A HYSTERETIC FORMULATION FOR ISOGEOMETRIC ANALYSIS AND SHAPE OPTIMIZATION OF PLANE STRESS STRUCTURES

Size: px
Start display at page:

Download "A HYSTERETIC FORMULATION FOR ISOGEOMETRIC ANALYSIS AND SHAPE OPTIMIZATION OF PLANE STRESS STRUCTURES"

Transcription

1 8 th GRACM Iteratioal Cogress o Comutatioal Mechaics Volos, 12 Jul 15 Jul 215 A HYSEREIC FORMULAION FOR ISOGEOMERIC ANALYSIS AND SHAPE OPIMIZAION OF PLANE SRESS SRUCURES A. N. Mosidis, V. K. Koumousis Istitute of Structural Aalsis & Aseismic Research Natioal echical Uiversit of Athes Zografou Camus, 1578, Athes, Greece argi m@hotmail.com ; vkoum@cetral.tua.gr Keords: Hsteretic Fiite Elemets, Bouc-We Model, Isogeometric Aalsis, Shae Otimizatio. Abstract. I this ork, a e hsteretic formulatio for the ielastic static ad damic aalsis of lae stress roblems ithi the frameork of Isogeometric Aalsis (IGA) is reseted. he Bouc-We model is utilized as a smooth hsteretic, rate ideedet model, caable of exressig the hsteretic behaviour that ca be easil exteded to accout for stiffess degradatio, stregth deterioratio ad ichig heomea. O the basis of the classical theor of lasticit, the geeralized 3D Bouc-We model is exressed i tesorial form icororatig the ield criterio ad liear or oliear, isotroic or kiematic hardeig la. Subsequetl, basis fuctios geerated from No-Uiform Ratioal B-Slies (NURBS) ad the aroriate cotrol oits defie the structure s geometr ad are emloed to build the elastic stiffess matrix. he, the elastic formulatio is exteded b cosiderig as additioal hsteretic degrees of freedom the lastic strais at the quadrature oits defied b the aroriate quadrature rule for the umerical itegratio. he evolutio of the lastic strais is determied b a Bouc We evolutio equatio ad the solutio rovides the dislacemets at cotrol oits of the structure ad the lastic strais at the quadrature oits. O the basis of the roosed formulatio the shae otimizatio roblem is formulated usig mathematical rogrammig. he obective fuctio is the miimum mass of the structure ad the cotrol oits of the boudar ad/or the cotrol eights are selected as the otimizatio desig variables. Furthermore, stress ad dislacemet costraits are imosed at secific oits. Fiall, umerical results are reseted that validate the roosed hsteretic formulatio. A good agreemet is achieved betee the stadard FEM ad the roosed scheme. 1 INRODUCION Isogeometric aalsis (IGA) is a eerg based comutatioal method for the solutio of boudar value roblems. he mai cocet of the IGA is that the same fuctios (B-slies ad NURBS) used i Comuter Aided Desig (CAD) to hadle the grahics are also used to iterolate the geometr ad the dislacemet field. Oe of the advatages of IGA relies o the fact that IGA offers greater recisio ad iteractio betee the overall modelig ad aalsis rocess, hereas the fiite elemet mesh is ol a aroximatio of the exact CAD geometr. Moreover, the beefits of shae otimizatio usig IGA are ver imortat because geometr ad meshig are tightl coected ad the geometr-to-mesh maig is automatic. I this ork, the Bouc-We model is utilized as a smooth hsteretic, rate ideedet model, caable of exressig the hsteretic behavior ad it is icororated i a IGA code. I this resect, the elastic formulatio is exteded b cosiderig as additioal hsteretic degrees of freedom the lastic strais at the quadrature oits defied b the aroriate quadrature rule for the umerical itegratio. he evolutio of the lastic strais is determied b a Bouc We evolutio equatio. I this a, the elastic ad hsteretic stiffess matrices of the structure are derived ad are assembled to form the equatios of motio. he evolutio equatios for the hsteretic degrees of freedom costitute a additioal set of first order oliear equatios hich together ith the equatios of motio determie the sstem of equatios that describes the ielastic roblem. he etire sstem of equatios is coverted ito state sace form ad the solutio is established o the basis of a Livermore itegratio scheme. Numerical results are reseted that ustif the validit ad accurac of the roosed formulatio. Moreover, a shae otimizatio roblem is formulated usig mathematical rogrammig based o NURBS geometries. 2 B-SPLINES AND NURBS GEOMERIES Let 1,, 1 be a o-decreasig sequece of real umbers, i.e. i i 1, i 1,,. he i are called kots ad is the kot vector [1]. he i th B-slie basis fuctio of -degree, deoted b N, is defied recursivel as:

2 N 1 A. N. Mosidis, V. K. Koumousis. if i otherise i1 u i i1 N N N 1 i 1, 1 i i i1 i1 (1) If 1 is the umber of kots, there exist basis fuctios. he half-oe iterval, th i kot sa. he kot vectors hich have the form: is called the a, a, 2,,, b, b (2) 1 1 that is the first ad last kot has multilicit 1, are defied as o-eriodic or oe. Moreover, a kot vector is uiform if all iterior kots are equall saced. Otherise it is o-uiform. he derivative of a basis fuctio is give b: N N 1 Ni 1, 1 (3) A th degree B-slie curve is defied b: i i i1 i1 C N P a b (4) i1 i th here P i are the cotrol oits ad N are the degree B-slie basis fuctios defied o the oeriodic kot vector of Eq. (2). he P i are the vertices of the cotrol olgo. he derivative of a B-slie curve is give b the exressio: C N P i (5) i1 A examle is reseted i Figure 1 for olomial order 3 ad the oe, o-uiform kot vector,,,,1,1,2,3,3,3,4,5,5,5,5. he cotrol olgo is i,,,,,,,,,, i i 1 P. Figure 1.(a) Basis fuctios, (b) B-slie curve (cotrol oits( ), kot locatios( )) A tesor roduct B-slie surface is defied b the relatio:

3 m A. N. Mosidis, V. K. Koumousis., N N, S P (6) i1 1, q mq1 th here P is the cotrol et, N are the degree B-slie basis fuctios defied o the o-eriodic kot vector 1,, 1 ad N q, are the q th degree B-slie basis fuctios defied o the oeriodic kot vector 1,, m q 1. Comig to the No Uiform Ratioal B-Slie (NURBS) curves, coic sectios ad circles are idel used i comuter grahics ad comuter aided desig. Oe of the greatest advatages of NURBS is their caabilit of th recisel reresetig coic sectios ad circles i cotrast to o-ratioal B-slies. A degree NURBS curve is give b: i1 N ipi i1 A C a b (7) N i here P i x zi are the cotrol oits (formig a cotrol olgo), i are the eights ad N th are the degree B-slie basis fuctios defied o the o-eriodic kot vector of Eq. (2). It is usuall assumed that a, b ad i for all i. From the geometric oit of vie, a NURBS curve is the roectio of a o-ratioal (olomial) B-slie curve defied i four-dimesioal (4D) homogeeous coordiate sace back ito three-dimesioal (3D) hsical sace. he o-ratioal B-slie i four-dimesioal sace is defied b the relatio: C N P i (8) here x,, z, b: i i i i i i i i i1 P are the eighted cotrol oits. he derivative of a NURBS curve is evaluated A A A C 2 C (9) A ad here the derivatives of are comuted b the Eq. (5). A NURBS surface of degree i the directio ad degree q i directio is defied b: m N N, q P i1 1,, m N N S (1) i1 1, q mq1 here P x,, z are the cotrol oits (formig a bidirectioal cotrol et), eights, are the N are the th degree B-slie basis fuctios defied o the o-eriodic kot vector 1,, 1 N vector 1,, m q 1 ad q, are the q th degree B-slie basis fuctios defied o the o-eriodic kot. Alterativel, a NURBS surface ca be rereseted usig homogeeous coordiates as: m S, N N P (11) here x,, z, P. i1 1, q

4 3 ISOGEOMERIC ANALYSIS AND SHAPE OPIMIZAION Isogeometric aalsis exteds the isoarametric cocet offerig better abilities to hadle the grahics [2]. hus, the solutio sace ad the geometr are iterolated usig the same scheme. he mai differece betee FEA ad IGA is that i classical FEA a iterolatio scheme is selected for the dislacemet field ad the same scheme is used to aroximate the geometr. O the cotrar, i IGA the aroriate B-slie/NURBS basis, hich exactl describes ad hadles modificatios of the geometr, is used to aroximate the uko solutio field. Eseciall, i the case of lae stress roblems, the solutio-dislacemet field is defied as:,, d m x N N, q i1 1 d m, m i i1 1 N N, q i1 1 u x u, R, d u (12) m here R, Ni, N, q N N, q ad d are the cotrol variables, i.e. i1 1 the value of dislacemet at the cotrol oit. It is ver coveiet to determie a scheme for the global umberig of basis fuctios such that: A 1 i (13) ad N, R, (14) A B meas of Eq. (14) the dislacemet field of Eq. (12) ca be stated i the folloig form: m u, NA, da (15) he ifiitesimal strai vector (lae stress coditios) is defied b the folloig relatio: A1 u x x d m x NA BA da B d 1 d A A1 x u A,2 A,1 u x x xx N A,1, m u,2, A N, N, (16) here x x 1 d d, d,, d, d is the vector of the uko cotrol variables. For a isotroic material, oe ca rite: m xx 1 xx xx E 2 1 x 1 x x 2 1 C he exressio for the ricile of virtual ork i this case is ritte as: (17)

5 it 1mq1 1 1 A. N. Mosidis, V. K. Koumousis. W W d d R 1 mq1 d B CBdtdetJdd d R 1 1 1mq1 1 1 ext C tdetjdd d R B CBdtdetJdd R x here d are the virtual dislacemets, are the corresodig virtual strais ad J x is the Jacobia matrix. he last of itegrals of Eq. (18) is evaluated umericall b alig a aroriate quadrature rule. 4 INELASIC BEHAVIOR AND BOUC WEN HYSEREIC MODEL he resose of most materials he stressed u to certai level, remais elastic. I this rage the exhibit o memor o their reached stress-strai state ad retur to zero stress strai he uloaded. I stress sace, the elastic domai is delimited b a exteral boudar, i.e. the ield surface, hich is defied b a ield fuctio of the form:, f (19) here,. Loadig further the material, lastic ieldig or lastic flo, maifested as ermaet strais at uloadig. his is described b the lastic flo rule: is the iitial ield stress, hereas a admissible stress state must satisf the coditio Qσ Q Q or ε or (2) l l l σ ( tesor comoets otatio) ( tesor otatio) ( matrixvector otatio) here Q is a lastic otetial fuctio ad is the lastic multilier. For most civil egieerig materials, ot icludig soils, a commo valid aroach is to associate the lastic otetial ith the ield fuctio, Q (associated flo rule) ad exress eq. (2) as: σ l l (18) or ε (21) σ ogether ith the evolutio of the lastic strai, a evolutio of the ield stress itself is also maifested (hardeig) ad the ield surface udergoes exasio ad/or traslatio. I the case of kiematic hardeig, hich is caable of redictig the Bauschiger effect, the ield fuctio is exressed i the form: f, (22) here α is a tesorial back stress hardeig arameter, that reresets the evolutio of the cetre of the ield surface i the stress sace. he back stress evolves as a fuctio of the lastic multilier, ad the hardeig fuctio G as: α G or G or a G (23) ( tesor otatio) ( tesor comoets otatio) ( matrixvector otatio)

6 I the case of Prager s liear kiematic hardeig, evolutio of the back stress is defied b the folloig liear relatio: C C G, here GC (24) l here C is the hardeig costat. I additio the total strai tesor is cosidered as the sum of a elastic comoet el ad a lastic l comoet (assumtio of additive decomositio) ad thus: el l el l or ε ε ε (25) Furthermore the stress icremet is liearl related to the elastic strai icremet i the lastic regio ad ca be exressed b the folloig costitutive relatio: σ C:ε C: ε ε el l C C C C or or el l el l kl kl kl kl kl (26) For lastic flo to occur, the stresses must remai o the ield surface (cosistec coditio) ad hece: d d or : dσ : dα (27) σ α I order to fid, eq. (26) is re-multilied b the flo vector ad usig Eq. (27) ad Eq. (21): 1 G C C (28) Relatio (28) holds ol he ieldig has occurred. hus, b itroducig the folloig Heaviside te fuctios: 1, 1, σ : dσ H1 H2 (29),, σ: dσ a sigle relatio is established for the lastic multilier i the hole stress sace, hich is the mai itervetio of the Bouc We model ([3], [4]): 1 HH 1 2 G C C (3) o derive the Bouc-We relatios, the to Heaviside fuctios are smootheed usig the folloig exressios: H 1 N, N 2 (31) ad (sice there is o lastic deformatio durig uloadig ad ):

7 H H sig C (32) Fiall, usig Eq. (21) ad Eq. (3), the folloig Bouc We model is derived: N l 1 1 sig C R 2 2 H1 H2 (33) here the iteractio matrix R is exressed as: 1 R G C C (34) ad determies the ecessar iterrelatios betee the lastic strai comoets to secure that the stresses remai o the ield surface accoutig also for the hardeig la (cosistec coditio). I this rate form the Bouc-We model ca icororate a ield criterio ad hardeig la, ecasulatig all differet asects of loadig ad uloadig hases. 5 SIFFNESS AND HYSEREIC MARICES he elastic deformatio field is exteded b itroducig a additioal matrix of hsteretic degrees of freedom hich herei are the lastic strais at quadrature oits: l l l l l l z l l l 1,1 1,2 1, mpl 2,1 2,2 2, mpl Pl,1 Pl,2 Pl, mpl (35) l here, is the lastic comoet of the strai vector (16) at the, i i oit of bidirectioal et of quadrature oits, here i 1, 2,,, 1, 2,, m ad m is the total umber of quadrature oits. At this oit, a hsteretic tesor roduct B-slie surface hsteretic field ca be cosidered so that: here xx m m m l l l l l l N N z,,,, q i NA NA za N z N ad l l i1 1 A1 A1 x A N are B-slie basis fuctios of reselected order l, q (36) ad q corresodig to kot l vectors ad hich are costructed i such a a that the hsteretic surface iterolatig the lastic comoet of the strai vector of quadrature oits does t result i erratic shaes (a more detailed resetatio o the surface iterolatio ca be foud i [1]). Moreover, 1, m hsteretic degrees of freedom ad A 1 i. he ricile of virtual ork (Eq. (18)), b meas of relatio (25), is exressed as: l C dd R z z z is the vector of (37) Substitutig relatios (16) ad (36) ito relatio (37) the folloig exressio is obtaied:

8 l d B CBd N z d d R l B CBdd B CN z dr (38) ad fiall the folloig costitutive equatio is deduced at the atch level: d ke d kh z ke kh R 2m2m 2m3PlmPl z (39) here k e is the isogeometric elastic ad k h the herei itroduced hsteretic stiffess matrix. he uko vector z, cotaiig all lastic strais at quadrature oits follos a evolutioar equatio of Bouc-We te give i relatio (33) ideedetl for ever three comoet lastic strai vector. It becomes evidet that the roosed formulatio ca be used also for other tes of elemets i a effort to icororate directl the hsteretic behavior. 6 SAE EQUAIONS - SOLUION PROCEDURE he equatio of motio is exressed as: md cd kedkh z R t (4) I additio to the liear equatios of motio (Eq. (4)), the ucouled o-liear evolutio equatios of the hsteretic degrees of freedom (Eq. (33)) for each quadrature oit are required. he sstem of differetial equatios of motio ad evolutio equatios ca be trasformed ito state sace form itroducig further the odal velocities as additioal ukos: X 1 X2 1 X 2m cx2kex1khx3pt X 3 f X1, X2, X3 (41) here 3 1 X is the vector of uko dislacemets, X the corresodig vector of uko velocities ad X the vector of the hsteretic degrees of freedom. he sstem of Eq. (41) suffices to determie the oliear damic behavior of the structure. he sstem of first order oliear differetial equatios ca be solved usig Ruge Kutta redictor-corrector te of itegrator schemes, such as the Livermore famil of solvers (Radhakrisha ad Hidmarsh 1993), alloig for robust ad ucoditioall stable solutios. A basic advatage of the roosed method is that the load is hadled through the sstem of first order differetial equatios. hus the method accouts for the iheret ielasticit i.e., the flo rule ad cosistec coditio after ieldig ad the correctio is strictl umerical to achieve the desired accurac, hereas i a radial retur scheme the redictor ste is liear ad all ielastic cosideratios are i the corrector ste. Usig the roosed elemet, shae otimizatio of elastic roblems ca be easil formulated b selectig the coordiates ad/or eights of the cotrol oits of the NURBS geometr as desig variables aimig at miimizig the mass of the structure uder secific loadig ad a set of stress ad/or dislacemet costraits imosed at secific oits [5]. 7 NUMERICAL EXAMPLES 1 st examle A Isogeometric Aalsis code as develoed to imlemet the roosed formulatio. I this examle, the otimizatio of a siml suorted beam ith a redefied legth of l 8m is iitiall examied. A elastolastic material is cosidered ith E 21GPa,.3, 235MPa, E 21GPa ad thickess t.8m. I additio, the material follos the vo Mises ield criterio ith liear kiematic hardeig la. he obective is to miimize the eight of the beam loaded b a cocetrated force P 1kN at the 2 t

9 midoit, subected to to o-liear costraits, the first of hich requires that the deflectio at the midoit of the beam umid.1m ad the secod demads that the vo Mises stress at the extreme bottom fiber of the midoit VM. he iitial shae of the beam is a rectagle of height h 2m. he biquadratic ( 2, q 2 ) NURBS surface is formed from kot vectors,,,.5,.5, 1, 1, 1 ad the cotrol eights are defied 1 (the NURBS degeerates to B-slie surface). he otimizatio variables are the vertical ositios of cotrol oits of the bottom ro, the vertical ositios of cotrol oits of the uer ro, hich are costraied to lie o a straight horizotal lie, hereas the itermediate oits are liked to the extreme oits. he otimizatio roblem is solved usig the fmico solver of MALAB hich is aroriate for the miimizatio of costraied oliear multivariable fuctios. he iitial ad the otimized shae of the beam are sho i Figure 2..4m l=8m P=1kN Figure 2. Iitial ad the otimized shae of the beam.998m Subsequetl, the otimized beam is refied b isertig e kots ad raisig the olomial order of the basis fuctios. he structure is subected to mootoicall icreasig cocetrated load P 5kN at the midoit, hich leads to gradual ieldig of the beam. I Figure 3, the alied load is lotted agaist the vertical deflectio of the midoit. he load-deflectio curve is comared ith the oe obtaied usig Abaqus. 5 alied load P (kn) Abaqus IGA, Bouc-We,5,1,15,2,25 Vertical deflectio at midoit (m) Figure 3. Load-deflectio curve at midoit of the beam From the revious curve, it is aaret that the solutio obtaied based o the Bouc-We hsteretic model imlemeted i a IGA code agrees ell ith the solutio obtaied usig Abaqus. Fiall, the distributio of the vo-mises stress of the beam is illustrated i Figure 4. 2 d examle I the 2 d Figure 4. Distributio of the vo-mises stress (kn/m 2 ) examle, the otimum outer shae of a oe saer-rech ith a redefied legth of

10 l 25cm is ivestigated. A elastolastic material is cosidered ith E 21GPa,.3, 235MPa, Et 21GPa ad thickess t 1cm. I additio, the material follos the vo Mises ield criterio ith liear kiematic hardeig. he obective is to miimize the eight of the saer loaded b a cocetrated force P 1kN at oit A (Figure 5), subected to a o-liear costrait requirig that the deflectio at oit A ua.1cm. he otimizatio variables are the vertical ositios of cotrol oits of the bottom ro, the uer ro is smmetric to the bottom oe, hereas the itermediate oits are liked to the extreme oits. Moreover, a additioal costrait aligs the cotrol oits of the hadle. he otimizatio roblem is solved b fmico solver of MALAB. he otimized shae of the saer is sho i Figure 5. 4cm A P=1kN l=25cm Figure 5. Iitial ad the otimized shae of the oe saer he erformace of the otimizatio algorithm is deicted i Figure 6. obective fuctio (cm 2 ) Otimizatio histor Figure 6. Evolutio of the otimizatio rocedure Subsequetl, the otimized saer is subected to mootoicall icreasig cocetrated load P 4kN at oit A, i excess of its omial value, hich leads to gradual ieldig. I Figure 7, the alied load is lotted agaist the vertical deflectio at oit A. he load-deflectio curve is comared ith the oe obtaied usig Abaqus. 4 alied load P (kn) 3,5 3 2,5 2 1,5 1,5 Abaqus IGA, Bouc-We,2,4,6,8 1 1,2 1,4 1,6 1,8 Vertical deflectio of oit A (cm) Figure 7. Load-deflectio curve of the oit A of the saer Fiall, the distributio of stress comoet σ xx of the saer is illustrated i Figure 8.

11 Figure 8. Stress comoet σ xx (kn/cm 2 ) 8 CONCLUSIONS A e hsteretic formulatio for the ielastic static ad damic aalsis of lae stress roblems ithi the frameork of Isogeometric Aalsis (IGA) is reseted. Oe of the advatages of the roosed method relies o the fact that the resose is hadled through the sstem of first order differetial equatios. his rovides the dislacemets at cotrol oits, the elastic ad lastic strais ad the stresses at quadrature oits that satisf the ielastic costitutive relatios ad equilibrium ithout a additioal iterative rocess. herefore, b solvig the sstem of differetial equatios umericall, the scheme stas alas o the ield fuctio ad satisfies the flo rule b defiitio. Cosequetl, the local iteratios of Neto Rahso method are avoided, at the exese of the umerical solutio of first order evolutio equatios for the itroduced additioal hsteretic ukos. Moreover, the roosed formulatio utilizes the ielastic costitutive relatio i the ricile of virtual ork i a searable form distiguishig the elastic ad hsteretic art. he derived structural matrices are evaluated ol oce, at the begiig of the aalsis rocedure. hus, the roosed formulatio directl accouts for ielasticit i a atural a b solvig i couled form the liear equilibrium equatios together ith the o-liear evolutio equatios, avoidig the trial elastic redictios folloed b lastic correctios. Fiall, the roosed method avoids the tedious evaluatio of the odal iteral forces of stadard methods emloig umerical itegratio over the elemet volume i ever ier ste. For these reasos, the roosed formulatio turs out comutatioall more efficiet for the same accurac as comared to stadard methods. he IGA formulatio through the cotrol oits ad their eights is roved more efficiet for shae otimizatio roblems as comared to the stadard isoarametric formulatio. REFERENCES [1] Piegl, L., iller, W. (1996), he NURBS Book(Moograhs i Visual Commuicatio), Sriger Berli Heidelberg [2].J.R. Hughes, J.A. Cottrell ad Y. Bazilevs, Isogeometric aalsis: CAD, fiite elemets, NURBS, exact geometr ad mesh refiemet, Comuter Methods i Alied Mechaics ad Egieerig, 194 (39-41), , (25). [3] riatafllou, S. P., ad Koumousis, V. K. (212). A hsteretic quadrilateral lae stress elemet. Arch. Al. Mech., 82(1 11), [4] riatafllou, S. P., ad Koumousis, V. K. (214). Hsteretic fiite elemets for oliear static ad damic aalsis of structures. J. Eg. Mech., 1.161/(ASCE) EM , [5] Wolfgag A. Wall, Moritz A. Frezel, Christia Cro, Isogeometric structural shae otimizatio, Comuter Methods i Alied Mechaics ad Egieerig, 197 (33-4), (28).

Lecture #4: Integration Algorithms for Rate-independent Plasticity (1D)

Lecture #4: Integration Algorithms for Rate-independent Plasticity (1D) 5-0735: Damic behavior of materials a structures Lecture #4: Itegratio Algorithms for Rate-ieeet Plasticit (D) b Dirk Mohr TH Zurich, Deartmet of Mechaical a Process gieerig, Chair of Comutatioal Moelig

More information

Design Sensitivity Analysis and Optimization of Nonlinear Transient Dynamics

Design Sensitivity Analysis and Optimization of Nonlinear Transient Dynamics Desig Sesitivity Aalysis ad Otimizatio of Noliear Trasiet Dyamics 8th AIAA/USAF/NASA/ISSOMO Symosium o Multidisciliary Aalysis ad Otimizatio Nam Ho Kim ad Kyug Kook Choi Ceter for Comuter-Aided Desig The

More information

CHAPTER 8 SHAPE DESIGN SENSITIVITY ANALYSIS OF NONLINEAR STRUCTURAL SYSTEMS

CHAPTER 8 SHAPE DESIGN SENSITIVITY ANALYSIS OF NONLINEAR STRUCTURAL SYSTEMS CHAPTER 8 SHAPE DESIGN SENSITIVITY ANALYSIS OF NONLINEAR STRUCTURAL SYSTEMS Nam Ho Kim Deartmet of Mechaical ad Aerosace Egieerig Uiversity of Florida, P.O. Box 116250 Gaiesville, Florida 32611, USA E-mail:

More information

A Construction That Produces Wallis-Type Formulas

A Construction That Produces Wallis-Type Formulas Advaces i Pure Mathematics 03 3 579-585 htt://dxdoiorg/0436/am0336074 Published Olie Setember 03 (htt://scirorg/joural/am) A Costructio That Produces Wallis-Tye Formulas Joshua M Fitzhugh David L Farsorth

More information

DYNAMIC ANALYSIS OF BEAM-LIKE STRUCTURES SUBJECT TO MOVING LOADS

DYNAMIC ANALYSIS OF BEAM-LIKE STRUCTURES SUBJECT TO MOVING LOADS DYNAMIC ANALYSIS OF BEAM-LIKE STRUCTURES SUBJECT TO MOVING LOADS Ivaa Štimac 1, Ivica Kožar 1 M.Sc,Assistat, Ph.D. Professor 1, Faculty of Civil Egieerig, Uiverity of Rieka, Croatia INTRODUCTION The vehicle-iduced

More information

( ) = ( ) + ( ), One Degree of Freedom, Harmonically Excited Vibrations. 1 Forced Harmonic Vibration. t dies out with time under each of.

( ) = ( ) + ( ), One Degree of Freedom, Harmonically Excited Vibrations. 1 Forced Harmonic Vibration. t dies out with time under each of. Oe Degree of Freedom, Harmoically Excited Vibratios Forced Harmoic Vibratio A mechaical syem is said to udergo forced vibratio wheever exteral eergy is sulied to the syem durig vibratio Exteral eergy ca

More information

The Jordan Normal Form: A General Approach to Solving Homogeneous Linear Systems. Mike Raugh. March 20, 2005

The Jordan Normal Form: A General Approach to Solving Homogeneous Linear Systems. Mike Raugh. March 20, 2005 The Jorda Normal Form: A Geeral Approach to Solvig Homogeeous Liear Sstems Mike Raugh March 2, 25 What are we doig here? I this ote, we describe the Jorda ormal form of a matrix ad show how it ma be used

More information

Most text will write ordinary derivatives using either Leibniz notation 2 3. y + 5y= e and y y. xx tt t

Most text will write ordinary derivatives using either Leibniz notation 2 3. y + 5y= e and y y. xx tt t Itroductio to Differetial Equatios Defiitios ad Termiolog Differetial Equatio: A equatio cotaiig the derivatives of oe or more depedet variables, with respect to oe or more idepedet variables, is said

More information

Diagnosis of Kinematic Vertical Velocity in HYCOM. By George Halliwell, 28 November ( ) = z. v (1)

Diagnosis of Kinematic Vertical Velocity in HYCOM. By George Halliwell, 28 November ( ) = z. v (1) Diagosis of Kiematic Vertical Velocity i HYCOM By George Halliwell 28 ovember 2004 Overview The vertical velocity w i Cartesia coordiates is determied by vertically itegratig the cotiuity equatio dw (

More information

Round-off Errors and Computer Arithmetic - (1.2)

Round-off Errors and Computer Arithmetic - (1.2) Roud-off Errors ad Comuter Arithmetic - (1.) 1. Roud-off Errors: Roud-off errors is roduced whe a calculator or comuter is used to erform real umber calculatios. That is because the arithmetic erformed

More information

Dipartimento di Elettronica e Informazione e Bioingegneria Robotics

Dipartimento di Elettronica e Informazione e Bioingegneria Robotics Diartimeto di Elettroica e Iformaioe e Bioigegeria Robotics arm iverse kiematics @ 5 IK ad robot rogrammig amera Tool gras referece sstem o the object the had has to reach the gras referece: T gras IK

More information

ISSN: ISO 9001:2008 Certified International Journal of Engineering and Innovative Technology (IJEIT) Volume 3, Issue 11, May 2014

ISSN: ISO 9001:2008 Certified International Journal of Engineering and Innovative Technology (IJEIT) Volume 3, Issue 11, May 2014 ISSN: 77-75 ISO 91:8 Certified Iteratioal Joural of Egieerig ad Iovative Techolog (IJEIT Volume, Issue 11, Ma 1 Aalsis of Rectagular Loaded Thi Plate usig the Classical Small eflectio Theor through Variatio

More information

C. C. Fu, Ph.D., P.E.

C. C. Fu, Ph.D., P.E. ENCE710 C. C. Fu, Ph.D., P.E. Shear Coectors Desig by AASHTO RFD (RFD Art. 6.10.10) I the egative flexure regios, shear coectors shall be rovided where the logitudial reiforcemet is cosidered to be a art

More information

( ) = is larger than. the variance of X V

( ) = is larger than. the variance of X V Stat 400, sectio 6. Methods of Poit Estimatio otes by Tim Pilachoski A oit estimate of a arameter is a sigle umber that ca be regarded as a sesible value for The selected statistic is called the oit estimator

More information

Coping with Insufficient Data: The Case of Household Automobile Holding Modeling by Ryuichi Kitamura and Toshiyuki Yamamoto

Coping with Insufficient Data: The Case of Household Automobile Holding Modeling by Ryuichi Kitamura and Toshiyuki Yamamoto Coig with Isufficiet Data: he Case of ousehold utomobile oldig odelig by Ryuichi Kitamura ad oshiyuki Yamamoto It is ofte the case that tyically available data do ot cotai all the variables that are desired

More information

ME 501A Seminar in Engineering Analysis Page 1

ME 501A Seminar in Engineering Analysis Page 1 Accurac, Stabilit ad Sstems of Equatios November 0, 07 Numerical Solutios of Ordiar Differetial Equatios Accurac, Stabilit ad Sstems of Equatios Larr Caretto Mecaical Egieerig 0AB Semiar i Egieerig Aalsis

More information

Hybridized Heredity In Support Vector Machine

Hybridized Heredity In Support Vector Machine Hybridized Heredity I Suort Vector Machie May 2015 Hybridized Heredity I Suort Vector Machie Timothy Idowu Yougmi Park Uiversity of Wiscosi-Madiso idowu@stat.wisc.edu yougmi@stat.wisc.edu May 2015 Abstract

More information

SYMMETRIC POSITIVE SEMI-DEFINITE SOLUTIONS OF AX = B AND XC = D

SYMMETRIC POSITIVE SEMI-DEFINITE SOLUTIONS OF AX = B AND XC = D Joural of Pure ad Alied Mathematics: Advaces ad Alicatios olume, Number, 009, Pages 99-07 SYMMERIC POSIIE SEMI-DEFINIE SOLUIONS OF AX B AND XC D School of Mathematics ad Physics Jiagsu Uiversity of Sciece

More information

15.093J Optimization Methods. Lecture 22: Barrier Interior Point Algorithms

15.093J Optimization Methods. Lecture 22: Barrier Interior Point Algorithms 1593J Otimizatio Methods Lecture : Barrier Iterior Poit Algorithms 1 Outlie 1 Barrier Methods Slide 1 The Cetral Path 3 Aroximatig the Cetral Path 4 The Primal Barrier Algorithm 5 The Primal-Dual Barrier

More information

Putnam Training Exercise Counting, Probability, Pigeonhole Principle (Answers)

Putnam Training Exercise Counting, Probability, Pigeonhole Principle (Answers) Putam Traiig Exercise Coutig, Probability, Pigeohole Pricile (Aswers) November 24th, 2015 1. Fid the umber of iteger o-egative solutios to the followig Diohatie equatio: x 1 + x 2 + x 3 + x 4 + x 5 = 17.

More information

THE EFG MESHLESS METHOD APPLIED TO THE NUMERICAL MODELISATION OF THE EVOLUTION PROBLEM IN ELASTOPLASTICITY AND CONTACT

THE EFG MESHLESS METHOD APPLIED TO THE NUMERICAL MODELISATION OF THE EVOLUTION PROBLEM IN ELASTOPLASTICITY AND CONTACT 22 ème Cogrès Fraçais de Mécaique Lyo, 24 au 28 Août 215 THE EFG MESHLESS METHOD APPLIED TO THE NUMERICAL MODELISATION OF THE EVOLUTION PROBLEM IN ELASTOPLASTICITY AND CONTACT H. FIHRI FASSI, K. KHAMMARI,

More information

Weil Conjecture I. Yichao Tian. Morningside Center of Mathematics, AMSS, CAS

Weil Conjecture I. Yichao Tian. Morningside Center of Mathematics, AMSS, CAS Weil Cojecture I Yichao Tia Morigside Ceter of Mathematics, AMSS, CAS [This is the sketch of otes of the lecture Weil Cojecture I give by Yichao Tia at MSC, Tsighua Uiversity, o August 4th, 20. Yuaqig

More information

THE INTEGRAL TEST AND ESTIMATES OF SUMS

THE INTEGRAL TEST AND ESTIMATES OF SUMS THE INTEGRAL TEST AND ESTIMATES OF SUMS. Itroductio Determiig the exact sum of a series is i geeral ot a easy task. I the case of the geometric series ad the telescoig series it was ossible to fid a simle

More information

From deterministic regular waves to a random field. From a determinstic regular wave to a deterministic irregular solution

From deterministic regular waves to a random field. From a determinstic regular wave to a deterministic irregular solution Classiicatio: Iteral Status: Drat z ξ(x,y, w& x w u u& h Particle ositio From determiistic regular waves to a radom ield Sverre Haver, StatoilHydro, Jauary 8 From a determistic regular wave to a determiistic

More information

When dealing with series, n is always a positive integer. Remember at every, sine has a value of zero, which means

When dealing with series, n is always a positive integer. Remember at every, sine has a value of zero, which means Fourier Series Some Prelimiar Ideas: Odd/Eve Fuctios: Sie is odd, which meas si ( ) si Cosie is eve, which meas cos ( ) cos Secial values of siie a cosie at Whe dealig with series, is alwas a ositive iteger.

More information

Unit 5. Hypersurfaces

Unit 5. Hypersurfaces Uit 5. Hyersurfaces ================================================================= -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------

More information

EXPERIMENTING WITH MAPLE TO OBTAIN SUMS OF BESSEL SERIES

EXPERIMENTING WITH MAPLE TO OBTAIN SUMS OF BESSEL SERIES EXPERIMENTING WITH MAPLE TO OBTAIN SUMS OF BESSEL SERIES Walter R Bloom Murdoch Uiversity Perth, Wester Australia Email: bloom@murdoch.edu.au Abstract I the study of ulse-width modulatio withi electrical

More information

2C09 Design for seismic and climate changes

2C09 Design for seismic and climate changes 2C09 Desig for seismic ad climate chages Lecture 02: Dyamic respose of sigle-degree-of-freedom systems I Daiel Grecea, Politehica Uiversity of Timisoara 10/03/2014 Europea Erasmus Mudus Master Course Sustaiable

More information

Boundedness of Orthogonal Polynomials in Several Variables

Boundedness of Orthogonal Polynomials in Several Variables Iteratioal Joural of Mathematical Aalysis Vol. 10, 2016, o. 3, 117-126 HIKARI Ltd, www.m-hiari.com htt://dx.doi.org/10.12988/ijma.2016.510258 Boudedess of Orthogoal Polyomials i Several Variables Pavol

More information

CONTROL SYSTEMS, ROBOTICS AND AUTOMATION - Vol. XII - Input Output Stability - Banks S.P.

CONTROL SYSTEMS, ROBOTICS AND AUTOMATION - Vol. XII - Input Output Stability - Banks S.P. CONTROL SYSTEMS, ROBOTICS AND AUTOMATION Vol. XII Iut Outut Stability Baks S.P. INPUT OUTPUT STABILITY Baks S.P. Deartmet of Automatic Cotrol ad Systems Egieerig,Uiversity of Sheffield, Sheffield S1 3JD,

More information

On approximations of trigonometric Fourier series as transformed to alternating series

On approximations of trigonometric Fourier series as transformed to alternating series Zbigiew Płochoci It. Joural of Egieerig Research ad Alicatios I: 8-96 Vol. 6 Issue (Part - ) Jauary 06.-3 REEARCH ARTICLE OPE ACCE O aroximatios of trigoometric Fourier series as trasformed to alteratig

More information

New Definition of Density on Knapsack Cryptosystems

New Definition of Density on Knapsack Cryptosystems Africacryt008@Casablaca 008.06.1 New Defiitio of Desity o Kasac Crytosystems Noboru Kuihiro The Uiversity of Toyo, Jaa 1/31 Kasac Scheme rough idea Public Key: asac: a={a 1, a,, a } Ecrytio: message m=m

More information

Chapter 9: Numerical Differentiation

Chapter 9: Numerical Differentiation 178 Chapter 9: Numerical Differetiatio Numerical Differetiatio Formulatio of equatios for physical problems ofte ivolve derivatives (rate-of-chage quatities, such as velocity ad acceleratio). Numerical

More information

On the Determination of the Damping Coefficient of Non-linear Spring-dashpot System to Model Hertz Contact for Simulation by Discrete Element Method

On the Determination of the Damping Coefficient of Non-linear Spring-dashpot System to Model Hertz Contact for Simulation by Discrete Element Method 984 JOURNAL OF COMPUTERS, VOL. 6, NO. 5, MAY 2011 O the Determiatio of the Damig Coefficiet of No-liear Srig-dashot System to Model Hertz Cotact for Simulatio by Discrete Elemet Method Guomig Hu Wuha Uiversity

More information

Confidence Intervals

Confidence Intervals Cofidece Itervals Berli Che Deartmet of Comuter Sciece & Iformatio Egieerig Natioal Taiwa Normal Uiversity Referece: 1. W. Navidi. Statistics for Egieerig ad Scietists. Chater 5 & Teachig Material Itroductio

More information

On the Beta Cumulative Distribution Function

On the Beta Cumulative Distribution Function Alied Mathematical Scieces, Vol. 12, 218, o. 1, 461-466 HIKARI Ltd, www.m-hikari.com htts://doi.org/1.12988/ams.218.8241 O the Beta Cumulative Distributio Fuctio Khaled M. Aludaat Deartmet of Statistics,

More information

On the convergence, consistence and stability of a standard finite difference scheme

On the convergence, consistence and stability of a standard finite difference scheme AMERICAN JOURNAL OF SCIENTIFIC AND INDUSTRIAL RESEARCH 2, Sciece Huβ, ttp://www.sciub.org/ajsir ISSN: 253-649X, doi:.525/ajsir.2.2.2.74.78 O te covergece, cosistece ad stabilit of a stadard fiite differece

More information

Chapter 6: BINOMIAL PROBABILITIES

Chapter 6: BINOMIAL PROBABILITIES Charles Bocelet, Probability, Statistics, ad Radom Sigals," Oxford Uiversity Press, 016. ISBN: 978-0-19-00051-0 Chater 6: BINOMIAL PROBABILITIES Sectios 6.1 Basics of the Biomial Distributio 6. Comutig

More information

Inelastic spherical caps with defects

Inelastic spherical caps with defects Ielastic spherical caps with defects JAAN LLLP RNST TUNGL Istitute of athematics Uiversity of Tartu Liivi str Tartu 549 STONIA aalellep@utee Tartu College Talli Uiversity of Techology Puiestee 78 58 Tartu

More information

Implicit function theorem

Implicit function theorem Jovo Jaric Implicit fuctio theorem The reader kows that the equatio of a curve i the x - plae ca be expressed F x, =., this does ot ecessaril represet a fuctio. Take, for example F x, = 2x x =. (1 either

More information

TEACHING CALCULUS Kenneth Williams Director, Vedic Mathematics Academy, UK

TEACHING CALCULUS Kenneth Williams Director, Vedic Mathematics Academy, UK TEACHING CALCULUS Keeth Williams Director, Vedic Mathematics Academ, UK Abstract: Calculus comes uder the Calaa Kalaābhām Sutra of Vedic Mathematics. Though it is a subject usuall taught later i the school

More information

Notes on the prime number theorem

Notes on the prime number theorem Notes o the rime umber theorem Keji Kozai May 2, 24 Statemet We begi with a defiitio. Defiitio.. We say that f(x) ad g(x) are asymtotic as x, writte f g, if lim x f(x) g(x) =. The rime umber theorem tells

More information

ENGI Series Page 6-01

ENGI Series Page 6-01 ENGI 3425 6 Series Page 6-01 6. Series Cotets: 6.01 Sequeces; geeral term, limits, covergece 6.02 Series; summatio otatio, covergece, divergece test 6.03 Stadard Series; telescopig series, geometric series,

More information

The Analysis of the Non-linear Deflection of Non-straight Ludwick type Beams Using Lie Symmetry Groups

The Analysis of the Non-linear Deflection of Non-straight Ludwick type Beams Using Lie Symmetry Groups Proceedigs of the 3 rd Iteratioal Coferece o Cotrol, Dyamic Systems, ad Robotics CDSR 16 Ottawa, Caada May 9 10, 016 Paper No. 107 DOI: 10.11159/cdsr16.107 The Aalysis of the No-liear Deflectio of No-straight

More information

Failure Theories Des Mach Elem Mech. Eng. Department Chulalongkorn University

Failure Theories Des Mach Elem Mech. Eng. Department Chulalongkorn University Failure Theories Review stress trasformatio Failure theories for ductile materials Maimum-Shear-Stress Theor Distortio-Eerg Theor Coulomb-Mohr Theor Failure theories for brittle materials Maimum-Normal-Stress

More information

Classification of DT signals

Classification of DT signals Comlex exoetial A discrete time sigal may be comlex valued I digital commuicatios comlex sigals arise aturally A comlex sigal may be rereseted i two forms: jarg { z( ) } { } z ( ) = Re { z ( )} + jim {

More information

Fundamental Concepts: Surfaces and Curves

Fundamental Concepts: Surfaces and Curves UNDAMENTAL CONCEPTS: SURACES AND CURVES CHAPTER udametal Cocepts: Surfaces ad Curves. INTRODUCTION This chapter describes two geometrical objects, vi., surfaces ad curves because the pla a ver importat

More information

Application of the Regularization Strategy in Solving Numerical Differentiation for Function with Error Xian-Zhou GUO 1,a and Xiang-Mei ZHANG 2,b,*

Application of the Regularization Strategy in Solving Numerical Differentiation for Function with Error Xian-Zhou GUO 1,a and Xiang-Mei ZHANG 2,b,* d Aual Iteratioal Coferece o Advaced Material Egieerig (AME 06) Alicatio of the egularizatio Strategy i Solvig Numerical Differetiatio for Fuctio with Error Xia-Zhou GUO,a ad Xiag-Mei ZHANG,b,* Hebei Uiversity

More information

ON INTERPOLATION OF DIFFERENTIALLY STRUCTURED IMAGES. Hagai Kirshner and Moshe Porat

ON INTERPOLATION OF DIFFERENTIALLY STRUCTURED IMAGES. Hagai Kirshner and Moshe Porat ON INTERPOLATION OF DIFFERENTIALLY STRUCTURED IMAGES Hagai Kirsher ad Moshe Porat Deartmet of Electrical Egieerig, Techio Israel Istitute of Techology, Haifa 32, Israel hoe: + (972) 4-8293283, fax: + (972)

More information

Nonequilibrium Excess Carriers in Semiconductors

Nonequilibrium Excess Carriers in Semiconductors Lecture 8 Semicoductor Physics VI Noequilibrium Excess Carriers i Semicoductors Noequilibrium coditios. Excess electros i the coductio bad ad excess holes i the valece bad Ambiolar trasort : Excess electros

More information

U8L1: Sec Equations of Lines in R 2

U8L1: Sec Equations of Lines in R 2 MCVU U8L: Sec. 8.9. Equatios of Lies i R Review of Equatios of a Straight Lie (-D) Cosider the lie passig through A (-,) with slope, as show i the diagram below. I poit slope form, the equatio of the lie

More information

a. How might the Egyptians have expressed the number? What about?

a. How might the Egyptians have expressed the number? What about? A-APR Egytia Fractios II Aligmets to Cotet Stadards: A-APR.D.6 Task Aciet Egytias used uit fractios, such as ad, to rereset all other fractios. For examle, they might exress the umber as +. The Egytias

More information

Code_Aster. Viscoplastic constitutive law VISC_DRUC_PRAG

Code_Aster. Viscoplastic constitutive law VISC_DRUC_PRAG Titre : Loi de comportemet viscoplastique VISC_DRUC_PRAG Date : 29/05/2013 Page : 1/17 Viscoplastic costitutive law VISC_DRUC_PRAG Summarized: This documet the mod describes viscoplastic costitutive law

More information

Similarity Solutions to Unsteady Pseudoplastic. Flow Near a Moving Wall

Similarity Solutions to Unsteady Pseudoplastic. Flow Near a Moving Wall Iteratioal Mathematical Forum, Vol. 9, 04, o. 3, 465-475 HIKARI Ltd, www.m-hikari.com http://dx.doi.org/0.988/imf.04.48 Similarity Solutios to Usteady Pseudoplastic Flow Near a Movig Wall W. Robi Egieerig

More information

Fracture analysis of facesheets in sandwich composites

Fracture analysis of facesheets in sandwich composites Comosites: Part B 35 (004) 551 556.elsevier.com/locate/comositesb Fracture aalysis of facesheets i sadich comosites H. Jiag a, Y. Huag a, *, C. Liu b a Deartmet of Mechaical ad Idustrial Egieerig, Uiversity

More information

Markov Decision Processes

Markov Decision Processes Markov Decisio Processes Defiitios; Statioary policies; Value improvemet algorithm, Policy improvemet algorithm, ad liear programmig for discouted cost ad average cost criteria. Markov Decisio Processes

More information

Optimization Criterion. Minimum Distance Minimum Time Minimum Acceleration Change Minimum Torque Change Minimum End Point Variance

Optimization Criterion. Minimum Distance Minimum Time Minimum Acceleration Change Minimum Torque Change Minimum End Point Variance Lecture XIV Trajectory Formatio through Otimizatio Cotets: Otimizatio Criterio Miimum istace Miimum Time Miimum Acceleratio Chage Miimum Torque Chage Miimum Ed Poit Variace Usig Motor Redudacies Efficietly

More information

732 Appendix E: Previous EEE480 Exams. Rules: One sheet permitted, calculators permitted. GWC 352,

732 Appendix E: Previous EEE480 Exams. Rules: One sheet permitted, calculators permitted. GWC 352, 732 Aedix E: Previous EEE0 Exams EEE0 Exam 2, Srig 2008 A.A. Rodriguez Rules: Oe 8. sheet ermitted, calculators ermitted. GWC 32, 9-372 Problem Aalysis of a Feedback System Cosider the feedback system

More information

On Exact Finite-Difference Scheme for Numerical Solution of Initial Value Problems in Ordinary Differential Equations.

On Exact Finite-Difference Scheme for Numerical Solution of Initial Value Problems in Ordinary Differential Equations. O Exact Fiite-Differece Sceme for Numerical Solutio of Iitial Value Problems i Ordiar Differetial Equatios. Josua Suda, M.Sc. Departmet of Matematical Scieces, Adamawa State Uiversit, Mubi, Nigeria. E-mail:

More information

YALE UNIVERSITY DEPARTMENT OF COMPUTER SCIENCE

YALE UNIVERSITY DEPARTMENT OF COMPUTER SCIENCE YALE UNIVERSITY DEPARTMENT OF COMPUTER SCIENCE CPSC 467a: Crytograhy ad Comuter Security Notes 16 (rev. 1 Professor M. J. Fischer November 3, 2008 68 Legedre Symbol Lecture Notes 16 ( Let be a odd rime,

More information

Analysis of composites with multiple rigid-line reinforcements by the BEM

Analysis of composites with multiple rigid-line reinforcements by the BEM Aalysis of composites with multiple rigid-lie reiforcemets by the BEM Piotr Fedeliski* Departmet of Stregth of Materials ad Computatioal Mechaics, Silesia Uiversity of Techology ul. Koarskiego 18A, 44-100

More information

Introduction to Optimization Techniques. How to Solve Equations

Introduction to Optimization Techniques. How to Solve Equations Itroductio to Optimizatio Techiques How to Solve Equatios Iterative Methods of Optimizatio Iterative methods of optimizatio Solutio of the oliear equatios resultig form a optimizatio problem is usually

More information

ON SUPERSINGULAR ELLIPTIC CURVES AND HYPERGEOMETRIC FUNCTIONS

ON SUPERSINGULAR ELLIPTIC CURVES AND HYPERGEOMETRIC FUNCTIONS ON SUPERSINGULAR ELLIPTIC CURVES AND HYPERGEOMETRIC FUNCTIONS KEENAN MONKS Abstract The Legedre Family of ellitic curves has the remarkable roerty that both its eriods ad its suersigular locus have descritios

More information

U8L1: Sec Equations of Lines in R 2

U8L1: Sec Equations of Lines in R 2 MCVU Thursda Ma, Review of Equatios of a Straight Lie (-D) U8L Sec. 8.9. Equatios of Lies i R Cosider the lie passig through A (-,) with slope, as show i the diagram below. I poit slope form, the equatio

More information

DISCUSSION: LATENT VARIABLE GRAPHICAL MODEL SELECTION VIA CONVEX OPTIMIZATION. By Zhao Ren and Harrison H. Zhou Yale University

DISCUSSION: LATENT VARIABLE GRAPHICAL MODEL SELECTION VIA CONVEX OPTIMIZATION. By Zhao Ren and Harrison H. Zhou Yale University Submitted to the Aals of Statistics DISCUSSION: LATENT VARIABLE GRAPHICAL MODEL SELECTION VIA CONVEX OPTIMIZATION By Zhao Re ad Harriso H. Zhou Yale Uiversity 1. Itroductio. We would like to cogratulate

More information

Lecture 7: Linear Classification Methods

Lecture 7: Linear Classification Methods Homeork Homeork Lecture 7: Liear lassificatio Methods Fial rojects? Grous Toics Proosal eek 5 Lecture is oster sessio, Jacobs Hall Lobb, sacks Fial reort 5 Jue. What is liear classificatio? lassificatio

More information

5. DIFFERENTIAL EQUATIONS

5. DIFFERENTIAL EQUATIONS 5-5. DIFFERENTIAL EQUATIONS The most commo mathematical structure emploed i mathematical models of chemical egieerig professio ivolve differetial equatios. These equatios describe the rate of chage of

More information

Chapter 2: Numerical Methods

Chapter 2: Numerical Methods Chapter : Numerical Methods. Some Numerical Methods for st Order ODEs I this sectio, a summar of essetial features of umerical methods related to solutios of ordiar differetial equatios is give. I geeral,

More information

Principle Of Superposition

Principle Of Superposition ecture 5: PREIMINRY CONCEP O RUCUR NYI Priciple Of uperpositio Mathematically, the priciple of superpositio is stated as ( a ) G( a ) G( ) G a a or for a liear structural system, the respose at a give

More information

Empirical likelihood for parametric model under imputation for missing

Empirical likelihood for parametric model under imputation for missing Emirical likelihood for arametric model uder imutatio for missig data Lichu Wag Ceter for Statistics Limburgs Uiversitair Cetrum Uiversitaire Camus B-3590 Dieebeek Belgium Qihua Wag Istitute of Alied Mathematics

More information

The z-transform. 7.1 Introduction. 7.2 The z-transform Derivation of the z-transform: x[n] = z n LTI system, h[n] z = re j

The z-transform. 7.1 Introduction. 7.2 The z-transform Derivation of the z-transform: x[n] = z n LTI system, h[n] z = re j The -Trasform 7. Itroductio Geeralie the complex siusoidal represetatio offered by DTFT to a represetatio of complex expoetial sigals. Obtai more geeral characteristics for discrete-time LTI systems. 7.

More information

PUTNAM TRAINING PROBABILITY

PUTNAM TRAINING PROBABILITY PUTNAM TRAINING PROBABILITY (Last udated: December, 207) Remark. This is a list of exercises o robability. Miguel A. Lerma Exercises. Prove that the umber of subsets of {, 2,..., } with odd cardiality

More information

Estimation for a Class of Generalized State-Space Space Models:

Estimation for a Class of Generalized State-Space Space Models: Estimatio for a Class of Geeralized State-Sace Sace Models: Richard A. Davis ad Gabriel Rodriuez-Yam Colorado State Uiversit htt://www.stat.colostate.edu/~rdavis/lectures Joit work with: William Dusmuir

More information

Calculus. Ramanasri. Previous year Questions from 2016 to

Calculus. Ramanasri. Previous year Questions from 2016 to ++++++++++ Calculus Previous ear Questios from 6 to 99 Ramaasri 7 S H O P NO- 4, S T F L O O R, N E A R R A P I D F L O U R M I L L S, O L D R A J E N D E R N A G A R, N E W D E L H I. W E B S I T E :

More information

L S => logf y i P x i ;S

L S => logf y i P x i ;S Three Classical Tests; Wald, LM(core), ad LR tests uose that we hae the desity y; of a model with the ull hyothesis of the form H ; =. Let L be the log-likelihood fuctio of the model ad be the MLE of.

More information

Elastic Plastic Behavior of Geomaterials: Modeling and Simulation Issues

Elastic Plastic Behavior of Geomaterials: Modeling and Simulation Issues Elastic Plastic Behavior of Geomaterials: Modelig ad Simulatio Issues Boris Zhaohui Yag (UA), Zhao Cheg (EarthMechaics Ic.), Mahdi Taiebat (UBC) Departmet of Civil ad Evirometal Egieerig Uiversity of Califoria,

More information

Finite Difference Derivations for Spreadsheet Modeling John C. Walton Modified: November 15, 2007 jcw

Finite Difference Derivations for Spreadsheet Modeling John C. Walton Modified: November 15, 2007 jcw Fiite Differece Derivatios for Spreadsheet Modelig Joh C. Walto Modified: November 15, 2007 jcw Figure 1. Suset with 11 swas o Little Platte Lake, Michiga. Page 1 Modificatio Date: November 15, 2007 Review

More information

Analysis Methods for Slab Waveguides

Analysis Methods for Slab Waveguides Aalsis Methods for Slab Waveguides Maxwell s Equatios ad Wave Equatios Aaltical Methods for Waveguide Aalsis: Marcatilis Method Simple Effective Idex Method Numerical Methods for Waveguide Aalsis: Fiite-Elemet

More information

CONSTRUCTING TRUNCATED IRRATIONAL NUMBERS AND DETERMINING THEIR NEIGHBORING PRIMES

CONSTRUCTING TRUNCATED IRRATIONAL NUMBERS AND DETERMINING THEIR NEIGHBORING PRIMES CONSTRUCTING TRUNCATED IRRATIONAL NUMBERS AND DETERMINING THEIR NEIGHBORING PRIMES It is well kow that there exist a ifiite set of irratioal umbers icludig, sqrt(), ad e. Such quatities are of ifiite legth

More information

PC5215 Numerical Recipes with Applications - Review Problems

PC5215 Numerical Recipes with Applications - Review Problems PC55 Numerical Recipes with Applicatios - Review Problems Give the IEEE 754 sigle precisio bit patter (biary or he format) of the followig umbers: 0 0 05 00 0 00 Note that it has 8 bits for the epoet,

More information

FINALTERM EXAMINATION Fall 9 Calculus & Aalytical Geometry-I Questio No: ( Mars: ) - Please choose oe Let f ( x) is a fuctio such that as x approaches a real umber a, either from left or right-had-side,

More information

Third-order Composite Runge Kutta Method for Solving Fuzzy Differential Equations

Third-order Composite Runge Kutta Method for Solving Fuzzy Differential Equations Global Joural of Pure ad Applied Mathematics. ISSN 097-768 Volume Number (06) pp. 7-76 Research Idia Publicatios http://www.ripublicatio.com/gjpam.htm Third-order Composite Ruge Kutta Method for Solvig

More information

62. Power series Definition 16. (Power series) Given a sequence {c n }, the series. c n x n = c 0 + c 1 x + c 2 x 2 + c 3 x 3 +

62. Power series Definition 16. (Power series) Given a sequence {c n }, the series. c n x n = c 0 + c 1 x + c 2 x 2 + c 3 x 3 + 62. Power series Defiitio 16. (Power series) Give a sequece {c }, the series c x = c 0 + c 1 x + c 2 x 2 + c 3 x 3 + is called a power series i the variable x. The umbers c are called the coefficiets of

More information

DISTRIBUTION LAW Okunev I.V.

DISTRIBUTION LAW Okunev I.V. 1 DISTRIBUTION LAW Okuev I.V. Distributio law belogs to a umber of the most complicated theoretical laws of mathematics. But it is also a very importat practical law. Nothig ca help uderstad complicated

More information

Topic 5 [434 marks] (i) Find the range of values of n for which. (ii) Write down the value of x dx in terms of n, when it does exist.

Topic 5 [434 marks] (i) Find the range of values of n for which. (ii) Write down the value of x dx in terms of n, when it does exist. Topic 5 [44 marks] 1a (i) Fid the rage of values of for which eists 1 Write dow the value of i terms of 1, whe it does eist Fid the solutio to the differetial equatio 1b give that y = 1 whe = π (cos si

More information

Generating Functions for Laguerre Type Polynomials. Group Theoretic method

Generating Functions for Laguerre Type Polynomials. Group Theoretic method It. Joural of Math. Aalysis, Vol. 4, 2010, o. 48, 257-266 Geeratig Fuctios for Laguerre Type Polyomials α of Two Variables L ( xy, ) by Usig Group Theoretic method Ajay K. Shula* ad Sriata K. Meher** *Departmet

More information

2.2 One-dimensional Elastodynamics

2.2 One-dimensional Elastodynamics Sectio.. Oe-dimesioal Elastodyamics I rigid body dyamics, it is assumed that whe a force is alied to oe oit of a object, every other oit i the object is set i motio simultaeously. O the other had, i static

More information

Two or more points can be used to describe a rigid body. This will eliminate the need to define rotational coordinates for the body!

Two or more points can be used to describe a rigid body. This will eliminate the need to define rotational coordinates for the body! OINTCOORDINATE FORMULATION Two or more poits ca be used to describe a rigid body. This will elimiate the eed to defie rotatioal coordiates for the body i z r i i, j r j j rimary oits: The coordiates of

More information

MATHEMATICAL MODELLING OF ARCH FORMATION IN GRANULAR MATERIALS

MATHEMATICAL MODELLING OF ARCH FORMATION IN GRANULAR MATERIALS 6 th INTERNATIONAL MULTIDISCIPLINARY CONFERENCE MATHEMATICAL MODELLING OF ARCH FORMATION IN GRANULAR MATERIALS Istva eppler SZIE Faculty of Mechaics, H-2103 Gödöllő Páter. 1., Hugary Abstract: The mathematical

More information

TR Use of the Implicit HHT-I3 and the Explicit ADAMS Methods with the Absolute Nodal Coordinate Formulation

TR Use of the Implicit HHT-I3 and the Explicit ADAMS Methods with the Absolute Nodal Coordinate Formulation R-007-05 Use of the Implicit HH-I3 ad the Explicit ADAMS Methods with the Absolute Nodal Coordiate Formulatio Bassam Hussei, Da Negrut, Ahmed A. Shabaa August 007 Abstract his ivestigatio is cocered with

More information

Special Modeling Techniques

Special Modeling Techniques Colorado School of Mies CHEN43 Secial Modelig Techiques Secial Modelig Techiques Summary of Toics Deviatio Variables No-Liear Differetial Equatios 3 Liearizatio of ODEs for Aroximate Solutios 4 Coversio

More information

Confidence Intervals for the Difference Between Two Proportions

Confidence Intervals for the Difference Between Two Proportions PASS Samle Size Software Chater 6 Cofidece Itervals for the Differece Betwee Two Proortios Itroductio This routie calculates the grou samle sizes ecessary to achieve a secified iterval width of the differece

More information

The Blood Testing Problem

The Blood Testing Problem Teachig Cotemorary Mathematics Coferece Feb 6-7, 00 The Blood Testig Problem Suose that you have a large oulatio that you wish to test for a certai characteristic i their blood or urie (for examle, testig

More information

ECE534, Spring 2018: Solutions for Problem Set #2

ECE534, Spring 2018: Solutions for Problem Set #2 ECE534, Srig 08: s for roblem Set #. Rademacher Radom Variables ad Symmetrizatio a) Let X be a Rademacher radom variable, i.e., X = ±) = /. Show that E e λx e λ /. E e λx = e λ + e λ = + k= k=0 λ k k k!

More information

Singular Continuous Measures by Michael Pejic 5/14/10

Singular Continuous Measures by Michael Pejic 5/14/10 Sigular Cotiuous Measures by Michael Peic 5/4/0 Prelimiaries Give a set X, a σ-algebra o X is a collectio of subsets of X that cotais X ad ad is closed uder complemetatio ad coutable uios hece, coutable

More information

DETERMINATION OF MECHANICAL PROPERTIES OF A NON- UNIFORM BEAM USING THE MEASUREMENT OF THE EXCITED LONGITUDINAL ELASTIC VIBRATIONS.

DETERMINATION OF MECHANICAL PROPERTIES OF A NON- UNIFORM BEAM USING THE MEASUREMENT OF THE EXCITED LONGITUDINAL ELASTIC VIBRATIONS. ICSV4 Cairs Australia 9- July 7 DTRMINATION OF MCHANICAL PROPRTIS OF A NON- UNIFORM BAM USING TH MASURMNT OF TH XCITD LONGITUDINAL LASTIC VIBRATIONS Pavel Aokhi ad Vladimir Gordo Departmet of the mathematics

More information

Mathematical Methods for Physics and Engineering

Mathematical Methods for Physics and Engineering Mathematical Methods for Physics ad Egieerig Lecture otes Sergei V. Shabaov Departmet of Mathematics, Uiversity of Florida, Gaiesville, FL 326 USA CHAPTER The theory of covergece. Numerical sequeces..

More information

IJITE Vol.2 Issue-11, (November 2014) ISSN: Impact Factor

IJITE Vol.2 Issue-11, (November 2014) ISSN: Impact Factor IJITE Vol Issue-, (November 4) ISSN: 3-776 ATTRACTIVITY OF A HIGHER ORDER NONLINEAR DIFFERENCE EQUATION Guagfeg Liu School of Zhagjiagag Jiagsu Uiversit of Sciece ad Techolog, Zhagjiagag, Jiagsu 56,PR

More information

Abstract Vector Spaces. Abstract Vector Spaces

Abstract Vector Spaces. Abstract Vector Spaces Astract Vector Spaces The process of astractio is critical i egieerig! Physical Device Data Storage Vector Space MRI machie Optical receiver 0 0 1 0 1 0 0 1 Icreasig astractio 6.1 Astract Vector Spaces

More information

Expected Number of Level Crossings of Legendre Polynomials

Expected Number of Level Crossings of Legendre Polynomials Expected Number of Level Crossigs of Legedre olomials ROUT, LMNAYAK, SMOHANTY, SATTANAIK,NC OJHA,DRKMISHRA Research Scholar, G DEARTMENT OF MATHAMATICS,COLLEGE OF ENGINEERING AND TECHNOLOGY,BHUBANESWAR,ODISHA

More information