Multiresolutional Techniques in Finite Element Method Solution of Eigenvalue Problem
|
|
- Brandon Blair
- 5 years ago
- Views:
Transcription
1 Multresolutonal Technques n Fnte Element Method Soluton of Egenvalue Problem Marcn Kamńs Char of Mechancs of Materals, Techncal Unversty of Łódź Al. Poltechn 6, Łodz, POLAND, tel/fax marcn@mm-lx.p.lodz.pl, marcna@p.lodz.pl Abstract. Computatonal analyss of undrectonal transent problems n multscale heterogeneous meda usng specally adopted homogenzaton technque and the Fnte Element Method s descrbed below. Multresolutonal homogenzaton beng the extenson of the classcal mcro-macro tradtonal approach s used to calculate effectve parameters of the composte. Effectveness of the method s compared aganst prevous technques thans to the FEM soluton of some engneerng problems wth real materal parameters and wth ther homogenzed values. Further computatonal studes are necessary n ths area, however applcaton of the multresolutonal technque s justfed by the natural multscale character of compostes. Introducton Wavelet analyss [] perfectly reflects the very demandng needs of composte materals computatonal modelng. It s due to the fact that wavelet functons le Haar, snusodal (harmonc), Gabor, Morlet or Daubeches, for nstance, relatng neghborng scales n the medum analysed can effcently model a varety of heterogenetes preservng compostes perodcty, for nstance. It s evdent now that wavelet technques may serve for analyss n the fnest scale by varous numercal technques [,4,5] as well as usng multresolutonal analyss (MRA) [3,5,6,8]. The frst method leads to the exponental ncrease of the total number of degrees of freedom n the model, because each new decomposton level almost doubles ths number, whle an applcaton of the homogenzaton method s connected wth determnaton of effectve materal parameters. Both methodologes are compared here n the context of egenvalue problem soluton for a smply supported lnear elastc Euler-Bernoull beam usng the Fnte Element Method (FEM) computatonal procedures. The correspondng comparson made for a transent heat transfer has been dscussed before n [5]. Homogenzaton of a composte s performed here through () smple spatal averagng of composte propertes, () two-scale classcal approach [7] as well as (3) thans to the multresolutonal technque based on the Haar wavelets. An applcaton of the symbolc pacage MAPLE guarantees an effcent ntegraton of algebrac formulas defnng effectve propertes for a composte wth materal propertes gven by some wavelet functons. M. Buba et al. (Eds.): ICCS 4, LNCS 337, pp. 7 78, 4. Sprnger-Verlag Berln Hedelberg 4
2 7 M. Kamńs Multresolutonal Homogenzaton Scheme MRA approach uses the algebrac transformaton between varous scales provded by the wavelet analyss to determne the fne-scale behavor and ntroduce t explctly nto the macroscopc equlbrum equatons. The followng relaton:... () defnes the herarchcal geometry of the scales and ths chan of subspaces s so defned that s fner than. Further, let us note that the man assumpton on j j+ general homogenzaton procedure for transent problems s a separate averagng of the coeffcents from the governng partal dfferental equaton responsble for a statc behavor and of the unsteady component. The problem can be homogenzed only f ts equlbrum can be expressed by the followng operator equaton: BT + u + λ = L( AT + v) () Ths equaton n the multscale notaton can be rewrtten at the gven scale j as ( j) ( j) ( j) ( j) ( j) ( j) B T + u + λ = L A T + v, (3) wth the recurrence relatons used j tmes to compute B ( j), A ( j), u ( j), v ( j). MRA homogenzaton theorem s obtaned as a lmt for j B T + u + λ = L ( A T + v ), (4) whch enables to elmnate nfnte number of the geometrcal scales wth the reduced coeffcents B,A. If the lmts defnng the matrces B and A exst, h h h h then there exst constant matrces B, A and forcng terms u, v, such that the reduced coeffcents and forcng terms are gven by B,A,u, v. The homogenzed coeffcents are equal to h h h A = A, B A A ~ = I (5), h h A ~ I A v h = + A ~ A ~ (6) u u I exp, where h h A ~ (7) = log I + ( I + B A ) A. As the example let us revew the statc equlbrum of elastc Euler-Bernoull beam d d E(x) u(x) = f (x) ; x [,], (8) dx dx where E(x), defnng materal propertes of the heterogeneous medum, vares arbtrarly on many scales. The unt nterval denotes here the Representatve Volume Element (RVE), called also the perodcty cell. Ths equaton can represent lnear elastc behavor of undrectonal structures as well as undrectonal heat conducton and other related physcal felds. A perodc structure wth a small parameter ε>,
3 Multresolutonal Technques n Fnte Element Method Soluton 73 tendng to, relatng the lengths of the perodcty cell and the entre composte, s consdered n a classcal approach. The dsplacements are expanded as () () () u(x) = u (x, y) + ε u (x, y) + ε u (x, y) +..., (9) where u (x, y) are also perodc; the coordnate x s ntroduced for macro scale, whle y - n mcro scale. Introducng these expansons nto classcal Hooe's law, the homogenzed elastc modulus s obtaned as [6] dy E =. () E(y) The method called multresolutonal starts from the followng decomposton: d v(x) u(x) = dx E(x) () d v(x) = f (x) dx to determne the homogenzed coeffcent E (eff) constant for x [,]. Therefore x u(x) u() E(t) u(t) = + dt. () v(x) v() v(t) f (t) The reducton algorthm between multple scales of the composte conssts n determnaton of such effectve tensors B, A, p and q, such that x u(x) u(t) I + B + q + λ = A + p v(x) v(t) dt, (3) where I s an dentty matrx. In our case we apply C C dt ( t ) dt B = ; A =, C = ; C = (4) E(t) E(t) Furthermore, for f(x)= there holds p = q =, whle, n a general case, B and A do not depend on p and q. 3 Multresolutonal Fnte Element Method Let us consder the governng equaton e u = f, x (5) wth u =, x Γ. (6) u Varatonal formulaton of ths problem for the multscale medum at the scale s gven as e u ϕ d + γu ϕ d = fϕ dγ, x. (7) Γ
4 74 M. Kamńs Soluton of the problem must be found recursvely by usng some transformaton between the neghborng scales. Hence, the followng nonsngular n x n wavelet transform matrx W s ntroduced []: T W = T, (8) I and T ψ = W ϕ (9). T s a two-scale transform between the scales - and, such that ϕ T = T ϕ ψ, () wth j j ψ = ϕ (), j=,,n N denotes here the total number of the FEM nodal ponts at the scale. Let us llustrate the wavelet-based FEM dea usng the example of D lnear two-noded fnte element wth the shape functons [9] N T ( ξ) N = = N, () ( + ξ) where N s vald for ξ=- and N for ξ= n local coordnates system of ths element. The scale effect s ntroduced on the element level by nsertng new extra degrees of freedom at each new scale. Then, the scale corresponds to frst extra multscale DOF per the orgnal fnte element, scale next two addtonal multscale DOFs and etc. It may be generally characterzed as ψ ( ξ) = ψ ( ( + ξ) j ) (3) where j ξ j + (4) j + ξ j + The value of defnes the actual scale. The reconstructon algorthm starts from the orgnal soluton for the orgnal mesh. Next, the new scales are ntroduced usng the formula + + j N old = N new + + j + + j u = u = N u + ψ. (5) The wavelet algorthm for stffness matrx reconstructon starts at scale wth the smallest ran stffness matrx e K =, (6) h where h s the node spacng parameter. Then, the dagonal components of the stffness matrx for any > are equal to
5 Multresolutonal Technques n Fnte Element Method Soluton 75 K J e K =. (7) h It should be underlned that the FEM so modfed reflects perfectly the needs of computatonal modelng of multscale heterogeneous meda. The reconstructon algorthm can be appled for such n, whch assure a suffcent mesh zoom on the smallest scale n the composte. 4 Fnte Element Method Equatons of the Problem The followng varatonal equaton s proposed to study dynamc equlbrum for the lnear elastc system: ρ u δu d + C ε δε d = ρf δu d + t δu d (8) jl j l σ and u represents dsplacements of the system wth elastc propertes and mass densty defned by the elastcty tensor C (x) and ρ=ρ(x); the vector t denotes the jl stress boundary condtons mposed on. Analogous equaton for the σ homogenzed medum has the followng form: ρ ( eff ) u δu d + C ε δε d = ρ f δu d + jl j l t δu d σ ( ) where all materal propertes of the real system are replaced wth the effectve parameters. As t s nown [9], classcal FEM dscretzaton returns the followng equatons for real heterogeneous and homogenzed systems are obtaned: M q + C q + K q = Q, M q + C q + K q = Q (3). αβ β αβ β αβ β α αβ β αβ β αβ β α The R.H.S. vector equals to for free vbratons and then an egenvalue problem s solved usng the followng matrx equatons: K M ω Φ =, K M (3) ω Φ =. αβ ( α) αβ βγ αβ ( α) αβ βγ (9) 5 Computatonal Illustraton Frst, smply supported perodc composte beam s analyzed, where Young modulus E(x) and mass densty n the perodcty cell are gven by the followng wavelets:.e9; x.5 x h (x) =, x m (x) = + exp, σ=-.4; (3) 3.E9.5 < x πσ σ σ E(x) =. h(x) +.E9 m(x). (33) ~ h(x) ; x.5 ~ =, ρ ( x) =.5 h(x) +.5 m(x). (34) ;.5 < x
6 76 M. Kamńs The composte specmen s dscretzed usng each tme 8 -noded lnear fnte elements wth untary nerta moments. The comparson starts from a collecton of the egenvalues reflectng dfferent homogenzaton technques gven n Tab.. Further, the egenvalues for heterogeneous beams are gven for st order wavelet projecton n Tab., for nd order projecton n Tab. 3, 3 rd order - n Tab. 4. The egenvalues computed for varous homogenzaton models approxmate the values computed for the real composte models wth dfferent accuracy - the weaest effcency s detected n case of spatally averaged composte and the dfference n relaton to the real structure results ncrease together wth the egenvalue number and the projectons order. The results obtaned thans to MRA projecton are closer to those relevant to MRA homogenzaton for a sngle RVE n composte; classcal homogenzaton s more effectve for ncreasng number of the cells n ths model. Table. Egenvalues for the smply supported homogenzed composte beams Egenvalue Spatal averagng Classcal approach Multresolutonal model,84 E 3,665 E 6,8 E,895 E3 5,864 E 9,965 E 3 9,59 E3,969 E3 5,45 E3 4 3,3 E4 9,383 E3,594 E4 5 7,4E4,9 E4 3,893 E4 6,535 E5 4,75 E4 8,7 E4 Table. Egenvalues for the smply supported composte beam, st order wavelet projecton 64 RVEs 3 RVEs 6 RVEs 8 RVEs 4 RVEs RVEs RVE 3,534 E 3,535 E 3,537 E 3,55 E 3,599 E 3,89 E 4,59 E 5,656 E 5,66 E 5,679 E 5,76 E 6,37 E 7,887 E,593 E3,864 E3,87 E3,89 E3,99 E3 3,5 E3 4,973 E3 7,37 E3 9,56 E3 9,87 E3 9,6 E3 9,88 E3,35 E4 4,867 E4 3,5 E4, E4,4 E4,75 E4,536 E4 3,758 E4 6,743 E4 6,4 E4 4,59 E4 4,67 E4 4,786 E4 5,655 E4 8,448 E4,347 E5,678 E5 Table 3. Egenvalues for the smply supported composte beam, nd order wavelet projecton 3 RVEs 6 RVEs 8 RVEs 4 RVEs RVEs RVE 3,636 E 3,639 E 3,65 E 3,73 E 3,936 E 4,64 E 5,83 E 5,84 E 5,95 E 6,39 E 8,6 E,63 E3,95 E3,975 E3 3,75 E3 3,65 E3 5,9 E3 7,4 E3 9,348 E3 9,48 E3, E4,334 E4 4,875 E4 3,53 E4,88 E4,34 E4,65 E4 3,846 E4 6,83 E4 6,9 E4 4,76 E4 4,9 E4 5,85 E4 8,64 E4,36 E5,69 E5 Table 4. Egenvalues for the smply supported composte beam, 3 rd order wavelet projecton 6 RVEs 8 RVEs 4 RVEs RVEs RVE 3,66 E 3,674 E 3,76 E 3,964 E 4,664 E 5,879 E 5,96 E 6,354 E 8, E,6 E3,993 E3 3,96 E3 3,637 E3 5,74 E3 7,479 E3 9,54 E3,7 E4,354 E4 4,876 E4 3,59 E4,355 E4,66 E4 3,93 E4 6,839 E4 6,34 E4 4,954 E4 5,857 E4 8,796 E4,373 E5,69 E5
7 Multresolutonal Technques n Fnte Element Method Soluton 77 Free vbratons for and 3-bays perodc beams are solved usng classcal and homogenzaton-based FEM mplementaton. The untary nerta momentum s taen n all computatonal cases, ten perodcty cells compose each bay, whle materal propertes nserted n the numercal model are calculated by spatal averagng, classcal and multresolutonal homogenzaton schemes and compared aganst the real structure response. Frst egenvalues changes for all these beams are contaned n Fgs., the resultng values are mared on the vertcal axes, whle the number of egenvalue beng computed on the horzontal ones.,5e+,e+,5e+,e+ 5,3E+,5E+8 ω α e,av e,hom e,real e,wav α Fg.. Egenvalues progress for varous two-bays composte structures 9,E+ 8,E+ 7,E+ 6,E+ 5,E+ 4,E+ 3,E+,E+,E+,E+ ω α e,av e,hom e,real e,wav α Fg.. Egenvalues progress for varous three-bays composte structures Egenvalues obtaned for varous homogenzaton models approxmate the values computed for the real composte wth dfferent accuracy - the worst effcency n egenvalues modelng s detected n case of spatally averaged composte and the dfference n relaton to the real structure results ncrease together wth the egenvalue number. Wavelet-based and classcal homogenzaton methods gve more accurate results the frst method s better for smaller number of the bays, and classcal homogenzaton approach s recommended n case of ncreasng number of the bays and the RVEs. The justfcaton of ths observaton comes from the fact, that the wavelet functon s less mportant for the ncreasng number of the perodcty cells n
8 78 M. Kamńs the structure. Another nterestng result s that the effcency of approxmaton of the maxmum deflectons for a mult-bay perodc composte beam by the deflectons encountered for homogenzed systems ncrease together wth an ncrease of the total number of the bays. 6 Conclusons The most mportant result of the homogenzaton-based Fnte Element modelng of the perodc undrectonal compostes s that the real composte behavor s rather well approxmated by the homogenzed model response. MRA homogenzaton technque gvng more accurate approxmaton of the real structure behavor s decsvely more complcated n numercal mplementaton snce necessty of usage of the combned symbolc-fem approach. The technque ntroduces new opportuntes to calculate effectve parameters for the compostes wth materal propertes approxmated by varous wavelet functons. A satsfactory agreement between the real and homogenzed structures models enables the applcaton to other transent problems wth determnstc as well as stochastc materal parameters. Multresolutonal homogenzaton procedure has been establshed here usng the Haar bass to determne complete mathematcal equatons for homogenzed coeffcents and to mae mplementaton of the FEM-based homogenzaton analyss. As t was documented above, the Haar bass approxmaton gves suffcent approxmaton of varous mathematcal functons descrbng most of possble spatal dstrbutons of compostes physcal propertes. References. Al-Aghbar, M., Scarpa, F., Staszews, W.J., On the orthogonal wavelet transform for model reducton/synthess of structures. J. Sound & Vbr. 54(4), pp ,.. Chrston, M.A. and Roach, D.W., The numercal performance of wavelets for PDEs: the mult-scale fnte element, Comput. Mech., 5, pp. 3-44,. 3. Dorobantu M., Engqust B., Wavelet-based numercal homogenzaton, SIAM J. Numer. Anal., 35(), pp , Glbert, A.C., A comparson of multresoluton and classcal one-dmensonal homogenzaton schemes, Appl. & Comput. Harmonc Anal., 5, pp. -35, Kamńs, M., Multresolutonal homogenzaton technque n transent heat transfer for undrectonal compostes, Proc. 3 rd Int. Conf. Engneerng Computatonal Technology, Toppng, B.H.V. and Bttnar Z., Eds, Cvl-Comp Press,. 6. Kamńs, M., Wavelet-based fnte element elastodynamc analyss of composte beams, WCCM V, Mang, H.A., Rammerstorfer, F.G. and Eberhardstener, J., Eds, Venna. 7. Sanchez-Palenca, E., Non-homogeneous Meda and Vbraton Theory. Lecture Notes n Physcs, vol. 7, Sprnger-Verlag, Berln, Stenberg, B.Z. and McCoy, J.J., A multresoluton homogenzaton of modal analyss wth applcaton to layered meda, Math. Comput. & Smul., 5, pp , Zenewcz, O.C. and Taylor, R.L., The Fnte Element Method. Henemann-Butterworth,.
The Two-scale Finite Element Errors Analysis for One Class of Thermoelastic Problem in Periodic Composites
7 Asa-Pacfc Engneerng Technology Conference (APETC 7) ISBN: 978--6595-443- The Two-scale Fnte Element Errors Analyss for One Class of Thermoelastc Problem n Perodc Compostes Xaoun Deng Mngxang Deng ABSTRACT
More informationNumerical Heat and Mass Transfer
Master degree n Mechancal Engneerng Numercal Heat and Mass Transfer 06-Fnte-Dfference Method (One-dmensonal, steady state heat conducton) Fausto Arpno f.arpno@uncas.t Introducton Why we use models and
More informationCOMPOSITE BEAM WITH WEAK SHEAR CONNECTION SUBJECTED TO THERMAL LOAD
COMPOSITE BEAM WITH WEAK SHEAR CONNECTION SUBJECTED TO THERMAL LOAD Ákos Jósef Lengyel, István Ecsed Assstant Lecturer, Professor of Mechancs, Insttute of Appled Mechancs, Unversty of Mskolc, Mskolc-Egyetemváros,
More informationAppendix B. The Finite Difference Scheme
140 APPENDIXES Appendx B. The Fnte Dfference Scheme In ths appendx we present numercal technques whch are used to approxmate solutons of system 3.1 3.3. A comprehensve treatment of theoretcal and mplementaton
More informationNUMERICAL DIFFERENTIATION
NUMERICAL DIFFERENTIATION 1 Introducton Dfferentaton s a method to compute the rate at whch a dependent output y changes wth respect to the change n the ndependent nput x. Ths rate of change s called the
More informationDUE: WEDS FEB 21ST 2018
HOMEWORK # 1: FINITE DIFFERENCES IN ONE DIMENSION DUE: WEDS FEB 21ST 2018 1. Theory Beam bendng s a classcal engneerng analyss. The tradtonal soluton technque makes smplfyng assumptons such as a constant
More informationCHAPTER 5 NUMERICAL EVALUATION OF DYNAMIC RESPONSE
CHAPTER 5 NUMERICAL EVALUATION OF DYNAMIC RESPONSE Analytcal soluton s usually not possble when exctaton vares arbtrarly wth tme or f the system s nonlnear. Such problems can be solved by numercal tmesteppng
More information829. An adaptive method for inertia force identification in cantilever under moving mass
89. An adaptve method for nerta force dentfcaton n cantlever under movng mass Qang Chen 1, Mnzhuo Wang, Hao Yan 3, Haonan Ye 4, Guola Yang 5 1,, 3, 4 Department of Control and System Engneerng, Nanng Unversty,
More informationNON-CENTRAL 7-POINT FORMULA IN THE METHOD OF LINES FOR PARABOLIC AND BURGERS' EQUATIONS
IJRRAS 8 (3 September 011 www.arpapress.com/volumes/vol8issue3/ijrras_8_3_08.pdf NON-CENTRAL 7-POINT FORMULA IN THE METHOD OF LINES FOR PARABOLIC AND BURGERS' EQUATIONS H.O. Bakodah Dept. of Mathematc
More informationA new Approach for Solving Linear Ordinary Differential Equations
, ISSN 974-57X (Onlne), ISSN 974-5718 (Prnt), Vol. ; Issue No. 1; Year 14, Copyrght 13-14 by CESER PUBLICATIONS A new Approach for Solvng Lnear Ordnary Dfferental Equatons Fawz Abdelwahd Department of
More informationTHE EFFECT OF TORSIONAL RIGIDITY BETWEEN ELEMENTS ON FREE VIBRATIONS OF A TELESCOPIC HYDRAULIC CYLINDER SUBJECTED TO EULER S LOAD
Journal of Appled Mathematcs and Computatonal Mechancs 7, 6(3), 7- www.amcm.pcz.pl p-issn 99-9965 DOI:.75/jamcm.7.3. e-issn 353-588 THE EFFECT OF TORSIONAL RIGIDITY BETWEEN ELEMENTS ON FREE VIBRATIONS
More informationIn this section is given an overview of the common elasticity models.
Secton 4.1 4.1 Elastc Solds In ths secton s gven an overvew of the common elastcty models. 4.1.1 The Lnear Elastc Sold The classcal Lnear Elastc model, or Hooean model, has the followng lnear relatonshp
More informationFinite Element Modelling of truss/cable structures
Pet Schreurs Endhoven Unversty of echnology Department of Mechancal Engneerng Materals echnology November 3, 214 Fnte Element Modellng of truss/cable structures 1 Fnte Element Analyss of prestressed structures
More informationThe Finite Element Method
The Fnte Element Method GENERAL INTRODUCTION Read: Chapters 1 and 2 CONTENTS Engneerng and analyss Smulaton of a physcal process Examples mathematcal model development Approxmate solutons and methods of
More informationA Hybrid Variational Iteration Method for Blasius Equation
Avalable at http://pvamu.edu/aam Appl. Appl. Math. ISSN: 1932-9466 Vol. 10, Issue 1 (June 2015), pp. 223-229 Applcatons and Appled Mathematcs: An Internatonal Journal (AAM) A Hybrd Varatonal Iteraton Method
More informationTransfer Functions. Convenient representation of a linear, dynamic model. A transfer function (TF) relates one input and one output: ( ) system
Transfer Functons Convenent representaton of a lnear, dynamc model. A transfer functon (TF) relates one nput and one output: x t X s y t system Y s The followng termnology s used: x y nput output forcng
More informationA New Refinement of Jacobi Method for Solution of Linear System Equations AX=b
Int J Contemp Math Scences, Vol 3, 28, no 17, 819-827 A New Refnement of Jacob Method for Soluton of Lnear System Equatons AX=b F Naem Dafchah Department of Mathematcs, Faculty of Scences Unversty of Gulan,
More informationA comprehensive study: Boundary conditions for representative volume elements (RVE) of composites
Insttute of Structural Mechancs A comprehensve study: Boundary condtons for representatve volume elements (RVE) of compostes Srhar Kurukur A techncal report on homogenzaton technques A comprehensve study:
More informationEEE 241: Linear Systems
EEE : Lnear Systems Summary #: Backpropagaton BACKPROPAGATION The perceptron rule as well as the Wdrow Hoff learnng were desgned to tran sngle layer networks. They suffer from the same dsadvantage: they
More informationInductance Calculation for Conductors of Arbitrary Shape
CRYO/02/028 Aprl 5, 2002 Inductance Calculaton for Conductors of Arbtrary Shape L. Bottura Dstrbuton: Internal Summary In ths note we descrbe a method for the numercal calculaton of nductances among conductors
More informationLectures - Week 4 Matrix norms, Conditioning, Vector Spaces, Linear Independence, Spanning sets and Basis, Null space and Range of a Matrix
Lectures - Week 4 Matrx norms, Condtonng, Vector Spaces, Lnear Independence, Spannng sets and Bass, Null space and Range of a Matrx Matrx Norms Now we turn to assocatng a number to each matrx. We could
More informationA PROCEDURE FOR SIMULATING THE NONLINEAR CONDUCTION HEAT TRANSFER IN A BODY WITH TEMPERATURE DEPENDENT THERMAL CONDUCTIVITY.
Proceedngs of the th Brazlan Congress of Thermal Scences and Engneerng -- ENCIT 006 Braz. Soc. of Mechancal Scences and Engneerng -- ABCM, Curtba, Brazl,- Dec. 5-8, 006 A PROCEDURE FOR SIMULATING THE NONLINEAR
More information(Online First)A Lattice Boltzmann Scheme for Diffusion Equation in Spherical Coordinate
Internatonal Journal of Mathematcs and Systems Scence (018) Volume 1 do:10.494/jmss.v1.815 (Onlne Frst)A Lattce Boltzmann Scheme for Dffuson Equaton n Sphercal Coordnate Debabrata Datta 1 *, T K Pal 1
More informationAPPENDIX F A DISPLACEMENT-BASED BEAM ELEMENT WITH SHEAR DEFORMATIONS. Never use a Cubic Function Approximation for a Non-Prismatic Beam
APPENDIX F A DISPACEMENT-BASED BEAM EEMENT WITH SHEAR DEFORMATIONS Never use a Cubc Functon Approxmaton for a Non-Prsmatc Beam F. INTRODUCTION { XE "Shearng Deformatons" }In ths appendx a unque development
More informationHongyi Miao, College of Science, Nanjing Forestry University, Nanjing ,China. (Received 20 June 2013, accepted 11 March 2014) I)ϕ (k)
ISSN 1749-3889 (prnt), 1749-3897 (onlne) Internatonal Journal of Nonlnear Scence Vol.17(2014) No.2,pp.188-192 Modfed Block Jacob-Davdson Method for Solvng Large Sparse Egenproblems Hongy Mao, College of
More informationModule 3: Element Properties Lecture 1: Natural Coordinates
Module 3: Element Propertes Lecture : Natural Coordnates Natural coordnate system s bascally a local coordnate system whch allows the specfcaton of a pont wthn the element by a set of dmensonless numbers
More informationSalmon: Lectures on partial differential equations. Consider the general linear, second-order PDE in the form. ,x 2
Salmon: Lectures on partal dfferental equatons 5. Classfcaton of second-order equatons There are general methods for classfyng hgher-order partal dfferental equatons. One s very general (applyng even to
More informationTensor Smooth Length for SPH Modelling of High Speed Impact
Tensor Smooth Length for SPH Modellng of Hgh Speed Impact Roman Cherepanov and Alexander Gerasmov Insttute of Appled mathematcs and mechancs, Tomsk State Unversty 634050, Lenna av. 36, Tomsk, Russa RCherepanov82@gmal.com,Ger@npmm.tsu.ru
More informationProfessor Terje Haukaas University of British Columbia, Vancouver The Q4 Element
Professor Terje Haukaas Unversty of Brtsh Columba, ancouver www.nrsk.ubc.ca The Q Element Ths document consders fnte elements that carry load only n ther plane. These elements are sometmes referred to
More informationLINEAR REGRESSION ANALYSIS. MODULE IX Lecture Multicollinearity
LINEAR REGRESSION ANALYSIS MODULE IX Lecture - 30 Multcollnearty Dr. Shalabh Department of Mathematcs and Statstcs Indan Insttute of Technology Kanpur 2 Remedes for multcollnearty Varous technques have
More informationSTATIC ANALYSIS OF TWO-LAYERED PIEZOELECTRIC BEAMS WITH IMPERFECT SHEAR CONNECTION
STATIC ANALYSIS OF TWO-LERED PIEZOELECTRIC BEAMS WITH IMPERFECT SHEAR CONNECTION Ákos József Lengyel István Ecsed Assstant Lecturer Emertus Professor Insttute of Appled Mechancs Unversty of Mskolc Mskolc-Egyetemváros
More informationELASTIC WAVE PROPAGATION IN A CONTINUOUS MEDIUM
ELASTIC WAVE PROPAGATION IN A CONTINUOUS MEDIUM An elastc wave s a deformaton of the body that travels throughout the body n all drectons. We can examne the deformaton over a perod of tme by fxng our look
More informationSIMULATION OF WAVE PROPAGATION IN AN HETEROGENEOUS ELASTIC ROD
SIMUATION OF WAVE POPAGATION IN AN HETEOGENEOUS EASTIC OD ogéro M Saldanha da Gama Unversdade do Estado do o de Janero ua Sào Francsco Xaver 54, sala 5 A 559-9, o de Janero, Brasl e-mal: rsgama@domancombr
More informationRelaxation Methods for Iterative Solution to Linear Systems of Equations
Relaxaton Methods for Iteratve Soluton to Lnear Systems of Equatons Gerald Recktenwald Portland State Unversty Mechancal Engneerng Department gerry@pdx.edu Overvew Techncal topcs Basc Concepts Statonary
More informationIrregular vibrations in multi-mass discrete-continuous systems torsionally deformed
(2) 4 48 Irregular vbratons n mult-mass dscrete-contnuous systems torsonally deformed Abstract In the paper rregular vbratons of dscrete-contnuous systems consstng of an arbtrary number rgd bodes connected
More informationChapter 5. Solution of System of Linear Equations. Module No. 6. Solution of Inconsistent and Ill Conditioned Systems
Numercal Analyss by Dr. Anta Pal Assstant Professor Department of Mathematcs Natonal Insttute of Technology Durgapur Durgapur-713209 emal: anta.bue@gmal.com 1 . Chapter 5 Soluton of System of Lnear Equatons
More informationGrover s Algorithm + Quantum Zeno Effect + Vaidman
Grover s Algorthm + Quantum Zeno Effect + Vadman CS 294-2 Bomb 10/12/04 Fall 2004 Lecture 11 Grover s algorthm Recall that Grover s algorthm for searchng over a space of sze wors as follows: consder the
More informationTHE STURM-LIOUVILLE EIGENVALUE PROBLEM - A NUMERICAL SOLUTION USING THE CONTROL VOLUME METHOD
Journal of Appled Mathematcs and Computatonal Mechancs 06, 5(), 7-36 www.amcm.pcz.pl p-iss 99-9965 DOI: 0.75/jamcm.06..4 e-iss 353-0588 THE STURM-LIOUVILLE EIGEVALUE PROBLEM - A UMERICAL SOLUTIO USIG THE
More informationNUMERICAL RESULTS QUALITY IN DEPENDENCE ON ABAQUS PLANE STRESS ELEMENTS TYPE IN BIG DISPLACEMENTS COMPRESSION TEST
Appled Computer Scence, vol. 13, no. 4, pp. 56 64 do: 10.23743/acs-2017-29 Submtted: 2017-10-30 Revsed: 2017-11-15 Accepted: 2017-12-06 Abaqus Fnte Elements, Plane Stress, Orthotropc Materal Bartosz KAWECKI
More information7. Products and matrix elements
7. Products and matrx elements 1 7. Products and matrx elements Based on the propertes of group representatons, a number of useful results can be derved. Consder a vector space V wth an nner product ψ
More informationON A DETERMINATION OF THE INITIAL FUNCTIONS FROM THE OBSERVED VALUES OF THE BOUNDARY FUNCTIONS FOR THE SECOND-ORDER HYPERBOLIC EQUATION
Advanced Mathematcal Models & Applcatons Vol.3, No.3, 2018, pp.215-222 ON A DETERMINATION OF THE INITIAL FUNCTIONS FROM THE OBSERVED VALUES OF THE BOUNDARY FUNCTIONS FOR THE SECOND-ORDER HYPERBOLIC EUATION
More informationCanonical transformations
Canoncal transformatons November 23, 2014 Recall that we have defned a symplectc transformaton to be any lnear transformaton M A B leavng the symplectc form nvarant, Ω AB M A CM B DΩ CD Coordnate transformatons,
More informationMEM 255 Introduction to Control Systems Review: Basics of Linear Algebra
MEM 255 Introducton to Control Systems Revew: Bascs of Lnear Algebra Harry G. Kwatny Department of Mechancal Engneerng & Mechancs Drexel Unversty Outlne Vectors Matrces MATLAB Advanced Topcs Vectors A
More informationFrequency dependence of the permittivity
Frequency dependence of the permttvty February 7, 016 In materals, the delectrc constant and permeablty are actually frequency dependent. Ths does not affect our results for sngle frequency modes, but
More informationConvexity preserving interpolation by splines of arbitrary degree
Computer Scence Journal of Moldova, vol.18, no.1(52), 2010 Convexty preservng nterpolaton by splnes of arbtrary degree Igor Verlan Abstract In the present paper an algorthm of C 2 nterpolaton of dscrete
More informationLecture 12: Discrete Laplacian
Lecture 12: Dscrete Laplacan Scrbe: Tanye Lu Our goal s to come up wth a dscrete verson of Laplacan operator for trangulated surfaces, so that we can use t n practce to solve related problems We are mostly
More informationIndeterminate pin-jointed frames (trusses)
Indetermnate pn-jonted frames (trusses) Calculaton of member forces usng force method I. Statcal determnacy. The degree of freedom of any truss can be derved as: w= k d a =, where k s the number of all
More informationChapter 4 The Wave Equation
Chapter 4 The Wave Equaton Another classcal example of a hyperbolc PDE s a wave equaton. The wave equaton s a second-order lnear hyperbolc PDE that descrbes the propagaton of a varety of waves, such as
More informationPhysics 5153 Classical Mechanics. Principle of Virtual Work-1
P. Guterrez 1 Introducton Physcs 5153 Classcal Mechancs Prncple of Vrtual Work The frst varatonal prncple we encounter n mechancs s the prncple of vrtual work. It establshes the equlbrum condton of a mechancal
More informationModule 3 LOSSY IMAGE COMPRESSION SYSTEMS. Version 2 ECE IIT, Kharagpur
Module 3 LOSSY IMAGE COMPRESSION SYSTEMS Verson ECE IIT, Kharagpur Lesson 6 Theory of Quantzaton Verson ECE IIT, Kharagpur Instructonal Objectves At the end of ths lesson, the students should be able to:
More informationThe equation of motion of a dynamical system is given by a set of differential equations. That is (1)
Dynamcal Systems Many engneerng and natural systems are dynamcal systems. For example a pendulum s a dynamcal system. State l The state of the dynamcal system specfes t condtons. For a pendulum n the absence
More informationNew Method for Solving Poisson Equation. on Irregular Domains
Appled Mathematcal Scences Vol. 6 01 no. 8 369 380 New Method for Solvng Posson Equaton on Irregular Domans J. Izadan and N. Karamooz Department of Mathematcs Facult of Scences Mashhad BranchIslamc Azad
More informationErrors for Linear Systems
Errors for Lnear Systems When we solve a lnear system Ax b we often do not know A and b exactly, but have only approxmatons  and ˆb avalable. Then the best thng we can do s to solve ˆx ˆb exactly whch
More informationThe Finite Element Method: A Short Introduction
Te Fnte Element Metod: A Sort ntroducton Wat s FEM? Te Fnte Element Metod (FEM) ntroduced by engneers n late 50 s and 60 s s a numercal tecnque for solvng problems wc are descrbed by Ordnary Dfferental
More informationCSci 6974 and ECSE 6966 Math. Tech. for Vision, Graphics and Robotics Lecture 21, April 17, 2006 Estimating A Plane Homography
CSc 6974 and ECSE 6966 Math. Tech. for Vson, Graphcs and Robotcs Lecture 21, Aprl 17, 2006 Estmatng A Plane Homography Overvew We contnue wth a dscusson of the major ssues, usng estmaton of plane projectve
More informationCOMPARISON OF SOME RELIABILITY CHARACTERISTICS BETWEEN REDUNDANT SYSTEMS REQUIRING SUPPORTING UNITS FOR THEIR OPERATIONS
Avalable onlne at http://sck.org J. Math. Comput. Sc. 3 (3), No., 6-3 ISSN: 97-537 COMPARISON OF SOME RELIABILITY CHARACTERISTICS BETWEEN REDUNDANT SYSTEMS REQUIRING SUPPORTING UNITS FOR THEIR OPERATIONS
More informationInner Product. Euclidean Space. Orthonormal Basis. Orthogonal
Inner Product Defnton 1 () A Eucldean space s a fnte-dmensonal vector space over the reals R, wth an nner product,. Defnton 2 (Inner Product) An nner product, on a real vector space X s a symmetrc, blnear,
More informationEcon107 Applied Econometrics Topic 3: Classical Model (Studenmund, Chapter 4)
I. Classcal Assumptons Econ7 Appled Econometrcs Topc 3: Classcal Model (Studenmund, Chapter 4) We have defned OLS and studed some algebrac propertes of OLS. In ths topc we wll study statstcal propertes
More informationMore metrics on cartesian products
More metrcs on cartesan products If (X, d ) are metrc spaces for 1 n, then n Secton II4 of the lecture notes we defned three metrcs on X whose underlyng topologes are the product topology The purpose of
More informationGlobal Sensitivity. Tuesday 20 th February, 2018
Global Senstvty Tuesday 2 th February, 28 ) Local Senstvty Most senstvty analyses [] are based on local estmates of senstvty, typcally by expandng the response n a Taylor seres about some specfc values
More informationHomogenization of reaction-diffusion processes in a two-component porous medium with a non-linear flux-condition on the interface
Homogenzaton of reacton-dffuson processes n a two-component porous medum wth a non-lnear flux-condton on the nterface Internatonal Conference on Numercal and Mathematcal Modelng of Flow and Transport n
More informationAPPENDIX A Some Linear Algebra
APPENDIX A Some Lnear Algebra The collecton of m, n matrces A.1 Matrces a 1,1,..., a 1,n A = a m,1,..., a m,n wth real elements a,j s denoted by R m,n. If n = 1 then A s called a column vector. Smlarly,
More informationPhysics 5153 Classical Mechanics. D Alembert s Principle and The Lagrangian-1
P. Guterrez Physcs 5153 Classcal Mechancs D Alembert s Prncple and The Lagrangan 1 Introducton The prncple of vrtual work provdes a method of solvng problems of statc equlbrum wthout havng to consder the
More informationComposite Hypotheses testing
Composte ypotheses testng In many hypothess testng problems there are many possble dstrbutons that can occur under each of the hypotheses. The output of the source s a set of parameters (ponts n a parameter
More informationReport on Image warping
Report on Image warpng Xuan Ne, Dec. 20, 2004 Ths document summarzed the algorthms of our mage warpng soluton for further study, and there s a detaled descrpton about the mplementaton of these algorthms.
More informationLecture 21: Numerical methods for pricing American type derivatives
Lecture 21: Numercal methods for prcng Amercan type dervatves Xaoguang Wang STAT 598W Aprl 10th, 2014 (STAT 598W) Lecture 21 1 / 26 Outlne 1 Fnte Dfference Method Explct Method Penalty Method (STAT 598W)
More informationStructure and Drive Paul A. Jensen Copyright July 20, 2003
Structure and Drve Paul A. Jensen Copyrght July 20, 2003 A system s made up of several operatons wth flow passng between them. The structure of the system descrbes the flow paths from nputs to outputs.
More information2 Finite difference basics
Numersche Methoden 1, WS 11/12 B.J.P. Kaus 2 Fnte dfference bascs Consder the one- The bascs of the fnte dfference method are best understood wth an example. dmensonal transent heat conducton equaton T
More informationThe Feynman path integral
The Feynman path ntegral Aprl 3, 205 Hesenberg and Schrödnger pctures The Schrödnger wave functon places the tme dependence of a physcal system n the state, ψ, t, where the state s a vector n Hlbert space
More informationEVALUATION OF THE VISCO-ELASTIC PROPERTIES IN ASPHALT RUBBER AND CONVENTIONAL MIXES
EVALUATION OF THE VISCO-ELASTIC PROPERTIES IN ASPHALT RUBBER AND CONVENTIONAL MIXES Manuel J. C. Mnhoto Polytechnc Insttute of Bragança, Bragança, Portugal E-mal: mnhoto@pb.pt Paulo A. A. Perera and Jorge
More informationCHAPTER 14 GENERAL PERTURBATION THEORY
CHAPTER 4 GENERAL PERTURBATION THEORY 4 Introducton A partcle n orbt around a pont mass or a sphercally symmetrc mass dstrbuton s movng n a gravtatonal potental of the form GM / r In ths potental t moves
More informationSome Comments on Accelerating Convergence of Iterative Sequences Using Direct Inversion of the Iterative Subspace (DIIS)
Some Comments on Acceleratng Convergence of Iteratve Sequences Usng Drect Inverson of the Iteratve Subspace (DIIS) C. Davd Sherrll School of Chemstry and Bochemstry Georga Insttute of Technology May 1998
More informationInexact Newton Methods for Inverse Eigenvalue Problems
Inexact Newton Methods for Inverse Egenvalue Problems Zheng-jan Ba Abstract In ths paper, we survey some of the latest development n usng nexact Newton-lke methods for solvng nverse egenvalue problems.
More informationParametric fractional imputation for missing data analysis. Jae Kwang Kim Survey Working Group Seminar March 29, 2010
Parametrc fractonal mputaton for mssng data analyss Jae Kwang Km Survey Workng Group Semnar March 29, 2010 1 Outlne Introducton Proposed method Fractonal mputaton Approxmaton Varance estmaton Multple mputaton
More informationCopyright 2014 Tech Science Press CMC, vol.43, no.2, pp.87-95, 2014
Copyrght 2014 Tech Scence Press CMC, vol.43, no.2, pp.87-95, 2014 Analytcal Treatment of the Isotropc and Tetragonal Lattce Green Functons for the Face-centered Cubc, Body-centered Cubc and Smple Cubc
More informationContinuous Time Markov Chain
Contnuous Tme Markov Chan Hu Jn Department of Electroncs and Communcaton Engneerng Hanyang Unversty ERICA Campus Contents Contnuous tme Markov Chan (CTMC) Propertes of sojourn tme Relatons Transton probablty
More informationALGORITHM FOR THE CALCULATION OF THE TWO VARIABLES CUBIC SPLINE FUNCTION
ANALELE ŞTIINŢIFICE ALE UNIVERSITĂŢII AL.I. CUZA DIN IAŞI (S.N.) MATEMATICĂ, Tomul LIX, 013, f.1 DOI: 10.478/v10157-01-00-y ALGORITHM FOR THE CALCULATION OF THE TWO VARIABLES CUBIC SPLINE FUNCTION BY ION
More informationRandić Energy and Randić Estrada Index of a Graph
EUROPEAN JOURNAL OF PURE AND APPLIED MATHEMATICS Vol. 5, No., 202, 88-96 ISSN 307-5543 www.ejpam.com SPECIAL ISSUE FOR THE INTERNATIONAL CONFERENCE ON APPLIED ANALYSIS AND ALGEBRA 29 JUNE -02JULY 20, ISTANBUL
More informationA Local Variational Problem of Second Order for a Class of Optimal Control Problems with Nonsmooth Objective Function
A Local Varatonal Problem of Second Order for a Class of Optmal Control Problems wth Nonsmooth Objectve Functon Alexander P. Afanasev Insttute for Informaton Transmsson Problems, Russan Academy of Scences,
More informationAn efficient algorithm for multivariate Maclaurin Newton transformation
Annales UMCS Informatca AI VIII, 2 2008) 5 14 DOI: 10.2478/v10065-008-0020-6 An effcent algorthm for multvarate Maclaurn Newton transformaton Joanna Kapusta Insttute of Mathematcs and Computer Scence,
More informationTopology Optimization of Elastic Material Microstructures with Classic Models of Micromechanics
COMPUTATIONAL MECHANICS WCCM VI n conjuncton wth APCOM 4, Sept. 5-1, 24, Bejng, Chna 24 Tsnghua Unversty Press & Sprnger-Verlag Topology Optmzaton of Elastc Materal Mcrostructures wth Classc Models of
More informationDETERMINATION OF TEMPERATURE DISTRIBUTION FOR ANNULAR FINS WITH TEMPERATURE DEPENDENT THERMAL CONDUCTIVITY BY HPM
Ganj, Z. Z., et al.: Determnaton of Temperature Dstrbuton for S111 DETERMINATION OF TEMPERATURE DISTRIBUTION FOR ANNULAR FINS WITH TEMPERATURE DEPENDENT THERMAL CONDUCTIVITY BY HPM by Davood Domr GANJI
More informationA Frequency-Domain Approach for Transient Dynamic Analysis using Scaled Boundary Finite Element Method (I): Approach and Validation
COMPUTATIONAL METHODS IN ENGINEERING AND SCIENCE EPMESC X, Aug. 2-23, 26, Sanya, Hanan, Chna 26 Tsnghua Unversty Press & Sprnger A Frequency-Doman Approach for Transent Dynamc Analyss usng Scaled Boundary
More informationGeneral displacement arch-cantilever element method for stress analysis of arch dam
Water Scence and Engneerng, 009, (): 3-4 do:0.388/j.ssn.674-370.009.0.004 http://kkb.hhu.edu.cn e-mal: wse@hhu.edu.cn General dsplacement arch-cantlever element method for stress analyss of arch dam Hao
More informationFeb 14: Spatial analysis of data fields
Feb 4: Spatal analyss of data felds Mappng rregularly sampled data onto a regular grd Many analyss technques for geophyscal data requre the data be located at regular ntervals n space and/or tme. hs s
More informationOFF-AXIS MECHANICAL PROPERTIES OF FRP COMPOSITES
ICAMS 204 5 th Internatonal Conference on Advanced Materals and Systems OFF-AXIS MECHANICAL PROPERTIES OF FRP COMPOSITES VLAD LUPĂŞTEANU, NICOLAE ŢĂRANU, RALUCA HOHAN, PAUL CIOBANU Gh. Asach Techncal Unversty
More informationON MECHANICS WITH VARIABLE NONCOMMUTATIVITY
ON MECHANICS WITH VARIABLE NONCOMMUTATIVITY CIPRIAN ACATRINEI Natonal Insttute of Nuclear Physcs and Engneerng P.O. Box MG-6, 07725-Bucharest, Romana E-mal: acatrne@theory.npne.ro. Receved March 6, 2008
More informationFTCS Solution to the Heat Equation
FTCS Soluton to the Heat Equaton ME 448/548 Notes Gerald Recktenwald Portland State Unversty Department of Mechancal Engneerng gerry@pdx.edu ME 448/548: FTCS Soluton to the Heat Equaton Overvew 1. Use
More informationA note on almost sure behavior of randomly weighted sums of φ-mixing random variables with φ-mixing weights
ACTA ET COMMENTATIONES UNIVERSITATIS TARTUENSIS DE MATHEMATICA Volume 7, Number 2, December 203 Avalable onlne at http://acutm.math.ut.ee A note on almost sure behavor of randomly weghted sums of φ-mxng
More informationModeling of Dynamic Systems
Modelng of Dynamc Systems Ref: Control System Engneerng Norman Nse : Chapters & 3 Chapter objectves : Revew the Laplace transform Learn how to fnd a mathematcal model, called a transfer functon Learn how
More informationA MODIFIED METHOD FOR SOLVING SYSTEM OF NONLINEAR EQUATIONS
Journal of Mathematcs and Statstcs 9 (1): 4-8, 1 ISSN 1549-644 1 Scence Publcatons do:1.844/jmssp.1.4.8 Publshed Onlne 9 (1) 1 (http://www.thescpub.com/jmss.toc) A MODIFIED METHOD FOR SOLVING SYSTEM OF
More informationLecture 6/7 (February 10/12, 2014) DIRAC EQUATION. The non-relativistic Schrödinger equation was obtained by noting that the Hamiltonian 2
P470 Lecture 6/7 (February 10/1, 014) DIRAC EQUATION The non-relatvstc Schrödnger equaton was obtaned by notng that the Hamltonan H = P (1) m can be transformed nto an operator form wth the substtutons
More informationWorkshop: Approximating energies and wave functions Quantum aspects of physical chemistry
Workshop: Approxmatng energes and wave functons Quantum aspects of physcal chemstry http://quantum.bu.edu/pltl/6/6.pdf Last updated Thursday, November 7, 25 7:9:5-5: Copyrght 25 Dan Dll (dan@bu.edu) Department
More informationMathematical Preparations
1 Introducton Mathematcal Preparatons The theory of relatvty was developed to explan experments whch studed the propagaton of electromagnetc radaton n movng coordnate systems. Wthn expermental error the
More informationLagrangian Field Theory
Lagrangan Feld Theory Adam Lott PHY 391 Aprl 6, 017 1 Introducton Ths paper s a summary of Chapter of Mandl and Shaw s Quantum Feld Theory [1]. The frst thng to do s to fx the notaton. For the most part,
More informationAn Inequality for the trace of matrix products, using absolute values
arxv:1106.6189v2 [math-ph] 1 Sep 2011 An Inequalty for the trace of matrx products, usng absolute values Bernhard Baumgartner 1 Fakultät für Physk, Unverstät Wen Boltzmanngasse 5, A-1090 Venna, Austra
More informationIntegrals and Invariants of Euler-Lagrange Equations
Lecture 16 Integrals and Invarants of Euler-Lagrange Equatons ME 256 at the Indan Insttute of Scence, Bengaluru Varatonal Methods and Structural Optmzaton G. K. Ananthasuresh Professor, Mechancal Engneerng,
More information5.04, Principles of Inorganic Chemistry II MIT Department of Chemistry Lecture 32: Vibrational Spectroscopy and the IR
5.0, Prncples of Inorganc Chemstry II MIT Department of Chemstry Lecture 3: Vbratonal Spectroscopy and the IR Vbratonal spectroscopy s confned to the 00-5000 cm - spectral regon. The absorpton of a photon
More informationGeorgia Tech PHYS 6124 Mathematical Methods of Physics I
Georga Tech PHYS 624 Mathematcal Methods of Physcs I Instructor: Predrag Cvtanovć Fall semester 202 Homework Set #7 due October 30 202 == show all your work for maxmum credt == put labels ttle legends
More informationHandout # 6 (MEEN 617) Numerical Integration to Find Time Response of SDOF mechanical system. and write EOM (1) as two first-order Eqs.
Handout # 6 (MEEN 67) Numercal Integraton to Fnd Tme Response of SDOF mechancal system State Space Method The EOM for a lnear system s M X + DX + K X = F() t () t = X = X X = X = V wth ntal condtons, at
More information