics, Sudhir Memorial
More informationLet s express the absorption of radiation by dipoles as a dipole correlation function.
MIT Deparme of Chemisry 5.74, Sprig 004: Iroducory Quaum Mechaics II Isrucor: Prof. Adrei Tokmakoff p. 81 Time-Correlaio Fucio Descripio of Absorpio Lieshape Le s express he absorpio of radiaio by dipoles
More informationN! AND THE GAMMA FUNCTION
N! AND THE GAMMA FUNCTION Cosider he produc of he firs posiive iegers- 3 4 5 6 (-) =! Oe calls his produc he facorial ad has ha produc of he firs five iegers equals 5!=0. Direcly relaed o he discree! fucio
More informationLecture contents Macroscopic Electrodynamics Propagation of EM Waves in dielectrics and metals
Leure oes Marosopi lerodyamis Propagaio of M Waves i dieleris ad meals NNS 58 M Leure #4 Maxwell quaios Maxwell equaios desribig he ouplig of eleri ad magei fields D q ev B D J [SI] [CGS] D 4 B D 4 J B
More informationTheory of! Partial Differential Equations-I!
hp://users.wpi.edu/~grear/me61.hml! Ouline! Theory o! Parial Dierenial Equaions-I! Gréar Tryggvason! Spring 010! Basic Properies o PDE!! Quasi-linear Firs Order Equaions! - Characerisics! - Linear and
More informationTheory of! Partial Differential Equations!
hp://www.nd.edu/~gryggva/cfd-course/! Ouline! Theory o! Parial Dierenial Equaions! Gréar Tryggvason! Spring 011! Basic Properies o PDE!! Quasi-linear Firs Order Equaions! - Characerisics! - Linear and
More informationSome Properties of Semi-E-Convex Function and Semi-E-Convex Programming*
The Eighh Ieraioal Symposium o Operaios esearch ad Is Applicaios (ISOA 9) Zhagjiajie Chia Sepember 2 22 29 Copyrigh 29 OSC & APOC pp 33 39 Some Properies of Semi-E-Covex Fucio ad Semi-E-Covex Programmig*
More informationNotes 03 largely plagiarized by %khc
1 1 Discree-Time Covoluio Noes 03 largely plagiarized by %khc Le s begi our discussio of covoluio i discree-ime, sice life is somewha easier i ha domai. We sar wih a sigal x[] ha will be he ipu io our
More informationExercise: Show that. Remarks: (i) Fc(l) is not continuous at l=c. (ii) In general, we have. yn ¾¾. Solution:
Exercie: Show ha Soluio: y ¾ y ¾¾ L c Þ y ¾¾ p c. ¾ L c Þ F y (l Fc (l I[c,(l "l¹c Þ P( y c
More informationComparisons Between RV, ARV and WRV
Comparisos Bewee RV, ARV ad WRV Cao Gag,Guo Migyua School of Maageme ad Ecoomics, Tiaji Uiversiy, Tiaji,30007 Absrac: Realized Volailiy (RV) have bee widely used sice i was pu forward by Aderso ad Bollerslev
More informationThe universal vector. Open Access Journal of Mathematical and Theoretical Physics [ ] Introduction [ ] ( 1)
Ope Access Joural of Mahemaical ad Theoreical Physics Mii Review The uiversal vecor Ope Access Absrac This paper akes Asroheology mahemaics ad pus some of i i erms of liear algebra. All of physics ca be
More informationDynamics for Proactive Defense through Self-hardening in the Presence or Absence of Anti Malicious Software
00 Ieraioal Joural of Compuer Appliaio 0975 8887) Volume No. 4 Dyami for roaie Defee hrough Self-hardeig i he reee or Abee of Ai Maliiou Sofare Hemraj Saii Aia rofeor, Deparme of IT, Oria Egieerig College,
More informationIntroduction to SLE Lecture Notes
Inroducion o SLE Lecure Noe May 13, 16 - The goal of hi ecion i o find a ufficien condiion of λ for he hull K o be generaed by a imple cure. I urn ou if λ 1 < 4 hen K i generaed by a imple curve. We will
More informationExtremal graph theory II: K t and K t,t
Exremal graph heory II: K ad K, Lecure Graph Theory 06 EPFL Frak de Zeeuw I his lecure, we geeralize he wo mai heorems from he las lecure, from riagles K 3 o complee graphs K, ad from squares K, o complee
More informationA TAUBERIAN THEOREM FOR THE WEIGHTED MEAN METHOD OF SUMMABILITY
U.P.B. Sci. Bull., Series A, Vol. 78, Iss. 2, 206 ISSN 223-7027 A TAUBERIAN THEOREM FOR THE WEIGHTED MEAN METHOD OF SUMMABILITY İbrahim Çaak I his paper we obai a Tauberia codiio i erms of he weighed classical
More informationSection 8. Paraxial Raytracing
Secio 8 Paraxial aracig 8- OPTI-5 Opical Desig ad Isrmeaio I oprigh 7 Joh E. Greiveamp YNU arace efracio (or reflecio) occrs a a ierface bewee wo opical spaces. The rasfer disace ' allows he ra heigh '
More informationTwo Implicit Runge-Kutta Methods for Stochastic Differential Equation
Alied Mahemaic, 0, 3, 03-08 h://dx.doi.org/0.436/am.0.306 Publihed Olie Ocober 0 (h://www.scirp.org/oural/am) wo mlici Ruge-Kua Mehod for Sochaic Differeial quaio Fuwe Lu, Zhiyog Wag * Dearme of Mahemaic,
More informationPARABOLIC EQUATIONS ON DIGITAL SPACES. SOLUTIONS ON THE DIGITAL MOEBIUS STRIP AND THE DIGITAL PROJECTIVE PLANE
PARABOLI EQUATIONS ON DIGITAL SPAES. SOLUTIONS ON THE DIGITAL MOEBIUS STRIP AND THE DIGITAL PROJETIVE PLANE Alexader V. Evao Moow Sae Uiveriy o Eleroi ad Auomai Diae Voloolamoe Sh. v. 57 58 Moow Ruia Tel/Fax:
More informationCSE 241 Algorithms and Data Structures 10/14/2015. Skip Lists
CSE 41 Algorihms ad Daa Srucures 10/14/015 Skip Liss This hadou gives he skip lis mehods ha we discussed i class. A skip lis is a ordered, doublyliked lis wih some exra poiers ha allow us o jump over muliple
More informationSupplement for SADAGRAD: Strongly Adaptive Stochastic Gradient Methods"
Suppleme for SADAGRAD: Srogly Adapive Sochasic Gradie Mehods" Zaiyi Che * 1 Yi Xu * Ehog Che 1 iabao Yag 1. Proof of Proposiio 1 Proposiio 1. Le ɛ > 0 be fixed, H 0 γi, γ g, EF (w 1 ) F (w ) ɛ 0 ad ieraio
More informationThe Non-Truncated Bulk Arrival Queue M x /M/1 with Reneging, Balking, State-Dependent and an Additional Server for Longer Queues
Alied Maheaical Sciece Vol. 8 o. 5 747-75 The No-Tucaed Bul Aival Queue M x /M/ wih Reei Bali Sae-Deede ad a Addiioal Seve fo Loe Queue A. A. EL Shebiy aculy of Sciece Meofia Uiveiy Ey elhebiy@yahoo.co
More informationNEWTON METHOD FOR DETERMINING THE OPTIMAL REPLENISHMENT POLICY FOR EPQ MODEL WITH PRESENT VALUE
Yugoslav Joural of Operaios Research 8 (2008, Number, 53-6 DOI: 02298/YUJOR080053W NEWTON METHOD FOR DETERMINING THE OPTIMAL REPLENISHMENT POLICY FOR EPQ MODEL WITH PRESENT VALUE Jeff Kuo-Jug WU, Hsui-Li
More informationA PROPOSED HANGUP FREE AND SELF-NOISE REDUCTION METHOD FOR DIGITAL SYMBOL SYNCHRONISER IN MFSK SYSTEMS
A PROPOSE HANGUP FREE AN SELF-NOISE REUCTION METHO FOR IGITAL SYMBOL SYNCHRONISER IN MFSK SYSTEMS C.. LEE ad M. ARNELL Iiue of Iegraed Iformaio Syem School of Elecroic ad Elecrical Egieerig, The Uiveriy
More informationB. Maddah INDE 504 Simulation 09/02/17
B. Maddah INDE 54 Simulaio 9/2/7 Queueig Primer Wha is a queueig sysem? A queueig sysem cosiss of servers (resources) ha provide service o cusomers (eiies). A Cusomer requesig service will sar service
More informationRandomized Perfect Bipartite Matching
Inenive Algorihm Lecure 24 Randomized Perfec Biparie Maching Lecurer: Daniel A. Spielman April 9, 208 24. Inroducion We explain a randomized algorihm by Ahih Goel, Michael Kapralov and Sanjeev Khanna for
More informationChemical Engineering 374
Chemical Egieerig 374 Fluid Mechaics NoNeoia Fluids Oulie 2 Types ad properies of o-neoia Fluids Pipe flos for o-neoia fluids Velociy profile / flo rae Pressure op Fricio facor Pump poer Rheological Parameers
More informationCorrupt the signal waveform Degrade the performance of communication systems
Nie Nie : rd luui pwer i ye Crrup he igl wver Degrde he perre uii ye ure Nie: rd wderig ree eler i reir herl ie, rd lw hrge i eidur jui h ie, e. ddiive ie Zer-e Whie Gui-diribued Nie, pwer perl deiy /
More informationDiscussion Session 2 Constant Acceleration/Relative Motion Week 03
PHYS 100 Dicuion Seion Conan Acceleraion/Relaive Moion Week 03 The Plan Today you will work wih your group explore he idea of reference frame (i.e. relaive moion) and moion wih conan acceleraion. You ll
More informationPhysics 240: Worksheet 16 Name
Phyic 4: Workhee 16 Nae Non-unifor circular oion Each of hee proble involve non-unifor circular oion wih a conan α. (1) Obain each of he equaion of oion for non-unifor circular oion under a conan acceleraion,
More informationNotes on cointegration of real interest rates and real exchange rates. ρ (2)
Noe on coinegraion of real inere rae and real exchange rae Charle ngel, Univeriy of Wiconin Le me ar wih he obervaion ha while he lieraure (mo prominenly Meee and Rogoff (988) and dion and Paul (993))
More informationDirect Sequence Spread Spectrum II
DS-SS II 7. Dire Sequene Spread Speru II ER One igh hink ha DS-SS would have he following drawak. Sine he RF andwidh i ie ha needed for a narrowand PSK ignal a he ae daa rae R, here will e ie a uh noie
More informationEECE 301 Signals & Systems Prof. Mark Fowler
EECE 30 Signal & Syem Prof. ark Fowler oe Se #34 C-T Tranfer Funcion and Frequency Repone /4 Finding he Tranfer Funcion from Differenial Eq. Recall: we found a DT yem Tranfer Funcion Hz y aking he ZT of
More information( ) ( ) ( ) ( ) ( ) ( ) ( ) (2)
UD 5 The Geeralized Riema' hypohei SV aya Khmelyy, Uraie Summary: The aricle pree he proo o he validiy o he geeralized Riema' hypohei o he bai o adjume ad correcio o he proo o he Riema' hypohei i he wor
More informationGraphs III - Network Flow
Graph III - Nework Flow Flow nework eup graph G=(V,E) edge capaciy w(u,v) 0 - if edge doe no exi, hen w(u,v)=0 pecial verice: ource verex ; ink verex - no edge ino and no edge ou of Aume every verex v
More informationCalculus BC 2015 Scoring Guidelines
AP Calculus BC 5 Scorig Guidelies 5 The College Board. College Board, Advaced Placeme Program, AP, AP Ceral, ad he acor logo are regisered rademarks of he College Board. AP Ceral is he official olie home
More information