THE PRINCIPLE OF HARMONIC COMPLEMENTARITY IN EVALUATION OF A SPECIFIC THRUST JET ENGINE

Size: px
Start display at page:

Download "THE PRINCIPLE OF HARMONIC COMPLEMENTARITY IN EVALUATION OF A SPECIFIC THRUST JET ENGINE"

Transcription

1 U.P.B. S. Bull., Srs D, Vol. 76, Iss., 04 ISSN THE PRINCIPLE OF HARMONIC COMPLEMENTARITY IN EVALUATION OF A SPECIFIC THRUST JET ENGINE Vrgl STANCIU, Crstna PAVEL Th fundamntal da of ths papr s to alulat th spf thrust for of a propulson systm (thrust) [], lass of ar-jts ngn, wth applaton to turbojt smpl flow, basd on th dfnton and us of harmon omplmntary pattrns btwn gas dynams funtons of mpuls and thrust. Kywords: thrust for, omplmntarty, harmony, turbo ngn. Introduton In th followng shall b onsdrd a shmat dagram [] of a gnralzd nozzl, as n Fg. H H V M p T 0 0. S M a T 0(). M M g 0() Fg. Shmat dagram of a gnralzd nozzl whr th haratrst paramtrs natur suh as - mass flow, M ; - p, T, total prssur and tmpratur; - gomtr ara, S, dfn th two stats of th flud, orrspondng to th - ntry to th nozzl, ndx ; - xhaust from th nozzl, ndx. Of ours, th for dvlopd by th nozzl, forward F, onssts of - thrust lmnts, T j ; - propulson lmnts, P k ; F S p T f f V f PhD Prof. Eng., Faulty of Arospa Engnrng, Unvrsty POLITEHNICA of Buharst, Romana, -mal: vvrglstanu@yahoo.om PhD studnt, Eng., Faulty of Arospa Engnrng, Unvrsty POLITEHNICA of Buharst, Romana, -mal: nnapavl@gmal.om

2 4 Vrgl Stanu, Crstna Pavl - ompound lmnts, thrust-propulson C l. As a rsult, th summd for boms [3] n m p F = T + P + C () j k l j= k= l= In prnpl, foundatons of th physal and analytal holst modl (global) valuaton of for prformd by a gnralzd nozzl, F, whh an b rprsntd by any of th omponnts of jt ngn, nlt dv, omprssors (ntrfugal and arodynam), ombuston hambr, turbn, xhaust systm of th turbn and jt nozzl gas, all passd through a workng flud.. Mathmatal bass of a holst modl In gnral [4], th amount of for dvlopd by th nozzl, F, an b xprssd by th formula [5] F = F F, () F symbolzs th urrnt loal for, whr th flud jt mts gas dynams opposton, lk xtrnal atmosphr prssur p H. By dfntons, th urrnt loal for an b wrttn as F = Fv ph S, (3) whr F v rprsnts th loal for of th urrnt n vauum, n th absn of atmosphr. It s known that th loal for of th urrnt n vauum, s th sum of two omponnts, stat, p S and dynam, M V, that s F = M V + p S, (4) v whr V and p ar th absolut loal spd, rsptvly, loal stat prssur of th flud. It s known th xprsson of th loal for of th urrnt n vauum, basd on gas dynams funton of mpuls, z ( λ ), Fv = f M T z λ, (5) th onstant funton f, s k + f = R, (6) k whr k s adabat xponnt of flud voluton, R s gas onstant, and λ s Chaplygn numbr, ountrpart of Mah numbr, rlatv to flow rtal ondtons, mnmum. ( )

3 Th prnpl of harmon omplmntarty n valuaton of a spf thrust jt ngn 5 It taks nto aount that gas dynams funton of mpuls s xprssd [3] by z ( λ) = λ+ (7) λ and an b plottd basd on λ, as n Fg.. Fg. Gas dynams funton of mpuls Gvn th mportant rol playd by flud mass flow n ahvng thrust for, w us th known loal rlatonshp p M = m S q( λ ) T, (8) whr - m s mass flow onstant, m R = k k+ k + k - q ( λ ) th gas dynams funton [5] of th mass flow, k+ k q ( λ) = λ λ. (9) Th graph, basd on λ, th gas dynams funton of th flow has th aspt from Fg. 3. ; k

4 6 Vrgl Stanu, Crstna Pavl Fg. 3 Gas dynams funton of th flow Applyng quaton (5), n th fundamntal stons of th gnralzd nozzl, - and -, and th ondtons gvn by th rlaton (3), thn th urrnt loal fors boms prmary forms [6]. F = f M T z( λ ) ph S (0) and F = f M T z( λ ) ph S. () So, basd on rlaton (), th dvlopd for boms f M T z ( λ ) S F = f M p H S. () f M T z( λ ) S To smplfy wrtng, w dfn th nput offnt X, X X =, X whr X s an arbtrary quantty. As suh, t s statd furthr M - M =, offnt of mass ontrbuton; M T - T =, offnt of tmpratur ontrbuton; T p - p =, offnt of mhanal (or prssur) ontrbuton; p S - S =, offnt of gomtr ontrbuton; S

5 Th prnpl of harmon omplmntarty n valuaton of a spf thrust jt ngn 7 and - f f =, offnt of onstant mpuls; f =, offnt of onstant mass. m - m m Wth ths notatons, rlaton (), an b wrttn as z ( λ ) F = f M f M T ph S( S ). (3) z ( λ ) Rgardng flud mass flow, t an b playd n two man stons by p M = m S ( ) q λ T p M S q. = m T ( λ ) Undr ths ondtons, th offnt of mass nput has th form p q ( ) M λ = m S. (4) T q ( λ ) Assumng that th szs ar known and gvn paramtrs - mass, - gomtral, - thrmal, - mhans, - knmats, n nput ston, thn th problm of dtrmnng th for dvlopd by gnralzd nozzl rturns to th quston of lmnat knmats paramtrs, mor xatly, th offnts of spd n output ston, λ. Obvously, from (3) F + phs( S ) + M f z( λ) = z( λ) (5) f M T and, from (4), M T q( λ) = q( λ). (6) m p S It s, thrfor, nssary to sttl th ondtons whh rprsnt rlatons btwn th two gas dynams funtons to xprss th da of harmon flow out of th gnralzd nozzl ston. Of ours, a smpl, but vry omplatd, s to xprss from (5), th,, λ = f F M T, S... ( )

6 8 Vrgl Stanu, Crstna Pavl and, from (0), (,,,... ) λ = f M T p S thn, by qualzaton, w wll obtan,, F = f M T p, S.... ( ) Th orgnalty of ths papr s to fnd smpl ways of lmnaton, takng z λ and as a bass, th harmony that unts th two gas dynam funtons, ( ) q ( λ ), undr th prnpl of omplmntarty, xprssd by dffrnt laws. 3. Th laws of harmony basd on th prnpl of omplmntarty Mathmatal physs study [7] rvals that thr ar whol aras suh as - ontnuum mhans; - ltromagnt fld thory; - hat transfr, whh an b tratd, wth suss, by th thory of omplx varabl funtons n th omplx plan. In th as of rotatonal movmnts rot V = 0, and f th vloty of th flud, V, s drvd from a potntal, ϕ, V = grad ϕ. Basd on th ontnuty quaton, th potntal vloty s a harmon funton that satsfs Laplas quaton ϕ ϕ Δ ϕ = + = 0. (7) x y Sn th rotor s zro, th vortx has no omponnts, as suh, and urrnt funton s harmon, ψ namly ψ ψ Δ ψ = + = 0. (8) x y On th othr hand, btwn funtonsϕ and ψ ar Cauhys monogn ondtons. Thrfor, th funtons ϕ and ψ, assoatd harmons [8], an b th ral and magnary, of a omplx varabl analyt funtons f z = ϕ x, y + ψ x, y (9) th varabl z s ( ) ( ) ( ) z = x+ y.

7 Th prnpl of harmon omplmntarty n valuaton of a spf thrust jt ngn 9 Transformng Cartsan oordnats to polar oordnats, ρ, θ, thn th two funtons ϕ and ψ an b xprssd n trms of ρ and θ, th varabl z s z = ρ ( osθ + snθ) = ρ θ. Also, n ths oordnat thngs rman unhangd rgardng harmon funtons ϕ ( ρθ, ) and ψ ( ρθ, ). As, any rotatonal movmnt wll b rprsntd by an analytal funton of z, ths s avalabl v vrsa, any analyt funton of omplx varabl z rprsnt an rotatonal movmnt. So, always, an analyt funton f ( z) wll rprsnt omplx potntal of a wll dfnd movmnt. Man funtons ar 3 f ( z) = z; f ( z) = ; 3 f ( z) = z ; 4 f ( z) = z ; z z 5 f ( z) = z+ ; 6 f ( z) = ln z; 7 f ( z) =. z Of ths, th most ntrstng, wth a partular physal sgnfan, s th law 3, f ( z) = z, ommon n fratal gomtry (of natur) [8]. Consdrng that z = x+ y, thn namly f ( z) = ( x+ y), ( ) ( ) f z = x y + xy. (0) Thrfor, ϕ ( x, y) = x y, () and ψ ( x, y) = xy. () Obvously, th abov funtons, ϕ and ψ, shall b harmon baus vrfy th Lapla quaton Δ ϕ = 0 and Δ ψ = 0. In vw of th harmon haratr, onjugat, of th funtons ϕ and ψ, aspts of gas dynam funtons z ( λ ) and q( λ ) as wll as th rlatonshp btwn thm, t an b onludd that th man harmon laws [9] ar: I. x + y = t, lnar law, l l ;

8 30 Vrgl Stanu, Crstna Pavl II. y = t x+ x, parabol law, l p ; III. x y = t, hyprbol law [0], l h. Plottng ths laws mags obtand ar thos from Fg. 4. Fg. 4 Harmon law Ths s why, furthr, t wll dsuss [], to mak a omparson, ah as. 4.. Lnar law Basd on th known [], from varatons of th gas dynam funtons, t s aptabl, for a rang of varaton of th offnt λ 0, 4 λ, that z( λ) + q( λ). (3) Takng nto aount th rlatons (5) and (6), th form of th rsultng thrust for F I s n whh M T ( ) ( ) FI M α M T β S p S γ δ = + + +, (4)

9 Th prnpl of harmon omplmntarty n valuaton of a spf thrust jt ngn 3 f f α = T z ( λ ) f f q ( λ ) β = T m z( λ) p γ = T δ = α+ β H m p q ( λ ). (5) Obvously, baus th spf thrust for, FSP s F FSP =, (6) M thn th nozzl gnralzd spf thrust for, n as I, boms M T F α SP I ( M T ) β = + + ( S ) p S γ + δ. (7) 4.. Parabol law In ths as, rplang th funtons, n harmon parabol law z( λ) = q( λ) + + 3, (8) q( λ ) avalabl n subson rgm, for 0,05 λ. Th valus of onstants, =,, 3 dpndng on th natur of th workng flud. So, - for ar = 0, 5; = 0, 79 ; 3 = 0,005 ; - for burnd gass = 0, 35 ; = 0, 797 ; 3 = 0, 03. Spf for, dvlopd n as II, has th form M T F ( ) ( ) ( SP II = α M T + β γ + S + δ p S ), (9) p S whr

10 3 Vrgl Stanu, Crstna Pavl as h = f and a = m Hyprbol law α = h T 3 β = h T q( λ) p γ = T δ = h T q( λ ) H a p q ( λ ), (30) Ths as s th most ntrstng and, also, th asst, as t prtans to hyprbol law [], z( λ) q( λ), (3) vald for a varaton of th spd offnt n th output 0, λ. Takng nto aount th xprssons (5) and (8), thn, by rmovng th flow rat s obtand Fv v p S, (3) whr v = m f. Undr ths ondtons, th urrnt for, n ralty, boms F v p S ph S. (33) W apply ths xprsson, n th fundamntal stons of th gnralzd nozzl, and obtand, hghlghtng th paramtrs th nput ston, F III M T p H FIII = v ( v p S ) ( S ). (34) m q( λ ) p Spf for, n as III, s wrttn as FSP = ε 3 ( ) 3( ) III v v p S + γ S, (35) T ε3 = v q λ γ m ( ) T H 3 = m q( λ ) p p

11 Th prnpl of harmon omplmntarty n valuaton of a spf thrust jt ngn 33 whr thr whr v v = f ; v =. m Obvously, th valu of λ an b obtand thr from th ondton q z ( λ ) q( λ ) ( λ ) p, M T = p p S = q( λ ). m v, 5. Numral rsults and omparsons btwn modls It s ntrstng, furthr, to mak a omparson btwn th rsults obtand by applyng, n ths thr ass, th modls prsntd, for th sam jt ngn. Th omparson taks nto aount assssmnts of spf thrust fors, F SP, =,,3, undr th sam ondtons assumd (sz, paramtrs, offnts) to ntr nto th systm. It nots that FSP = FSP I ; FSP = FSP II and FSP3 = FSP III, whr spf rlatonshps ar appld to th ntr propulson systm, onsdrd ntgral gnralzd nozzl. All alulatons ar prformd for - stat flyng ondton, H = 0, V = 0 ; - ratd opratng ondtons. Thus, s allowd th followng nput nto th ngn: 5 - p = po =, N/m ; - T = T = 88 K ; o and knmats ondtons q ( λ ) = 0,8and ( ),34 z λ =. Charatrsts of th workng flud ar - xponnts adabat volutons, through systm, ar, k =, 4 ;

12 34 Vrgl Stanu, Crstna Pavl gas, k =, 33 ; - spf flud onstants ar, R = 87 J/kg K ; gas, R = 87,6 J/kg K. Calulatng onstants w hav th followng valus - m = α a = 0, 0404 ; - f = h h = 3,37 ; - v = v =,68 ; - k = k = 4, 753. Allowd, furthr, th followng nput fators, vald for th whol systm, holst: - m ; - f ; - v =, and, rsptvly, - M =, 0 ; - T = 3, ; - p,56, - S =,. Prod to th alulaton of spf thrust fors for ah modl, holst, harmon and omplmntary. 5.. Lnar modl Ar alulatd - α = 888,9 ; - β = 373, 4 ; - γ = 58,38 and - δ = 54, 4. Substtutng n rlatonshp (7), spf thrust for, wll gt FSP 859 m/s. 5.. Parabol modl Coffnts ar - α =,66 ; - β = 9,564 ; - γ = 55,06 and - δ = 50. Substtutng, spf thrust for, from (9) boms FSP 945, 75 m/s. Somtms you an nglt th frst omponnt for, baus α s muh smallr than th othr offnts, th rror that s mad s undr %.

13 Th prnpl of harmon omplmntarty n valuaton of a spf thrust jt ngn Hyprbol modl In ths as, - γ 3 = 43,6 ε 3 = 43,66. Thrfor spf thrust for from rlatonshp (35) s FSP3 80 m/s. 6. Conlusons Basd on th proposd modls and smulatons prformd on ths thr ass, for th thr laws, harmon omplmntary, lnar law, parabol law and hyprbol law, som ntrstng onlusons an b drawn. Among thm, w an rtan followng: - Rgardlss of th modl s notd that, th most mportant ways of ahvmnt of thrust fors (propulson) nluds th us of mass nozzl, whn M vars asndng; thrmal nozzl, whn T nrasng varabl; mhanal nozzl, whn p nrasng varabl; gomtral nozzl, f ston hangs, smpl onvrgnt vrsons, or Laval, onvrgnt-dvrgnt; - Makng a for rqurs th xstn, at th ntran to th nozzl, a flud that has a puls; - Coffnt of thrmal, T, and mhanal ontrbuton, p, ar, usually, orrlatd, as s th as n th systm turbo omprssor; - All modls ar holst, allowng valuaton of th ovrall prforman of th ngn, takng nto aount, th rlatons btwn ngn omponnts; - Aftr th apparan of th thr harmon laws, losst to ralty, whh lads to rasonabl rsults wth th on xstng n ltratur, s hyprbol law. In rlaton wth ths absn, othr laws rrors ar lnar law, 4,9% ; parabol law, 6,7% ; - Th bst harmonzaton law s th hyprbol law, provn by smplty of spf for xprsson rsults, whh onfrmd, on agan, that th tst of truth s smplty; - For hyprbol law obsrv that F = f p, S, SP ( )

14 36 Vrgl Stanu, Crstna Pavl fundamntal prforman of a nozzl or, furthrmor, of a ngn, dpnds only by substantal varaton of total flud prssur; workng hannl ston (xpanson). R E F E R E N C E S [] V. Stanu, E. Rotaru, and A. Bogo, Thory and dsgn of propulson systms, Publshr BREN, Buharst, 00 [] V. Stanu, Modllng thrust propulson systms, Publshr URANIA, Buharst, 00 [3] V. Stanu, R. Sălanu, and B. Pantlmon, Modrn systms to nras thrust and onomy of th turbojt ngns, Publshr Unvrstata Polthna, Buharst, 993 [4] V. Stanu and E. Rotaru, Convntonal propulson systms, Publshr BREN, Buharst, 00 [5] V. Pmsnr, Ar jt ngns, vol. I, Publshr Ddat and Pdagog, Buharst, 984 [6] V. Stanu, Propulson Phlosophy, Publshr PRINTECH, Buharst, 0 [7] V. Stanu and C. Pavl, Orthoturbojt ngn, a hallng of atual ngns, 5 th Europan Confrn for Aronauts and Spa Sns (EUCASS), Munhn, 03 [8] N. Lsmor-Gordon and R. Edny, Introdung Fratal Gomtry, Totm Books, 000 [9] V. Stanu, Rlgon Phlosophy Sn, Publshr PRINTECH, Buharst, 03 [0] T. Toro, Modrn physs and phlosophy, Publshr Edtura Fala, Buharst, 973 [] V. Stanu and C. Pavl, About th n-yologal ntrprtaton of a omplx plan, ICEGD- Intrnatonal Confrn On Engnrng Graphs And Dsgn, Tmoara 03

The gravitational field energy density for symmetrical and asymmetrical systems

The gravitational field energy density for symmetrical and asymmetrical systems Th ravtatonal ld nry dnsty or symmtral and asymmtral systms Roald Sosnovsy Thnal Unvrsty 1941 St. Ptrsbur Russa E-mal:rosov@yandx Abstrat. Th rlatvst thory o ravtaton has th onsdrabl dults by dsrpton o

More information

A Note on Estimability in Linear Models

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

More information

The Hyperelastic material is examined in this section.

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

More information

16.512, Rocket Propulsion Prof. Manuel Martinez-Sanchez Lecture 6: Heat Conduction: Thermal Stresses

16.512, Rocket Propulsion Prof. Manuel Martinez-Sanchez Lecture 6: Heat Conduction: Thermal Stresses 16.512, okt Proulon Prof. Manul Martnz-Sanhz Ltur 6: Hat Conduton: Thrmal Str Efft of Sold or Lqud Partl n Nozzl Flow An u n hhly alumnzd old rokt motor. 3 2Al + O 2 Al 2 O 2 3 m.. 2072 C, b.. 2980 C In

More information

Grand Canonical Ensemble

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

More information

Advances in the study of intrinsic rotation with flux tube gyrokinetics

Advances in the study of intrinsic rotation with flux tube gyrokinetics Adans n th study o ntrns rotaton wth lux tub gyroknts F.I. Parra and M. arns Unrsty o Oxord Wolgang Paul Insttut, Vnna, Aprl 0 Introduton In th absn o obous momntum nput (apart rom th dg), tokamak plasmas

More information

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

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

More information

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

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

More information

From Structural Analysis to FEM. Dhiman Basu

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

More information

te Finance (4th Edition), July 2017.

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

More information

First looking at the scalar potential term, suppose that the displacement is given by u = φ. If one can find a scalar φ such that u = φ. u x.

First looking at the scalar potential term, suppose that the displacement is given by u = φ. If one can find a scalar φ such that u = φ. u x. 7.4 Eastodynams 7.4. Propagaton of Wavs n East Sods Whn a strss wav travs throgh a matra, t ass matra parts to dspa by. It an b shown that any vtor an b wrttn n th form φ + ra (7.4. whr φ s a saar potnta

More information

Some Useful Formulae

Some Useful Formulae ME - hrmodynamcs I Som Usful Formula Control Mass Contnuty Equaton m constant Frst Law Comprsson-xpanson wor U U m V V mg Z Z Q W For polytropc procs, PV n c, Scond Law W W PdV P V P V n n P V ln V V n

More information

Electrochemical reaction mechanisms

Electrochemical reaction mechanisms Eltrohmal raton mhansms Exampl: oppr rduton (): Cu + + Cu + slow (): Cu + + Cu fast Coppr also undrgos a dsproportonaton raton: Cu + Cu + + Cu Its qulbrum onstant s K. 6. As th frst stp s slow ompard to

More information

Lecture 3: Phasor notation, Transfer Functions. Context

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

More information

Stability of an Exciton bound to an Ionized Donor in Quantum Dots

Stability of an Exciton bound to an Ionized Donor in Quantum Dots Stablty of an Exton bound to an Ionzd Donor n Quantum Dots by S. Baskoutas 1*), W. Shommrs ), A. F. Trzs 3), V. Kapakls 4), M. Rth 5), C. Polts 4,6) 1) Matrals Sn Dpartmnt, Unvrsty of Patras, 6500 Patras,

More information

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

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

More information

Elements of Statistical Thermodynamics

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

More information

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

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

More information

Review - Probabilistic Classification

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

More information

COMPLEX NUMBER PAIRWISE COMPARISON AND COMPLEX NUMBER AHP

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

More information

ANALYSIS: The mass rate balance for the one-inlet, one-exit control volume at steady state is

ANALYSIS: The mass rate balance for the one-inlet, one-exit control volume at steady state is Problm 4.47 Fgur P4.47 provds stady stat opratng data for a pump drawng watr from a rsrvor and dlvrng t at a prssur of 3 bar to a storag tank prchd 5 m abov th rsrvor. Th powr nput to th pump s 0.5 kw.

More information

Equil. Properties of Reacting Gas Mixtures. So far have looked at Statistical Mechanics results for a single (pure) perfect gas

Equil. Properties of Reacting Gas Mixtures. So far have looked at Statistical Mechanics results for a single (pure) perfect gas Shool of roa Engnrng Equl. Prort of Ratng Ga Mxtur So far hav lookd at Stattal Mhan rult for a ngl (ur) rft ga hown how to gt ga rort (,, h, v,,, ) from artton funton () For nonratng rft ga mxtur, gt mxtur

More information

Jones vector & matrices

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

More information

Electrochemical Equilibrium Electromotive Force. Relation between chemical and electric driving forces

Electrochemical Equilibrium Electromotive Force. Relation between chemical and electric driving forces C465/865, 26-3, Lctur 7, 2 th Sp., 26 lctrochmcal qulbrum lctromotv Forc Rlaton btwn chmcal and lctrc drvng forcs lctrochmcal systm at constant T and p: consdr G Consdr lctrochmcal racton (nvolvng transfr

More information

EE750 Advanced Engineering Electromagnetics Lecture 17

EE750 Advanced Engineering Electromagnetics Lecture 17 EE75 Avan Engnrng Eltromagnt Ltur 7 D EM W onr a D ffrntal quaton of th form α α β f ut to p on Γ α α. n γ q on Γ whr Γ Γ Γ th ontour nlong th oman an n th unt outwar normal ot that th ounar onton ma a

More information

Research Article Impact of PLL Parameters Variation on the Pulsating Voltage Injection Technique Based PMSM Position Estimation at Low Speeds

Research Article Impact of PLL Parameters Variation on the Pulsating Voltage Injection Technique Based PMSM Position Estimation at Low Speeds Rsarh Journal of Appld Sns, Engnrng and Thnology 7(4): 519-5134, 14 DOI:1.196/rjast.7.98 ISSN: 4-7459; -ISSN: 4-7467 14 Maxwll Sntf Publaton Corp. Submttd: January 3, 14 Aptd: Fbruary 5, 14 Publshd: Jun

More information

Abstract Interpretation: concrete and abstract semantics

Abstract Interpretation: concrete and abstract semantics Abstract Intrprtation: concrt and abstract smantics Concrt smantics W considr a vry tiny languag that manags arithmtic oprations on intgrs valus. Th (concrt) smantics of th languags cab b dfind by th funzcion

More information

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

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

More information

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

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

More information

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

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

More information

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

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

More information

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

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

More information

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

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

More information

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

Fakultät III Wirtschaftswissenschaften Univ.-Prof. Dr. Jan Franke-Viebach Unvrstät Sgn Fakultät III Wrtschaftswssnschaftn Unv.-rof. Dr. Jan Frank-Vbach Exam Intrnatonal Fnancal Markts Summr Smstr 206 (2 nd Exam rod) Avalabl tm: 45 mnuts Soluton For your attnton:. las do not

More information

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

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

More information

An analytical solution to predict axial load along fully grouted bolts in an elasto-plastic rock mass

An analytical solution to predict axial load along fully grouted bolts in an elasto-plastic rock mass An analytal soluton to prdt axal load along fully groutd bolts n an lasto-plast rok mass by H. Jalalfar* T h n a l Synopss Nowadays, fully napsulatd rokbolts hav bom a ky lmnt n th dsgn of ground ontrol

More information

16.512, Rocket Propulsion Prof. Manuel Martinez-Sanchez Lecture 1: Introduction. - Depending on gas acceleration mechanism/force on vehicle mechanism.

16.512, Rocket Propulsion Prof. Manuel Martinez-Sanchez Lecture 1: Introduction. - Depending on gas acceleration mechanism/force on vehicle mechanism. 6.5, Rokt Propulson Prof. Manul Martnz-Sanhz Ltur : Introduton Typs of Rokts (Engns) - Dpndng on gas alraton mhansm/for on vhl mhansm. Thrmal Gas pushs drtly on walls by P (prssur) fors Nozzl alrats gas

More information

Finite Element Based Implementation of Fiala s Thermal Manikin in THESEUS-FE

Finite Element Based Implementation of Fiala s Thermal Manikin in THESEUS-FE Fnt Elmnt Basd Implmntaton of Fala s hrmal Mankn n HESEUS-FE Author: Dr. Stfan Paulk (chncal Managr) VMS, 3.05.007 Global Modllng Mankn Implmntaton Global Human Hat Fluxs Human mpratur Valdaton Global

More information

First derivative analysis

First derivative analysis Robrto s Nots on Dirntial Calculus Chaptr 8: Graphical analysis Sction First drivativ analysis What you nd to know alrady: How to us drivativs to idntiy th critical valus o a unction and its trm points

More information

Physics 256: Lecture 2. Physics

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

More information

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

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

More information

LINEAR SYSTEMS THEORY

LINEAR SYSTEMS THEORY Fall Introduton to Mdal Engnrng INEAR SYSTEMS THEORY Ho Kung Km Ph.D. houng@puan.a.r Shool of Mhanal Engnrng Puan Natonal Unvrt Evn / odd / prod funton Thn about on & n funton! Evn f - = ; Odd f - = -;

More information

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

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

More information

MECH321 Dynamics of Engineering System Week 4 (Chapter 6)

MECH321 Dynamics of Engineering System Week 4 (Chapter 6) MH3 Dynamc of ngnrng Sytm Wk 4 (haptr 6). Bac lctrc crcut thor. Mathmatcal Modlng of Pav rcut 3. ompl mpdanc Approach 4. Mchancal lctrcal analogy 5. Modllng of Actv rcut: Opratonal Amplfr rcut Bac lctrc

More information

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

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

More information

Harmonic Extended State Observer Based Anti- Swing Attitude Control for Quadrotor with Slung Load

Harmonic Extended State Observer Based Anti- Swing Attitude Control for Quadrotor with Slung Load Artl Harmon Extndd Stat Obsrvr Basd Ant- Swng Atttud Control for Quadrotor wth Slung Load D Sh 1, Zhong Wu 1, * and Wushng Chou, 1 Shool of Instrumntaton Sn and Optoltrons Engnrng, Bhang Unvrsty, Bjng

More information

Analysis of a M/G/1/K Queue with Vacations Systems with Exhaustive Service, Multiple or Single Vacations

Analysis of a M/G/1/K Queue with Vacations Systems with Exhaustive Service, Multiple or Single Vacations Analyss of a M/G// uu wth aatons Systms wth Ehaustv Sv, Multpl o Sngl aatons W onsd h th fnt apaty M/G// uu wth th vaaton that th sv gos fo vaatons whn t s dl. Ths sv modl s fd to as on povdng haustv sv,

More information

In this lecture... Subsonic and supersonic nozzles Working of these nozzles Performance parameters for nozzles

In this lecture... Subsonic and supersonic nozzles Working of these nozzles Performance parameters for nozzles Lct-30 Lct-30 In this lctur... Subsonic and suprsonic nozzls Working of ths nozzls rformanc paramtrs for nozzls rof. Bhaskar Roy, rof. A M radp, Dpartmnt of Arospac, II Bombay Lct-30 Variation of fluid

More information

Theory about cathode arc root: a review

Theory about cathode arc root: a review IOP Confrn Srs: Matrals Sn and Engnrng Thory about athod ar root: a rvw To t ths artl: A Lfort and M Abbaou 1 IOP Conf. Sr.: Matr. S. Eng. 9 16 Vw th artl onln for updats and nhanmnts. Rlatd ontnt - Vauum

More information

Outlier-tolerant parameter estimation

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

More information

Chemical Physics II. More Stat. Thermo Kinetics Protein Folding...

Chemical Physics II. More Stat. Thermo Kinetics Protein Folding... Chmical Physics II Mor Stat. Thrmo Kintics Protin Folding... http://www.nmc.ctc.com/imags/projct/proj15thumb.jpg http://nuclarwaponarchiv.org/usa/tsts/ukgrabl2.jpg http://www.photolib.noaa.gov/corps/imags/big/corp1417.jpg

More information

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

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

More information

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

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

More information

Real-time Clothoid Approximation by Rational Bezier Curves

Real-time Clothoid Approximation by Rational Bezier Curves 008 IEEE Intrnatonal onfrn on Robots and Automaton Pasadna A USA May 9-3 008 Ral-tm lothod Approxmaton by Ratonal Bzr urvs olás Montés Alvaro Hrraz Lopoldo Armsto* and Josp Tornro* *Mmbr IEEE Abstrat-

More information

Folding of Regular CW-Complexes

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

More information

Decision-making with Distance-based Operators in Fuzzy Logic Control

Decision-making with Distance-based Operators in Fuzzy Logic Control Dcson-makng wth Dstanc-basd Oprators n Fuzzy Logc Control Márta Takács Polytchncal Engnrng Collg, Subotca 24000 Subotca, Marka Orškovća 16., Yugoslava marta@vts.su.ac.yu Abstract: Th norms and conorms

More information

Utilizing exact and Monte Carlo methods to investigate properties of the Blume Capel Model applied to a nine site lattice.

Utilizing exact and Monte Carlo methods to investigate properties of the Blume Capel Model applied to a nine site lattice. Utilizing xat and Mont Carlo mthods to invstigat proprtis of th Blum Capl Modl applid to a nin sit latti Nik Franios Writing various xat and Mont Carlo omputr algorithms in C languag, I usd th Blum Capl

More information

Supplementary Materials

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

More information

EDGE PEDESTAL STRUCTURE AND TRANSPORT INTERPRETATION (In the absence of or in between ELMs)

EDGE PEDESTAL STRUCTURE AND TRANSPORT INTERPRETATION (In the absence of or in between ELMs) I. EDGE PEDESTAL STRUCTURE AND TRANSPORT INTERPRETATION (In th absnc of or n btwn ELMs) Abstract W. M. Stacy (Gorga Tch) and R. J. Grobnr (Gnral Atomcs) A constrant on th on prssur gradnt s mposd by momntum

More information

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

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

More information

A Probabilistic Characterization of Simulation Model Uncertainties

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

More information

Einstein Equations for Tetrad Fields

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

More information

Three-Node Euler-Bernoulli Beam Element Based on Positional FEM

Three-Node Euler-Bernoulli Beam Element Based on Positional FEM Avalabl onln at www.scncdrct.com Procda Engnrng 9 () 373 377 Intrnatonal Workshop on Informaton and Elctroncs Engnrng (IWIEE) Thr-Nod Eulr-Brnoull Bam Elmnt Basd on Postonal FEM Lu Jan a *,b, Zhou Shnj

More information

DOI: /jam.v14i2.7401

DOI: /jam.v14i2.7401 Nutrosoph Soft oduls Kml Vlyv Sd Byrmov Dprtmnt of Algbr nd Gomtry of Bku Stt Unvrsty ZKhllov str AZ48 Bku Azrbjn Abstrt kml607@mlru bysd@gmlom olodtsov nttd th onpt of soft sts n [7] j t l dfnd som oprtons

More information

Research Note A 1D Model for Erosion Through Submerged, Prone Vegetation

Research Note A 1D Model for Erosion Through Submerged, Prone Vegetation Rsarh Not A 1D Modl for Eroson Through Submrgd, Pron Vgtaton J. M.V. Saman Asso. Prof. of Agrultur Faulty, Tarbat Modarrs Unv. P.O.Box: 14115-336. saman_j@modars.a.r (Rvd: Sp. 3, Aptd: Ds. 4) Abstrat-Vgtaton

More information

Ch. 24 Molecular Reaction Dynamics 1. Collision Theory

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

More information

FEFF and Related Codes

FEFF and Related Codes FEFF and Rlatd Cods Anatoly Frnl Profssor Physcs Dpartmnt, Yshva Unvrsty, w Yor, USA Synchrotron Catalyss Consortum, Broohavn atonal Laboratory, USA www.yu.du/faculty/afrnl Anatoly.Frnl@yu.du FEFF: John

More information

Relate p and T at equilibrium between two phases. An open system where a new phase may form or a new component can be added

Relate p and T at equilibrium between two phases. An open system where a new phase may form or a new component can be added 4.3, 4.4 Phas Equlbrum Dtrmn th slops of th f lns Rlat p and at qulbrum btwn two phass ts consdr th Gbbs functon dg η + V Appls to a homognous systm An opn systm whr a nw phas may form or a nw componnt

More information

Principles of Humidity Dalton s law

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

More information

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

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

More information

Group Codes Define Over Dihedral Groups of Small Order

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

More information

AP Calculus BC Problem Drill 16: Indeterminate Forms, L Hopital s Rule, & Improper Intergals

AP Calculus BC Problem Drill 16: Indeterminate Forms, L Hopital s Rule, & Improper Intergals AP Calulus BC Problm Drill 6: Indtrminat Forms, L Hopital s Rul, & Impropr Intrgals Qustion No. of Instrutions: () Rad th problm and answr hois arfully () Work th problms on papr as ndd () Pik th answr

More information

MA 262, Spring 2018, Final exam Version 01 (Green)

MA 262, Spring 2018, Final exam Version 01 (Green) MA 262, Spring 218, Final xam Vrsion 1 (Grn) INSTRUCTIONS 1. Switch off your phon upon ntring th xam room. 2. Do not opn th xam booklt until you ar instructd to do so. 3. Bfor you opn th booklt, fill in

More information

Multiple Choice Questions

Multiple Choice Questions B S. M. CHINCHOLE Multpl Co Qustons L. V. H. ARTS, SCIENCE AND COMMERCE COLLEGE, PANCHAVATI, NSAHIK - Pag B S. M. CHINCHOLE L. V. H. ARTS, SCIENCE AND COMMERCE COLLEGE, PANCHAVATI, NSAHIK - Pag B S. M.

More information

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

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

More information

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

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

More information

VLSI Implementation and Performance Evaluation of Low Pass Cascade & Linear Phase FIR Filter

VLSI Implementation and Performance Evaluation of Low Pass Cascade & Linear Phase FIR Filter Intrnatonal Journal of Engnrng and Tchncal Rsarch IJETR ISS: 3-869, Volum-3, Issu-6, Jun 5 VLSI Implmntaton and Prformanc Evaluaton of Low Pass Cascad & Lnar Phas Fltr Jaya Gupta, Arpan Shah, Ramsh Bhart

More information

CHAPTER 33: PARTICLE PHYSICS

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

More information

EFFECT OF LINKING FLUID DAMPERS ON WHIPPING EFFECT AND TORSIONAL RESPONSE OF TOWER-PODIUM SYSTEMS

EFFECT OF LINKING FLUID DAMPERS ON WHIPPING EFFECT AND TORSIONAL RESPONSE OF TOWER-PODIUM SYSTEMS th World Confrn on Earthqua Engnrng Vanouvr, B.C., Canada August -6, 4 Papr No. EFFECT OF LINING FLUID DAMPERS ON WHIPPING EFFECT AND TORSIONAL RESPONSE OF TOWER-PODIUM SYSTEMS Zhn YANG, Xln LU, Tzong-Hr

More information

GEOMETRICAL PHENOMENA IN THE PHYSICS OF SUBATOMIC PARTICLES. Eduard N. Klenov* Rostov-on-Don, Russia

GEOMETRICAL PHENOMENA IN THE PHYSICS OF SUBATOMIC PARTICLES. Eduard N. Klenov* Rostov-on-Don, Russia GEOMETRICAL PHENOMENA IN THE PHYSICS OF SUBATOMIC PARTICLES Eduard N. Klnov* Rostov-on-Don, Russia Th articl considrs phnomnal gomtry figurs bing th carrirs of valu spctra for th pairs of th rmaining additiv

More information

1- Summary of Kinetic Theory of Gases

1- Summary of Kinetic Theory of Gases Dr. Kasra Etmad Octobr 5, 011 1- Summary of Kntc Thory of Gass - Radaton 3- E4 4- Plasma Proprts f(v f ( v m 4 ( kt 3/ v xp( mv kt V v v m v 1 rms V kt v m ( m 1/ v 8kT m 3kT v rms ( m 1/ E3: Prcntag of

More information

Kinetics of Release from Polydisperse Core Particles Coated with Layers of Fine Soluble Particles

Kinetics of Release from Polydisperse Core Particles Coated with Layers of Fine Soluble Particles Intrnatonal Journal of Chmal Engnrng and Applatons Vol. No. 4 August 011 Knts of Rlas from Polydsprs Cor Partls Coatd wth Layrs of Fn Solubl Partls Bors Golman Mmbr APCBEES Abstrat Th knts of rlas of atv

More information

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

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

More information

Software Reliability as a Function of User Execution Patterns

Software Reliability as a Function of User Execution Patterns Prodngs of th 3nd Hawa Intrnatonal Confrn on Systm Sns 999 Prodngs of th 3nd Hawa Intrnatonal Confrn on Systm Sns - 999 Softwar Rlablty as a Funton of Usr Exuton Pattrns John C Munson, Sbastan Elbaum Computr

More information

Space-time Clutter Model and Simulation for Space-based Radar

Space-time Clutter Model and Simulation for Space-based Radar Spa-tm Cluttr Modl and Smulaton for Spa-basd Radar Shool of Eltron Engnrng, Unvrsty of Eltron Sn and Thnology of Chna, Chngdu 610054, Chna E-mal:ltang827@yahoo.om Abstrat Th prforman of Spa-Basd Radar

More information

Discrete Shells Simulation

Discrete Shells Simulation Dscrt Shlls Smulaton Xaofng M hs proct s an mplmntaton of Grnspun s dscrt shlls, th modl of whch s govrnd by nonlnar mmbran and flxural nrgs. hs nrgs masur dffrncs btwns th undformd confguraton and th

More information

Lecture 23 APPLICATIONS OF FINITE ELEMENT METHOD TO SCALAR TRANSPORT PROBLEMS

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

More information

A Humanoid Robot Gait Planning and Its Stability Validation

A Humanoid Robot Gait Planning and Its Stability Validation Journal of Computr and Communatons, 204, 2, 68-74 Publshd Onln Sptmbr 204 n SRs. http://www.srp.org/journal/j http://dx.do.org/0.4236/j.204.2009 A Humanod Robot Gat Plannng and Its Stablt Valdaton Jan

More information

MTX221. Session 40 ENTROPY (CONTROL VOLUME) Sessie 40 ENTROPIE (KONTROLE VOLUME) Dr. Jaco Dirker. These slides also appear on Click-UP

MTX221. Session 40 ENTROPY (CONTROL VOLUME) Sessie 40 ENTROPIE (KONTROLE VOLUME) Dr. Jaco Dirker. These slides also appear on Click-UP s.40-1 MTX1 ss 40 ENTROPIE (KONTROLE VOLUME) sson 40 ENTROPY (CONTROL VOLUME) Dr. Jaco Drkr Ths slds also appar on Clck-UP Hrd skyfs vrskyn ook op Clck-UP 8 th dton / 8 utgaw 7.3 7.5 Dpartmnt of Mchancal

More information

Effect of aspect ratio on the performance and stability of Hydrodynamic Journal Bearings

Effect of aspect ratio on the performance and stability of Hydrodynamic Journal Bearings Efft of ast rato on th rforman stablty of Hydrodynam ournal Barngs anjay harma, K wasth Dartmnt of Mhanal Engnrng, hr Mata Vashno Dv Unvrsty Katra, Inda Dartmnt of Mhanal Engnrng, Bant ollg of Engnrng

More information

Addition of angular momentum

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

More information

Spectral stochastic finite element analysis of structures with random field parameters under bounded-but-uncertain forces

Spectral stochastic finite element analysis of structures with random field parameters under bounded-but-uncertain forces Southrn Cross Unvrsty Publcatons@SCU 23rd Australasan Confrnc on th Mchancs of Structurs and Matrals 24 Spctral stochastc fnt lmnt analyss of structurs wth random fld paramtrs undr boundd-but-uncrtan forcs

More information

MA1506 Tutorial 2 Solutions. Question 1. (1a) 1 ) y x. e x. 1 exp (in general, Integrating factor is. ye dx. So ) (1b) e e. e c.

MA1506 Tutorial 2 Solutions. Question 1. (1a) 1 ) y x. e x. 1 exp (in general, Integrating factor is. ye dx. So ) (1b) e e. e c. MA56 utorial Solutions Qustion a Intgrating fator is ln p p in gnral, multipl b p So b ln p p sin his kin is all a Brnoulli quation -- st Sin w fin Y, Y Y, Y Y p Qustion Dfin v / hn our quation is v μ

More information

u x v x dx u x v x v x u x dx d u x v x u x v x dx u x v x dx Integration by Parts Formula

u x v x dx u x v x v x u x dx d u x v x u x v x dx u x v x dx Integration by Parts Formula 7. Intgration by Parts Each drivativ formula givs ris to a corrsponding intgral formula, as w v sn many tims. Th drivativ product rul yilds a vry usful intgration tchniqu calld intgration by parts. Starting

More information

9.5 Complex variables

9.5 Complex variables 9.5 Cmpl varabls. Cnsdr th funtn u v f( ) whr ( ) ( ), f( ), fr ths funtn tw statmnts ar as fllws: Statmnt : f( ) satsf Cauh mann quatn at th rgn. Statmnt : f ( ) ds nt st Th rrt statmnt ar (A) nl (B)

More information

Journal of Chemical and Pharmaceutical Research, 2014, 6(7): Research Article

Journal of Chemical and Pharmaceutical Research, 2014, 6(7): Research Article Avalabl onln www.ocpr.com Journal of Chmcal and Pharmacutcal Rsarch, 214, 6(7):1394-14 Rsarch Artcl ISSN : 975-7384 COEN(USA) : JCPRC5 Rsarch on fatgu damag of suckr rod basd on damag mchancs Ru-fn Zhou,

More information

Search sequence databases 3 10/25/2016

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

More information

ON THE INTEGRAL INVARIANTS OF KINEMATICALLY GENERATED RULED SURFACES *

ON THE INTEGRAL INVARIANTS OF KINEMATICALLY GENERATED RULED SURFACES * Iranan Journal of Scnc & Tchnology Transacton A ol 9 No A Prntd n Th Islamc Rpublc of Iran 5 Shraz Unvrsty ON TH INTGRAL INARIANTS OF KINMATICALLY GNRATD RULD SURFACS H B KARADAG AND S KLS Dpartmnt of

More information

Math 34A. Final Review

Math 34A. Final Review Math A Final Rviw 1) Us th graph of y10 to find approimat valus: a) 50 0. b) y (0.65) solution for part a) first writ an quation: 50 0. now tak th logarithm of both sids: log() log(50 0. ) pand th right

More information

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

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

More information