Vector aeroacoustics for a uniform mean flow: acoustic velocity and

Size: px
Start display at page:

Download "Vector aeroacoustics for a uniform mean flow: acoustic velocity and"

Transcription

1 Veor aeroaouss for a unform mean flow: aous veloy and voral veloy Yjun ao 1,, Zhwe Hu 1, Chen Xu 1, 1 Unversy of Souhampon, SO17 1BJ Souhampon, Uned Kngdom X'an Jaoong Unversy, 7149 X'an, People's epubl of Chna and Ghader Ghorbanasl 3 3 Vrje Unverse Brussel (VUB), Plenlaan, Brussels 15, Belgum Aous and voral dsurbanes n unform mean flow bounded wh sold surfaes are nvesgaed n hs paper. A onveve veor wave equaon and a onveon equaon whh desrbe, respevely, he aous veloy and voral veloy n unform mean flow are dedued by ombnng he Helmholz-Hodge deomposon mehod wh he mehod of ao e al. (AIAA Journal, 16, 54(6): ). Analyal aous veloy negral formulaons for he monopole and dpole soures n unform mean flow are dedued from he developed veor wave equaon, and are also verfed hrough numeral es ases. oreover, hs paper larfes ha aerodynam sound s radaed from he monopole soure as well as he rroaonal omponens of he dpole and quadrupole soures. The solenodal pars of he dpole and quadrupole soures are aousally non-radang bu hey ndue voral dsurbanes n unform mean flow. = speed of sound n flud, m s -1 Nomenlaure f = daa surfae funon f = soure pulsang frequeny, Hz Correspondng auhor. y.mao@soon.a.uk; maoyjun@mal.xju.edu.n. Senor ember AIAA. Leurer. z.hu@soon.a.uk. ember AIAA. esearh Fellow..xu@soon.a.uk; xuhen1983@mal.xju.edu.n. Professor. ghader.ghorbanasl@vub.a.be.

2 G = frequeny-doman Green s funon H = Heavsde funon k = wavenumber,, m -1 L = me-doman srengh of loadng soure, Pa L = L, Pa L = Lr, ˆ Pa r L L r = r ˆ, Pa s -1 n ˆ = he h omponen of he un veor normal o he daa surfae p = aous pressure n frequeny doman, Pa Q = me-doman srengh of hkness soure, kg m - s -1 r = geomeral dsane beween he soure and he reever, x y, m r = omponens of he veor n he radaon dreon, x y,m r ˆ = omponens of he un veor n he radaon dreon, r r = observer me, s u = frequeny-doman flud veloy, m s -1 u = omponens of he flud veloy, m s -1 u n = loal normal omponen of he flud veloy, m s -1 v n = loal normal omponen of he daa surfae veloy, m s -1 x = observer poson veor, m x = omponens of he observer poson veor, m y = soure poson veor, m y = omponens of soure poson veor, m = loal flud densy, kg m -3 = flud densy of unperurbed medum, kg m -3 = densy perurbaon, kg m -3

3 () = Dra dela funon j = omponens of vsous sress ensor, Pa = soure me, s = angular frequeny, rad s -1 Subsrps = flud varable for he unperurbed medum a = aous omponen L = loadng soure r = voral omponen T = hkness soure x = observer quany y = soure quany

4 I. Inroduon THE aous analogy proposed by Lghhll [1] naes a sysema researh on sound generaed aerodynamally. Sne hen, varous developmens of he aous analogy have been arred ou, for nsanes, o aoun for he effes of boundary ondons [, 3], nal ondons [4] and mean flow [5-8] on sound generaon and propagaon, and o undersand he mehansm of aerodynam nose by employng dfferen varables for he wave operaor and expressons of soure erms [7, 9, 1]. The above-menoned nvesgaons used a salar, suh as densy or enhalpy, o desrbe he sound radaon from soures. The perurbaon of aous salars a any observer an be drely obaned from an negral ompuaon usng an approprae Green s funon [11-14]. These salars esablsh a lnear response of aous quanes, suh as aous pressure and densy perurbaon, o aeroaous soures, bu hey are unable o provde nformaon of dealed propagaon pah of he aous energy from soures o observers, whh s mporan for desgnng aous reamens o absorb or nsulae aous energy oupu from soures. Compared wh aous salars, aous veors, suh as aous nensy veor [15, 16] and aous energy sreamlne [17, 18], have an advanage n dsplayng he propagaon pah of he aous energy. eenly, some nvesgaons on aeroaous veors have been arred ou. Ghorbanasl e al. [19] developed me-doman aous veloy formulaons for monopole and dpole soures n arbrary moon, and ao e al. [] dedued frequeny-doman aous veloy formulaons for roang monopole and dpole soures wh a onsan angular speed. Afer ha, aous nensy felds around soures [1] and saerng boundares [, 3] were vsualzed o llusrae he propagaon of aous energy. All he above-menoned nvesgaons on he veor aeroaouss mehod assume ha aous medum s quesen. Ths researh ams o exend he veor aeroaouss mehod o movng medum, whh s meanngful n analyzng aeroaous problems n hgh-speed mean flows. Two ypes of poenal engneerng applaons are lsed below. Vsualzaon of he aous nensy feld around soures, suh as arplanes, hgh-speed rans and roors, s benefal o reveal he propagaon pah of he aous energy. The aous mpedane boundary ondon, whh drely orrelaes he aous pressure wh he aous veloy, an be used o pred aous energy saered by mpedane surfaes mmersed n movng fluds and o show prmary aous-absorbng posons.

5 As a frs sep, we onsder he ase of unform mean flow n hs paper, and earler nvesgaons n hs area an be found n [4-8] among ohers. In order o analyze he effe of unform mean flow on sound generaon and propagaon, Wells e al. [9] frs esablshed a onveve Ffows Wllams-Hawkngs (FW-H) equaon whh onans modfed aeroaous soures and a onveve wave operaor o desrbe sound generaon and propagaon, respevely. By sarng from he onveve FW-H equaon, me-doman [3, 31] and frequenydoman [3] aous pressure negral formulaons for he monopole and dpole soures n unform mean flow have been dedued. The above-menoned formulaons explly aoun for he effe of he unform mean flow on boh he sound soures and sound propagaon. On he oher hand, he Lorenz or Prandl-Glauer ransformaon [33, 34] s an alernave mehod o analyze sound propagaon n unform mean flow. Invesgaons have ndaed ha a movng bakground flow wh hgh ah numbers has a sgnfan effe on sound generaon and propagaon [8, 3-3, 35], mplyng ha he lass exponen law of radaed aous power [1-3] s only vald approxmaely for low-ah-number flows and should be orreed a hgh ah numbers. In a quesen aous medum, aous power an be ompued one he dsrbuon of he aous pressure s known on a losed far-feld surfae wh an enough dsane beween soures and observers. However, he aous veloy s an essenal physal parameer o ompue he aous power oupu from soures n unform mean flow [36]. To he bes knowledge of he auhors, analyal formulaons of he aous pressure graden for soures n unform mean flow have only been derved reenly [37], bu no analyal aous veloy formulaon s avalable n publshed leraures for sound radaed from aerodynam soures n unform mean flow. From he vewpon of general aouss, n eher he quesen aous medum or he unform mean flow, he aous veloy veor an be easly alulaed from he graden operaon of he veloy poenal. Indeed, he onveve wave equaon of he veloy poenal s wdely employed o analyze he effe of movng medum on sound propagaon [38-41], and he aous pressure and aous veloy an be easly alulaed from he veloy poenal. However, s dfful o derve a onveve wave equaon of aeroaouss, n whh he veloy poenal s used as he aous varable on he lef hand sde (LHS) meanwhle aerodynam soures are desrbed on he rgh hand sde (HS). In hs paper, a onveve veor wave equaon and he orrespondng aous veloy negral formulaons are developed. eenly, based on he assumpon of quesen aous medum, ao e al. [4] derved a veor wave equaon of aeroaouss by reasng he generalzed onnuy and momenum equaons, whh provdes a

6 mehod o derve he aous veloy formulaons for soures n he quesen aous medum. The paper exends he veor wave equaon of aeroaouss [4] o aoun for he effe of unform mean flow. Sne he veloy fluuaon smulaneously onans aous and voral omponens n unform mean flow whou hea onduon [43], he Helmholz-Hodge deomposon (HHD) s used o dvde he aous and voral veloy for dervng he onveve veor wave equaon. Afer ha, he analyal aous veloy negral formulaons for he monopole and dpole soures n unform mean flow are dedued from he onveve veor wave equaon. The remanng par of hs paper s organzed as follows. Seon II derves a onveve veor wave equaon and a onveon equaon o desrbe, respevely, he aous and voral dsurbanes n unform mean flow bounded wh sold surfaes. Afer ha, analyal me-doman and frequeny-doman aous veloy formulaons for he monopole and dpole soures n unform mean flow are dedued. In Seon III, numeral es ases for saonary and roang soures are arred ou o verfy he proposed aous veloy negral formulaons, as well as o llusrae ha he lnearzed Euler equaon fals o desrbe he relaonshp beween he aous pressure and he aous veloy for sound radaed from he dpole soures n unform mean flow. Conlusons are drawn n Seon IV. II. Conveve veor wave equaon and negral formulaons A. Helmholz-Hodge deomposon The Helmholz deomposon and HHD are fundamenal heorems n flud dynams. Boh deomposons sae ha a suffenly smooh veor feld an be deomposed no he sum of a longudnal (dvergng, url-free, rroaonal) veor feld and a ransverse (dvergene-free, urlng, roaonal, solenodal) veor feld, ha s κ κ κ (1) a r where κ s a veor, and subsrps a and r represen he rroaonal and solenodal omponens, respevely. The above deomposon guaranees he followng denes: κ ; κ ; κ κ ; κ κ a r r a () For a smooh unbounded flud whh approahes a unform seady sae a nfny, he above deomposon s named he Helmholz deomposon and hs deomposon always exss, s orhogonal, and unque. On he oher

7 hand, f he flud s bounded by sold surfaes, n order o ensure he deomposon s sll unque, he followng boundary ondons should be sasfed on he sold surfaes nκ ; nκ (3) a r where n s he un veor normal o he sold surfaes. The deomposon over he bounded flud s usually named HHD. Deals on hese wo deomposons an be found n [44-46]. By performng he above deomposon over he lnearzed Euler equaon, we an dedue he followng expresson: u u U u U u (4) a r a r p where u a and u r are aous veloy and voral veloy, respevely; U s he veloy of he unform mean flow; p s he pressure perurbaon and s he undsurbed densy. Addonally, for a seond-order ensor, suh as he Lghhll sress ensor T, we have he followng denes T ; T (5) r a B. Conveve veor wave equaon In order o onsder he effe of unform mean flow, we make he followng deomposon of he loal flow veloy u = U u, where u s he perurbed omponen of he loal flow veloy. By usng he above deomposon, generalzed onnuy and momenum equaons whh aoun for he unform mean flow are expressed as follows [9-31]: D H f H f u Q x j D j f H f u u j p j j D H f u D x j L f (6) (7) wh D U D x (8)

8 Q vn U n un vn U n ˆ j j j n n n (9) L p p n u u v U (1) where supersrp denoes soure erms n unform mean flow; veloy n he h dreon and U omponen of flud veloy; U s he omponen of he unform mean flow U nˆ ; p s he sa pressure; j s he vsous sress ensor; u s he h n u n and v n are he normal omponens of he flow and daa surfae veloes, respevely; (.) and H (.) are he Dra dela and Heavsde funons, respevely; j s he Kroneker dela funon; f x, s eher an mpermeable sold surfae or a permeable daa surfae n he flow regon. Sne he sa pressure p, densy and sound speed are onsan, he generalzed momenum Eq. (7) an be expressed as D H f D u H f H f f T L (11) wh Tj u u j p p j j (1) Performng url operaon over Eq. (11) gves he followng equaon D H f u f H f D L r T (13) r The densy perurbaon s muh smaller han he undsurbed densy n he regon ousde he soure f, hus we an have he followng deny by usng Eq. (): H f u H f u + H f u H f u r (14) By subsung Eq. (14) no Eq. (13), we an oban D H f u r f + H f D L r T (15) r In order o ensure ha Eq. (15) s always vald, we mus have he followng deny

9 D H f ur f + H f a or onsan D L r T k (16) r where ka s an rroaonal quany. However, all hree erms on he LHS of Eq. (16) are solenodal, hus her summaon anno be an rroaonal quany. oreover, we sudy he voral and aous dsurbanes a non-zero frequenes, and a onsan only affes he omponen a zero frequeny, hus Eq. (16) aually an be expressed by f u L f H f D H T D r r r (17) Eq. (17) ndaes ha he voral veloy s orgnaed from he solenodal omponens of he dpole and quadrupole soures, and s onveed n he unform mean flow. Eq. (17) also mples ha he monopole soure has no onrbuon o he voral veloy, hus he monopole soure radaes only aous waves n unform mean flow. Now, he veor u s employed as he varable of he wave operaor o dedue he onveve veor wave equaon by followng he mehod gven n [4], bu we emphasze ha han he aous veloy. A spaal dervave u s he oal perurbaed veloy raher x of Eq. (6) s performed o oban he followng equaon f H f u j Q f D H D x x x x j (18) Performng he maeral dervave D D of Eq. (7) and mulplyng by a onsan 1 yeld H f u u j p j j D L f 1 D H f u 1 D 1 D D x D j (19) Subrang Eq. (18) from Eq. (19) gves he followng equaon H f u j Q f D L f 1 D H f u 1 D x x x D j 1 D H f u u p D x j j j j j () Eq. () an also be equvalenly expressed as D L f D H f T H f u Q f (1) 1 D H f u 1 1 D D D

10 The LHS of Eq. (1) s no a wave operaor beause he seond erm s no he Laplae operaor. Applyng he followng deny H f H f H f u u u () would urn he LHS of Eq. (1) no a wave operaor wh an addonal soure erm HS. An equvalen expresson of he generalzed momenum equaon (7) s as follows: H f u on he u u j p j j H f u H f u H f U L f j x j x j (3) Therefore, we an oban he followng expresson from Eq. (3) by employng he deny of s a salar. where u L H f f d T U H f d H f u d (4) Subsung Eqs. () and (4) no Eq. (1) gves 1 D H f D u H f u Q f 1 D L f D d 1 D H f T H f d D T U L H f u d f (5) By usng he followng wo denes L L L f d = f d f d (6) H f d = H f d H f T T T d (7) Eq. (5) an be expressed as

11 D H f u H f u Q f f d D L 1 H f T d 1 D L f f d D L 1 D H f T H f d D T U H f u d (8) As shown n Appendx A, we an prove he followng wo denes: 1 D 1 D H f L f D T L f d L f U 1 UU L f U H f d H f D T T 1 d U U H f T d (9) (3) Thus, we an rewre Eq. (8) as follows: D H f u H f u Q f f d H f d D L T 1 U 1 L f U U L f U 1 H f H f T U U T d U H f u d d (31) By employng he assumpon of a small perurbaon ousde he soure regon, he onveve veor wave equaon (31) an be wren as and gnorng he seond-order small quany u D H f u H f u Q f f d H f d D L T 1 U 1 L f U U L f U 1 H f H f T U U T d U H f u d d (3)

12 The veloy fluuaon n he unform mean flow usually onans boh he aous and voral omponens. Therefore, we perform he HHD over he veloy veor as well as he dpole and quadrupole soures. By performng dvergene operaon over Eq. (3) and by followng he mehod o derve Eq. (17), we an oban he followng onveve wave equaon for he aous veloy D H f ua H f ua Q f ( f ) d H f d a a D L T 1 U L ( f ) 1 a a U UL ( f ) U 1 H f H f T U U T d d a a (33) The las erm on he HS of Eq. (3) s a solenodal veor, hus has no onrbuon o he aous veloy and dsappears n Eq. (33). Equaon (33) s he veor wave equaon desrbng aous veloy generaon from aerodynam soures and propagaon n he unform mean flow, where he soures Q, L and T are gven earler n Eqs. (9), (1) and (1), respevely. Espeally, when he ah number of unform mean flow s zero, he las four erms on he HS of Eq. (33) dsappear, and Eq. (33) redues o he veor wave equaon gven n [4]. C. Aous veloy negral formulaons for monopole and dpole soures Three-dmensonal free spae Green s funon n me doman for he onveve wave equaon (33) s as follows [47]: g (34) 4 wh r (35) 1 r where 1 1 r r (36), ˆ r r, r î r r, U ; r xy s he geomer dsane beween he soure and he reever; s he dsane of sound wave ravellng from he soure o he observer, whh s dfferen from he geomer dsane r due o he onveve effe of unform mean flow. Noe ha hs Green s funon s only suable for subson unform mean flow beause he faor mus be a real number [8].

13 By performng Fourer ransformaon, we an oban he orrespondng frequeny-doman Green s funon as follows: k e Gx, y, g x, y, e d (37) 4 I should be emphaszed ha Eq. (37) s vald for saonary soures as well as soures n a perod moon, suh as he soure wh a onsan roang speed [3], n whh ase boh and are funons of he soure me. The frs-order and seond-order spaal dervaves of he frequeny-doman Green s funon are as follows: k,, e ˆ k ˆ e k xy e k ˆ ˆ G k x k k,, e ˆ e ˆ ˆ ˆ ˆ ˆ ˆ k xy k ˆ e 3 ˆ ˆ k j j j j j j j j j G xx j 3 (38) (39) Smlar o he FW-H equaon, a permeable daa surfae ould be used o redue or even avod he ompuaonal me onsumed by he quadrupole volume soure, herefore only he aous negral formulaons for he monopole and dpole surfae soures are derved n hs paper. By sarng from Eq. (33) and employng he onveve Green s funon (34), we an oban he aous veloy formulaon for he monopole soure n unform mean flow as follows: 4 u a, T Q ( f ), d d x f H f x y (4) where subsrp represens he omponen n he h dreon. By employng he feaure of he Dra dela funon o ransfer he volume negral no he surfae negral and o elmnae he emporal negral, Eq. (4) an be expressed as follows: Q H f 4 u x, ds (41) at, x f 1 re Equaon (41) an be used o numerally ompue he aous veloy, bu s ompuaonally neffen and s prone o numeral errors beause of he spaal dervave alulaon over he observer. By followng he mehod of Farassa [48], he spaal dervave n Eq. (41) an be ransferred no he emporal dervave, hus we an dedue he followng negral equaon whou spaal dervave

14 ˆ 1 Q ˆ Q 4 a, T H f u x, dsd dsd (4) f f Furhermore, we an oban he followng formulaon by usng he feaure of he Dra dela funon o elmnae he emporal negral ˆ 1 Q ˆ Q H f 4 u x, ds ds 1 1 (43) a, T f re f re where subsrp re represens quanes nsde he square brakes should be evaluaed a he rearded me =. Equaon (43) s an exenson of he formulaon V1 of Ghorbanasl [19] for he monopole soure, whh avods spaal dervaon bu sll onans he dervave wh respe o he observer me. The numeral dfferenaon an be employed o ompue he me-doman aous veloy, and a fas Fourer ransform an also be performed o drely ompue he frequeny-doman aous veloy. oreover, by followng he dervaon of formulaon 1A of Farassa [48], an negral formulaon elmnang boh he emporal and spaal dervaves wh respe o he observer an be dedued. However, he dealed dervaon s long and we do no presen he dealed expresson n hs paper. Noe ha he above me-doman formulaon s only vald for soures n subson moon owng o he Doppler faor 1 n he denomnaor. An mproved formulaon suable for soures n superson moon an also be dedued by followng he mehod of Farassa [48] o avod he sngulary aused by he Doppler erm. If he monopole soure s n roaon wh a onsan angular speed or n oher perod moons, performng he Fourer ransform on Eq. (4) and employng he frequeny-doman Green funon gven n Eq. (37), gve he followng frequeny-doman aous veloy negral formulaon ˆ kq ˆ Q k H f 4 u at, x, e e dsd (44) f where varables wh a lde ~ denoe he frequeny-doman omplex quanes. Espeally, when he soure s saonary, we an oban he followng smplfed me-doman formulaon from Eq. (43) 1 Q ˆ Q ˆ H f u x, ds ds (45) a, T f re f re 4

15 The orrespondng frequeny-doman formulaon an also be dedued as follows: kq ˆ Q ˆ H f x S (46) k 4,, e d e d f f k u a T S where he frs and seond erms on he HS of Eq. (46) are, respevely, named he far-feld and near-feld erms owng o her dfferen deayng rae on he radaon dsane. A numeral verfaon of he developed aous veloy formulaons for he monopole soure n unform mean flow wll be arred ou n Seon VI. By sarng from Eq. (33) and employng he onveve Green s funon (34), we an oban he aous veloy formulaon for he dpole soure n unform mean flow as follows: L H f 4 u a, L x, f d dd xx j j j f x j k f a, j y a, L L a, f d dd x jx y k f f dyd (47) The seond and hrd erms on he HS of Eq. (47) exs only n unform mean flow. By performng he frsorder and seond-order spaal dervaves over Eq. (47), we an dedue he followng equaon: L ˆ L H f u, g f dyd a, a, a, L f x ˆ L,, La L a a, La, g f f a, a, f a, f ˆ dyd L L 3 ˆ L 3 1 LaLa g f y g f,, d dd The feaure of he Dra dela funon s used o ransfer volume negrals no surfae negrals and o hen elmnae he emporal negral, one an oban he followng expresson dyd (48)

16 L ˆ L H f u ds a, a, a, L 1 f re 4 x, f f L ˆ L L ˆ L 1, a, a a, a, re ds L a, La, 1 ˆ 3L, 3 1 a L, L, dsd 3 1 f a a re re ds (49) Equaon (49) s jus he exenson of formulaon V1 of Ghorbansal [19] for he dpole soure. Formulaon V1A for he dpole soure n unform mean flow an also be dedued by akng he emporal dervave of he frs erm on he HS of Eq. (49). However, dealed dervaon s very edous, hus we do no presen n hs paper. For he roang dpole soure n unform mean flow, performng he Fourer ransform on Eq. (48) and employng he defnon of he frequeny-doman Green funon,.e., Eq. (37), gve he followng frequenydoman aous veloy negral formulaon L ˆ L H f 4 u, k e e dsd a, a, k a, L f x k f f f L ˆ L L ˆ L e e dd S a, a, a, a, k 3L ˆ 3 1 L L L L a, a, k a, a, a, k e e 3 dd S e e dd S (5) Espeally, when he ah number of unform mean flow s equal o zero, Eq. (5) redues o he formulaon of FV1A gven n []. When he soure s saonary, Eq. (49) an be smplfed o

17 ˆ La, L a, H f 4 u a, L x, ds f f f L ˆ L L ˆ L, a, a a, a, ds L L 3L ˆ 3 1 L L a, a, a, a, a, dsd 3 f re re re re ds (51) The orrespondng frequeny-doman negral formulaon s as follows: L ˆ L H f 4 u, k e ds a, a, k a, L f x f L ˆ L L ˆ, a, a a, a, k e L ds L L a, a, k e f ˆ 3L 3 a, 1 L a, La, k d 3 k e S f ds (5) III. Numeral verfaon and dsussons A. ehod of numeral verfaon In hs seon, numeral es ases are performed o verfy he developed aous veloy formulaons onsderng he effe of unform mean flow. To he bes knowledge of he auhors, no benhmarkng ase has been publshed for he aous veloy relaed o soures n unform mean flow. As shown n Eq. (17), he monopole soure has no onrbuon o he voral dsurbane, hus he followng lnearzed Euler equaon expressed n frequeny doman s used o verfy he aous veloy formulaons for he monopole soure n unform mean flow p u U u (53)

18 However, n order o fler he voral veloy omponen smulaed from he dpole soure, we should use he followng frequeny-doman expresson obaned from Eq. (53) o verfy he aous veloy formulaon for he dpole soure n unform mean flow ( u) a p U ua (54) The erms on he HS of he Eqs. (53) and (54) an be alulaed wh he aous pressure formulaons proposed n [3-3]. A frs-order dsrezaon sheme s used o numerally ompue he spaal dervaves relaed o he aous pressure and he aous veloy n Eqs. (53) and (54), hus we have he followng wo expressons: x e x 1 x e x 3 U j u a, l j ua, p l p u a, x l l j j1 x e x u l u l a, a, a, LHS a, HS x e e x e x e x U u l l u l u l u l j a, j a, a, j a, x e x e + x bhs blhs p l p l p l (55) (56) 6 where l represens he dsane beween wo saonary observers, and l 1 m s used n hs paper. In all he numeral es ases presened n hs Seon, we make he followng assumpons. The densy and sound speed of he amben flow are 1. kg/m 3 and 34 m/s. The ah number of he unform mean flow s seleed as (.3,.4,.5), ensurng ha he unform mean flow s subson. The pulsang frequeny of he soure s f 1 Hz. For sound radaed from a saonary soure n unform mean flow, he soure s loaed a he oordnae orgn. 36 observers are evenly loaed on a rle n a plane a z=1m wh a radus of 1m. The ompuaonal resul oupus he drevy paern o verfy he developed aous veloy formulaons.

19 For sound radaed from a roang soure n unform mean flow. The soure roaes around he z-axs n he plane of z wh he radus of roaon of.8 m, and he frequeny of soure roaon s 5 Hz. Only one observer s loaed a (1,1,1) m, and he aous veloy omponens n hree dreons are ompued o verfy he developed aous veloy formulaons. B. onopole pon soure n unform mean flow The soure srengh of he monopole pon soure s f Q ds.1 kg/s. When he soure s saonary, Eqs. (46) and he aous pressure formulaon n [3] are used o ompue he erms on he LHS and HS of Eq. (55), respevely. Fg. 1 llusraes he omponens n hree dreons, where e, Im and Abs represen he real par, magnary par and he magnude of he omplex quany, respevely. The ompuaonal resuls obaned from he wo mehods are onssen wh eah oher, valdang he developed aous veloy formulaon for he saonary monopole soure n unform mean flow. For he roang monopole soure, Eq. (44) and he aous pressure formulaon [3] are employed o ompue he erms on he LHS and HS of Eq. (55), respevely. Fg. dsplays he spera obaned from he abovemenoned wo mehods, and a good agreemen beween hese wo resuls verfes he frequeny-doman aous veloy formulaons for he roang monopole soure n unform mean flow. oreover, n he es ase of he roang monopole soure, we ompue he aous veloy omponens wh me-doman and frequeny-doman formulaons, respevely. In solvng he me-doman formulaon Eq. (43), he number of samples n one revoluon for he roang soure s 36; he soure-me domnan algorhm [49-51] s used o solve he rearded-me equaon. The nsananeous aous veloy sgnals reeved by he saonary observer are lnearly nerpolaed and hen ransferred no he frequeny doman by performng a fas Fourer ransform. Fg. 3 ompares he omponens of he aous veloy alulaed wh he me-doman and frequeny-doman aous veloy formulaons, n whh TDN and FDN represen he me-doman numeral mehod and frequeny-doman numeral mehod, respevely. The resuls obaned from dfferen mehods aheve a good agreemen, furher verfyng ha he proposed me-doman and frequeny-doman aous veloy formulaons an be used o auraely pred he aous veloy omponens of he sound radaed from he roang monopole soure n unform mean flow.

20 (a) (b) Fg. 1. Verfaon of aous veloy formulaon for he saonary monopole soure va Eq. (55): (a) x- omponen (b) y-omponen () z-omponen. ()

21 (a) (b) Fg.. Verfaon of aous veloy formulaon for he roang monopole soure va Eq. (55): (a) magnude of a x ; (b) magnude of a y ; () magnude of a z ()

22 (a) (b) Fg. 3. Aous veloy omponens ompued from he me-doman formulaon (Eq. (43)) and frequenydoman formulaon (Eq. (44)): (a) x-omponen (b) y-omponen () z-omponen. ()

23 C. Dpole pon soure n unform mean flow For he saonary dpole pon soure, he rroaonal omponens of soure srengh expressed n Caresan oordnae sysem are gven as L a, ds 1 N ( 1,,3 f ). Equaons (5) and he aous pressure formulaon [3] are used o ompue he erms on he LHS and HS of Eq. (56), respevely. For he roang dpole pon soure, he rroaonal omponens of he roang dpole soure srengh expressed n ylnder oordnae sysem are L a, ds 1N (,, f Z ). Equaons (5) and he aous pressure formulaon [3] are used o ompue he erms on he LHS and HS of Eq. (56), respevely. (a) Fg. 4. Verfaon of aous veloy formulaon for he saonary dpole soure va Eq. (6.4): (a) real par; (b) magnary par (b)

24 Sne voral dsurbanes an be smulaed by he dpole soure n unform mean flow, Eq. (56) s used o verfy he developed aous veloy formulaons for he dpole soure. As shown n Fg. 4 and Fg. 5, a good agreemen beween he erms on he LHS and HS for boh he saonary and roang ases verfes he aous veloy formulaons for he dpole soure n unform mean flow. oreover, Fg. 6 and Fg. 7 ompare he ompuaonal resuls of he erms on he LHS and HS of Eq. (55), we an fnd ha obvous devaons always exs for boh he saonary and roang dpole soures, onfrmng ha he lnearzed Euler equaon anno be used o alulae he aous veloy for he dpole soure n unform mean flow. (a) Fg. 5. Verfaon of aous veloy formulaon for he roang dpole soure va Eq. (6.4): (a) real par; (b) magnary par (b)

25 (a) (b) Fg. 6. Comparson of he erms on he wo sdes of Eq. (55) for he saonary dpole soure: (a) x-omponen (b) y-omponen () z-omponen. ()

26 (a) (b) Fg. 7. Comparson of he erms on he wo sdes of Eq. (55) for he roang dpole soure: (a) x-omponen (b) y-omponen () z-omponen. ()

27 IV. Conlusons The HHD an be used o deompose he flow veloy no rroaonal and solenodal omponens. By sarng from he generalzed ompressble Naver-Sokes equaons and by performng he HHD over he veloy veor as well as he dpole and quadrupole soures, a onveve veor wave equaon and a onveon equaon are dedued n hs paper o desrbe, respevely, aous and voral dsurbanes n unform mean flow bounded wh sold surfaes. The developed equaons ndae ha he monopole soure as well as he rroaonal pars of he dpole and quadrupole soures have onrbuon o sound radaon, and he solenodal pars of he dpole and quadrupole soures smulae voral dsurbanes n unform mean flow. Tme-doman and frequeny-doman aous veloy formulaons for he monopole and dpole soures n unform mean flow are dedued from he developed onveve veor wave equaon. Numeral es ases are performed o verfy he developed aous veloy formulaons for he monopole and dpole soures. By employng he developed aous veloy formulaons, we analyze he effe of he ah number of unform mean flow on he aous nensy feld and aous power oupu n he nex paper [5]. oreover, he aous and voral dsurbanes saered by sold boundares n unform mean flow ould be suded, and dealed nvesgaons on hs op are planned n fuure researh. Appendx A. Smplfaon of soure expressons n he veor wave equaon In unform mean flow, we have he followng deny by usng he defnon of he Green s funon g 1 D g g κ κ κ x y (A.1) D x x j j where κ s an arbrary veor. By performng he volume and emporal negrals over Eq. (A.1), we an oban 1 D g d d g d d d d D κ y x x κ y κ x y y (A.) f j j f f When x does no onde wh y and does no onde wh, he erm on he HS of Eq. (A.) s equal o zero. Eq. (A.) an be expressed as 1 D 1 D g d d g d d g d d D κ y U D κ y x x κ y (A.3) f f j j f

28 Performng emporal negral over Eq. (A.3) gves 1 D 1 D d d d d d g g gd dd κ y f j κ y U κ y j f f D x x D 1 1 gd d gd dd U κ y U U κ y f f (A.4) If he veor κ s subsued by L f and H f T, respevely, we an oban Eqs. (9) and (3). Appendx B. Alernave dervaon of he aous veloy formulaon for he monopole soure n unform mean flow The aous pressure formulaon for a monopole soure n unform mean flow s as follows: p D Q ( f ) y T x, d d (B.1) D 4 f Beause he monopole soure radaes only he aous wave raher han smulaes he voral dsurbane n unform mean flow, hus he erms relaed o he voral veloy n he lnearzed Euler equaon (4) an be elmnaed. Subsung Eq. (B.1) no Eq. (4), we an oban he followng expresson DuaT, x, D Q ( f ) p T x, d d D D y (B.) 4 f Furhermore, we an dedue he equaon as follows: at, Q ( f ), d f 4 u x y d (B.3) Equaon (B.3) s jus he same as Eq. (4). We emphasze ha hs dervaon s only suable for he monopole soure n unform mean flow. Aknowledgmens The researh s suppored by he Naonal Naural Sene Foundaon of Chna (No , No ) and Newon Fund (No. IE141516).

29 eferenes [1] Lghhll,. J. "On Sound Generaed Aerodynamally. I. General Theory," Proeedngs of he oyal Soey of London. Seres A. ahemaal and Physal Senes Vol. 11, No. 117, 195, pp do: 1.198/rspa [] Curle, N. "The Influene Of Sold Boundares Upon Aerodynam Sound," Proeedngs of he oyal Soey of London Seres A. ahemaal And Physal Senes Vol. 31, No. 1187, 1955, pp do: 1.198/rspa [3] Ffows Wllams, J., and Hawkngs, D. "Sound generaon by urbulene and surfaes n arbrary moon," Phlosophal Transaons of he oyal Soey of London Seres A. ahemaal, Physal and Engneerng Senes Vol. 64, No. 1151, 1969, pp do: 1.198/rsa [4] orfey, C. L., and Wrgh,. C.. "Exensons of Lghhll's aous analogy wh applaon o ompuaonal aeroaouss," Proeedngs of he oyal Soey of London. Seres A. ahemaal and Physal Senes Vol. 463, No. 85, 7, pp do: 1.198/rspa [5] Goldsen,. E. "An exa form of Llley's equaon wh a veloy quadrupole/emperaure dpole soure erm," Journal of Flud ehans Vol. 443, 1, pp [6] Goldsen,. E. "A generalzed aous analogy," Journal of Flud ehans Vol. 488, 3, pp do: 1.117/S [7] Llley, G. "On he nose from jes," AGAD CP-131 Vol. 13, 1974, p. 1. [8] Posson, H., and Peake, N. "The aous analogy n an annular du wh swrlng mean flow," Journal of Flud ehans Vol. 76, 13, pp do: 1.117/Jfm.13.1 [9] Howe,. "Conrbuons o he heory of aerodynam sound, wh applaon o exess je nose and he heory of he flue," Journal of Flud ehans Vol. 71, No. 4, 1975, pp do: 1.117/S [1] Doak, P. E. "Fluuang oal enhalpy as a generalzed aous feld," Aousal Physs Vol. 41, No. 5, 1995, pp [11] Farassa, F., and Su, G. P. "A evew Of Propeller Dsree Frequeny Nose Predon Tehnology wh Emphass on wo Curren ehods for Tme Doman Calulaons," Journal of Sound and Vbraon Vol. 71, No. 3, 198, pp do: 1.116/-46x(8)94-8

30 [1] Farassa, F. "Lnear Aous Formulas for Calulaon Of oang Blade Nose," Aaa Journal Vol. 19, No. 9, 1981, pp do: 1.514/3.651 [13] Brenner, K. S. "An effen and robus mehod for predng heloper hgh-speed mpulsve nose," Journal of Sound and Vbraon Vol. 3, No. 1, 1997, pp do: 1.16/jsv [14] Tang, H., Q, D., and ao, Y. "Analyss on he frequeny-doman numeral mehod o ompue he nose radaed from roang soures," Journal Of Sound And Vbraon Vol. 33, No. 3, 13, pp do: 1.116/j.jsv [15] Fahy, F. Sound nensy. CC Press, London,. [16] Jaobsen, F. "A noe on nsananeous and me-averaged ave and reave sound nensy," Journal of Sound and Vbraon Vol. 147, No. 3, 1991, pp do: 1.116/-46X(91) [17] Waerhouse,. V., Yaes, T. W., Fe, D., and Lu, Y. N. "Energy Sreamlnes Of a Sound Soure," Journal of he Aousal Soey of Amera Vol. 78, No., 1985, pp do: 1.111/ [18] Waerhouse,. V., and Fe, D. "Equal-Energy Sreamlnes," Journal of he Aousal Soey of Amera Vol. 8, No., 1986, pp do: 1.111/ [19] Ghorbanasl, G., Carley,., and Laor, C. "Aous veloy formulaon for soures n arbrary moon," Aaa Journal Vol. 51, No. 3, 13, pp do: 1.514/1.J51958 [] ao, Y., Zhang, Q., Xu, C., and Q, D. "Two ypes of frequeny-doman aous-veloy formulaons for roang hkness and loadng soures," AIAA Journal Vol. 53, No. 3, 15, pp do: 1.514/1.j533 [1] ao, Y., Xu, C., and Q, D. "Compuaon of nsananeous and me-averaged ave aous nensy feld around roang soure," Journal of Sound and Vbraon Vol. 337, 15, pp do: 1.116/j.jsv [] ao, Y., Ca, J., Gu, Y., and Q, D. "Dre evaluaon of aous nensy veor feld around mpedane saerng body," AIAA Journal Vol. 53, No. 5, 15, pp do: 1.514/1.J53431

31 [3] ao, Y., Gu, Y., and Xu, C. "Valdaon of Frequeny-doman mehod o ompue nose radaed from roang soure and saered by surfae," AIAA Journal Vol. 54, No. 4, 16, pp do: 1.514/1.J53674 [4] Lghhll,. "The fourh annual farey leure: he propagaon of sound hrough movng fluds," Journal of Sound and Vbraon Vol. 4, No. 4, 197, pp do: 1.116/-46X(7) [5] Dowlng, A. "Conveve amplfaon of real smple soures," Journal of Flud ehans Vol. 74, No. 3, 1976, pp do: 1.117/S [6] Levne, H. "A Noe on Sound adaon no a Unformly Flowng edum," Journal of Sound and Vbraon Vol. 71, No. 1, 198, pp do: 1.116/-46x(8)943-4 [7] Lakhaka, A., Varadan, V. K., and Varadan, V. V. "Green's funons for propagaon of sound n a smply movng flud," The Journal of he Aousal Soey of Amera Vol. 85, No. 5, 1989, pp do: 1.111/ [8] Chapman, C. J. "Smlary varables for sound radaon n a unform flow," Journal of Sound and Vbraon Vol. 33, No. 1,, pp do: 1.16/jsv [9] Wells, V. L., and Han, A. Y. "Aouss Of a ovng Soure In a ovng edum wh Applaon To Propeller Nose," Journal of Sound and Vbraon Vol. 184, No. 4, 1995, pp do: 1.16/jsv [3] Najaf-Yazd, A., Bres, G. A., and ongeau, L. "An aous analogy formulaon for movng soures n unformly movng meda," Proeedngs of he oyal Soey Seres A. ahemaal Physal and Engneerng Senes Vol. 467, No. 15, 11, pp do: 1.198/rspa.1.17 [31] Ghorbanasl, G., and Laor, C. "A movng medum formulaon for predon of propeller nose a ndene," Journal of Sound and Vbraon Vol. 331, No. 1, 1, pp do: 1.116/j.jsv [3] Xu, C., ao, Y., and Q, D. "Frequeny-doman aous pressure formulaon for roang soure n unform subson nflow wh arbrary dreon," Journal of Sound and Vbraon Vol. 333, 14, pp do: 1.116/j.jsv

32 [33] Gregory, A. L., Snayoko, S., Agarwal, A., and Lasenby, J. "An aous spae-me and he Lorenz ransformaon n aeroaouss," Inernaonal Journal of Aeroaouss Vol. 14, No. 7, , 15. do: 1.16/ X [34] ensra, S. W., and Hrshberg, A. "An nroduon o aouss." 13. [35] ao, Y., Xu, C., and Q, D. "Analyal soluon for sound radaed from he roang pon soure n unform subson axal flow," Appled Aouss Vol. 9, 15, pp do: 1.116/j.apaous [36] Goldsen,. E. Aeroaouss. New York: Graw-Hll Inernaonal Book Company, [37] Ghorbanasl, G., Huang, Z., Sozos-ousouls, L., and Laor, C. "Analyal aous pressure graden predon for movng medum problems," Proeedngs of he oyal Soey of London Seres A. ahemaal and Physal Senes Vol. 471, 15, p [38] Lee, Y. W., and Lee, D. J. "Dervaon and mplemenaon of he boundary negral formula for he onveve aous wave equaon n me doman," The Journal of he Aousal Soey of Amera Vol. 136, No. 6, 14, pp do:1.111/ [39] Asley,., and Ban, J. "A hree-dmensonal boundary elemen sheme for aous radaon n low ah number flows," Journal of sound and vbraon Vol. 19, No. 3, 1986, pp do: 1.116/S-46X(86) [4] Wu, T., and Lee, L. "A dre boundary negral formulaon for aous radaon n a subson unform flow," Journal of sound and vbraon Vol. 175, No. 1, 1994, pp do: 1.16/jsv [41] De Laerda, L., Wrobel, L., and ansur, W. "A boundary negral formulaon for wo dmensonal aous radaon n a subson unform flow," The Journal of he aousal soey of Amera Vol. 1, No. 1, 1996, pp do: 1.111/ [4] ao, Y., Tang, H., and Xu, C. "Veor wave equaon of aeroaouss and aous veloy formulaons for quadrupole soure," AIAA Journal Vol. 54, No. 6, 16, pp do: 1.514/1.J54687 [43] Kovasznay, L. S. G. "Turbulene n Superson Flow," Journal of he Aeronaual Senes Vol., No. 1, 1953, pp do: 1.514/8.793 [44] Chorn, A. J., and arsden, J. E. A mahemaal nroduon o flud mehans: Sprnger,.

33 [45] Denaro, F.. "On he applaon of he Helmholz Hodge deomposon n projeon mehods for nompressble flows wh general boundary ondons," Inernaonal Journal for Numeral ehods n Fluds Vol. 43, No. 1, 3, pp do: 1.1/fld.598 [46] Bhaa, H., Norgard, G., Pasu, V., and Bremer, P. T. "The Helmholz-Hodge deomposon-a survey," IEEE Transaons on vsualzaon and ompuer graphs Vol. 19, No. 8, 13, pp [47] Carley,., Fzpark. "Lnear aous formulae for alulaon of roang blade nose wh asymmer nflow." AIAA Paper [48] Farassa, F. "Dervaon of Formulaons 1 and 1A of Farassa." NASA/T [49] Brenner, K. S., and Farassa, F. "odelng aerodynamally generaed sound of heloper roors," Progress n Aerospae Senes Vol. 39, No. -3, 3, pp do: 1.116/S376-41()68-4 [5] Kessler,., and Wagner, S. "Soure-me domnan aeroaouss," Compuers & Fluds Vol. 33, No. 5-6, 4, pp do: 1.116/j.ompflud [51] Casalno, D. "An advaned me approah for aous analogy predons," Journal of Sound and Vbraon Vol. 61, No. 4, 3, pp do: 1.116/S-46X()986- [5] Xu, C., ao, Y., Hu, Z., and Gorbanasl G. "Veor Aeroaouss for a unform mean flow: aous nensy and aous power," AIAA Journal, Submed.

Electromagnetic waves in vacuum.

Electromagnetic waves in vacuum. leromagne waves n vauum. The dsovery of dsplaemen urrens enals a peular lass of soluons of Maxwell equaons: ravellng waves of eler and magne felds n vauum. In he absene of urrens and harges, he equaons

More information

Pendulum Dynamics. = Ft tangential direction (2) radial direction (1)

Pendulum Dynamics. = Ft tangential direction (2) radial direction (1) Pendulum Dynams Consder a smple pendulum wh a massless arm of lengh L and a pon mass, m, a he end of he arm. Assumng ha he fron n he sysem s proporonal o he negave of he angenal veloy, Newon s seond law

More information

COMPUTER SCIENCE 349A SAMPLE EXAM QUESTIONS WITH SOLUTIONS PARTS 1, 2

COMPUTER SCIENCE 349A SAMPLE EXAM QUESTIONS WITH SOLUTIONS PARTS 1, 2 COMPUTE SCIENCE 49A SAMPLE EXAM QUESTIONS WITH SOLUTIONS PATS, PAT.. a Dene he erm ll-ondoned problem. b Gve an eample o a polynomal ha has ll-ondoned zeros.. Consder evaluaon o anh, where e e anh. e e

More information

Lecture Notes 4: Consumption 1

Lecture Notes 4: Consumption 1 Leure Noes 4: Consumpon Zhwe Xu (xuzhwe@sju.edu.n) hs noe dsusses households onsumpon hoe. In he nex leure, we wll dsuss rm s nvesmen deson. I s safe o say ha any propagaon mehansm of maroeonom model s

More information

Methods of Improving Constitutive Equations

Methods of Improving Constitutive Equations Mehods o mprovng Consuve Equaons Maxell Model e an mprove h ne me dervaves or ne sran measures. ³ ª º «e, d» ¼ e an also hange he bas equaon lnear modaons non-lnear modaons her Consuve Approahes Smple

More information

HEAT CONDUCTION PROBLEM IN A TWO-LAYERED HOLLOW CYLINDER BY USING THE GREEN S FUNCTION METHOD

HEAT CONDUCTION PROBLEM IN A TWO-LAYERED HOLLOW CYLINDER BY USING THE GREEN S FUNCTION METHOD Journal of Appled Mahemacs and Compuaonal Mechancs 3, (), 45-5 HEAT CONDUCTION PROBLEM IN A TWO-LAYERED HOLLOW CYLINDER BY USING THE GREEN S FUNCTION METHOD Sansław Kukla, Urszula Sedlecka Insue of Mahemacs,

More information

CH.3. COMPATIBILITY EQUATIONS. Continuum Mechanics Course (MMC) - ETSECCPB - UPC

CH.3. COMPATIBILITY EQUATIONS. Continuum Mechanics Course (MMC) - ETSECCPB - UPC CH.3. COMPATIBILITY EQUATIONS Connuum Mechancs Course (MMC) - ETSECCPB - UPC Overvew Compably Condons Compably Equaons of a Poenal Vecor Feld Compably Condons for Infnesmal Srans Inegraon of he Infnesmal

More information

( ) () we define the interaction representation by the unitary transformation () = ()

( ) () we define the interaction representation by the unitary transformation () = () Hgher Order Perurbaon Theory Mchael Fowler 3/7/6 The neracon Represenaon Recall ha n he frs par of hs course sequence, we dscussed he chrödnger and Hesenberg represenaons of quanum mechancs here n he chrödnger

More information

On One Analytic Method of. Constructing Program Controls

On One Analytic Method of. Constructing Program Controls Appled Mahemacal Scences, Vol. 9, 05, no. 8, 409-407 HIKARI Ld, www.m-hkar.com hp://dx.do.org/0.988/ams.05.54349 On One Analyc Mehod of Consrucng Program Conrols A. N. Kvko, S. V. Chsyakov and Yu. E. Balyna

More information

Mechanics Physics 151

Mechanics Physics 151 Mechancs Physcs 5 Lecure 0 Canoncal Transformaons (Chaper 9) Wha We Dd Las Tme Hamlon s Prncple n he Hamlonan formalsm Dervaon was smple δi δ Addonal end-pon consrans pq H( q, p, ) d 0 δ q ( ) δq ( ) δ

More information

The Maxwell equations as a Bäcklund transformation

The Maxwell equations as a Bäcklund transformation ADVANCED ELECTROMAGNETICS, VOL. 4, NO. 1, JULY 15 The Mawell equaons as a Bäklund ransformaon C. J. Papahrsou Deparmen of Physal Senes, Naval Aademy of Greee, Praeus, Greee papahrsou@snd.edu.gr Absra Bäklund

More information

V.Abramov - FURTHER ANALYSIS OF CONFIDENCE INTERVALS FOR LARGE CLIENT/SERVER COMPUTER NETWORKS

V.Abramov - FURTHER ANALYSIS OF CONFIDENCE INTERVALS FOR LARGE CLIENT/SERVER COMPUTER NETWORKS R&RATA # Vol.) 8, March FURTHER AALYSIS OF COFIDECE ITERVALS FOR LARGE CLIET/SERVER COMPUTER ETWORKS Vyacheslav Abramov School of Mahemacal Scences, Monash Unversy, Buldng 8, Level 4, Clayon Campus, Wellngon

More information

Linear Response Theory: The connection between QFT and experiments

Linear Response Theory: The connection between QFT and experiments Phys540.nb 39 3 Lnear Response Theory: The connecon beween QFT and expermens 3.1. Basc conceps and deas Q: ow do we measure he conducvy of a meal? A: we frs nroduce a weak elecrc feld E, and hen measure

More information

How about the more general "linear" scalar functions of scalars (i.e., a 1st degree polynomial of the following form with a constant term )?

How about the more general linear scalar functions of scalars (i.e., a 1st degree polynomial of the following form with a constant term )? lmcd Lnear ransformaon of a vecor he deas presened here are que general hey go beyond he radonal mar-vecor ype seen n lnear algebra Furhermore, hey do no deal wh bass and are equally vald for any se of

More information

Solution in semi infinite diffusion couples (error function analysis)

Solution in semi infinite diffusion couples (error function analysis) Soluon n sem nfne dffuson couples (error funcon analyss) Le us consder now he sem nfne dffuson couple of wo blocks wh concenraon of and I means ha, n a A- bnary sysem, s bondng beween wo blocks made of

More information

Lecture 18: The Laplace Transform (See Sections and 14.7 in Boas)

Lecture 18: The Laplace Transform (See Sections and 14.7 in Boas) Lecure 8: The Lalace Transform (See Secons 88- and 47 n Boas) Recall ha our bg-cure goal s he analyss of he dfferenal equaon, ax bx cx F, where we emloy varous exansons for he drvng funcon F deendng on

More information

[ ] 2. [ ]3 + (Δx i + Δx i 1 ) / 2. Δx i-1 Δx i Δx i+1. TPG4160 Reservoir Simulation 2018 Lecture note 3. page 1 of 5

[ ] 2. [ ]3 + (Δx i + Δx i 1 ) / 2. Δx i-1 Δx i Δx i+1. TPG4160 Reservoir Simulation 2018 Lecture note 3. page 1 of 5 TPG460 Reservor Smulaon 08 page of 5 DISCRETIZATIO OF THE FOW EQUATIOS As we already have seen, fne dfference appromaons of he paral dervaves appearng n he flow equaons may be obaned from Taylor seres

More information

DEEP UNFOLDING FOR MULTICHANNEL SOURCE SEPARATION SUPPLEMENTARY MATERIAL

DEEP UNFOLDING FOR MULTICHANNEL SOURCE SEPARATION SUPPLEMENTARY MATERIAL DEEP UNFOLDING FOR MULTICHANNEL SOURCE SEPARATION SUPPLEMENTARY MATERIAL Sco Wsdom, John Hershey 2, Jonahan Le Roux 2, and Shnj Waanabe 2 Deparmen o Elecrcal Engneerng, Unversy o Washngon, Seale, WA, USA

More information

THE PREDICTION OF COMPETITIVE ENVIRONMENT IN BUSINESS

THE PREDICTION OF COMPETITIVE ENVIRONMENT IN BUSINESS THE PREICTION OF COMPETITIVE ENVIRONMENT IN BUSINESS INTROUCTION The wo dmensonal paral dfferenal equaons of second order can be used for he smulaon of compeve envronmen n busness The arcle presens he

More information

Approximate Analytic Solution of (2+1) - Dimensional Zakharov-Kuznetsov(Zk) Equations Using Homotopy

Approximate Analytic Solution of (2+1) - Dimensional Zakharov-Kuznetsov(Zk) Equations Using Homotopy Arcle Inernaonal Journal of Modern Mahemacal Scences, 4, (): - Inernaonal Journal of Modern Mahemacal Scences Journal homepage: www.modernscenfcpress.com/journals/jmms.aspx ISSN: 66-86X Florda, USA Approxmae

More information

ECON 8105 FALL 2017 ANSWERS TO MIDTERM EXAMINATION

ECON 8105 FALL 2017 ANSWERS TO MIDTERM EXAMINATION MACROECONOMIC THEORY T. J. KEHOE ECON 85 FALL 7 ANSWERS TO MIDTERM EXAMINATION. (a) Wh an Arrow-Debreu markes sruure fuures markes for goods are open n perod. Consumers rade fuures onras among hemselves.

More information

Chapter 6: AC Circuits

Chapter 6: AC Circuits Chaper 6: AC Crcus Chaper 6: Oulne Phasors and he AC Seady Sae AC Crcus A sable, lnear crcu operang n he seady sae wh snusodal excaon (.e., snusodal seady sae. Complee response forced response naural response.

More information

)-interval valued fuzzy ideals in BF-algebras. Some properties of (, ) -interval valued fuzzy ideals in BF-algebra, where

)-interval valued fuzzy ideals in BF-algebras. Some properties of (, ) -interval valued fuzzy ideals in BF-algebra, where Inernaonal Journal of Engneerng Advaned Researh Tehnology (IJEART) ISSN: 454-990, Volume-, Issue-4, Oober 05 Some properes of (, )-nerval valued fuzzy deals n BF-algebras M. Idrees, A. Rehman, M. Zulfqar,

More information

FI 3103 Quantum Physics

FI 3103 Quantum Physics /9/4 FI 33 Quanum Physcs Aleander A. Iskandar Physcs of Magnesm and Phooncs Research Grou Insu Teknolog Bandung Basc Conces n Quanum Physcs Probably and Eecaon Value Hesenberg Uncerany Prncle Wave Funcon

More information

Regularization and Stabilization of the Rectangle Descriptor Decentralized Control Systems by Dynamic Compensator

Regularization and Stabilization of the Rectangle Descriptor Decentralized Control Systems by Dynamic Compensator www.sene.org/mas Modern Appled ene Vol. 5, o. 2; Aprl 2 Regularzaon and ablzaon of he Reangle Desrpor Deenralzed Conrol ysems by Dynam Compensaor Xume Tan Deparmen of Eleromehanal Engneerng, Heze Unversy

More information

PROJEKTKURS I ADAPTIV SIGNALBEHANDLING

PROJEKTKURS I ADAPTIV SIGNALBEHANDLING PROJEKTKURS I ADAPTIV SIGNALBEHANDLING Room Aouss wh assoaed fundamenals of aouss PURPOSE.... INTRODUCTION.... FUNDAMENTALS OF ACOUSTICS...4.. VIBRATIONS AND SOUND (WAVES)...4. WAVE EQUATION...6 A. The

More information

GENERATING CERTAIN QUINTIC IRREDUCIBLE POLYNOMIALS OVER FINITE FIELDS. Youngwoo Ahn and Kitae Kim

GENERATING CERTAIN QUINTIC IRREDUCIBLE POLYNOMIALS OVER FINITE FIELDS. Youngwoo Ahn and Kitae Kim Korean J. Mah. 19 (2011), No. 3, pp. 263 272 GENERATING CERTAIN QUINTIC IRREDUCIBLE POLYNOMIALS OVER FINITE FIELDS Youngwoo Ahn and Kae Km Absrac. In he paper [1], an explc correspondence beween ceran

More information

Let s treat the problem of the response of a system to an applied external force. Again,

Let s treat the problem of the response of a system to an applied external force. Again, Page 33 QUANTUM LNEAR RESPONSE FUNCTON Le s rea he problem of he response of a sysem o an appled exernal force. Agan, H() H f () A H + V () Exernal agen acng on nernal varable Hamlonan for equlbrum sysem

More information

Existence and Uniqueness Results for Random Impulsive Integro-Differential Equation

Existence and Uniqueness Results for Random Impulsive Integro-Differential Equation Global Journal of Pure and Appled Mahemacs. ISSN 973-768 Volume 4, Number 6 (8), pp. 89-87 Research Inda Publcaons hp://www.rpublcaon.com Exsence and Unqueness Resuls for Random Impulsve Inegro-Dfferenal

More information

J i-1 i. J i i+1. Numerical integration of the diffusion equation (I) Finite difference method. Spatial Discretization. Internal nodes.

J i-1 i. J i i+1. Numerical integration of the diffusion equation (I) Finite difference method. Spatial Discretization. Internal nodes. umercal negraon of he dffuson equaon (I) Fne dfference mehod. Spaal screaon. Inernal nodes. R L V For hermal conducon le s dscree he spaal doman no small fne spans, =,,: Balance of parcles for an nernal

More information

Robust and Accurate Cancer Classification with Gene Expression Profiling

Robust and Accurate Cancer Classification with Gene Expression Profiling Robus and Accurae Cancer Classfcaon wh Gene Expresson Proflng (Compuaonal ysems Bology, 2005) Auhor: Hafeng L, Keshu Zhang, ao Jang Oulne Background LDA (lnear dscrmnan analyss) and small sample sze problem

More information

Mechanics Physics 151

Mechanics Physics 151 Mechancs Physcs 5 Lecure 9 Hamlonan Equaons of Moon (Chaper 8) Wha We Dd Las Tme Consruced Hamlonan formalsm H ( q, p, ) = q p L( q, q, ) H p = q H q = p H = L Equvalen o Lagrangan formalsm Smpler, bu

More information

In the complete model, these slopes are ANALYSIS OF VARIANCE FOR THE COMPLETE TWO-WAY MODEL. (! i+1 -! i ) + [(!") i+1,q - [(!

In the complete model, these slopes are ANALYSIS OF VARIANCE FOR THE COMPLETE TWO-WAY MODEL. (! i+1 -! i ) + [(!) i+1,q - [(! ANALYSIS OF VARIANCE FOR THE COMPLETE TWO-WAY MODEL The frs hng o es n wo-way ANOVA: Is here neracon? "No neracon" means: The man effecs model would f. Ths n urn means: In he neracon plo (wh A on he horzonal

More information

P R = P 0. The system is shown on the next figure:

P R = P 0. The system is shown on the next figure: TPG460 Reservor Smulaon 08 page of INTRODUCTION TO RESERVOIR SIMULATION Analycal and numercal soluons of smple one-dmensonal, one-phase flow equaons As an nroducon o reservor smulaon, we wll revew he smples

More information

Mechanics Physics 151

Mechanics Physics 151 Mechancs Physcs 5 Lecure 9 Hamlonan Equaons of Moon (Chaper 8) Wha We Dd Las Tme Consruced Hamlonan formalsm Hqp (,,) = qp Lqq (,,) H p = q H q = p H L = Equvalen o Lagrangan formalsm Smpler, bu wce as

More information

ME 160 Introduction to Finite Element Method. Chapter 5 Finite Element Analysis in Heat Conduction Analysis of Solid Structures

ME 160 Introduction to Finite Element Method. Chapter 5 Finite Element Analysis in Heat Conduction Analysis of Solid Structures San Jose Sae Unvers Deparmen o Mehanal Engneerng ME 6 Inroduon o Fne Elemen Mehod Chaper 5 Fne Elemen Analss n Hea Conduon Analss o Sold Sruures Insruor a-ran Hsu Proessor Prnpal reerenes: ) he Fne Elemen

More information

Method of Characteristics for Pure Advection By Gilberto E. Urroz, September 2004

Method of Characteristics for Pure Advection By Gilberto E. Urroz, September 2004 Mehod of Charaerss for Pre Adveon By Glbero E Urroz Sepember 004 Noe: The followng noes are based on lass noes for he lass COMPUTATIONAL HYDAULICS as agh by Dr Forres Holly n he Sprng Semeser 985 a he

More information

FTCS Solution to the Heat Equation

FTCS Solution to the Heat Equation FTCS Soluon o he Hea Equaon ME 448/548 Noes Gerald Reckenwald Porland Sae Unversy Deparmen of Mechancal Engneerng gerry@pdxedu ME 448/548: FTCS Soluon o he Hea Equaon Overvew Use he forward fne d erence

More information

2/20/2013. EE 101 Midterm 2 Review

2/20/2013. EE 101 Midterm 2 Review //3 EE Mderm eew //3 Volage-mplfer Model The npu ressance s he equalen ressance see when lookng no he npu ermnals of he amplfer. o s he oupu ressance. I causes he oupu olage o decrease as he load ressance

More information

Relative controllability of nonlinear systems with delays in control

Relative controllability of nonlinear systems with delays in control Relave conrollably o nonlnear sysems wh delays n conrol Jerzy Klamka Insue o Conrol Engneerng, Slesan Techncal Unversy, 44- Glwce, Poland. phone/ax : 48 32 37227, {jklamka}@a.polsl.glwce.pl Keywor: Conrollably.

More information

Scattering at an Interface: Oblique Incidence

Scattering at an Interface: Oblique Incidence Course Insrucor Dr. Raymond C. Rumpf Offce: A 337 Phone: (915) 747 6958 E Mal: rcrumpf@uep.edu EE 4347 Appled Elecromagnecs Topc 3g Scaerng a an Inerface: Oblque Incdence Scaerng These Oblque noes may

More information

Comb Filters. Comb Filters

Comb Filters. Comb Filters The smple flers dscussed so far are characered eher by a sngle passband and/or a sngle sopband There are applcaons where flers wh mulple passbands and sopbands are requred Thecomb fler s an example of

More information

Origin of the inertial mass (II): Vector gravitational theory

Origin of the inertial mass (II): Vector gravitational theory Orn of he neral mass (II): Veor ravaonal heory Weneslao Seura González e-mal: weneslaoseuraonzalez@yahoo.es Independen Researher Absra. We dedue he nduve fores of a veor ravaonal heory and we wll sudy

More information

Performance Analysis for a Network having Standby Redundant Unit with Waiting in Repair

Performance Analysis for a Network having Standby Redundant Unit with Waiting in Repair TECHNI Inernaonal Journal of Compung Scence Communcaon Technologes VOL.5 NO. July 22 (ISSN 974-3375 erformance nalyss for a Nework havng Sby edundan Un wh ang n epar Jendra Sngh 2 abns orwal 2 Deparmen

More information

Variants of Pegasos. December 11, 2009

Variants of Pegasos. December 11, 2009 Inroducon Varans of Pegasos SooWoong Ryu bshboy@sanford.edu December, 009 Youngsoo Cho yc344@sanford.edu Developng a new SVM algorhm s ongong research opc. Among many exng SVM algorhms, we wll focus on

More information

Chapter Lagrangian Interpolation

Chapter Lagrangian Interpolation Chaper 5.4 agrangan Inerpolaon Afer readng hs chaper you should be able o:. dere agrangan mehod of nerpolaon. sole problems usng agrangan mehod of nerpolaon and. use agrangan nerpolans o fnd deraes and

More information

Computational results on new staff scheduling benchmark instances

Computational results on new staff scheduling benchmark instances TECHNICAL REPORT Compuaonal resuls on new saff shedulng enhmark nsanes Tm Curos Rong Qu ASAP Researh Group Shool of Compuer Sene Unersy of Nongham NG8 1BB Nongham UK Frs pulshed onlne: 19-Sep-2014 las

More information

calculating electromagnetic

calculating electromagnetic Theoeal mehods fo alulang eleomagne felds fom lghnng dshage ajeev Thoapplll oyal Insue of Tehnology KTH Sweden ajeev.thoapplll@ee.kh.se Oulne Despon of he poblem Thee dffeen mehods fo feld alulaons - Dpole

More information

A NEW TECHNIQUE FOR SOLVING THE 1-D BURGERS EQUATION

A NEW TECHNIQUE FOR SOLVING THE 1-D BURGERS EQUATION S19 A NEW TECHNIQUE FOR SOLVING THE 1-D BURGERS EQUATION by Xaojun YANG a,b, Yugu YANG a*, Carlo CATTANI c, and Mngzheng ZHU b a Sae Key Laboraory for Geomechancs and Deep Underground Engneerng, Chna Unversy

More information

NATIONAL UNIVERSITY OF SINGAPORE PC5202 ADVANCED STATISTICAL MECHANICS. (Semester II: AY ) Time Allowed: 2 Hours

NATIONAL UNIVERSITY OF SINGAPORE PC5202 ADVANCED STATISTICAL MECHANICS. (Semester II: AY ) Time Allowed: 2 Hours NATONAL UNVERSTY OF SNGAPORE PC5 ADVANCED STATSTCAL MECHANCS (Semeser : AY 1-13) Tme Allowed: Hours NSTRUCTONS TO CANDDATES 1. Ths examnaon paper conans 5 quesons and comprses 4 prned pages.. Answer all

More information

COHESIVE CRACK PROPAGATION ANALYSIS USING A NON-LINEAR BOUNDARY ELEMENT FORMULATION

COHESIVE CRACK PROPAGATION ANALYSIS USING A NON-LINEAR BOUNDARY ELEMENT FORMULATION Bluher Mehanal Engneerng Proeedngs May 2014, vol. 1, num. 1 www.proeedngs.bluher.om.br/eveno/10wm COHESIVE CRACK PROPAGATION ANALYSIS USING A NON-LINEAR BOUNDARY ELEMENT FORMULATION H. L. Olvera 1, E.D.

More information

2.1 Constitutive Theory

2.1 Constitutive Theory Secon.. Consuve Theory.. Consuve Equaons Governng Equaons The equaons governng he behavour of maerals are (n he spaal form) dρ v & ρ + ρdv v = + ρ = Conservaon of Mass (..a) d x σ j dv dvσ + b = ρ v& +

More information

Sequential Unit Root Test

Sequential Unit Root Test Sequenal Un Roo es Naga, K, K Hom and Y Nshyama 3 Deparmen of Eonoms, Yokohama Naonal Unversy, Japan Deparmen of Engneerng, Kyoo Insue of ehnology, Japan 3 Insue of Eonom Researh, Kyoo Unversy, Japan Emal:

More information

John Geweke a and Gianni Amisano b a Departments of Economics and Statistics, University of Iowa, USA b European Central Bank, Frankfurt, Germany

John Geweke a and Gianni Amisano b a Departments of Economics and Statistics, University of Iowa, USA b European Central Bank, Frankfurt, Germany Herarchcal Markov Normal Mxure models wh Applcaons o Fnancal Asse Reurns Appendx: Proofs of Theorems and Condonal Poseror Dsrbuons John Geweke a and Gann Amsano b a Deparmens of Economcs and Sascs, Unversy

More information

Output equals aggregate demand, an equilibrium condition Definition of aggregate demand Consumption function, c

Output equals aggregate demand, an equilibrium condition Definition of aggregate demand Consumption function, c Eonoms 435 enze D. Cnn Fall Soal Senes 748 Unversy of Wsonsn-adson Te IS-L odel Ts se of noes oulnes e IS-L model of naonal nome and neres rae deermnaon. Ts nvolves exendng e real sde of e eonomy (desred

More information

CS434a/541a: Pattern Recognition Prof. Olga Veksler. Lecture 4

CS434a/541a: Pattern Recognition Prof. Olga Veksler. Lecture 4 CS434a/54a: Paern Recognon Prof. Olga Veksler Lecure 4 Oulne Normal Random Varable Properes Dscrmnan funcons Why Normal Random Varables? Analycally racable Works well when observaon comes form a corruped

More information

Problem Set 3 EC2450A. Fall ) Write the maximization problem of the individual under this tax system and derive the first-order conditions.

Problem Set 3 EC2450A. Fall ) Write the maximization problem of the individual under this tax system and derive the first-order conditions. Problem Se 3 EC450A Fall 06 Problem There are wo ypes of ndvduals, =, wh dfferen ables w. Le be ype s onsumpon, l be hs hours worked and nome y = w l. Uly s nreasng n onsumpon and dereasng n hours worked.

More information

About Longitudinal Waves of an Electromagnetic Field

About Longitudinal Waves of an Electromagnetic Field bou Longudnal Waves of an Eleromagne eld Yur. Sprhev The Sae om Energ Corporaon ROSTOM, "Researh and Desgn Insue of Rado-Eleron Engneerng" - branh of ederal Senf-Produon Cener "Produon ssoaon "Sar" named

More information

Density Matrix Description of NMR BCMB/CHEM 8190

Density Matrix Description of NMR BCMB/CHEM 8190 Densy Marx Descrpon of NMR BCMBCHEM 89 Operaors n Marx Noaon If we say wh one bass se, properes vary only because of changes n he coeffcens weghng each bass se funcon x = h< Ix > - hs s how we calculae

More information

Double-Relaxation Solute Transport in Porous Media

Double-Relaxation Solute Transport in Porous Media ISSN: 35-38 Inernaonal Journal of Advaned Resear n Sene Engneerng and Tenology Vol. 5 Issue January 8 ouble-relaaon Solue Transpor n Porous Meda Bakyor Kuzayorov Tursunpulo zyanov Odl Kaydarov Professor

More information

CS286.2 Lecture 14: Quantum de Finetti Theorems II

CS286.2 Lecture 14: Quantum de Finetti Theorems II CS286.2 Lecure 14: Quanum de Fne Theorems II Scrbe: Mara Okounkova 1 Saemen of he heorem Recall he las saemen of he quanum de Fne heorem from he prevous lecure. Theorem 1 Quanum de Fne). Le ρ Dens C 2

More information

M. Y. Adamu Mathematical Sciences Programme, AbubakarTafawaBalewa University, Bauchi, Nigeria

M. Y. Adamu Mathematical Sciences Programme, AbubakarTafawaBalewa University, Bauchi, Nigeria IOSR Journal of Mahemacs (IOSR-JM e-issn: 78-578, p-issn: 9-765X. Volume 0, Issue 4 Ver. IV (Jul-Aug. 04, PP 40-44 Mulple SolonSoluons for a (+-dmensonalhroa-sasuma shallow waer wave equaon UsngPanlevé-Bӓclund

More information

Density Matrix Description of NMR BCMB/CHEM 8190

Density Matrix Description of NMR BCMB/CHEM 8190 Densy Marx Descrpon of NMR BCMBCHEM 89 Operaors n Marx Noaon Alernae approach o second order specra: ask abou x magnezaon nsead of energes and ranson probables. If we say wh one bass se, properes vary

More information

PHYS 705: Classical Mechanics. Canonical Transformation

PHYS 705: Classical Mechanics. Canonical Transformation PHYS 705: Classcal Mechancs Canoncal Transformaon Canoncal Varables and Hamlonan Formalsm As we have seen, n he Hamlonan Formulaon of Mechancs,, are ndeenden varables n hase sace on eual foong The Hamlon

More information

Comparison of Differences between Power Means 1

Comparison of Differences between Power Means 1 In. Journal of Mah. Analyss, Vol. 7, 203, no., 5-55 Comparson of Dfferences beween Power Means Chang-An Tan, Guanghua Sh and Fe Zuo College of Mahemacs and Informaon Scence Henan Normal Unversy, 453007,

More information

Appendix H: Rarefaction and extrapolation of Hill numbers for incidence data

Appendix H: Rarefaction and extrapolation of Hill numbers for incidence data Anne Chao Ncholas J Goell C seh lzabeh L ander K Ma Rober K Colwell and Aaron M llson 03 Rarefacon and erapolaon wh ll numbers: a framewor for samplng and esmaon n speces dversy sudes cology Monographs

More information

Chapters 2 Kinematics. Position, Distance, Displacement

Chapters 2 Kinematics. Position, Distance, Displacement Chapers Knemacs Poson, Dsance, Dsplacemen Mechancs: Knemacs and Dynamcs. Knemacs deals wh moon, bu s no concerned wh he cause o moon. Dynamcs deals wh he relaonshp beween orce and moon. The word dsplacemen

More information

EE 247B/ME 218: Introduction to MEMS Design Lecture 27m2: Gyros, Noise & MDS CTN 5/1/14. Copyright 2014 Regents of the University of California

EE 247B/ME 218: Introduction to MEMS Design Lecture 27m2: Gyros, Noise & MDS CTN 5/1/14. Copyright 2014 Regents of the University of California MEMSBase Fork Gyrosoe Ω r z Volage Deermnng Resoluon EE C45: Inrouon o MEMS Desgn LeM 15 C. Nguyen 11/18/08 17 () Curren (+) Curren Eleroe EE C45: Inrouon o MEMS Desgn LeM 15 C. Nguyen 11/18/08 18 [Zaman,

More information

Optimal Replenishment Policy for Hi-tech Industry with Component Cost and Selling Price Reduction

Optimal Replenishment Policy for Hi-tech Industry with Component Cost and Selling Price Reduction Opmal Replenshmen Poly for H-eh Indusry wh Componen Cos and Sellng Pre Reduon P.C. Yang 1, H.M. Wee, J.Y. Shau, and Y.F. seng 1 1 Indusral Engneerng & Managemen Deparmen, S. John s Unversy, amsu, ape 5135

More information

MEEN Handout 4a ELEMENTS OF ANALYTICAL MECHANICS

MEEN Handout 4a ELEMENTS OF ANALYTICAL MECHANICS MEEN 67 - Handou 4a ELEMENTS OF ANALYTICAL MECHANICS Newon's laws (Euler's fundamenal prncples of moon) are formulaed for a sngle parcle and easly exended o sysems of parcles and rgd bodes. In descrbng

More information

EP2200 Queuing theory and teletraffic systems. 3rd lecture Markov chains Birth-death process - Poisson process. Viktoria Fodor KTH EES

EP2200 Queuing theory and teletraffic systems. 3rd lecture Markov chains Birth-death process - Poisson process. Viktoria Fodor KTH EES EP Queung heory and eleraffc sysems 3rd lecure Marov chans Brh-deah rocess - Posson rocess Vora Fodor KTH EES Oulne for oday Marov rocesses Connuous-me Marov-chans Grah and marx reresenaon Transen and

More information

. The geometric multiplicity is dim[ker( λi. number of linearly independent eigenvectors associated with this eigenvalue.

. The geometric multiplicity is dim[ker( λi. number of linearly independent eigenvectors associated with this eigenvalue. Lnear Algebra Lecure # Noes We connue wh he dscusson of egenvalues, egenvecors, and dagonalzably of marces We wan o know, n parcular wha condons wll assure ha a marx can be dagonalzed and wha he obsrucons

More information

On computing differential transform of nonlinear non-autonomous functions and its applications

On computing differential transform of nonlinear non-autonomous functions and its applications On compung dfferenal ransform of nonlnear non-auonomous funcons and s applcaons Essam. R. El-Zahar, and Abdelhalm Ebad Deparmen of Mahemacs, Faculy of Scences and Humanes, Prnce Saam Bn Abdulazz Unversy,

More information

arxiv: v2 [quant-ph] 11 Dec 2014

arxiv: v2 [quant-ph] 11 Dec 2014 Quanum mehanal uneranes and exa ranson ampludes for me dependen quadra Hamlonan Gal Harar, Yaob Ben-Aryeh, and Ady Mann Deparmen of Physs, Tehnon-Israel Insue of Tehnology, 3 Hafa, Israel In hs work we

More information

Online Appendix for. Strategic safety stocks in supply chains with evolving forecasts

Online Appendix for. Strategic safety stocks in supply chains with evolving forecasts Onlne Appendx for Sraegc safey socs n supply chans wh evolvng forecass Tor Schoenmeyr Sephen C. Graves Opsolar, Inc. 332 Hunwood Avenue Hayward, CA 94544 A. P. Sloan School of Managemen Massachuses Insue

More information

Scale. Abstract. 1. Introduction. ction. equations for studied. Rao et al. [16,17] [2], Wagoner. [1], Nordvedt. scale invariant theory.

Scale. Abstract. 1. Introduction. ction. equations for studied. Rao et al. [16,17] [2], Wagoner. [1], Nordvedt. scale invariant theory. J. Mod. Phys..,,, 85-89 do:.436/jmp..37 Publshed Onlne Augus (hp://www.srp.org/journal/jmp) Sale Inaran Theory of raaon n Ensen-Rosen Spae-Tme Budua Mshra, Pradyumn Kumar Sahoo, Addepall Ramu Mahemas roup,

More information

Ordinary Differential Equations in Neuroscience with Matlab examples. Aim 1- Gain understanding of how to set up and solve ODE s

Ordinary Differential Equations in Neuroscience with Matlab examples. Aim 1- Gain understanding of how to set up and solve ODE s Ordnary Dfferenal Equaons n Neuroscence wh Malab eamples. Am - Gan undersandng of how o se up and solve ODE s Am Undersand how o se up an solve a smple eample of he Hebb rule n D Our goal a end of class

More information

IMPLEMENTATION OF FRACTURE MECHANICS CONCEPTS IN DYNAMIC PROGRESSIVE COLLAPSE PREDICTION USING AN OPTIMIZATION BASED ALGORITHM

IMPLEMENTATION OF FRACTURE MECHANICS CONCEPTS IN DYNAMIC PROGRESSIVE COLLAPSE PREDICTION USING AN OPTIMIZATION BASED ALGORITHM COMPDYN III ECCOMAS hema Conferene on Compuaonal Mehods n Sruural Dynams and Earhquake Engneerng M. Papadrakaks, M. Fragadaks, V. Plevrs (eds. Corfu, Greee, 5 8 May IMPLEMENAION OF FRACURE MECHANICS CONCEPS

More information

New Mexico Tech Hyd 510

New Mexico Tech Hyd 510 New Meo eh Hy 5 Hyrology Program Quanave Mehos n Hyrology Noe ha for he sep hange problem,.5, for >. he sep smears over me an, unlke he ffuson problem, he onenraon a he orgn hanges. I s no a bounary onon.

More information

Outline. Probabilistic Model Learning. Probabilistic Model Learning. Probabilistic Model for Time-series Data: Hidden Markov Model

Outline. Probabilistic Model Learning. Probabilistic Model Learning. Probabilistic Model for Time-series Data: Hidden Markov Model Probablsc Model for Tme-seres Daa: Hdden Markov Model Hrosh Mamsuka Bonformacs Cener Kyoo Unversy Oulne Three Problems for probablsc models n machne learnng. Compung lkelhood 2. Learnng 3. Parsng (predcon

More information

Sampling Procedure of the Sum of two Binary Markov Process Realizations

Sampling Procedure of the Sum of two Binary Markov Process Realizations Samplng Procedure of he Sum of wo Bnary Markov Process Realzaons YURY GORITSKIY Dep. of Mahemacal Modelng of Moscow Power Insue (Techncal Unversy), Moscow, RUSSIA, E-mal: gorsky@yandex.ru VLADIMIR KAZAKOV

More information

Lecture 2 M/G/1 queues. M/G/1-queue

Lecture 2 M/G/1 queues. M/G/1-queue Lecure M/G/ queues M/G/-queue Posson arrval process Arbrary servce me dsrbuon Sngle server To deermne he sae of he sysem a me, we mus now The number of cusomers n he sysems N() Tme ha he cusomer currenly

More information

. The geometric multiplicity is dim[ker( λi. A )], i.e. the number of linearly independent eigenvectors associated with this eigenvalue.

. The geometric multiplicity is dim[ker( λi. A )], i.e. the number of linearly independent eigenvectors associated with this eigenvalue. Mah E-b Lecure #0 Noes We connue wh he dscusson of egenvalues, egenvecors, and dagonalzably of marces We wan o know, n parcular wha condons wll assure ha a marx can be dagonalzed and wha he obsrucons are

More information

Block 4 Numerical solution of open channel flow

Block 4 Numerical solution of open channel flow Numeral Hydrauls Blok 4 Numeral soluon o open hannel low Markus Holzner 1 onens o he ourse Blok 1 The equaons Blok 2 ompuaon o pressure surges Blok 3 Open hannel low (low n rers) Blok 4 Numeral soluon

More information

Online Supplement for Dynamic Multi-Technology. Production-Inventory Problem with Emissions Trading

Online Supplement for Dynamic Multi-Technology. Production-Inventory Problem with Emissions Trading Onlne Supplemen for Dynamc Mul-Technology Producon-Invenory Problem wh Emssons Tradng by We Zhang Zhongsheng Hua Yu Xa and Baofeng Huo Proof of Lemma For any ( qr ) Θ s easy o verfy ha he lnear programmng

More information

Motion in Two Dimensions

Motion in Two Dimensions Phys 1 Chaper 4 Moon n Two Dmensons adzyubenko@csub.edu hp://www.csub.edu/~adzyubenko 005, 014 A. Dzyubenko 004 Brooks/Cole 1 Dsplacemen as a Vecor The poson of an objec s descrbed by s poson ecor, r The

More information

Dynamic Team Decision Theory. EECS 558 Project Shrutivandana Sharma and David Shuman December 10, 2005

Dynamic Team Decision Theory. EECS 558 Project Shrutivandana Sharma and David Shuman December 10, 2005 Dynamc Team Decson Theory EECS 558 Proec Shruvandana Sharma and Davd Shuman December 0, 005 Oulne Inroducon o Team Decson Theory Decomposon of he Dynamc Team Decson Problem Equvalence of Sac and Dynamc

More information

Polymerization Technology Laboratory Course

Polymerization Technology Laboratory Course Prakkum Polymer Scence/Polymersaonsechnk Versuch Resdence Tme Dsrbuon Polymerzaon Technology Laboraory Course Resdence Tme Dsrbuon of Chemcal Reacors If molecules or elemens of a flud are akng dfferen

More information

Fall 2010 Graduate Course on Dynamic Learning

Fall 2010 Graduate Course on Dynamic Learning Fall 200 Graduae Course on Dynamc Learnng Chaper 4: Parcle Flers Sepember 27, 200 Byoung-Tak Zhang School of Compuer Scence and Engneerng & Cognve Scence and Bran Scence Programs Seoul aonal Unversy hp://b.snu.ac.kr/~bzhang/

More information

Should Exact Index Numbers have Standard Errors? Theory and Application to Asian Growth

Should Exact Index Numbers have Standard Errors? Theory and Application to Asian Growth Should Exac Index umbers have Sandard Errors? Theory and Applcaon o Asan Growh Rober C. Feensra Marshall B. Rensdorf ovember 003 Proof of Proposon APPEDIX () Frs, we wll derve he convenonal Sao-Vara prce

More information

Analysis And Evaluation of Econometric Time Series Models: Dynamic Transfer Function Approach

Analysis And Evaluation of Econometric Time Series Models: Dynamic Transfer Function Approach 1 Appeared n Proceedng of he 62 h Annual Sesson of he SLAAS (2006) pp 96. Analyss And Evaluaon of Economerc Tme Seres Models: Dynamc Transfer Funcon Approach T.M.J.A.COORAY Deparmen of Mahemacs Unversy

More information

WiH Wei He

WiH Wei He Sysem Idenfcaon of onlnear Sae-Space Space Baery odels WH We He wehe@calce.umd.edu Advsor: Dr. Chaochao Chen Deparmen of echancal Engneerng Unversy of aryland, College Par 1 Unversy of aryland Bacground

More information

e-journal Reliability: Theory& Applications No 2 (Vol.2) Vyacheslav Abramov

e-journal Reliability: Theory& Applications No 2 (Vol.2) Vyacheslav Abramov June 7 e-ournal Relably: Theory& Applcaons No (Vol. CONFIDENCE INTERVALS ASSOCIATED WITH PERFORMANCE ANALYSIS OF SYMMETRIC LARGE CLOSED CLIENT/SERVER COMPUTER NETWORKS Absrac Vyacheslav Abramov School

More information

Bayes rule for a classification problem INF Discriminant functions for the normal density. Euclidean distance. Mahalanobis distance

Bayes rule for a classification problem INF Discriminant functions for the normal density. Euclidean distance. Mahalanobis distance INF 43 3.. Repeon Anne Solberg (anne@f.uo.no Bayes rule for a classfcaon problem Suppose we have J, =,...J classes. s he class label for a pxel, and x s he observed feaure vecor. We can use Bayes rule

More information

Supplementary Material to: IMU Preintegration on Manifold for E cient Visual-Inertial Maximum-a-Posteriori Estimation

Supplementary Material to: IMU Preintegration on Manifold for E cient Visual-Inertial Maximum-a-Posteriori Estimation Supplemenary Maeral o: IMU Prenegraon on Manfold for E cen Vsual-Ineral Maxmum-a-Poseror Esmaon echncal Repor G-IRIM-CP&R-05-00 Chrsan Forser, Luca Carlone, Fran Dellaer, and Davde Scaramuzza May 0, 05

More information

Li An-Ping. Beijing , P.R.China

Li An-Ping. Beijing , P.R.China A New Type of Cpher: DICING_csb L An-Png Bejng 100085, P.R.Chna apl0001@sna.com Absrac: In hs paper, we wll propose a new ype of cpher named DICING_csb, whch s derved from our prevous sream cpher DICING.

More information

Solution. The straightforward approach is surprisingly difficult because one has to be careful about the limits.

Solution. The straightforward approach is surprisingly difficult because one has to be careful about the limits. ose ad Varably Homewor # (8), aswers Q: Power spera of some smple oses A Posso ose A Posso ose () s a sequee of dela-fuo pulses, eah ourrg depedely, a some rae r (More formally, s a sum of pulses of wdh

More information

Cubic Bezier Homotopy Function for Solving Exponential Equations

Cubic Bezier Homotopy Function for Solving Exponential Equations Penerb Journal of Advanced Research n Compung and Applcaons ISSN (onlne: 46-97 Vol. 4, No.. Pages -8, 6 omoopy Funcon for Solvng Eponenal Equaons S. S. Raml *,,. Mohamad Nor,a, N. S. Saharzan,b and M.

More information

5th International Conference on Advanced Design and Manufacturing Engineering (ICADME 2015)

5th International Conference on Advanced Design and Manufacturing Engineering (ICADME 2015) 5h Inernaonal onference on Advanced Desgn and Manufacurng Engneerng (IADME 5 The Falure Rae Expermenal Sudy of Specal N Machne Tool hunshan He, a, *, La Pan,b and Bng Hu 3,c,,3 ollege of Mechancal and

More information

Epistemic Game Theory: Online Appendix

Epistemic Game Theory: Online Appendix Epsemc Game Theory: Onlne Appendx Edde Dekel Lucano Pomao Marcano Snscalch July 18, 2014 Prelmnares Fx a fne ype srucure T I, S, T, β I and a probably µ S T. Le T µ I, S, T µ, βµ I be a ype srucure ha

More information