XFEM and EFG Cohesive Fracture Analysis for Brittle and Semi-Brittle Materials

Size: px
Start display at page:

Download "XFEM and EFG Cohesive Fracture Analysis for Brittle and Semi-Brittle Materials"

Transcription

1 11 h nrnaional LS-DYNA Usrs Confrnc Simulaion () XFEM and EFG Cohsiv Fracur Analysis for Bril and Smi-Bril Marials Yong Guo and C.. Wu Livrmor Sofwar chnology Corporaion 7374 Las Posias Road, Livrmor, CA 94551, USA yguo@lsc.com, cwu@lsc.com Absrac h fini lmn analysis of dynamic fracur in solids and srucurs is challnging du o h modling of arbirary crack growh in h coninuum domain. h wll-known msh siz and msh orinaion dpndncs add mor difficulis ino h analysis of his yp of problms. n his prsnaion, w ar going o inroduc wo numrical mhods in modling h dynamic fracur in bril marials for solid and srucurs in LS-DYNA. Boh mhods wr dvlopd by Blyschko and his group [1, 14] and wr basd on a srong disconinuiy approach combind wih cohsiv forcs for h crack iniiaion and propagaion. n EFG mhod, a visibiliy mhod is uilizd o dfin h cracks in h solids and a fas ransformaion mhod [18] is applid o handl h boundary condiions in h crackd mdia. h XFEM mhod is implmnd o modl h dynamic fracur in srucurs. h XFEM mhod can b viwd as a combinaion of lvl ss mhod and pariion of uniy mhod [15] in h dscripion of cracks. Boh acadmic bnchmarks and indusrial applicaions will b prsnd using hs wo mhods. Advanags and disadvanags will also b discussd. 1 nroducion Bril and smi-bril srucurs ofn dvlop complx fracur and fragmnaion parns during h failur procss and h dmand for analyzing h fracur parn and disribuion of fragmn siz has bn h focus in many scinific rsarchs such as hyprvlociy impac, crashworhinss, xplosiv drilling. Dspi a lo of work has bn don in h pas o sudy h physics of fracur and fragmnaion parns, a brak-hrough numrical chnology in h failur simulaion is sill missing. h main difficuly manas from h inhrn muli-scal naur of failur procss. For xampl, h crack iniiaion and propagaion ar affcd by h prsnc of flaws a h micro-scal and mulipl cracks occur hrough a complx communicaion procss of srss-wav inracions bwn hm. n liraurs, hr ar wo main ways o numrically modl h marial failur in bril and smi-bril marials. h firs on is accomplishd by assuming h formaion of discr cracks and zons of local damag in h coninuum sns. hs damag zons can b rprsnd in a numrical modl by mans of smard crack modls, whr h discr crack opning is rprsnd by srain concnraions. his approach is ofn rfrrd o as h wak-disconinuiy approach in h coninuum damag mchanics (CDM) framworks. As a rsul, i lads o h wll-known msh-dpndn problm in ra-indpndn marial and crain yp of localizaion limir is rquird o rmdy his numrical dfc [4]. n fac, h localizaion limir forcs h localizaion o occur in a givn volum insad of a surfac, mainaining h usfulnss of xisn volumric dissipaion modl. Mor rcnly, a srong-disconinuiy approach in conjuncion wih cohsiv modl is gaining 4-1

2 Simulaion () 11 h nrnaional LS-DYNA Usrs Confrnc incrasing inrs in modling marial failur [9, 1]. his approach is dvisd o capur h physical disconinuiy, i.. fracurs, cracks c in spcific kinmaics wihin fini lmn or mshfr mhods. h cohsiv failur is inroducd o giv h xplici rprsnaion of cracks and h as o handl crack branching and fragmnaion. n h craion of nw failur surfacs, ach opning cohsiv zon dissipas a crain amoun of cohsiv nrgy and h oal nrgy dissipad in h cracking procss is hrfor rlad o h crack pah and hus minimiz h msh-dpndn problm as sn in CDM. Mshfr mhods ar h opic of rcn rsarch in many aras of compuaional scinc and nginring. On of h arly incnivs o dvlop mshfr mhod was is abiliy o handl crack propagaion problm. Ohr advanags of h mshfr mhods can also b found in many liraurs [3, 4, 7]. h firs papr uilizs h mshfr chnology in h cohsiv fracur analysis was givn by Klin al. [6]. Afr ha, svral mshfr formulaions wr proposd in h modling of fracur bhaviors. Exndd Elmn Fr Galrkin Mhod (XEFG) was proposd by Rabczuk al. [1] o modl hr-dimnsional cohsiv cracks in boh saics and dynamics. Zi al. [13] proposd a nw way for h crack closur nar h ip ha dos no rquir crack ip nrichmn. Park [9] proposd a modifid cohsiv modl in mshfr fracur analysis. On h ohr hand, XFEM is an applicaion of h srong disconinuiy approach of h mshfr fracur mhod o h radiional fini lmn mhod. n h xndd fini lmn mhod, h pariion of uniy is uilizd o incorpora h nrichmn funcions associad wih h crack ino h fini lmns so ha arbirary cracks can b modld wihou rmshing. Disconinuous pariions of uniy nrichmns wr firs usd o modl cracks by Blyschko and Black [19], who usd h disconinuous nar ip fild o modl h nir crack for laso-saic problms. n Mos al. [14] and Dolbow al. [], a sp funcion nrichmn was dvlopd for lmns complly cu by h crack. h approach was gnralizd o arbirary disconinuiis, including disconinuiis in drivaivs and angnial valus of displacmn in Blyschko al. [1], and was applid o 3-D saic problms by Mos and Gravouil [, 3]. n his mhod, h disconinuiis ar complly indpndn of h fini lmn msh: hy can cross lmns in any mannr. Across h disconinuiy, hy imposd a racion-displacmn law, i.. a cohsiv law. h nrgy dissipaion across h disconinuiy was chosn o mach h nrgy of fracur. n his papr, boh h mshfr fracur mhod for solid and h xndd fini lmn mhod for shll srucur fracur ar rviwd and implmnd in LS-DYNA. hy boh us h srong disconinuiy approach and h cohsiv law for h kinmaics of h disconinuous crack surfacs. Som bnchmarks and indusrial applicaions ar usd o dmonsra h advanags and disadvanags of h mhods. Rviw of Mshfr Cohsiv Fracur Approximaion n conras o cohsiv lmn mhod [8] in h fracur analysis whr h cohsiv surfac is dfind along h lmn dg, h rprsnaion of crack in h mshfr mhod is dpicd by h so-calld visibiliy cririon []. h mid-plan cohsiv surfac in mshfr domain is shown in Figur 1 and is givn by 4-

3 11 h nrnaional LS-DYNA Usrs Confrnc Simulaion () FEM 1 x( η) = Φ ( ) + Ψ ( ( )) + Ψ ( ( )) η X J X η u J J X η u J (1) = 1 + J Ω J Ω x η FEM ( η) Φ ( η) 1 Ψ ( X) Ψ ( X) X( η) = + J J X + u + η J uj () Ω X Ω X η = 1 J J whr domains on h uppr and lowr par of h crack ar dnod by + Ω and Ω, and ar dfind in h iniial configuraion. Eq. () is h Jacobian of h cohsiv surfac paramrizaion along h mid-plan. Figur 1: Cohsiv surfac is dfind by mshfr visibiliy. 3 Rviw of XFEM Fracur Approximaion n h xndd fini lmn fracur analysis, h cracks ar dfind by h lvl s mhod. h surfacs of disconinuiy Γ α ar dscribd by a signd disanc funcion f ( x) = min x x sign( n ( x x)) x Γ α (3) whr x is a poin on h surfac of disconinuiy Γ α and n is a uni normal o h surfac of disconinuiy. h poin x is h closs poin o x and h orhogonal projcion of x on Γ α. h disconinuiy corrsponds o f ( x) = and h wo aras wih diffrn signs of f (x) corrspond o wo domains across h disconinuiy, as shown in Figur. h approximaion clos o h disconinuiy (h shadd ara in Figur ) consiss of wo pars: h sandard fini lmn approximaion and h nrichmn, as in Eq. (4). Eq. (5) shows h nrichmn of a sp funcion for cracks cu hrough h lmn. u h FEM ( X) = Φ ( ξ ) u + Ψ ( X) q = 1 w (4) FEM ( X) = Φ ( )( H ( f ( X) ) H ( f ( X ))) Ψ ξ (5) 4-3

4 Simulaion () 11 h nrnaional LS-DYNA Usrs Confrnc f > Γ α f < Figur : Cohsiv surfac is dfind by lvl s in XFEM. 4 niially-rigid Cohsiv Law Many cohsiv modls blong o h yp of iniially-lasic cohsiv law whr h ffciv Young s modulus is dpndn of modl rfinmn and h rsuls ar no convrgn. n h iniially-rigid cohsiv law, h cohsiv surfac is only inroducd as ndd. hrfor, corrc wav spds can b capurd bfor any crack occurs. n his sudy, w adopd a modifid cohsiv law [11] for h crack iniiaion and propagaion in boh EFG and XFEM mhod. A linar iniially-rigid cohsiv law is shown as in Figur 3. max 1 λ max 1 Figur 3: niially rigid cohsiv law. λ h displacmn jump λ is dfind by ) + β n + δ n ( δ + δ ) λ u = n u ( δ (6) whr un and u ar crack opning displacmns in normal and angnial dircions obaining from Eq. (1) in EFG and Eq. (4) in XFEM. h marial consans involvd in Eq. (6) includ: 4-4

5 11 h nrnaional LS-DYNA Usrs Confrnc Simulaion () δ n and δ n and δ n ar criical valus a which crack aks plac in normal and angnial dircions rspcivly, δ ar rgularizaion paramrs ha ar inroducd o prvn h imdisconinuiy and hus limina h numrically insabiliy [11]. α is h paramr coupling normal and shar racions and λ cr is h criical displacmn jump. h corrsponding normal racion and angnial racion ar obaind by h sandard cohsiv rlaionships by following β fs n + = α max (7) n = λ u λ u α and (8) 1 n max 1 max = λ δ n 1 λcr λ δ 1 λcr whr n is h normal racion, is h angnial racion and max is h maximum normal racion ha h crack surfac can bar bfor failur. No ha h cohsiv racions ar dfind on an un-dformd ara pr uni. Accordingly, h nodal forcs follow from h racions can b obaind by h surfac ingraion along h crack surfac. h implmnaion flow char of h iniially-rigid cohsiv law is shown in Figur 4. Figur 4: Flow char for crack iniiaion and propagaion using iniially-rigid cohsiv law. h final discr quaions can b drivd in a sandard fashion and givn by kin x coh = f in f f (9) f + 4-5

6 Simulaion () 11 h nrnaional LS-DYNA Usrs Confrnc f kin = Ω ρ N NH f X dω u (( 1) ( )) (1) f in = Ω Ω B H (( 1) f ( X )) d σ (11) f x = N bh 1) f ( X )) dω + Ω Γ, ρ (( N H (( 1) f ( X )) dγ, (1) f coh c = ( 1) N n dγ Γ,, τ (13) 5 Numrical Exampls 5.1 Edg-crackd pla undr impulsiv loading Nx w simula an xprimn rpord by Kalhoff and Winklr [16] in which a pla wih wo iniial dg nochs is impacd by a projcil. h xprimn is shown in Figur 5. n h xprimn a low srain ra, bril failur wih a crack propagaion angl of abou 7 is obsrvd [16]. 1mm 75mm 5mm 1mm v 5mm y x 1mm Figur 5: Exprimnal s-up for dg-crackd pla undr impulsiv loading; only half of h pla is modld. Du o h wofold symmry of h configuraion, only h uppr half of h pla is modld: A h boom dg of h fini lmn modl, u y = and x =. h iniial impac vlociy is applid on h lf dg on h sgmn y 5mm. W assumd ha h projcil has h 4-6

7 11 h nrnaional LS-DYNA Usrs Confrnc Simulaion () sam lasic impdanc as h spcimn, so w applid on half of h projcil spd, 16.5m/s for h bril fracur mod, o h lf dg as an iniial condiion. h iniial noch was modld by including wo lins of nods sparad by.3mm. h marial is a maraging sl 3 18Ni19 and is marial propris ar ρ = 8kg/m, E=19GPa and ν =. 3 [17]. W usd a cnral diffrnc im ingraion schm wih a Couran numbr of.1. W found ha a low Couran numbr is ncssary for h lmns which conain a disconinuiy. 4 5 A cohsiv crack modl wih fracur nrgy G F = N/m and δ max = m and a linar cohsiv law was usd. For h crack iniiaion cririon, w usd h maximum nsil srss cririon. Numrical simulaion was mad wih a 5x5 msh shown in Figur 6. Boh h mshfr mhod and h XFEM ar usd o solv h problm. 1 v { symmry Figur 6: 5x5 msh wih pr-crack. h rsul of crack pah from XFEM is shown in Figur 7. h avrag angl from h iniial crack ip o h final crack ip is abou 6.5 and h iniial crack angl is abou 67.5 ; h crack pah is narly sraigh. his angl is smallr han h obsrvd angl [16] and h angl obaind by msh-fr mhods. h crack pah from EFG fracur mhod is shown in Figur 8. h avrag crack angl is abou 69., vry clos o h xprimn obsrvaion. h accura rsul is parially bcaus of h highr approximaion ordr of h mshfr mhod. 4-7

8 Simulaion () 11 h nrnaional LS-DYNA Usrs Confrnc 6.5 Figur 7: Crack pah by XFEM. Figur 8: Final crack pah by EFG. 5. A nochd pla undr bnding s n his xampl, a bril fracur of hick pla undr bnding is simulad. his classical problm of a singl-dgd nochd pla suppord in wo poins is shown in Figur 9. h 4-8

9 11 h nrnaional LS-DYNA Usrs Confrnc Simulaion () problm is simulad using EFG mhod. h marial propris of h pla ar givn in nondimnsional uni, Young s modulus = , Poisson s raio =.3, dnsiy =.4-9, mod nrgy rlas ra =.5 and h criical displacmn jump =.1 wih h corrsponding maximum normal racion = 5. Figur 9: Singl-dgd nochd pla undr bnding. Figur 1 shows h final crack pach in a rsulan displacmn plo. h rsul dmonsras h capabiliy of h prsnd mhod o modl a curvd crack. 5.3 Cylindr shll undr pulling Figur 1: Final crack pah. h las xampl is a hin cylindr shll wih a pr-crack undr axial pulling. h righ nd of h shll is fixd and h lf nd is pulld wih a vlociy of V = 5mm/μs, as shown in Figur h marial is kinmaic plasic wih ρ = kg/mm, E=7GPa, ν =. 3 and σ y =.1GPa, E p =.GPa. h fracur nrgy rlas ra is 5kN/m and h cohsiv law paramrs ar: σ max =.GPa and δ c =.5mm. h problm is solvd wih wo mshs: a coars msh wih 186 lmns and a fin msh wih 744 lmns. h crack posiions a diffrn ims wih h fin msh ar shown in Figur 1. Figur 13 shows h comparison of h rsulan pulling forc obaind using h wo mshs. h fin msh yilds smoohr forc curv han h coars msh. 4-9

10 Simulaion () 11 h nrnaional LS-DYNA Usrs Confrnc V Fixd Figur 11: Cylindr shll undr pulling. =4.us =5.us =6.us =6.5us Figur 1: Crack propagaion a diffrn ims. 4-3

11 11 h nrnaional LS-DYNA Usrs Confrnc Simulaion () Figur 13: Comparison of rsulan pulling forc using wo mshs. 6 Conclusion h mshfr fracur mhod for solids and h xndd fini lmn mhod for shll srucurs ar prsnd in his papr and implmnd in LS-DYNA. h wo mhods us h srong disconinuiy approach o modl h cracks and h cohsiv zon modl for h fracur kinmaics. Boh mhods show hir possibiliis o modl dynamic fracur wih arbirary cracks and wihou rmshing. Currnly hs mhods ar br fid o modl cracks in bril and smi-bril marials. Svral issus which ar no addrssd in his papr such as h ramn of mulipl cracks, rsponss from diffrn crack iniiaion and propagaion criria, h abiliy o modl conac bwn dbris and crack closur problms will b furhr invsigad. Rfrncs 1. Blyschko,. and abbara, M., Dynamic fracur using lmn-fr Galrkin mhods, nrnaional Journal for Numrical Mhods in Enginring, 39, , Blyschko,., Lu, Y. Y., and Gu, L., Elmn-fr Galrkin mhods, nrnaional Journal of Numrical Mhods in Enginring, 37(), 9-56, Blyschko,., Krongauz, Y., Organ, D., Flming, M. and Krysl, P., Mshlss mhods: An ovrviw and rcn dvlopmns, Compur Mhods in Applid Mchanics and Enginring, 139, 3-47, Chn, J. S., Pan, C., Wu, C.. and Liu, W. K., Rproducing krnl paricl mhods for larg dformaion analysis of non-linar srucurs, Compur Mhods in Applid Mchanics and Enginring, 139, 195-7, Chn, J.S., Wu, C.., Blyschko,., Rgularizaion of marial insabiliis by mshfr approximaion wih inrinsic lngh scals, nrnaional Journal of Numrical Mhods in Enginring, 47, ,. 6. Klin, P. A., Foulk, J. W., Chn, E. P., Wimmr, S. A. and Gao, H. J., Physical-basd modling of bril fracur: cohsiv formulaions and h applicaion of mshfr mhods, horical and Applid Fracur Mchanics, 37, , Li, S. and Liu, W. K., Mshfr and paricl mhods and hir applicaions, Applid Mchanics Rviws, 55, 1-34,. 8. Oriz, M. and Pandolfi, A., Fini-dformaion irrvrsibl cohsiv lmns for hr-dimnsional crackpropagaion analysis, nrnaional Journal for Numrical Mhods in Fluids, 44, ,

12 Simulaion () 11 h nrnaional LS-DYNA Usrs Confrnc 9. Park, C. K., h dvlopmn of a gnralizd mshfr approximaion for solid and fracur analysis Ph.D. hsis dissraion, h Gorg Washingon Univrsiy, U.S.A., Rabczuk,., Blyschko,., A hr-dimnsional larg dformaion mshfr mhod for arbirary volving cracks, Compur Mhods in Applid Mchanics and Enginring, 196, 777-7, Sam, C. H., Papoulia, K. D. and Vavasis, S.A., Obaining iniially-rigid cohsiv fini lmn modls ha ar mporally convrgn, Enginring Fracur Mchanics, 7, 47-67, Zavairi, P. D. and Espinosa, H. D., Grain lvl analysis of cramic microsrucurs subjcd o normal impac loading, Aca Marialia, 49(), , Zi, G, Rabczuk,. and Wall, W., Exndd mshfr mhods wihou branch nrichmn for cohsiv cracks, Compuaional Mchanics, 4, , Mos, N., Dolbow, J., Blyschko,., A fini lmn mhod for crack growh wihou rmshing, nrnaional Journal for Numrical Mhods in Enginring, 46: , Babuska,. and Mlnk, J.M., h pariion of uniy mhod, nrnaional Journal for Numrical Mhods in Enginring, 4:77-758, Kalhoff, J.F. and S. Winklr, S., Failur mod ransiion a high ras of shar loading, nrnaional Confrnc on mpac Loading and Dynamic Bhavior of Marials, 1: , Dckr, R.F., Sourc Book on Maraging Sls, Amrican Sociy for Mals, Wu, C.. and Lu, H.S., Pracical fas mshfr analysis, U.S. Pan, Blyschko,. and Black,., Elasic crack growh in fini lmns wih minimal rmshing, nrnaional Journal for Numrical Mhods in Enginring, 45:61 6, Dolbow, J., Mos, N., and Blyschko,., Disconinuous nrichmn in fini lmns wih a pariion of uniy mho, Fini Elmn Analysis and Dsign, 36(3):35 6,. 1. Blyschko,., Mo s, N., Usui, S. and Parimi, C., Arbirary disconinuiis in fini lmn. nrnaional Journal of Numrical Mhods in Enginring, 5(4): , 1.. Mo s, N., Gravouil, A. and Blyschko,., Non-planar 3d crack growh by h xndd fini lmn and lvl ss. par i: Mchanical modl, nrnaional Journal of Numrical Mhods in Enginring, 53: ,. 3. Gravouil, G., Mo s, N. and Blyschko,., Non-planar 3d crack growh by h xndd fini lmn and lvl ss. par ii: lvl s upda, nrnaional Journal of Numrical Mhods in Enginring, 53: ,. 4-3

Lecture 1: Numerical Integration The Trapezoidal and Simpson s Rule

Lecture 1: Numerical Integration The Trapezoidal and Simpson s Rule Lcur : Numrical ngraion Th Trapzoidal and Simpson s Rul A problm Th probabiliy of a normally disribud (man µ and sandard dviaion σ ) vn occurring bwn h valus a and b is B A P( a x b) d () π whr a µ b -

More information

CPSC 211 Data Structures & Implementations (c) Texas A&M University [ 259] B-Trees

CPSC 211 Data Structures & Implementations (c) Texas A&M University [ 259] B-Trees CPSC 211 Daa Srucurs & Implmnaions (c) Txas A&M Univrsiy [ 259] B-Trs Th AVL r and rd-black r allowd som variaion in h lnghs of h diffrn roo-o-laf pahs. An alrnaiv ida is o mak sur ha all roo-o-laf pahs

More information

UNSTEADY FLOW OF A FLUID PARTICLE SUSPENSION BETWEEN TWO PARALLEL PLATES SUDDENLY SET IN MOTION WITH SAME SPEED

UNSTEADY FLOW OF A FLUID PARTICLE SUSPENSION BETWEEN TWO PARALLEL PLATES SUDDENLY SET IN MOTION WITH SAME SPEED 006-0 Asian Rsarch Publishing work (ARP). All righs rsrvd. USTEADY FLOW OF A FLUID PARTICLE SUSPESIO BETWEE TWO PARALLEL PLATES SUDDELY SET I MOTIO WITH SAME SPEED M. suniha, B. Shankr and G. Shanha 3

More information

H is equal to the surface current J S

H is equal to the surface current J S Chapr 6 Rflcion and Transmission of Wavs 6.1 Boundary Condiions A h boundary of wo diffrn mdium, lcromagnic fild hav o saisfy physical condiion, which is drmind by Maxwll s quaion. This is h boundary condiion

More information

On the Derivatives of Bessel and Modified Bessel Functions with Respect to the Order and the Argument

On the Derivatives of Bessel and Modified Bessel Functions with Respect to the Order and the Argument Inrnaional Rsarch Journal of Applid Basic Scincs 03 Aailabl onlin a wwwirjabscom ISSN 5-838X / Vol 4 (): 47-433 Scinc Eplorr Publicaions On h Driais of Bssl Modifid Bssl Funcions wih Rspc o h Ordr h Argumn

More information

4.1 The Uniform Distribution Def n: A c.r.v. X has a continuous uniform distribution on [a, b] when its pdf is = 1 a x b

4.1 The Uniform Distribution Def n: A c.r.v. X has a continuous uniform distribution on [a, b] when its pdf is = 1 a x b 4. Th Uniform Disribuion Df n: A c.r.v. has a coninuous uniform disribuion on [a, b] whn is pdf is f x a x b b a Also, b + a b a µ E and V Ex4. Suppos, h lvl of unblivabiliy a any poin in a Transformrs

More information

An Indian Journal FULL PAPER. Trade Science Inc. A stage-structured model of a single-species with density-dependent and birth pulses ABSTRACT

An Indian Journal FULL PAPER. Trade Science Inc. A stage-structured model of a single-species with density-dependent and birth pulses ABSTRACT [Typ x] [Typ x] [Typ x] ISSN : 974-7435 Volum 1 Issu 24 BioTchnology 214 An Indian Journal FULL PAPE BTAIJ, 1(24), 214 [15197-1521] A sag-srucurd modl of a singl-spcis wih dnsiy-dpndn and birh pulss LI

More information

Elementary Differential Equations and Boundary Value Problems

Elementary Differential Equations and Boundary Value Problems Elmnar Diffrnial Equaions and Boundar Valu Problms Boc. & DiPrima 9 h Ediion Chapr : Firs Ordr Diffrnial Equaions 00600 คณ ตศาสตร ว ศวกรรม สาขาว ชาว ศวกรรมคอมพ วเตอร ป การศ กษา /55 ผศ.ดร.อร ญญา ผศ.ดร.สมศ

More information

Spring 2006 Process Dynamics, Operations, and Control Lesson 2: Mathematics Review

Spring 2006 Process Dynamics, Operations, and Control Lesson 2: Mathematics Review Spring 6 Procss Dynamics, Opraions, and Conrol.45 Lsson : Mahmaics Rviw. conx and dircion Imagin a sysm ha varis in im; w migh plo is oupu vs. im. A plo migh imply an quaion, and h quaion is usually an

More information

Boyce/DiPrima 9 th ed, Ch 2.1: Linear Equations; Method of Integrating Factors

Boyce/DiPrima 9 th ed, Ch 2.1: Linear Equations; Method of Integrating Factors Boc/DiPrima 9 h d, Ch.: Linar Equaions; Mhod of Ingraing Facors Elmnar Diffrnial Equaions and Boundar Valu Problms, 9 h diion, b William E. Boc and Richard C. DiPrima, 009 b John Wil & Sons, Inc. A linar

More information

Institute of Actuaries of India

Institute of Actuaries of India Insiu of Acuaris of India ubjc CT3 Probabiliy and Mahmaical aisics Novmbr Examinaions INDICATIVE OLUTION Pag of IAI CT3 Novmbr ol. a sampl man = 35 sampl sandard dviaion = 36.6 b for = uppr bound = 35+*36.6

More information

Lecture 4: Laplace Transforms

Lecture 4: Laplace Transforms Lur 4: Lapla Transforms Lapla and rlad ransformaions an b usd o solv diffrnial quaion and o rdu priodi nois in signals and imags. Basially, hy onvr h drivaiv opraions ino mulipliaion, diffrnial quaions

More information

7.4 QUANTUM MECHANICAL TREATMENT OF FLUCTUATIONS *

7.4 QUANTUM MECHANICAL TREATMENT OF FLUCTUATIONS * Andri Tokmakoff, MIT Dparmn of Chmisry, 5/19/5 7-11 7.4 QUANTUM MECANICAL TREATMENT OF FLUCTUATIONS * Inroducion and Prviw Now h origin of frquncy flucuaions is inracions of our molcul (or mor approprialy

More information

Modelling of three dimensional liquid steel flow in continuous casting process

Modelling of three dimensional liquid steel flow in continuous casting process AMME 2003 12h Modlling of hr dimnsional liquid sl flow in coninuous casing procss M. Jani, H. Dyja, G. Banasz, S. Brsi Insiu of Modlling and Auomaion of Plasic Woring Procsss, Faculy of Marial procssing

More information

Phys463.nb Conductivity. Another equivalent definition of the Fermi velocity is

Phys463.nb Conductivity. Another equivalent definition of the Fermi velocity is 39 Anohr quival dfiniion of h Fri vlociy is pf vf (6.4) If h rgy is a quadraic funcion of k H k L, hs wo dfiniions ar idical. If is NOT a quadraic funcion of k (which could happ as will b discussd in h

More information

General Article Application of differential equation in L-R and C-R circuit analysis by classical method. Abstract

General Article Application of differential equation in L-R and C-R circuit analysis by classical method. Abstract Applicaion of Diffrnial... Gnral Aricl Applicaion of diffrnial uaion in - and C- circui analysis by classical mhod. ajndra Prasad gmi curr, Dparmn of Mahmaics, P.N. Campus, Pokhara Email: rajndraprasadrgmi@yahoo.com

More information

Wave Equation (2 Week)

Wave Equation (2 Week) Rfrnc Wav quaion ( Wk 6.5 Tim-armonic filds 7. Ovrviw 7. Plan Wavs in Losslss Mdia 7.3 Plan Wavs in Loss Mdia 7.5 Flow of lcromagnic Powr and h Poning Vcor 7.6 Normal Incidnc of Plan Wavs a Plan Boundaris

More information

Microscopic Flow Characteristics Time Headway - Distribution

Microscopic Flow Characteristics Time Headway - Distribution CE57: Traffic Flow Thory Spring 20 Wk 2 Modling Hadway Disribuion Microscopic Flow Characrisics Tim Hadway - Disribuion Tim Hadway Dfiniion Tim Hadway vrsus Gap Ahmd Abdl-Rahim Civil Enginring Dparmn,

More information

5. An object moving along an x-coordinate axis with its scale measured in meters has a velocity of 6t

5. An object moving along an x-coordinate axis with its scale measured in meters has a velocity of 6t AP CALCULUS FINAL UNIT WORKSHEETS ACCELERATION, VELOCTIY AND POSITION In problms -, drmin h posiion funcion, (), from h givn informaion.. v (), () = 5. v ()5, () = b g. a (), v() =, () = -. a (), v() =

More information

EE 434 Lecture 22. Bipolar Device Models

EE 434 Lecture 22. Bipolar Device Models EE 434 Lcur 22 Bipolar Dvic Modls Quiz 14 Th collcor currn of a BJT was masurd o b 20mA and h bas currn masurd o b 0.1mA. Wha is h fficincy of injcion of lcrons coming from h mir o h collcor? 1 And h numbr

More information

Decline Curves. Exponential decline (constant fractional decline) Harmonic decline, and Hyperbolic decline.

Decline Curves. Exponential decline (constant fractional decline) Harmonic decline, and Hyperbolic decline. Dlin Curvs Dlin Curvs ha lo flow ra vs. im ar h mos ommon ools for forasing roduion and monioring wll rforman in h fild. Ths urvs uikly show by grahi mans whih wlls or filds ar roduing as xd or undr roduing.

More information

ELASTO-PLASTIC ANALYSIS OF STRUCTURES USING HEXAHEDRICAL ELEMENTS WITH EIGHT NODES AND ONE-POINT QUADRATURE

ELASTO-PLASTIC ANALYSIS OF STRUCTURES USING HEXAHEDRICAL ELEMENTS WITH EIGHT NODES AND ONE-POINT QUADRATURE Mcánica Compuacional Vol XXV, pp. 86-878 Albro Cardona, Norbro Nigro, Vicorio Sonzogni, Mario Sori. (Eds.) Sana F, Argnina, Novimbr 26 ELASTO-PLASTIC ANALYSIS OF STRUCTURES USING HEXAHEDRICAL ELEMENTS

More information

The Optimal Timing of Transition to New Environmental Technology in Economic Growth

The Optimal Timing of Transition to New Environmental Technology in Economic Growth h Opimal iming of ransiion o Nw Environmnal chnology in Economic Growh h IAEE Europan Confrnc 7- Spmbr, 29 Vinna, Ausria Akira AEDA and akiko NAGAYA yoo Univrsiy Background: Growh and h Environmn Naural

More information

UNIT #5 EXPONENTIAL AND LOGARITHMIC FUNCTIONS

UNIT #5 EXPONENTIAL AND LOGARITHMIC FUNCTIONS Answr Ky Nam: Da: UNIT # EXPONENTIAL AND LOGARITHMIC FUNCTIONS Par I Qusions. Th prssion is quivaln o () () 6 6 6. Th ponnial funcion y 6 could rwrin as y () y y 6 () y y (). Th prssion a is quivaln o

More information

Chapter 12 Introduction To The Laplace Transform

Chapter 12 Introduction To The Laplace Transform Chapr Inroducion To Th aplac Tranorm Diniion o h aplac Tranorm - Th Sp & Impul uncion aplac Tranorm o pciic uncion 5 Opraional Tranorm Applying h aplac Tranorm 7 Invr Tranorm o Raional uncion 8 Pol and

More information

Applied Statistics and Probability for Engineers, 6 th edition October 17, 2016

Applied Statistics and Probability for Engineers, 6 th edition October 17, 2016 Applid Saisics and robabiliy for Enginrs, 6 h diion Ocobr 7, 6 CHATER Scion - -. a d. 679.. b. d. 88 c d d d. 987 d. 98 f d.. Thn, = ln. =. g d.. Thn, = ln.9 =.. -7. a., by symmry. b.. d...6. 7.. c...

More information

CSE 245: Computer Aided Circuit Simulation and Verification

CSE 245: Computer Aided Circuit Simulation and Verification CSE 45: Compur Aidd Circui Simulaion and Vrificaion Fall 4, Sp 8 Lcur : Dynamic Linar Sysm Oulin Tim Domain Analysis Sa Equaions RLC Nwork Analysis by Taylor Expansion Impuls Rspons in im domain Frquncy

More information

AR(1) Process. The first-order autoregressive process, AR(1) is. where e t is WN(0, σ 2 )

AR(1) Process. The first-order autoregressive process, AR(1) is. where e t is WN(0, σ 2 ) AR() Procss Th firs-ordr auorgrssiv procss, AR() is whr is WN(0, σ ) Condiional Man and Varianc of AR() Condiional man: Condiional varianc: ) ( ) ( Ω Ω E E ) var( ) ) ( var( ) var( σ Ω Ω Ω Ω E Auocovarianc

More information

Voltage v(z) ~ E(z)D. We can actually get to this wave behavior by using circuit theory, w/o going into details of the EM fields!

Voltage v(z) ~ E(z)D. We can actually get to this wave behavior by using circuit theory, w/o going into details of the EM fields! Considr a pair of wirs idal wirs ngh >, say, infinily long olag along a cabl can vary! D olag v( E(D W can acually g o his wav bhavior by using circui hory, w/o going ino dails of h EM filds! Thr

More information

Computational prediction of high ZT of n-type Mg 3 Sb 2 - based compounds with isotropic thermoelectric conduction performance

Computational prediction of high ZT of n-type Mg 3 Sb 2 - based compounds with isotropic thermoelectric conduction performance Elcronic Supplnary Marial (ES for Physical Chisry Chical Physics. This journal is h Ownr Sociis 08 Supporing nforaion Copuaional prdicion of high ZT of n-yp Mg 3 Sb - basd copounds wih isoropic hrolcric

More information

Let s look again at the first order linear differential equation we are attempting to solve, in its standard form:

Let s look again at the first order linear differential equation we are attempting to solve, in its standard form: Th Ingraing Facor Mhod In h prvious xampls of simpl firs ordr ODEs, w found h soluions by algbraically spara h dpndn variabl- and h indpndn variabl- rms, and wri h wo sids of a givn quaion as drivaivs,

More information

Logistic equation of Human population growth (generalization to the case of reactive environment).

Logistic equation of Human population growth (generalization to the case of reactive environment). Logisic quaion of Human populaion growh gnralizaion o h cas of raciv nvironmn. Srg V. Ershkov Insiu for Tim aur Exploraions M.V. Lomonosov's Moscow Sa Univrsi Lninski gor - Moscow 999 ussia -mail: srgj-rshkov@andx.ru

More information

Midterm exam 2, April 7, 2009 (solutions)

Midterm exam 2, April 7, 2009 (solutions) Univrsiy of Pnnsylvania Dparmn of Mahmaics Mah 26 Honors Calculus II Spring Smsr 29 Prof Grassi, TA Ashr Aul Midrm xam 2, April 7, 29 (soluions) 1 Wri a basis for h spac of pairs (u, v) of smooh funcions

More information

Chapter 3: Fourier Representation of Signals and LTI Systems. Chih-Wei Liu

Chapter 3: Fourier Representation of Signals and LTI Systems. Chih-Wei Liu Chapr 3: Fourir Rprsnaion of Signals and LTI Sysms Chih-Wi Liu Oulin Inroducion Complx Sinusoids and Frquncy Rspons Fourir Rprsnaions for Four Classs of Signals Discr-im Priodic Signals Fourir Sris Coninuous-im

More information

Lagrangian for RLC circuits using analogy with the classical mechanics concepts

Lagrangian for RLC circuits using analogy with the classical mechanics concepts Lagrangian for RLC circuis using analogy wih h classical mchanics concps Albrus Hariwangsa Panuluh and Asan Damanik Dparmn of Physics Educaion, Sanaa Dharma Univrsiy Kampus III USD Paingan, Maguwoharjo,

More information

4.3 Design of Sections for Flexure (Part II)

4.3 Design of Sections for Flexure (Part II) Prsrssd Concr Srucurs Dr. Amlan K Sngupa and Prof. Dvdas Mnon 4. Dsign of Scions for Flxur (Par II) This scion covrs h following opics Final Dsign for Typ Mmrs Th sps for Typ 1 mmrs ar xplaind in Scion

More information

The transition:transversion rate ratio vs. the T-ratio.

The transition:transversion rate ratio vs. the T-ratio. PhyloMah Lcur 8 by Dan Vandrpool March, 00 opics of Discussion ransiion:ransvrsion ra raio Kappa vs. ransiion:ransvrsion raio raio alculaing h xpcd numbr of subsiuions using marix algbra Why h nral im

More information

On the Speed of Heat Wave. Mihály Makai

On the Speed of Heat Wave. Mihály Makai On h Spd of Ha Wa Mihály Maai maai@ra.bm.hu Conns Formulaion of h problm: infini spd? Local hrmal qulibrium (LTE hypohsis Balanc quaion Phnomnological balanc Spd of ha wa Applicaion in plasma ranspor 1.

More information

Midterm Examination (100 pts)

Midterm Examination (100 pts) Econ 509 Spring 2012 S.L. Parn Midrm Examinaion (100 ps) Par I. 30 poins 1. Dfin h Law of Diminishing Rurns (5 ps.) Incrasing on inpu, call i inpu x, holding all ohr inpus fixd, on vnuall runs ino h siuaion

More information

Arturo R. Samana* in collaboration with Carlos Bertulani*, & FranjoKrmpotic(UNLP-Argentina) *Department of Physics Texas A&M University -Commerce 07/

Arturo R. Samana* in collaboration with Carlos Bertulani*, & FranjoKrmpotic(UNLP-Argentina) *Department of Physics Texas A&M University -Commerce 07/ Comparison of RPA-lik modls in Nurino-Nuclus Nuclus Procsss Aruro R. Samana* in collaboraion wih Carlos Brulani* & FranjoKrmpoicUNLP-Argnina *Dparmn of Physics Txas A&M Univrsiy -Commrc 07/ 0/008 Aomic

More information

2.1. Differential Equations and Solutions #3, 4, 17, 20, 24, 35

2.1. Differential Equations and Solutions #3, 4, 17, 20, 24, 35 MATH 5 PS # Summr 00.. Diffrnial Equaions and Soluions PS.# Show ha ()C #, 4, 7, 0, 4, 5 ( / ) is a gnral soluion of h diffrnial quaion. Us a compur or calculaor o skch h soluions for h givn valus of h

More information

Control System Engineering (EE301T) Assignment: 2

Control System Engineering (EE301T) Assignment: 2 Conrol Sysm Enginring (EE0T) Assignmn: PART-A (Tim Domain Analysis: Transin Rspons Analysis). Oain h rspons of a uniy fdack sysm whos opn-loop ransfr funcion is (s) s ( s 4) for a uni sp inpu and also

More information

GENERALIZATION OF NON-ITERATIVE NUMERICAL METHODS FOR DAMAGE-PLASTIC BEHAVIOUR MODELING

GENERALIZATION OF NON-ITERATIVE NUMERICAL METHODS FOR DAMAGE-PLASTIC BEHAVIOUR MODELING VIII Inrnaional Confrnc on Fracur Mchanics of Concr and Concr Srucurs FraMCoS-8 J.G.M. Van Mir, G. Ruiz, C. ndrad, R.C. Yu and X.X. Zhang (Eds) GENERLIZTIN F NN-ITERTIVE NUMERICL METHDS FR DMGE-PLSTIC

More information

1. Inverse Matrix 4[(3 7) (02)] 1[(0 7) (3 2)] Recall that the inverse of A is equal to:

1. Inverse Matrix 4[(3 7) (02)] 1[(0 7) (3 2)] Recall that the inverse of A is equal to: Rfrncs Brnank, B. and I. Mihov (1998). Masuring monary policy, Quarrly Journal of Economics CXIII, 315-34. Blanchard, O. R. Proi (00). An mpirical characrizaion of h dynamic ffcs of changs in govrnmn spnding

More information

Lecture 2: Current in RC circuit D.K.Pandey

Lecture 2: Current in RC circuit D.K.Pandey Lcur 2: urrn in circui harging of apacior hrough Rsisr L us considr a capacior of capacianc is conncd o a D sourc of.m.f. E hrough a rsisr of rsisanc R and a ky K in sris. Whn h ky K is swichd on, h charging

More information

Almost power law : Tempered power-law models (T-FADE)

Almost power law : Tempered power-law models (T-FADE) Almos powr law : Tmprd powr-law modls T-FADE Yong Zhang Dsr Rsarch Insiu Novmbr 4, 29 Acknowldgmns Boris Baumr Mark Mrschar Donald Rvs Oulin Par Spac T-FADE modl. Inroducion 2. Numrical soluion 3. Momn

More information

MEM 355 Performance Enhancement of Dynamical Systems A First Control Problem - Cruise Control

MEM 355 Performance Enhancement of Dynamical Systems A First Control Problem - Cruise Control MEM 355 Prformanc Enhancmn of Dynamical Sysms A Firs Conrol Problm - Cruis Conrol Harry G. Kwany Darmn of Mchanical Enginring & Mchanics Drxl Univrsiy Cruis Conrol ( ) mv = F mg sinθ cv v +.2v= u 9.8θ

More information

A HAMILTON-JACOBI TREATMENT OF DISSIPATIVE SYSTEMS

A HAMILTON-JACOBI TREATMENT OF DISSIPATIVE SYSTEMS Europan Scinific Journal Ocobr 13 diion vol9, No3 ISSN: 1857 7881 (Prin) - ISSN 1857-7431 A AMILTON-JACOBI TREATMENT OF DISSIPATIVE SYSTEMS Ola A Jarab'ah Tafila Tchnical Univrsiy, Tafila, Jordan Khald

More information

Transfer function and the Laplace transformation

Transfer function and the Laplace transformation Lab No PH-35 Porland Sa Univriy A. La Roa Tranfr funcion and h Laplac ranformaion. INTRODUTION. THE LAPLAE TRANSFORMATION L 3. TRANSFER FUNTIONS 4. ELETRIAL SYSTEMS Analyi of h hr baic paiv lmn R, and

More information

I) Title: Rational Expectations and Adaptive Learning. II) Contents: Introduction to Adaptive Learning

I) Title: Rational Expectations and Adaptive Learning. II) Contents: Introduction to Adaptive Learning I) Til: Raional Expcaions and Adapiv Larning II) Conns: Inroducion o Adapiv Larning III) Documnaion: - Basdvan, Olivir. (2003). Larning procss and raional xpcaions: an analysis using a small macroconomic

More information

Economics 302 (Sec. 001) Intermediate Macroeconomic Theory and Policy (Spring 2011) 3/28/2012. UW Madison

Economics 302 (Sec. 001) Intermediate Macroeconomic Theory and Policy (Spring 2011) 3/28/2012. UW Madison Economics 302 (Sc. 001) Inrmdia Macroconomic Thory and Policy (Spring 2011) 3/28/2012 Insrucor: Prof. Mnzi Chinn Insrucor: Prof. Mnzi Chinn UW Madison 16 1 Consumpion Th Vry Forsighd dconsumr A vry forsighd

More information

Reliability Analysis of a Bridge and Parallel Series Networks with Critical and Non- Critical Human Errors: A Block Diagram Approach.

Reliability Analysis of a Bridge and Parallel Series Networks with Critical and Non- Critical Human Errors: A Block Diagram Approach. Inrnaional Journal of Compuaional Sin and Mahmais. ISSN 97-3189 Volum 3, Numr 3 11, pp. 351-3 Inrnaional Rsarh Puliaion Hous hp://www.irphous.om Rliailiy Analysis of a Bridg and Paralll Sris Nworks wih

More information

LaPlace Transform in Circuit Analysis

LaPlace Transform in Circuit Analysis LaPlac Tranform in Circui Analyi Obciv: Calcula h Laplac ranform of common funcion uing h dfiniion and h Laplac ranform abl Laplac-ranform a circui, including componn wih non-zro iniial condiion. Analyz

More information

Charging of capacitor through inductor and resistor

Charging of capacitor through inductor and resistor cur 4&: R circui harging of capacior hrough inducor and rsisor us considr a capacior of capacianc is conncd o a D sourc of.m.f. E hrough a rsisr of rsisanc R, an inducor of inducanc and a y K in sris.

More information

Coherence and interactions in diffusive systems. Lecture 4. Diffusion + e-e interations

Coherence and interactions in diffusive systems. Lecture 4. Diffusion + e-e interations Cohrnc and inracions in diffusiv sysms G. Monambaux cur 4 iffusion + - inraions nsiy of sas anomaly phasing du o lcron-lcron inracions - inracion andau Frmi liquid picur iffusion slows down lcrons ( )

More information

Modeling and Experimental Investigation on the Internal Leakage in a CO2 Rotary Vane Expander

Modeling and Experimental Investigation on the Internal Leakage in a CO2 Rotary Vane Expander urdu Univrsiy urdu -ubs Inrnaional Comprssor Enginring Confrnc School of chanical Enginring 2008 odling and Exprimnal Invsigaion on h Inrnal Lakag in a CO2 Roary Van Expandr Bingchun Yang Xi an Jiaoong

More information

Final Exam : Solutions

Final Exam : Solutions Comp : Algorihm and Daa Srucur Final Exam : Soluion. Rcuriv Algorihm. (a) To bgin ind h mdian o {x, x,... x n }. Sinc vry numbr xcp on in h inrval [0, n] appar xacly onc in h li, w hav ha h mdian mu b

More information

3(8 ) (8 x x ) 3x x (8 )

3(8 ) (8 x x ) 3x x (8 ) Scion - CHATER -. a d.. b. d.86 c d 8 d d.9997 f g 6. d. d. Thn, = ln. =. =.. d Thn, = ln.9 =.7 8 -. a d.6 6 6 6 6 8 8 8 b 9 d 6 6 6 8 c d.8 6 6 6 6 8 8 7 7 d 6 d.6 6 6 6 6 6 6 8 u u u u du.9 6 6 6 6 6

More information

Impulsive Differential Equations. by using the Euler Method

Impulsive Differential Equations. by using the Euler Method Applid Mahmaical Scincs Vol. 4 1 no. 65 19 - Impulsiv Diffrnial Equaions by using h Eulr Mhod Nor Shamsidah B Amir Hamzah 1 Musafa bin Mama J. Kaviumar L Siaw Chong 4 and Noor ani B Ahmad 5 1 5 Dparmn

More information

Experimental and Computer Aided Study of Anisotropic Behavior of Material to Reduce the Metal Forming Defects

Experimental and Computer Aided Study of Anisotropic Behavior of Material to Reduce the Metal Forming Defects ISSN 2395-1621 Exprimnal and Compur Aidd Sudy of Anisoropic Bhavior of Marial o Rduc h Mal Forming Dfcs #1 Tausif N. Momin, #2 Vishal B.Bhagwa 1 ausifnmomin@gmail.com 2 bhagwavb@gmail.com #12 Mchanical

More information

A THREE COMPARTMENT MATHEMATICAL MODEL OF LIVER

A THREE COMPARTMENT MATHEMATICAL MODEL OF LIVER A THREE COPARTENT ATHEATICAL ODEL OF LIVER V. An N. Ch. Paabhi Ramacharyulu Faculy of ahmaics, R D collgs, Hanamonda, Warangal, India Dparmn of ahmaics, Naional Insiu of Tchnology, Warangal, India E-ail:

More information

DEPARTMENT OF ELECTRICAL &ELECTRONICS ENGINEERING SIGNALS AND SYSTEMS. Assoc. Prof. Dr. Burak Kelleci. Spring 2018

DEPARTMENT OF ELECTRICAL &ELECTRONICS ENGINEERING SIGNALS AND SYSTEMS. Assoc. Prof. Dr. Burak Kelleci. Spring 2018 DEPARTMENT OF ELECTRICAL &ELECTRONICS ENGINEERING SIGNALS AND SYSTEMS Aoc. Prof. Dr. Burak Kllci Spring 08 OUTLINE Th Laplac Tranform Rgion of convrgnc for Laplac ranform Invr Laplac ranform Gomric valuaion

More information

SRF OPTIMIZATION OF THE END CELLS IN SRF CAVITIES

SRF OPTIMIZATION OF THE END CELLS IN SRF CAVITIES SRF588-7 OPTIMIZATION OF THE END CELLS IN SRF CAVITIES Jonahan W. Luk Univrsiy of California, San Digo, La Jolla, CA 9293 Valry Shmlin Laboraory for Elmnary-Paricl Physics, Cornll Univrsiy, Ihaca, NY 14853

More information

A Simple Procedure to Calculate the Control Limit of Z Chart

A Simple Procedure to Calculate the Control Limit of Z Chart Inrnaional Journal of Saisics and Applicaions 214, 4(6): 276-282 DOI: 1.5923/j.saisics.21446.4 A Simpl Procdur o Calcula h Conrol Limi of Z Char R. C. Loni 1, N. A. S. Sampaio 2, J. W. J. Silva 2,3,*,

More information

The Science of Monetary Policy

The Science of Monetary Policy Th Scinc of Monary Policy. Inroducion o Topics of Sminar. Rviw: IS-LM, AD-AS wih an applicaion o currn monary policy in Japan 3. Monary Policy Sragy: Inrs Ra Ruls and Inflaion Targing (Svnsson EER) 4.

More information

ERROR ANALYSIS A.J. Pintar and D. Caspary Department of Chemical Engineering Michigan Technological University Houghton, MI September, 2012

ERROR ANALYSIS A.J. Pintar and D. Caspary Department of Chemical Engineering Michigan Technological University Houghton, MI September, 2012 ERROR AALYSIS AJ Pinar and D Caspary Dparmn of Chmical Enginring Michigan Tchnological Univrsiy Houghon, MI 4993 Spmbr, 0 OVERVIEW Exprimnaion involvs h masurmn of raw daa in h laboraory or fild I is assumd

More information

COMPUTATIONAL VISCOELASTICITY OF AGING MATERIALS

COMPUTATIONAL VISCOELASTICITY OF AGING MATERIALS ECCM 99 Europan Confrnc on Compuaional Mchanics Augus 31 Spmbr 3 Münchn, Grmany COMPUTATIONAL VISCOELASTICITY OF AGING MATERIALS B. Eirl and K. Schikora Insiu für Saik, Baumchanik und Bauinformaik Tchnisch

More information

Section. Problem Representation. Substation. Protection Device. protection equipments. Substation. Client. EPDS divided in blocks connected by

Section. Problem Representation. Substation. Protection Device. protection equipments. Substation. Client. EPDS divided in blocks connected by HIERARCHICAL MULTIPLE CRITERIA OPTIMIZATION OF MAINTENANCE ACTIVITIES ON POWER DISTRIBUTION NETWORKS Problm Rprsaion EPDS comprising: Subsaions, primary nworks, scondary, nworks; Fdrs (cabls, lins, pols,

More information

AS 5850 Finite Element Analysis

AS 5850 Finite Element Analysis AS 5850 Finit Elmnt Analysis Two-Dimnsional Linar Elasticity Instructor Prof. IIT Madras Equations of Plan Elasticity - 1 displacmnt fild strain- displacmnt rlations (infinitsimal strain) in matrix form

More information

Discussion 06 Solutions

Discussion 06 Solutions STAT Discussion Soluions Spring 8. Th wigh of fish in La Paradis follows a normal disribuion wih man of 8. lbs and sandard dviaion of. lbs. a) Wha proporion of fish ar bwn 9 lbs and lbs? æ 9-8. - 8. P

More information

A MATHEMATICAL MODEL FOR NATURAL COOLING OF A CUP OF TEA

A MATHEMATICAL MODEL FOR NATURAL COOLING OF A CUP OF TEA MTHEMTICL MODEL FOR NTURL COOLING OF CUP OF TE 1 Mrs.D.Kalpana, 2 Mr.S.Dhvarajan 1 Snior Lcurr, Dparmn of Chmisry, PSB Polychnic Collg, Chnnai, India. 2 ssisan Profssor, Dparmn of Mahmaics, Dr.M.G.R Educaional

More information

Boyce/DiPrima 9 th ed, Ch 7.8: Repeated Eigenvalues

Boyce/DiPrima 9 th ed, Ch 7.8: Repeated Eigenvalues Boy/DiPrima 9 h d Ch 7.8: Rpad Eignvalus Elmnary Diffrnial Equaions and Boundary Valu Problms 9 h diion by William E. Boy and Rihard C. DiPrima 9 by John Wily & Sons In. W onsidr again a homognous sysm

More information

Instability Analysis of Laminated Composite Beams Subjected to Parametric Axial Load

Instability Analysis of Laminated Composite Beams Subjected to Parametric Axial Load Insabiliy Analysis of aminad Composi Bams Subjcd o Paramric Axial oad Alirza Fridooni, Kamran Bhdinan, Zouhir Fawaz Absrac h ingral form of quaions of moion of composi bams subjcd o varying im loads ar

More information

fiziks Institute for NET/JRF, GATE, IIT JAM, JEST, TIFR and GRE in PHYSICAL SCIENCES MATEMATICAL PHYSICS SOLUTIONS are

fiziks Institute for NET/JRF, GATE, IIT JAM, JEST, TIFR and GRE in PHYSICAL SCIENCES MATEMATICAL PHYSICS SOLUTIONS are MTEMTICL PHYSICS SOLUTIONS GTE- Q. Considr an ani-symmric nsor P ij wih indics i and j running from o 5. Th numbr of indpndn componns of h nsor is 9 6 ns: Soluion: Th numbr of indpndn componns of h nsor

More information

EE 529 Remote Sensing Techniques. Review

EE 529 Remote Sensing Techniques. Review 59 Rmo Snsing Tchniqus Rviw Oulin Annna array Annna paramrs RCS Polariaion Signals CFT DFT Array Annna Shor Dipol l λ r, R[ r ω ] r H φ ηk Ilsin 4πr η µ - Prmiiviy ε - Prmabiliy

More information

Grangeat-Type Helical Half-Scan CT Algorithm for Reconstruction of a Short Object. Seung Wook Lee a, b and Ge Wang a. Department of Radiology

Grangeat-Type Helical Half-Scan CT Algorithm for Reconstruction of a Short Object. Seung Wook Lee a, b and Ge Wang a. Department of Radiology Granga-Typ Hlical Half-Scan CT Algorihm for Rconsrucion of a Shor Objc Sung Wook L a, b and G Wang a a CT/Micro-CT Lab. Dparmn of Radiology Dparmn of Biomdical Enginring Univrsiy of Iowa Iowa Ciy, IA,

More information

Failure Load of Plane Steel Frames Using the Yield Surface Method

Failure Load of Plane Steel Frames Using the Yield Surface Method ISBN 978-93-84422-22-6 Procdings of 2015Inrnaional Confrnc on Innovaions in Civil and Srucural Enginring (ICICSE'15) Isanbul (Turky), Jun 3-4, 2015. 206-212 Failur Load of Plan Sl Frams Using h Yild Surfac

More information

Double Slits in Space and Time

Double Slits in Space and Time Doubl Slis in Sac an Tim Gorg Jons As has bn ror rcnly in h mia, a am l by Grhar Paulus has monsra an inrsing chniqu for ionizing argon aoms by using ulra-shor lasr ulss. Each lasr uls is ffcivly on an

More information

EXERCISE - 01 CHECK YOUR GRASP

EXERCISE - 01 CHECK YOUR GRASP DIFFERENTIAL EQUATION EXERCISE - CHECK YOUR GRASP 7. m hn D() m m, D () m m. hn givn D () m m D D D + m m m m m m + m m m m + ( m ) (m ) (m ) (m + ) m,, Hnc numbr of valus of mn will b. n ( ) + c sinc

More information

Review Lecture 5. The source-free R-C/R-L circuit Step response of an RC/RL circuit. The time constant = RC The final capacitor voltage v( )

Review Lecture 5. The source-free R-C/R-L circuit Step response of an RC/RL circuit. The time constant = RC The final capacitor voltage v( ) Rviw Lcur 5 Firs-ordr circui Th sourc-fr R-C/R-L circui Sp rspons of an RC/RL circui v( ) v( ) [ v( 0) v( )] 0 Th i consan = RC Th final capacior volag v() Th iniial capacior volag v( 0 ) Volag/currn-division

More information

NEW METHOD FOR DETERMINING COOLING TIME AND PREHEATING TEMPERATURE IN ARC WELDING. Prof. Dr, University of Belgrade, High Technical School

NEW METHOD FOR DETERMINING COOLING TIME AND PREHEATING TEMPERATURE IN ARC WELDING. Prof. Dr, University of Belgrade, High Technical School NEW METHOD FOR DETERMINING COOLING TIME AND PREHEATING TEMPERATURE IN ARC WELDING Valnina M. NEJKOVIĆ 1, Miroslav S. MILIĆEVIĆ *, Zoran J. RADAKOVIĆ 3 1 Assisan, Prof. Dr, Univrsiy of Niš, Faculy of Elcronic

More information

Title. Author(s)ANG, K. K.; THI, T. M.; HAI, L. V. Issue Date Doc URL. Type. Note. File Information.

Title. Author(s)ANG, K. K.; THI, T. M.; HAI, L. V. Issue Date Doc URL. Type. Note. File Information. il RACK VIBRAIONS DURING ACCEERAING AND DECEERAIN Auhor(s)ANG, K. K.; HI,. M.; HAI,. V. Issu Da 01-09-1 Doc UR hp://hdl.handl.n/115/54479 yp procdings No h hirnh Eas Asia-Pacific Confrnc on Sruc 1, 01,

More information

( ) 2! l p. Nonlinear Dynamics for Gear Fault Level. ( ) f ( x) ( ),! = sgn % " p. Open Access. Su Xunwen *,1, Liu Jinhao 1 and Wang Shaoping 2. !

( ) 2! l p. Nonlinear Dynamics for Gear Fault Level. ( ) f ( x) ( ),! = sgn %  p. Open Access. Su Xunwen *,1, Liu Jinhao 1 and Wang Shaoping 2. ! Nonlinar Dynamics for Gar Faul Lvl Su Xunwn Liu Jinhao and Wang Shaoping Snd Ordrs for Rprins o rprins@bnhamscinc.a Th Opn Mchanical Enginring Journal 04 8 487496 487 Opn Accss School of Tchnology Bijing

More information

FWM in One-dimensional Nonlinear Photonic Crystal and Theoretical Investigation of Parametric Down Conversion Efficiency (Steady State Analysis)

FWM in One-dimensional Nonlinear Photonic Crystal and Theoretical Investigation of Parametric Down Conversion Efficiency (Steady State Analysis) Procdings of h Inrnaional MuliConfrnc of nginrs and Compur Sciniss 9 Vol II IMCS 9 March 8-9 Hong Kong FWM in On-dimnsional Nonlinar Phoonic Crysal and Thorical Invsigaion of Paramric Down Convrsion fficincy

More information

Study on the Lightweight checkpoint based rollback recovery mechanism

Study on the Lightweight checkpoint based rollback recovery mechanism 9 Inrnaional Confrnc on Compur Enginring and Applicaions II vol. IAI rss, Singapor Sudy on h ighwigh chcpoin basd rollbac rcovry mchanism Zhang i,3, ang Rui Dai Hao 3, Ma Mingai 3 and i Xianghong 4 Insiu

More information

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

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

More information

Poisson process Markov process

Poisson process Markov process E2200 Quuing hory and lraffic 2nd lcur oion proc Markov proc Vikoria Fodor KTH Laboraory for Communicaion nwork, School of Elcrical Enginring 1 Cour oulin Sochaic proc bhind quuing hory L2-L3 oion proc

More information

XV Exponential and Logarithmic Functions

XV Exponential and Logarithmic Functions MATHEMATICS 0-0-RE Dirnial Calculus Marin Huard Winr 08 XV Eponnial and Logarihmic Funcions. Skch h graph o h givn uncions and sa h domain and rang. d) ) ) log. Whn Sarah was born, hr parns placd $000

More information

whereby we can express the phase by any one of the formulas cos ( 3 whereby we can express the phase by any one of the formulas

whereby we can express the phase by any one of the formulas cos ( 3 whereby we can express the phase by any one of the formulas Third In-Class Exam Soluions Mah 6, Profssor David Lvrmor Tusday, 5 April 07 [0] Th vrical displacmn of an unforcd mass on a spring is givn by h 5 3 cos 3 sin a [] Is his sysm undampd, undr dampd, criically

More information

Lecture 1: Growth and decay of current in RL circuit. Growth of current in LR Circuit. D.K.Pandey

Lecture 1: Growth and decay of current in RL circuit. Growth of current in LR Circuit. D.K.Pandey cur : Growh and dcay of currn in circui Growh of currn in Circui us considr an inducor of slf inducanc is conncd o a DC sourc of.m.f. E hrough a rsisr of rsisanc and a ky K in sris. Whn h ky K is swichd

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

14.02 Principles of Macroeconomics Problem Set 5 Fall 2005

14.02 Principles of Macroeconomics Problem Set 5 Fall 2005 40 Principls of Macroconomics Problm S 5 Fall 005 Posd: Wdnsday, Novmbr 6, 005 Du: Wdnsday, Novmbr 3, 005 Plas wri your nam AND your TA s nam on your problm s Thanks! Exrcis I Tru/Fals? Explain Dpnding

More information

Chapter 5 The Laplace Transform. x(t) input y(t) output Dynamic System

Chapter 5 The Laplace Transform. x(t) input y(t) output Dynamic System EE 422G No: Chapr 5 Inrucor: Chung Chapr 5 Th Laplac Tranform 5- Inroducion () Sym analyi inpu oupu Dynamic Sym Linar Dynamic ym: A procor which proc h inpu ignal o produc h oupu dy ( n) ( n dy ( n) +

More information

t=0 t>0: + vr - i dvc Continuation

t=0 t>0: + vr - i dvc Continuation hapr Ga Dlay and rcus onnuaon s rcu Equaon >: S S Ths dffrnal quaon, oghr wh h nal condon, fully spcfs bhaor of crcu afr swch closs Our n challng: larn how o sol such quaons TUE/EE 57 nwrk analys 4/5 NdM

More information

3.9 Carbon Contamination & Fractionation

3.9 Carbon Contamination & Fractionation 3.9 arbon onaminaion & Fracionaion Bcaus h raio / in a sampl dcrass wih incrasing ag - du o h coninuous dcay of - a small addd impuriy of modrn naural carbon causs a disproporionaly larg shif in ag. (

More information

Chemistry 988 Part 1

Chemistry 988 Part 1 Chmisry 988 Par 1 Radiaion Dcion & Masurmn Dp. of Chmisry --- Michigan Sa Univ. aional Suprconducing Cycloron Lab DJMorrissy Spring/2oo9 Cours informaion can b found on h wbsi: hp://www.chmisry.msu.du/courss/cm988uclar/indx.hml

More information

Routing in Delay Tolerant Networks

Routing in Delay Tolerant Networks Rouing in Dlay Tolran Nworks Primary Rfrnc: S. Jain K. Fall and R. Para Rouing in a Dlay Tolran Nwork SIGCOMM 04 Aug. 30-Sp. 3 2004 Porland Orgon USA Sudn lcur by: Soshan Bali (748214) mail : sbali@ic.ku.du

More information

Coherence and interactions in diffusive systems. Cours 4. Diffusion + e-e interations

Coherence and interactions in diffusive systems. Cours 4. Diffusion + e-e interations Cohrnc and inracions in diffusiv sysms G. Monambaux Cours 4 iffusion + - inraions nsiy of sas anomaly phasing du o lcron-lcron inracions Why ar h flucuaions univrsal and wak localizaion is no? ΔG G cl

More information

Physics 160 Lecture 3. R. Johnson April 6, 2015

Physics 160 Lecture 3. R. Johnson April 6, 2015 Physics 6 Lcur 3 R. Johnson April 6, 5 RC Circui (Low-Pass Filr This is h sam RC circui w lookd a arlir h im doma, bu hr w ar rsd h frquncy rspons. So w pu a s wav sad of a sp funcion. whr R C RC Complx

More information

10. If p and q are the lengths of the perpendiculars from the origin on the tangent and the normal to the curve

10. If p and q are the lengths of the perpendiculars from the origin on the tangent and the normal to the curve 0. If p and q ar h lnghs of h prpndiculars from h origin on h angn and h normal o h curv + Mahmaics y = a, hn 4p + q = a a (C) a (D) 5a 6. Wha is h diffrnial quaion of h family of circls having hir cnrs

More information