Computers and Structures

Size: px
Start display at page:

Download "Computers and Structures"

Transcription

1 Computers and Structures 47 (05) Contents lsts avalable at ScenceDrect Computers and Structures journal homepage: T-splne based XIGA for fracture analyss of orthotropc meda S.Sh. Ghorash a,, N. Valzadeh b, S. Mohammad c, T. Rabczuk b, * a Research Tranng Group 46, Bauhaus-Unverstät Wemar, Wemar, Germany b Insttute of Structural Mechancs, Bauhaus-Unverstät Wemar, Wemar, Germany c School of Cvl Engneerng, Unversty of Tehran, Tehran, Iran artcle nfo abstract Artcle hstory: Accepted 9 September 04 Avalable onlne October 04 Keywords: Orthotropc meda Crack Extended sogeometrc analyss (XIGA) Orthotropc enrchment functons T-splne bass functons Local refnement Fracture analyss of orthotropc cracked meda s nvestgated by applyng the recently developed extended sogeometrc analyss (XIGA) (Ghorash et al., 0) usng the T-splne bass functons. The sgned dstance functon and orthotropc crack tp enrchment functons are adopted for extrnscally enrchng the conventonal sogeometrc analyss approxmaton for representaton of strong dscontnuty and reproducng the stress sngular feld around a crack tp, respectvely. Moreover, by applyng the T- splne bass functons, XIGA s further developed to make the local refnement feasble. For ncreasng the ntegraton accuracy, the sub-trangle and almost polar technques are adopted for the cut and crack tp elements, respectvely. The nteracton ntegral technque developed by Km and Paulno (003) s appled for computng the mxed mode stress ntensty factors (SIFs). Fnally, the proposed approach s appled for analyss of some cracked orthotropc problems and the mxed mode SIFs are compared wth those of other methods avalable n the lterature. Ó 04 Cvl-Comp Ltd and Elsever Ltd. All rghts reserved.. Introducton Orthotropc materals such as compostes have been ncreasngly appled n many engneerng applcatons e.g. aerospace, automoble and marne structures because of ther hgh strength and stffness to weght ratos. Consderng ther strength, they are appled n thn shell forms wth the possblty of crack ntaton and propagaton. As a result, fracture analyss of such meda has been the center of attenton for many researchers n the past few decades. Analytcal soluton of stress and dsplacement felds for an orthotropc plate wth a crack has already been obtaned by Sh et al. [3]. Some other analytcal nvestgatons on fracture behavor of compostes can be found n [4 0]. As the analytcal methods are not feasble n resolvng practcal engneerng problems, numercal methods are better alternatves. The remeshng requrement and the exstence of sngular felds around crack tps n smulaton of crack propagaton problems led to the development of several computatonal approaches such as meshfree methods [ ] and the extended fnte element Correspondng authors at: Cvl Engneerng Department, Bauhaus-Unverstät Wemar, Wemar, Germany. E-mal addresses: shahram.ghorash@un-wemar.de (S.Sh. Ghorash), navd. valzadeh@un-wemar.de (N. Valzadeh), smoham@ut.ac.r (S. Mohammad), tmon.rabczuk@un-wemar.de (T. Rabczuk). method (XFEM) [ 4]. Problems nvolvng wth movng dscontnutes such as crack propagaton can be analyzed by these methods wthout the requrement of remeshng or rearrangng of the nodal ponts. Some applcatons of these methods can be found n [5 3]. In XFEM, a pror knowledge of the soluton s locally added to the approxmaton space. Ths enrchment allows for accurate capture of partcular features such as dscontnutes and sngulartes whch are present n the soluton. In order to analyze the problem of cracked orthotropc bodes dfferent approaches have been appled such as the hybrddsplacement fnte element method [3], the boundary element method (BEM) [33], fnte elements and the modfed crack closure method [34]. Asadpoure et al. [35 37] succeeded n developng three sets of orthotropc enrchment functons for dfferent types of compostes usng the analytcal solutons and mplemented them wthn an XFEM framework. The general form of orthotropc enrchment functons [37] have also been adopted n the enrched element free Galerkn (EFG) method [38]. Further developments have been reported for dynamcs and movng cracks n orthotropc meda [39,40] and delamnaton analyss of compostes [4]. Although cracked orthotropc meda have been studed by several dfferent methods, the new developments n the promsng computatonal approach of the extended sogeometrc analyss (XIGA) [4,] have attracted new nvestgatons to further apply t for such problems /Ó 04 Cvl-Comp Ltd and Elsever Ltd. All rghts reserved.

2 S.Sh. Ghorash et al. / Computers and Structures 47 (05) XIGA takes the advantages of ts two orgns: the extended fnte element method (XFEM) and the sogeometrc analyss (IGA) [43]. IGA ntegrates the computer aded desgn (CAD) nto the fnte element method (FEM) usng the concept of soparametrc elements, n whch the same shape functons are used to represent the geometry and to approxmate the soluton. Its superortes over conventonal FEM are: capablty of exact representaton of complex geometres regardless of the mesh coarseness, smplfcaton of the refnement process and mprovement of the soluton accuracy. A large varety of problems [44 46] have already been solved by IGA. XIGA has been successfully appled for smulaton of statonary and propagatng cracks n D lnear-elastc sotropc meda []. Ghorash et al. have further enhanced XIGA for analyss of curved cracks [47]. In addton, more results have been reported on crack detecton usng the XIGA [48]. Recently, the XIGA has been also appled for analyss of materal nterface problems and the technques for achevng optmal convergence rates have been addressed [49]. The current XIGA method adopts the conventonal NURBS bass functon whch has a consderable drawback. The local refnement cannot be defned wthn t because t s based on a tensor-product structure whch requres the control ponts to le topologcally n a rectangular grd. In other words, when a control pont needs to be added, several superfluous control ponts should be defned. One soluton s to use multple patches, whch has also some lmtatons. The compatblty of adjacent NURBS patches on ther nterfaces has to be mantaned. Generally, the refnement extends from one patch to another unless the compatblty between patches are enforced n a dfferent way. One can weakly enforce t by the varatonal formulaton applyng the dscontnuous Galerkn formulaton. Another alternatve s to enforce C 0 contnuty on the nterfaces between patches [50] by utlzng constrant equatons for the control ponts and varables. IGA formulatons based on trangular splnes [5] mght be an nterestng alternatve as they smplfy the mesh generaton and adaptve refnement procedure. A more enchantng soluton for the aforementoned problem s to use the so-called T-splnes [5 54], whch are a generalzaton of NURBS, by allowng a row of control ponts to termnate before reachng the patch boundary. Ths feature enables the truly local refnement wthout extendng the entre row of control ponts. Furthermore, by usng the T-splnes several NURBS patches that have dfferent knot vectors can be effcently merged nto a sngle gapfree model of C 0 or hgher order contnuty [53]. Recently, a subset class of T-splnes called analyss-sutable T-splnes, whch are lnearly ndependent, has been ntroduced n the IGA framework [55] and a hghly localzed refnement algorthm whch meets the demands of both desgn and analyss has been presented [56]. Another alternatve to T-splnes are PHT-splnes or RHT-splnes that are based on herarchcal T-meshes [57]. Contnuum and structural element formulatons based on PHT- and RHT-splnes have been developed n [58 60], respectvely. In ths contrbuton, XIGA s further extended and the T-splne bass functons whch belong to the analyss-sutable T-splnes are adopted to make the local refnement for feasble adaptve procedure. Furthermore, based upon the work of Ghorash et al. [6], the orthotropc enrchment functons [37] are adopted to nvestgate cracked orthotropc bodes. In Secton, mportant formulatons of orthotropc materals are ntroduced. Bass functons ncludng NURBS and T-splnes are then descrbed n Secton 3. Thereafter, the proposed XIGA method ncludng orthotropc enrchment functons s presented n Secton 4. The results obtaned from the present orthotropc XIGA and those avalable n the lterature are compared n Secton 5 to demonstrate the accuracy and effcency of the proposed approach. Ths s acheved by mplementng the nteracton ntegral technque, developed by Km and Paulno [], for computaton of mxed mode stress ntensty factors. Ths secton s followed by some concludng remarks n Secton 6.. Fracture mechancs n orthotropc meda The stress stran law n an arbtrary lnear elastc materal can be wrtten as e ¼ cr where e and r are the stran and stress vectors, respectvely, and c s the complance matrx, E m E m 3 3 E m E E m 3 E m 3 c 3D E ¼ m 3 E E ðþ G G G where E; m and G are Young s modulus, Posson s rato and shear modulus, respectvely. For a plane stress case, the complance matrx s reduced to the followng form: E m 3 E m E E c D ¼ ð3þ G and for a plane stran state, c D j ¼ c 3D j c3d 3 :c3d j3 c 3D 33 for ; j ¼ ; ; 6 Now assume an ansotropc body s subjected to arbtrary forces wth general boundary condtons and a crack. The global Cartesan coordnate ðx ; X Þ, the local Cartesan coordnate ðx; yþ and the local polar coordnate ðr; hþ, defned on the crack tp, are llustrated n Fg.. A fourth-order partal dfferental equaton wth the followng characterstc equaton can be obtaned from the equlbrum and compatblty condtons [5], c s 4 c 6 s 3 þ ðc þ c 66 Þs c 6 s þ c 0 ¼ 0 ð5þ where c j ð; j ¼ ; ; 6Þare the components of c D. Accordng to [5], the roots of Eq. (5) are always complex or purely magnary s k ¼ s kx þ s ky ; k ¼ ; and occur n conjugate pars as s ; s Fg.. An arbtrary orthotropc cracked body subjected to body force b and tracton t. ðþ ð4þ

3 40 S.Sh. Ghorash et al. / Computers and Structures 47 (05) and s, s. The two-dmensonal dsplacement and stress felds n the vcnty of the crack-tp can then be derved as [3] Mode I rffffffffff u I r ¼ K I Re s p p s s cos h þ s sn h s p cos h þ s sn h rffffffffff v I r ¼ K I Re s p q s s cos h þ s sn h s q cos h þ s sn h w I ¼ 0 r I xx ¼ K I s s s s pffffffffffffffff Re pr s s cos h þ s sn h cos h þ s sn h r I yy ¼ K I s pffffffffffffffff s Re pr s s cos h þ s sn h cos h þ s sn h r I xy ¼ K I s pffffffffffffffff s Re pr s s cos h þ s sn h cos h þ s sn h Mode II rffffffffff u II r ¼ K II Re p p s s cos h þ s sn h p cos h þ s sn h rffffffffff v II r ¼ K II Re q p s s cos h þ s sn h q cos h þ s sn h w II ¼ 0 r II xx ¼ r II yy ¼ r II xy ¼ K II s s pffffffffffffffff Re pr s s cos h þ s sn h cos h þ s sn h K II pffffffffffffffff Re pr s s cos h þ s sn h cos h þ s sn h K II s pffffffffffffffff s Re pr s s cos h þ s sn h cos h þ s sn h where Re denotes the real part of the statement and K and K II are stress ntensty factors for modes I and II, respectvely. p and q can be defned by p ¼ c s þ c c 6 s ; ð ¼ ; Þ ð0þ q ¼ c s þ c s c 6 ; ð ¼ ; Þ ðþ 3. Bass functons 3.. NURBS Non-unform ratonal B-splnes (NURBS) are a generalzaton of pecewse polynomal B-splne curves. The B-splne bass functons are defned n a parametrc space on a knot vector N. A knot vector n one dmenson s a non-decreasng sequence of real numbers: N ¼ n ; n ;...; n nþpþ ðþ where n s the th knot, s the knot ndex, ¼ ; ;...; n þ p þ ; p s the degree of the B-splne, and n s the number of bass functons. The half open nterval ½n ; n þ Þ s called the th knot span and t can have zero length snce knots may be repeated more than once, and the nterval n ; n nþpþ s called a patch. In the sogeometrc analyss, always open knot vectors are employed. A knot vector s called open f t contans p þ repeated knots at the two ends. ð6þ ð7þ ð8þ ð9þ Wth a certan knot span, the B-splne bass functons are defned recursvely as, N 0 ðþ¼ n f n 6 n < n þ ð3þ 0 otherwse and N p ðþ¼ n n n N p n þp n ¼ ; ; 3;... ðþþ n n þpþ n N p n þpþ n ðþp n þ þ where ¼ ; ;...; n. A B-splne curve of degree p s defned by: CðnÞ ¼ Xn ¼ N p ðþp n ð4þ ð5þ where N p ðþs n the th B-splne bass functon of degree p and fp g are the control ponts, gven n d-dmensonal space R d. The non-unform ratonal B-splne (NURBS) curve of degree p s defned as: CðnÞ ¼ Xn ¼ R p ðþp n ð6þ R p ðþ¼ n Np ðþw n P n ð7þ j¼ Np j ðþw n j where R p are the NURBS bass functons and w s the th weght that must be non-negatve. In the two dmensonal parametrc space ½0; Š, NURBS surfaces are constructed by tensor product n o through knot vectors N ¼ n ; n ;...; n nþpþ and n o N ¼ n ; n ;...; n mþqþ. It yelds to: N p R p;q ;j n ; n n M q j n w;j ¼ P n m ð8þ k¼p l¼ Np k n M q l n wk;l For more detals on NURBS, refer to [6]. 3.. T-splnes T-splnes functons are a generalzaton of NURBS whch allow termnaton of a row of control ponts before reachng the patch boundary [5 54]. T-splne bass functons are defned n a trmmed ndex space enttled T-mesh. Trmmed ndex space s smlar to the ndex space representng the NURBS where the frst and last n o knots of the global knot vectors are neglected. n o equals to ðp þ Þ= and p= for odd and even polynomal degrees, respectvely. T-mesh s a trmmed ndex space where T-junctons, whch are vertces connectng three edges, are allowed. An example of T-mesh s llustrated n Fg.. It s noted that each lne n the mesh corresponds to a knot value of the trmmed global knot vector. Then, anchors are defned on the T-mesh to dentfy the locaton of each bass functon. In each parametrc drecton, anchors are located on the lnes f the correspondng polynomal degree s odd. Otherwse, ther locatons are assumed n the mddle of the lnes. Regardless of the degree, an anchor locaton s at the center of the support of a functon n the ndex space. For defnton of T-splnes, local knot vectors are defned nstead of usng the global knot vectors snce each bass functon has the compact support of ðp þ Þðq þ Þ knots. As llustrated n Fg. 3, local knot vectors n each drecton are defned by horzontally or vertcally marchng from the anchors backward and forward [53]. Afterwards, each bass functon T p;q a n ; n can be defned usng Eqs. (3), (4) and (8)ts correspondng local knot vectors N a and N a. In order to refne the mesh, the knot nserton process s performed. It conssts of addng new knots to the present (T-) mesh

4 S.Sh. Ghorash et al. / Computers and Structures 47 (05) Fg.. A sample of T-mesh. Fg. 4. Geometry and loadng of the orthotropc rectangular plate wth an edge crack. Control ponts Elements whole vew Fg. 3. Schematc vew of defnng local knot vectors for the anchor S a: (a) quadratc polynomal degrees: N a ¼ n ; n 3 ; n 6 ; n 7 and N a ¼ n 4 ; n 5 ; n 6 ; n 8 ; (b) cubc polynomal degrees: N a ¼ n ; n 3 ; n 6 ; n 7 ; n 8 and N a ¼ n 5 ; n 6 ; n 8 ; n 9 ; n 9. and correspondngly, modfyng and addng some control ponts. For more nformaton about T-splne and local refnement, readers are referred to [5 54]. The T-splnes appled n ths paper are analyss-sutable T-splnes [55]. Analyss-sutable T-splnes are a set of T-splnes whose T-mesh satsfes some topologcal condtons. It can contan around the crack tp Fg. 5. Dscretzaton of the globally refned model of the rectangular orthotropc plate. T-junctons but L-junctons, I-junctons and solated nodes are not allowed and ther extenson graphs should be empty [55,56]. Satsfyng the above condtons, assures lnear ndependence of T-splne s blendng functons [55]. Readers are referred to [55,56] for more detals.

5 4 S.Sh. Ghorash et al. / Computers and Structures 47 (05) Control ponts Physcal mesh Elements whole vew around the crack tp Fg. 6. Dscretzaton of the locally refned model of the rectangular orthotropc plate. 4. Extended sogeometrc analyss The extended sogeometrc analyss (XIGA) [4,] s a newly developed computatonal approach whch uses the superor concepts of the extended fnte element method (XFEM) [,3] wthn the sogeometrc analyss method [43]. As a result, a crack can be modeled ndependently of the mesh and can propagate wthout the necessty of remeshng snce the computatonal doman dscretzaton s defned ndependently of the crack locaton. Whle applyng the NURBS bass functons has some lmtatons n the local refnement, adoptng the T-splne bass functons n the XIGA allows for effcent ntroductons of local refnement and avodng refnng the unnecessary parts [63]. The geometry descrpton s then defned as, X nen X n ; n ¼ ¼ T p;q n ; n P ð9þ where n en s the number of nonzero bass functons for a gven knot span and T p;q n ; n are the T-Splne bass functons of degrees p and q n n and n drectons, respectvely, at the pont n ; n n the parametrc space ½0; Š½0; Š. The soluton feld approxmaton s extrnscally enrched by the Heavsde and branch functons for representng the crack face and the sngular stress feld around the crack tp, respectvely, X nen u h n ; n ¼ ¼ þ Xn Q T p;q n ; n u þ Xn H k¼ X 4 T p;q k n ; n a¼ j¼ Q a b a k T p;q j n ; n Haj ð0þ The frst term n the rght hand sde s the standard T-splne based sogeometrc analyss approxmaton. a j are the vectors of addtonal degrees of freedom whch are related to the modelng of crack faces, b a k are the vectors of addtonal degrees of freedom for modelng the crack tp, n Q s the number of n en bass functons whch are selected as branch enrched bass functons. They can be selected usng the topologcal enrchment strategy or the geometrcal enrchment approach. In the topologcal enrchment scheme, the bass functons whch contan the crack tp n ther nfluence domans are selected as the branch enrched bass functons whle n the geometrcal enrchment method, branch enrched bass functons consst of the bass functons chosen from the prevous strategy and the ones whch are selected accordng to consderng a constant doman around the crack tp. In ths contrbuton, the topologcal enrchment method s adopted. n H s the number of n en bass functons that have crack face n ther support domans and have not been selected as branch enrched bass functons. H s the generalzed Heavsde functon [3], HðXÞ ¼ þ f ðx XÞ e n > 0 otherwse ðþ where e n s the unt normal vector of crack algnment n pont X on the crack surface whch s the nearest pont to X n ; n. In Eq. (0), Q a fa ¼ ; ; 3; 4gare the crack tp enrchment functons whose roles are to reproduce the sngular feld around the crack tps. In ths paper, the followng orthotropc crack tp enrchment functons, developed by Asadpoure and Mohammad [37], whch were defned based on the analytcal soluton (Eqs. (6) (9)), are adopted,

6 fq a g 4 a¼ ¼ pffff h pffffffffffffffffffffff pffff h pffffffffffffffffffffff pffff h pffffffffffffffffffffff r cos g ðþ h ; r cos g ðþ h ; r sn g ðþ h ; r r sn h pffffffffffffffffffffff g ðþ h ðþ S.Sh. Ghorash et al. / Computers and Structures 47 (05) ntegraton of other elements. For determnng the fracture propertes, the stress ntensty factors (SIFs) are obtaned by means of the nteracton ntegral method, prevously developed by Km and Paulno []. wth h h ¼ arctan s y sn h cos hþs x sn h ; ð ¼ ; Þ ð3þ qffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffff g ðþ¼ h ðcos h þ s x sn hþ þ s y sn h ; ð ¼ ; Þ ð4þ where s x and s y are real and magnary parts of s computed by Eq. (5). It s noted that the thrd and fourth functons n the rght-hand sde of the Eq. () are dscontnuous across the crack faces whle the frst and second ones reman contnuous. 5. Numercal example In order to evaluate the effcency and valdty of the proposed approach, two numercal examples are consdered. The frst one s a rectangular plate wth an edge crack subjected to dstrbuted tenson loads and the other one s a crcular shape contanng an nclned central crack. Cubc and quadratc bass functons are adopted for the frst and second examples, respectvely. The effects of change n orentaton of materal elastc axes and crack nclnaton angle are nvestgated n the frst and second examples, respectvely. Both problems are analyzed usng both the NURBS and T-splne based XIGA. In order to ncrease the ntegraton accuracy, the sub-trangles technque wth 3 Gauss ponts s adopted for ntegraton over elements cut by the crack, whle the almost polar technque wth 7 7 Gauss ponts s utlzed for elements that contan the crack tp (see []). Standard 4 4 Gauss quadrature ponts are used for 5.. Rectangular plate wth an edge crack under tenson The proposed method s appled for analyss of a fnte rectangular orthotropc plate wth an edge crack subjected to un-axal tenson. The plate s consdered n the plane stress state and several orentatons of materal elastc axes are studed. The proportons of wdth to heght and crack length to wdth are equal to 0.5 (see Fg. 4). The plate s composed of a graphc-epoxy materal wth the followng orthotropc propertes: E ¼ 4:8 GPa; E ¼ :7 GPa; G ¼ 9:66 GPa; m ¼ 0: Local refnement around the crack tp s of nterest. 96 control ponts and 089 elements are used for modelng the problem n a global refned form usng NURBS, as llustrated n Fg. 5. By applyng the T-splne bass functons, 960 control ponts and 85 elements are utlzed for dscretzaton of the locally refned model (see Fg. 6). Note that the elements used for ntegraton are projecton of the unon of knot lnes and contnuty reducton lnes n the physcal space, whle the physcal mesh s defned by projecton of knot lnes n the physcal space (see [53] for more detals). The Fg. 8. Geometry and boundary condtons of the orthotropc dsk wth an nclned central crack. Control ponts Elements Fg. 7. The effect of varous nclnatons of elastc materal axes on the mxed mode SIFs: (a) normalzed mode I SIF ( K p Iffffffff), (b) normalzed mode II SIF ( K p IIffffffff). ro pa ro pa Fg. 9. Dscretzaton of the globally refned model of cracked orthotropc dsk.

7 44 S.Sh. Ghorash et al. / Computers and Structures 47 (05) Control ponts Physcal mesh Elements Fg. 0. Dscretzaton of the locally refned model of cracked orthotropc dsk. Table Stress ntensty factors for an nclned central crack n an orthotropc dsk subjected to pont loads (a ¼ 30 ). Method DOFs Elements Cells K I K II MCC [34] M-ntegral [34] XFEM [37] Enrched EFG [38] NURBS based XIGA T-splne based XIGA mnmum and maxmum szes of elements are ½w hš=7 and ½w hš=7 around the crack tp and far from t, respectvely. Cubc bass functons are adopted for the analyss. For comparng the obtaned results wth those avalable n the lterature, the Stress Intensty Factor (SIF) s calculated by the technque developed by Km and Paulno []. Effects of changng the materal elastc angle on mxed mode SIFs n the plate are probed. Comparson of the results of the proposed method and the results of the enrched element free Galerkn (EFG) [38], the extended fnte element method (XFEM) [37] and the boundary element method (BEM) [33], s shown n Fg. 7. It s observed that the results are n good agreement wth those obtaned by other methods. The results show that the trend of mode I SIF changes around b ¼ 45. It has an ncreasng trend n the span of b ¼ 0 to b ¼ 45 and then decreases n the span of b ¼ 45 to b ¼ 90 and reaches a value around ts ntal value,.e. when b ¼ 0. The turnng pont for the mode II SIF s about b ¼ 30. It should be emphaszed that the same level of accuracy s obtaned wth T-splne XIGA by much lower number of DOFS, control ponts and elements. 5.. Dsk wth an nclned central crack subjected to pont loads Consder an orthotropc dsk wth an nclned central crack subjected to double pont loads, as depcted n Fg. 8. The materal orthotropy axes and correspondng materal propertes are defned n Fg. 8. For dscretzaton purpose, the area around the crack s refned and both global (Fg. 9) and local (Fg. 0) refnements usng quadratc degree NURBS and T-splne bass functons are employed. Table compares the stress ntensty factors reported by Km and Paulno [34], Asadpoure and Mohammad [37] and Ghorash et al. [38] wth those obtaned usng the present approach for the case of a ¼ 30. XIGA s also used for analyss of dfferent nclnaton angles of the crack. The computed values of mxed mode SIFs alongsde those reported by Asadpoure and Mohammad [37] and Ghorash et al. [38] are llustrated n Fg.. The results of XIGA are n good agreement wth the others. Note that smlar to XFEM and EFG Fg.. SIF values correspondng to dfferent central crack angles n the orthotropc dsk: (a) mode I SIFs; (b) mode II SIFs. methods, XIGA s capable of analyzng several crack nclnaton problems on only one dscretzaton. 6. Concluson In ths contrbuton, the newly developed XIGA has been extended to analyss of cracked orthotropc plates. The recently proposed crack-tp orthotropc enrchment functons have been employed n the XIGA method to ncrease the approxmaton accuracy near the crack-tp. Furthermore, by adoptng the T-splne bass functons, the proposed approach allows for effcent local refnements. The proposed approach have been utlzed to analyze some numercal examples. Results of mxed-mode stress ntensty factors (SIFs) have been compared wth the reference results and proved the accuracy and effcency of the method. By adoptng an approprate error estmator n the developed scheme, whch s n progress by the authors, effcent adaptve procedures can now be followed.

8 S.Sh. Ghorash et al. / Computers and Structures 47 (05) Acknowledgement Ths research s manly supported by the German Research Insttute (DFG) va Research Tranng Group Evaluaton of Coupled Numercal Partal Models n Structural Engneerng (GRK 46), whch s gratefully acknowledged by the frst author. The second and fourth authors would lke to acknowledge the fnancal support of the Framework Program 7 Intal Tranng Network Fundng under Grant No Integratng Numercal Smulaton and Geometrc Desgn Technology. References [] Ghorash SSh, Valzadeh N, Mohammad S. Extended sogeometrc analyss (XIGA) for smulaton of statonary and propagatng cracks. Int J Numer Methods Eng 0;89: [] Km JH, Paulno GH. The nteracton ntegral for fracture of orthotropc functonally graded materals: evaluaton of stress ntensty factors. Int J Solds Struct 003;40: [3] Sh GC, Pars PC, Irwn GR. On cracks n rectlnearly ansotropc bodes. Int J Fract Mech 965;: [4] Muskelshvl NI. Some basc problems on the mathematcal theory of elastcty. Gronngen: Noordhoof; 95. [5] Lekhntsk SG. Theory of an ansotropc elastc body. San Francsco: Holden- Day; 963. [6] Bowe OL, Freese CE. Central crack n plane orthotropc rectangular sheet. Int J Fract Mech 97;8(): [7] Kuo MC, Bogy DB. Plane solutons for the dsplacement and tractondsplacement problem for ansotropc elastc wedges. J Appl Mech 974;4: [8] Vola A, Pva A, Rad E. Crack propagaton n an orthotropc medum under general loadng. Eng Fract Mech 989;34(5): [9] Lm WK, Cho SY, Sankar BV. Baxal load effects on crack extenson n ansotropc solds. Eng Fract Mech 00;68: [0] Noble L, Carlon C. Fracture analyss for orthotropc cracked plates. Compos Struct 005;68(3): [] Belytschko T, Lu YY, Gu L. Element-free Galerkn methods. Int J Numer Methods Eng 994;37:9 56. [] Lu WK, Jun S, Zhang YF. Reproducng kernel partcle methods. Int J Numer Methods Eng 995;0: [3] Lszka TJ, Duarte CA, Tworzydlo WW. Hp-meshless cloud method. Comput Methods Appl Mech Eng 996;39: [4] Atlur SN, Zhu T. A new meshless local Petrov Galerkn (MLPG) approach n computatonal mechancs. Comput Mech 998;:7 7. [5] Gngold RA, Monaghan JJ. Smoothed partcle hydrodynamcs: theory and applcaton to non-sphercal stars. Monthly Notces Roy Astronom Soc 977;8: [6] Belytschko T, Krongauz Y, Organ D, Flemng M, Krysl P. Meshless methods: an overvew and recent developments. Comput Methods Appl Mech Eng 996;39( 4):3 47. [7] Rabczuk T, Belytschko T. Crackng partcles: a smplfed meshfree method for arbtrary evolvng cracks. Int J Numer Methods Eng 004;6(3): [8] Nguyen VP, Rabczuk T, Bordas S, Duflot M. Meshless methods: a revew and computer mplementaton aspects. Math Comput Smul 008;79(3): [9] Ca Y, Zhuang X, Zhu H. A generalzed and effcent method for fnte cover generaton n the numercal manfold method. Int J Comput Methods 03;0(5). Art. No [0] Zhuang X, Augarde CE, Mathsen KM. Fracture modelng usng meshless methods and level sets n 3D: framework and modelng. Int J Numer Methods Eng 0;9(): [] Zhu H, Zhuang X, Ca Y, Ma G. Hgh rock slope stablty analyss usng the enrched meshless shepard and least squares method. Int J Comput Methods 0;8():09 8. [] Belytschko T, Black T. Elastc crack growth n fnte elements wth mnmal remeshng. Int J Numer Methods Eng 999;45:60 0. [3] Moës N, Dolbow J, Belytschko T. A fnte element method for crack growth wthout remeshng. Int J Numer Methods Eng 999;46:3 50. [4] Mohammad S. Extended fnte element method for fracture analyss of structures. Unted Kngdom: Wley/Blackwell; 008. [5] Rabczuk T, Z G, Bordas S, Nguyen-Xuan H. A smple and robust threedmensonal crackng-partcle method wthout enrchment. Comput Methods Appl Mech Eng 00;99(37 40): [6] Rabczuk T, Belytschko T. A three dmensonal large deformaton meshfree method for arbtrary evolvng cracks. Comput Methods Appl Mech Eng 007;96(9 30): [7] Rabczuk T, Areas PMA, Belytschko T. A meshfree thn shell method for nonlnear dynamc fracture. Int J Numer Methods Eng 007;7(5): [8] Rabczuk T, Z G. A meshfree method based on the local partton of unty for cohesve cracks. Comput Mech 007;39(6): [9] Rabczuk T, Bordas S, Z G. On three-dmensonal modellng of crack growth usng partton of unty methods. Comput Struct 00;88(3 4):39 4. [30] Fres T-P, Belytschko T. The extended/generalzed fnte element method: an overvew of the method and ts applcatons. Int J Numer Methods Eng 00;84(3): [3] Mohammad S. XFEM fracture analyss of compostes. Chchester, Unted Kngdom: John Wley & Sons, Ltd; 0. [3] Atlur SN, Kobayash AS, Nakagak M. Fnte element program for fracture mechancs analyss of composte materal, fracture mechancs of compostes. ASTM STP, Am Soc Test Mater 975;593: [33] Alabad MH, Sollero P. Crack growth analyss n homogeneous orthotropc lamnates. Compos Sc Technol 998;58: [34] Km JH, Paulno GH. Mxed-mode fracture of orthotropc functonally graded materals usng fnte elements and the modfed crack closure method. Eng Fract Mech 00;69: [35] Asadpoure A, Mohammad S, Vafa A. Modelng crack n orthotropc meda usng a coupled fnte element and partton of unty methods. Fnte Elem Anal Des 006;4(3): [36] Asadpoure A, Mohammad S, Vafa A. Crack analyss n orthotropc meda usng the extended fnte element method. Thn-Wall Struct 006;44(9):03 8. [37] Asadpoure A, Mohammad S. Developng new enrchment functons for crack smulaton n orthotropc meda by the extended fnte element method. Int J Numer Methods Eng 007;69(0):50 7. [38] Ghorash SSh, Mohammad S, Sabbagh-Yazd SR. Orthotropc enrched element free Galerkn method for fracture analyss of compostes. Eng Fract Mech 0;78: [39] Motamed D, Mohammad S. Dynamc analyss of fxed cracks n compostes by the extended fnte element method. Eng Fract Mech 00;77: [40] Motamed D, Mohammad S. Dynamc crack propagaton analyss of orthotropc meda by the extended fnte element method. Int J Fract 00;6: 39. [4] Esna Ashar S, Mohammad S. Delamnaton analyss of compostes by new orthotropc bmateral extended fnte element method. Int J Numer Methods Eng 0;86(3): [4] De Luycker E, Benson DJ, Belytschko T, Bazlevs Y, Hsu MC. X-FEM n sogeometrc analyss for lnear fracture mechancs. Int J Numer Methods Eng 0;87: [43] Hughes TJR, Cottrell JA, Bazlevs Y. Isogeometrc analyss: CAD, fnte elements, NURBS, exact geometry and mesh refnement. Comput Methods Appl Mech Eng 005;94: [44] Cottrell JA, Hughes TJR, Bazlevs Y. Isogeometrc analyss: towards ntegraton of CAD and FEA. Chchester: Wley; 009. [45] Verhoosel CV, Scott MA, Hughes TJR, de Borst R. An sogeometrc analyss approach to gradent damage models. Int J Numer Methods Eng 0;86():5 34. [46] Verhoosel CV, Scott MA, de Borst R, Hughes TJR. An sogeometrc approach to cohesve zone modelng. Int J Numer Methods Eng 0;87( 5): [47] Ghorash SSh, Valzadeh N, Mohammad S, Rabczuk T. Extended sogeometrc analyss of plates wth curved cracks. In: Toppng BHV, edtor. Proceedngs of the eghth nternatonal conference on engneerng computatonal technology. Strlngshre, UK: Cvl-Comp Press; 0. Paper 47, dx.do.org/0.403/ccp [48] Lahmer T, Ghorash SSh. Extended sogeometrc analyss based crack dentfcaton applyng multlevel regularzng methods. In: 9th Internatonal conference on the applcaton of computer scence and mathematcs n archtecture and cvl engneerng, Wemar, Germany; 0. [49] Ja Y, Antescu C, Ghorash SSh, Rabczuk T. Extended sogeometrc analyss for materal nterface problems. IMA J Appl Math mamat/hxu004. [50] Cottrell JA, Hughes TJR, Real A. Studes of refnement and contnuty n sogeometrc structural analyss. Comput Methods Appl Mech Eng 007;96: [5] Ja Y, Zhang Y, Xu G, Zhuang X, Rabczuk T. Reproducng kernel trangular B- splne-based FEM for solvng PDEs. Comput Methods Appl Mech Eng 03;67: [5] Sederberg TW, Zheng J, Bakenov A, Nasr A. T-splnes and T-NURCCSs. ACM Trans Graph 003;(3): [53] Bazlevs Y, Calo VM, Cottrell JA, Evans JA, Hughes TJR, Lpton S, et al. Isogeometrc analyss usng T-splnes. Comput Methods Appl Mech Eng 00;99(5 8):9 63. [54] Dörfel MR, Jüttler B, Smeon B. Adaptve sogeometrc analyss by local h- refnement wth T-splnes. Comput Methods Appl Mech Eng 00;99(5 8): [55] L X, Zheng J, Sederberg TW, Hughes TJR, Scott MA. On lnear ndependence of T-splne blendng functons. Comput Ad Geometr Des 0;9: [56] Scott MA, L X, Sederberg TW, Hughes TJR. Local refnement of analysssutable T-splnes. Comput Methods Appl Mech Eng 0;3 6: 06. [57] Deng J, Chen F, L X, Changq H, Tong W, Yang Z, et al. Polynomal splnes over herarchcal T-meshes. Graph Models 008;70(4): [58] Nguyen-Thanh N, Muthu J, Zhuang X, Rabczuk T. An adaptve threedmensonal RHT-splne formulaton n lnear elasto-statcs and elastodynamcs. Comput Mech 04;53(): [59] Nguyen-Thanh N, Kendl J, Nguyen-Xuan H, Wüchner R, Bletznger KU, Bazlevs Y, et al. Rotaton free sogeometrc thn shell analyss usng PHTsplnes. Comput Methods Appl Mech Eng 0;00(47 48): [60] Nguyen-Thanh N, Nguyen-Xuan H, Bordas SPA, Rabczuk T. Isogeometrc analyss usng polynomal splnes over herarchcal T-meshes for two-

9 46 S.Sh. Ghorash et al. / Computers and Structures 47 (05) dmensonal elastc solds. Comput Methods Appl Mech Eng 0;00( ): [6] Ghorash SSh, Valzadeh N, Mohammad S. Orthotropc enrched XIGA for fracture analyss of compostes. In: Toppng BHV, edtor. Proceedngs of the eghth nternatonal conference on engneerng computatonal technology. Strlngshre, UK: Cvl-Comp Press; 0. Paper 46, dx.do.org/0.403/ccp [6] Pegl L, Tller W. The NURBS book (monographs n vsual communcaton). nd ed. New York: Sprnger-Verlag; 997. [63] Ghorash SSh, Rabczuk T, Ródenas JJ, Lahmer T. T-splne based XIGA for adaptve modelng of cracked bodes. In: 9th Internatonal conference on the applcaton of computer scence and mathematcs n archtecture and cvl engneerng, Wemar, Germany; 0.

An Accurate Evaluation of Integrals in Convex and Non convex Polygonal Domain by Twelve Node Quadrilateral Finite Element Method

An Accurate Evaluation of Integrals in Convex and Non convex Polygonal Domain by Twelve Node Quadrilateral Finite Element Method Internatonal Journal of Computatonal and Appled Mathematcs. ISSN 89-4966 Volume, Number (07), pp. 33-4 Research Inda Publcatons http://www.rpublcaton.com An Accurate Evaluaton of Integrals n Convex and

More information

S.P.H. : A SOLUTION TO AVOID USING EROSION CRITERION?

S.P.H. : A SOLUTION TO AVOID USING EROSION CRITERION? S.P.H. : A SOLUTION TO AVOID USING EROSION CRITERION? Célne GALLET ENSICA 1 place Emle Bloun 31056 TOULOUSE CEDEX e-mal :cgallet@ensca.fr Jean Luc LACOME DYNALIS Immeuble AEROPOLE - Bat 1 5, Avenue Albert

More information

An Improved Isogeometric Analysis Using the Lagrange Multiplier Method

An Improved Isogeometric Analysis Using the Lagrange Multiplier Method An Improved Isogeometrc Analyss Usng the Lagrange Mltpler Method N. Valzadeh 1, S. Sh. Ghorash 2, S. Mohammad 3, S. Shojaee 1, H. Ghasemzadeh 2 1 Department of Cvl Engneerng, Unversty of Kerman, Kerman,

More information

Type-2 Fuzzy Non-uniform Rational B-spline Model with Type-2 Fuzzy Data

Type-2 Fuzzy Non-uniform Rational B-spline Model with Type-2 Fuzzy Data Malaysan Journal of Mathematcal Scences 11(S) Aprl : 35 46 (2017) Specal Issue: The 2nd Internatonal Conference and Workshop on Mathematcal Analyss (ICWOMA 2016) MALAYSIAN JOURNAL OF MATHEMATICAL SCIENCES

More information

2x x l. Module 3: Element Properties Lecture 4: Lagrange and Serendipity Elements

2x x l. Module 3: Element Properties Lecture 4: Lagrange and Serendipity Elements Module 3: Element Propertes Lecture : Lagrange and Serendpty Elements 5 In last lecture note, the nterpolaton functons are derved on the bass of assumed polynomal from Pascal s trangle for the fled varable.

More information

Design of Structure Optimization with APDL

Design of Structure Optimization with APDL Desgn of Structure Optmzaton wth APDL Yanyun School of Cvl Engneerng and Archtecture, East Chna Jaotong Unversty Nanchang 330013 Chna Abstract In ths paper, the desgn process of structure optmzaton wth

More information

Module 6: FEM for Plates and Shells Lecture 6: Finite Element Analysis of Shell

Module 6: FEM for Plates and Shells Lecture 6: Finite Element Analysis of Shell Module 6: FEM for Plates and Shells Lecture 6: Fnte Element Analyss of Shell 3 6.6. Introducton A shell s a curved surface, whch by vrtue of ther shape can wthstand both membrane and bendng forces. A shell

More information

Parallelism for Nested Loops with Non-uniform and Flow Dependences

Parallelism for Nested Loops with Non-uniform and Flow Dependences Parallelsm for Nested Loops wth Non-unform and Flow Dependences Sam-Jn Jeong Dept. of Informaton & Communcaton Engneerng, Cheonan Unversty, 5, Anseo-dong, Cheonan, Chungnam, 330-80, Korea. seong@cheonan.ac.kr

More information

Dynamic wetting property investigation of AFM tips in micro/nanoscale

Dynamic wetting property investigation of AFM tips in micro/nanoscale Dynamc wettng property nvestgaton of AFM tps n mcro/nanoscale The wettng propertes of AFM probe tps are of concern n AFM tp related force measurement, fabrcaton, and manpulaton technques, such as dp-pen

More information

Hermite Splines in Lie Groups as Products of Geodesics

Hermite Splines in Lie Groups as Products of Geodesics Hermte Splnes n Le Groups as Products of Geodescs Ethan Eade Updated May 28, 2017 1 Introducton 1.1 Goal Ths document defnes a curve n the Le group G parametrzed by tme and by structural parameters n the

More information

S1 Note. Basis functions.

S1 Note. Basis functions. S1 Note. Bass functons. Contents Types of bass functons...1 The Fourer bass...2 B-splne bass...3 Power and type I error rates wth dfferent numbers of bass functons...4 Table S1. Smulaton results of type

More information

Cluster Analysis of Electrical Behavior

Cluster Analysis of Electrical Behavior Journal of Computer and Communcatons, 205, 3, 88-93 Publshed Onlne May 205 n ScRes. http://www.scrp.org/ournal/cc http://dx.do.org/0.4236/cc.205.350 Cluster Analyss of Electrcal Behavor Ln Lu Ln Lu, School

More information

Finite Element Analysis of Rubber Sealing Ring Resilience Behavior Qu Jia 1,a, Chen Geng 1,b and Yang Yuwei 2,c

Finite Element Analysis of Rubber Sealing Ring Resilience Behavior Qu Jia 1,a, Chen Geng 1,b and Yang Yuwei 2,c Advanced Materals Research Onlne: 03-06-3 ISSN: 66-8985, Vol. 705, pp 40-44 do:0.408/www.scentfc.net/amr.705.40 03 Trans Tech Publcatons, Swtzerland Fnte Element Analyss of Rubber Sealng Rng Reslence Behavor

More information

Interpolation of the Irregular Curve Network of Ship Hull Form Using Subdivision Surfaces

Interpolation of the Irregular Curve Network of Ship Hull Form Using Subdivision Surfaces 7 Interpolaton of the Irregular Curve Network of Shp Hull Form Usng Subdvson Surfaces Kyu-Yeul Lee, Doo-Yeoun Cho and Tae-Wan Km Seoul Natonal Unversty, kylee@snu.ac.kr,whendus@snu.ac.kr,taewan}@snu.ac.kr

More information

R s s f. m y s. SPH3UW Unit 7.3 Spherical Concave Mirrors Page 1 of 12. Notes

R s s f. m y s. SPH3UW Unit 7.3 Spherical Concave Mirrors Page 1 of 12. Notes SPH3UW Unt 7.3 Sphercal Concave Mrrors Page 1 of 1 Notes Physcs Tool box Concave Mrror If the reflectng surface takes place on the nner surface of the sphercal shape so that the centre of the mrror bulges

More information

Wavefront Reconstructor

Wavefront Reconstructor A Dstrbuted Smplex B-Splne Based Wavefront Reconstructor Coen de Vsser and Mchel Verhaegen 14-12-201212 2012 Delft Unversty of Technology Contents Introducton Wavefront reconstructon usng Smplex B-Splnes

More information

NUMERICAL SOLVING OPTIMAL CONTROL PROBLEMS BY THE METHOD OF VARIATIONS

NUMERICAL SOLVING OPTIMAL CONTROL PROBLEMS BY THE METHOD OF VARIATIONS ARPN Journal of Engneerng and Appled Scences 006-017 Asan Research Publshng Network (ARPN). All rghts reserved. NUMERICAL SOLVING OPTIMAL CONTROL PROBLEMS BY THE METHOD OF VARIATIONS Igor Grgoryev, Svetlana

More information

A Binarization Algorithm specialized on Document Images and Photos

A Binarization Algorithm specialized on Document Images and Photos A Bnarzaton Algorthm specalzed on Document mages and Photos Ergna Kavalleratou Dept. of nformaton and Communcaton Systems Engneerng Unversty of the Aegean kavalleratou@aegean.gr Abstract n ths paper, a

More information

Chapter 6 Programmng the fnte element method Inow turn to the man subject of ths book: The mplementaton of the fnte element algorthm n computer programs. In order to make my dscusson as straghtforward

More information

Modeling, Manipulating, and Visualizing Continuous Volumetric Data: A Novel Spline-based Approach

Modeling, Manipulating, and Visualizing Continuous Volumetric Data: A Novel Spline-based Approach Modelng, Manpulatng, and Vsualzng Contnuous Volumetrc Data: A Novel Splne-based Approach Jng Hua Center for Vsual Computng, Department of Computer Scence SUNY at Stony Brook Talk Outlne Introducton and

More information

Electrical analysis of light-weight, triangular weave reflector antennas

Electrical analysis of light-weight, triangular weave reflector antennas Electrcal analyss of lght-weght, trangular weave reflector antennas Knud Pontoppdan TICRA Laederstraede 34 DK-121 Copenhagen K Denmark Emal: kp@tcra.com INTRODUCTION The new lght-weght reflector antenna

More information

Kinematics of pantograph masts

Kinematics of pantograph masts Abstract Spacecraft Mechansms Group, ISRO Satellte Centre, Arport Road, Bangalore 560 07, Emal:bpn@sac.ernet.n Flght Dynamcs Dvson, ISRO Satellte Centre, Arport Road, Bangalore 560 07 Emal:pandyan@sac.ernet.n

More information

An Optimal Algorithm for Prufer Codes *

An Optimal Algorithm for Prufer Codes * J. Software Engneerng & Applcatons, 2009, 2: 111-115 do:10.4236/jsea.2009.22016 Publshed Onlne July 2009 (www.scrp.org/journal/jsea) An Optmal Algorthm for Prufer Codes * Xaodong Wang 1, 2, Le Wang 3,

More information

Multiblock method for database generation in finite element programs

Multiblock method for database generation in finite element programs Proc. of the 9th WSEAS Int. Conf. on Mathematcal Methods and Computatonal Technques n Electrcal Engneerng, Arcachon, October 13-15, 2007 53 Multblock method for database generaton n fnte element programs

More information

An Iterative Solution Approach to Process Plant Layout using Mixed Integer Optimisation

An Iterative Solution Approach to Process Plant Layout using Mixed Integer Optimisation 17 th European Symposum on Computer Aded Process Engneerng ESCAPE17 V. Plesu and P.S. Agach (Edtors) 2007 Elsever B.V. All rghts reserved. 1 An Iteratve Soluton Approach to Process Plant Layout usng Mxed

More information

A unified library of nonlinear solution schemes

A unified library of nonlinear solution schemes A unfed lbrary of nonlnear soluton schemes Sofe E. Leon, Glauco H. Paulno, Anderson Perera, Ivan F. M. Menezes, Eduardo N. Lages 7/27/2011 Motvaton Nonlnear problems are prevalent n structural, flud, contnuum,

More information

Lecture 5: Multilayer Perceptrons

Lecture 5: Multilayer Perceptrons Lecture 5: Multlayer Perceptrons Roger Grosse 1 Introducton So far, we ve only talked about lnear models: lnear regresson and lnear bnary classfers. We noted that there are functons that can t be represented

More information

Analysis of Continuous Beams in General

Analysis of Continuous Beams in General Analyss of Contnuous Beams n General Contnuous beams consdered here are prsmatc, rgdly connected to each beam segment and supported at varous ponts along the beam. onts are selected at ponts of support,

More information

A MOVING MESH APPROACH FOR SIMULATION BUDGET ALLOCATION ON CONTINUOUS DOMAINS

A MOVING MESH APPROACH FOR SIMULATION BUDGET ALLOCATION ON CONTINUOUS DOMAINS Proceedngs of the Wnter Smulaton Conference M E Kuhl, N M Steger, F B Armstrong, and J A Jones, eds A MOVING MESH APPROACH FOR SIMULATION BUDGET ALLOCATION ON CONTINUOUS DOMAINS Mark W Brantley Chun-Hung

More information

Cable optimization of a long span cable stayed bridge in La Coruña (Spain)

Cable optimization of a long span cable stayed bridge in La Coruña (Spain) Computer Aded Optmum Desgn n Engneerng XI 107 Cable optmzaton of a long span cable stayed brdge n La Coruña (Span) A. Baldomr & S. Hernández School of Cvl Engneerng, Unversty of Coruña, La Coruña, Span

More information

Smoothing Spline ANOVA for variable screening

Smoothing Spline ANOVA for variable screening Smoothng Splne ANOVA for varable screenng a useful tool for metamodels tranng and mult-objectve optmzaton L. Rcco, E. Rgon, A. Turco Outlne RSM Introducton Possble couplng Test case MOO MOO wth Game Theory

More information

3D vector computer graphics

3D vector computer graphics 3D vector computer graphcs Paolo Varagnolo: freelance engneer Padova Aprl 2016 Prvate Practce ----------------------------------- 1. Introducton Vector 3D model representaton n computer graphcs requres

More information

A mathematical programming approach to the analysis, design and scheduling of offshore oilfields

A mathematical programming approach to the analysis, design and scheduling of offshore oilfields 17 th European Symposum on Computer Aded Process Engneerng ESCAPE17 V. Plesu and P.S. Agach (Edtors) 2007 Elsever B.V. All rghts reserved. 1 A mathematcal programmng approach to the analyss, desgn and

More information

A New Approach For the Ranking of Fuzzy Sets With Different Heights

A New Approach For the Ranking of Fuzzy Sets With Different Heights New pproach For the ankng of Fuzzy Sets Wth Dfferent Heghts Pushpnder Sngh School of Mathematcs Computer pplcatons Thapar Unversty, Patala-7 00 Inda pushpndersnl@gmalcom STCT ankng of fuzzy sets plays

More information

Accounting for the Use of Different Length Scale Factors in x, y and z Directions

Accounting for the Use of Different Length Scale Factors in x, y and z Directions 1 Accountng for the Use of Dfferent Length Scale Factors n x, y and z Drectons Taha Soch (taha.soch@kcl.ac.uk) Imagng Scences & Bomedcal Engneerng, Kng s College London, The Rayne Insttute, St Thomas Hosptal,

More information

Problem Definitions and Evaluation Criteria for Computational Expensive Optimization

Problem Definitions and Evaluation Criteria for Computational Expensive Optimization Problem efntons and Evaluaton Crtera for Computatonal Expensve Optmzaton B. Lu 1, Q. Chen and Q. Zhang 3, J. J. Lang 4, P. N. Suganthan, B. Y. Qu 6 1 epartment of Computng, Glyndwr Unversty, UK Faclty

More information

Skew Angle Estimation and Correction of Hand Written, Textual and Large areas of Non-Textual Document Images: A Novel Approach

Skew Angle Estimation and Correction of Hand Written, Textual and Large areas of Non-Textual Document Images: A Novel Approach Angle Estmaton and Correcton of Hand Wrtten, Textual and Large areas of Non-Textual Document Images: A Novel Approach D.R.Ramesh Babu Pyush M Kumat Mahesh D Dhannawat PES Insttute of Technology Research

More information

Solving two-person zero-sum game by Matlab

Solving two-person zero-sum game by Matlab Appled Mechancs and Materals Onlne: 2011-02-02 ISSN: 1662-7482, Vols. 50-51, pp 262-265 do:10.4028/www.scentfc.net/amm.50-51.262 2011 Trans Tech Publcatons, Swtzerland Solvng two-person zero-sum game by

More information

A Geometric Approach for Multi-Degree Spline

A Geometric Approach for Multi-Degree Spline L X, Huang ZJ, Lu Z. A geometrc approach for mult-degree splne. JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY 27(4): 84 850 July 202. DOI 0.007/s390-02-268-2 A Geometrc Approach for Mult-Degree Splne Xn L

More information

Support Vector Machines

Support Vector Machines /9/207 MIST.6060 Busness Intellgence and Data Mnng What are Support Vector Machnes? Support Vector Machnes Support Vector Machnes (SVMs) are supervsed learnng technques that analyze data and recognze patterns.

More information

Reading. 14. Subdivision curves. Recommended:

Reading. 14. Subdivision curves. Recommended: eadng ecommended: Stollntz, Deose, and Salesn. Wavelets for Computer Graphcs: heory and Applcatons, 996, secton 6.-6., A.5. 4. Subdvson curves Note: there s an error n Stollntz, et al., secton A.5. Equaton

More information

Feature Reduction and Selection

Feature Reduction and Selection Feature Reducton and Selecton Dr. Shuang LIANG School of Software Engneerng TongJ Unversty Fall, 2012 Today s Topcs Introducton Problems of Dmensonalty Feature Reducton Statstc methods Prncpal Components

More information

Analysis of 3D Cracks in an Arbitrary Geometry with Weld Residual Stress

Analysis of 3D Cracks in an Arbitrary Geometry with Weld Residual Stress Analyss of 3D Cracks n an Arbtrary Geometry wth Weld Resdual Stress Greg Thorwald, Ph.D. Ted L. Anderson, Ph.D. Structural Relablty Technology, Boulder, CO Abstract Materals contanng flaws lke nclusons

More information

Quality Improvement Algorithm for Tetrahedral Mesh Based on Optimal Delaunay Triangulation

Quality Improvement Algorithm for Tetrahedral Mesh Based on Optimal Delaunay Triangulation Intellgent Informaton Management, 013, 5, 191-195 Publshed Onlne November 013 (http://www.scrp.org/journal/m) http://dx.do.org/10.36/m.013.5601 Qualty Improvement Algorthm for Tetrahedral Mesh Based on

More information

Constructing Minimum Connected Dominating Set: Algorithmic approach

Constructing Minimum Connected Dominating Set: Algorithmic approach Constructng Mnmum Connected Domnatng Set: Algorthmc approach G.N. Puroht and Usha Sharma Centre for Mathematcal Scences, Banasthal Unversty, Rajasthan 304022 usha.sharma94@yahoo.com Abstract: Connected

More information

Sum of Linear and Fractional Multiobjective Programming Problem under Fuzzy Rules Constraints

Sum of Linear and Fractional Multiobjective Programming Problem under Fuzzy Rules Constraints Australan Journal of Basc and Appled Scences, 2(4): 1204-1208, 2008 ISSN 1991-8178 Sum of Lnear and Fractonal Multobjectve Programmng Problem under Fuzzy Rules Constrants 1 2 Sanjay Jan and Kalash Lachhwan

More information

COMPOSITION OF ISOGEOMETRIC ANALYSIS WITH LEVEL SET METHOD FOR STRUCTURAL TOPOLOGY OPTIMIZATION

COMPOSITION OF ISOGEOMETRIC ANALYSIS WITH LEVEL SET METHOD FOR STRUCTURAL TOPOLOGY OPTIMIZATION INTERNATIONAL JOURNAL OF OPTIMIZATION IN CIVIL ENGINEERING Int. J. Optm. Cvl Eng., 202; 2():47-70 COMPOSITION OF ISOGEOMETRIC ANALYSIS WITH LEVEL SET METHOD FOR STRUCTURAL TOPOLOGY OPTIMIZATION S. Shojaee

More information

Solitary and Traveling Wave Solutions to a Model. of Long Range Diffusion Involving Flux with. Stability Analysis

Solitary and Traveling Wave Solutions to a Model. of Long Range Diffusion Involving Flux with. Stability Analysis Internatonal Mathematcal Forum, Vol. 6,, no. 7, 8 Soltary and Travelng Wave Solutons to a Model of Long Range ffuson Involvng Flux wth Stablty Analyss Manar A. Al-Qudah Math epartment, Rabgh Faculty of

More information

Active Contours/Snakes

Active Contours/Snakes Actve Contours/Snakes Erkut Erdem Acknowledgement: The sldes are adapted from the sldes prepared by K. Grauman of Unversty of Texas at Austn Fttng: Edges vs. boundares Edges useful sgnal to ndcate occludng

More information

Improvement of Spatial Resolution Using BlockMatching Based Motion Estimation and Frame. Integration

Improvement of Spatial Resolution Using BlockMatching Based Motion Estimation and Frame. Integration Improvement of Spatal Resoluton Usng BlockMatchng Based Moton Estmaton and Frame Integraton Danya Suga and Takayuk Hamamoto Graduate School of Engneerng, Tokyo Unversty of Scence, 6-3-1, Nuku, Katsuska-ku,

More information

Topology Design using LS-TaSC Version 2 and LS-DYNA

Topology Design using LS-TaSC Version 2 and LS-DYNA Topology Desgn usng LS-TaSC Verson 2 and LS-DYNA Wllem Roux Lvermore Software Technology Corporaton, Lvermore, CA, USA Abstract Ths paper gves an overvew of LS-TaSC verson 2, a topology optmzaton tool

More information

NAG Fortran Library Chapter Introduction. G10 Smoothing in Statistics

NAG Fortran Library Chapter Introduction. G10 Smoothing in Statistics Introducton G10 NAG Fortran Lbrary Chapter Introducton G10 Smoothng n Statstcs Contents 1 Scope of the Chapter... 2 2 Background to the Problems... 2 2.1 Smoothng Methods... 2 2.2 Smoothng Splnes and Regresson

More information

Barycentric Coordinates. From: Mean Value Coordinates for Closed Triangular Meshes by Ju et al.

Barycentric Coordinates. From: Mean Value Coordinates for Closed Triangular Meshes by Ju et al. Barycentrc Coordnates From: Mean Value Coordnates for Closed Trangular Meshes by Ju et al. Motvaton Data nterpolaton from the vertces of a boundary polygon to ts nteror Boundary value problems Shadng Space

More information

Repeater Insertion for Two-Terminal Nets in Three-Dimensional Integrated Circuits

Repeater Insertion for Two-Terminal Nets in Three-Dimensional Integrated Circuits Repeater Inserton for Two-Termnal Nets n Three-Dmensonal Integrated Crcuts Hu Xu, Vasls F. Pavlds, and Govann De Mchel LSI - EPFL, CH-5, Swtzerland, {hu.xu,vasleos.pavlds,govann.demchel}@epfl.ch Abstract.

More information

An Application of the Dulmage-Mendelsohn Decomposition to Sparse Null Space Bases of Full Row Rank Matrices

An Application of the Dulmage-Mendelsohn Decomposition to Sparse Null Space Bases of Full Row Rank Matrices Internatonal Mathematcal Forum, Vol 7, 2012, no 52, 2549-2554 An Applcaton of the Dulmage-Mendelsohn Decomposton to Sparse Null Space Bases of Full Row Rank Matrces Mostafa Khorramzadeh Department of Mathematcal

More information

陳申岳 S-Y. Chen, 2007, Gradient-Based Structural and CFD Global Shape Optimization with SmartDO and the Response Smoothing Technology, Proceeding of

陳申岳 S-Y. Chen, 2007, Gradient-Based Structural and CFD Global Shape Optimization with SmartDO and the Response Smoothing Technology, Proceeding of 陳申岳 S-Y. Chen, 2007, Gradent-Based Structural and CFD Global Shape Optmzaton wth SmartDO and the Response Smoothng Technology, Proceedng of the 7 th World Congress of Structural and Multdscplnary Optmzaton

More information

y and the total sum of

y and the total sum of Lnear regresson Testng for non-lnearty In analytcal chemstry, lnear regresson s commonly used n the constructon of calbraton functons requred for analytcal technques such as gas chromatography, atomc absorpton

More information

Modeling of Fillets in Thin-walled Beams Using Shell/Plate and Beam Finite. Elements

Modeling of Fillets in Thin-walled Beams Using Shell/Plate and Beam Finite. Elements Modelng of Fllets n Thn-walled Beams Usng Shell/Plate and Beam Fnte Elements K. He Graduate Research Assstant W.D. Zhu Professor and Correspondng Author Emal: wzhu@umbc.edu; Tel: 410-455-3394 Department

More information

High-Boost Mesh Filtering for 3-D Shape Enhancement

High-Boost Mesh Filtering for 3-D Shape Enhancement Hgh-Boost Mesh Flterng for 3-D Shape Enhancement Hrokazu Yagou Λ Alexander Belyaev y Damng We z Λ y z ; ; Shape Modelng Laboratory, Unversty of Azu, Azu-Wakamatsu 965-8580 Japan y Computer Graphcs Group,

More information

A Five-Point Subdivision Scheme with Two Parameters and a Four-Point Shape-Preserving Scheme

A Five-Point Subdivision Scheme with Two Parameters and a Four-Point Shape-Preserving Scheme Mathematcal and Computatonal Applcatons Artcle A Fve-Pont Subdvson Scheme wth Two Parameters and a Four-Pont Shape-Preservng Scheme Jeqng Tan,2, Bo Wang, * and Jun Sh School of Mathematcs, Hefe Unversty

More information

Investigations of Topology and Shape of Multi-material Optimum Design of Structures

Investigations of Topology and Shape of Multi-material Optimum Design of Structures Advanced Scence and Tecnology Letters Vol.141 (GST 2016), pp.241-245 ttp://dx.do.org/10.14257/astl.2016.141.52 Investgatons of Topology and Sape of Mult-materal Optmum Desgn of Structures Quoc Hoan Doan

More information

Compiler Design. Spring Register Allocation. Sample Exercises and Solutions. Prof. Pedro C. Diniz

Compiler Design. Spring Register Allocation. Sample Exercises and Solutions. Prof. Pedro C. Diniz Compler Desgn Sprng 2014 Regster Allocaton Sample Exercses and Solutons Prof. Pedro C. Dnz USC / Informaton Scences Insttute 4676 Admralty Way, Sute 1001 Marna del Rey, Calforna 90292 pedro@s.edu Regster

More information

Shape Control of the Cubic Trigonometric B-Spline Polynomial Curve with A Shape Parameter

Shape Control of the Cubic Trigonometric B-Spline Polynomial Curve with A Shape Parameter Internatonal Journal of Scences & Appled esearch www.jsar.n Shape Control of the Cubc Trgonometrc B-Splne Polynomal Curve wth A Shape Parameter Urvash Mshra* Department of Mathematcs, Mata Gujr Mahla Mahavdyalaya,

More information

6.854 Advanced Algorithms Petar Maymounkov Problem Set 11 (November 23, 2005) With: Benjamin Rossman, Oren Weimann, and Pouya Kheradpour

6.854 Advanced Algorithms Petar Maymounkov Problem Set 11 (November 23, 2005) With: Benjamin Rossman, Oren Weimann, and Pouya Kheradpour 6.854 Advanced Algorthms Petar Maymounkov Problem Set 11 (November 23, 2005) Wth: Benjamn Rossman, Oren Wemann, and Pouya Kheradpour Problem 1. We reduce vertex cover to MAX-SAT wth weghts, such that the

More information

TPL-Aware Displacement-driven Detailed Placement Refinement with Coloring Constraints

TPL-Aware Displacement-driven Detailed Placement Refinement with Coloring Constraints TPL-ware Dsplacement-drven Detaled Placement Refnement wth Colorng Constrants Tao Ln Iowa State Unversty tln@astate.edu Chrs Chu Iowa State Unversty cnchu@astate.edu BSTRCT To mnmze the effect of process

More information

Structural Optimization Using OPTIMIZER Program

Structural Optimization Using OPTIMIZER Program SprngerLnk - Book Chapter http://www.sprngerlnk.com/content/m28478j4372qh274/?prnt=true ق.ظ 1 of 2 2009/03/12 11:30 Book Chapter large verson Structural Optmzaton Usng OPTIMIZER Program Book III European

More information

SLAM Summer School 2006 Practical 2: SLAM using Monocular Vision

SLAM Summer School 2006 Practical 2: SLAM using Monocular Vision SLAM Summer School 2006 Practcal 2: SLAM usng Monocular Vson Javer Cvera, Unversty of Zaragoza Andrew J. Davson, Imperal College London J.M.M Montel, Unversty of Zaragoza. josemar@unzar.es, jcvera@unzar.es,

More information

Simplification of 3D Meshes

Simplification of 3D Meshes Smplfcaton of 3D Meshes Addy Ngan /4/00 Outlne Motvaton Taxonomy of smplfcaton methods Hoppe et al, Mesh optmzaton Hoppe, Progressve meshes Smplfcaton of 3D Meshes 1 Motvaton Hgh detaled meshes becomng

More information

VISUAL SELECTION OF SURFACE FEATURES DURING THEIR GEOMETRIC SIMULATION WITH THE HELP OF COMPUTER TECHNOLOGIES

VISUAL SELECTION OF SURFACE FEATURES DURING THEIR GEOMETRIC SIMULATION WITH THE HELP OF COMPUTER TECHNOLOGIES UbCC 2011, Volume 6, 5002981-x manuscrpts OPEN ACCES UbCC Journal ISSN 1992-8424 www.ubcc.org VISUAL SELECTION OF SURFACE FEATURES DURING THEIR GEOMETRIC SIMULATION WITH THE HELP OF COMPUTER TECHNOLOGIES

More information

Fitting & Matching. Lecture 4 Prof. Bregler. Slides from: S. Lazebnik, S. Seitz, M. Pollefeys, A. Effros.

Fitting & Matching. Lecture 4 Prof. Bregler. Slides from: S. Lazebnik, S. Seitz, M. Pollefeys, A. Effros. Fttng & Matchng Lecture 4 Prof. Bregler Sldes from: S. Lazebnk, S. Setz, M. Pollefeys, A. Effros. How do we buld panorama? We need to match (algn) mages Matchng wth Features Detect feature ponts n both

More information

Load Balancing for Hex-Cell Interconnection Network

Load Balancing for Hex-Cell Interconnection Network Int. J. Communcatons, Network and System Scences,,, - Publshed Onlne Aprl n ScRes. http://www.scrp.org/journal/jcns http://dx.do.org/./jcns.. Load Balancng for Hex-Cell Interconnecton Network Saher Manaseer,

More information

GSLM Operations Research II Fall 13/14

GSLM Operations Research II Fall 13/14 GSLM 58 Operatons Research II Fall /4 6. Separable Programmng Consder a general NLP mn f(x) s.t. g j (x) b j j =. m. Defnton 6.. The NLP s a separable program f ts objectve functon and all constrants are

More information

Very simple computational domains can be discretized using boundary-fitted structured meshes (also called grids)

Very simple computational domains can be discretized using boundary-fitted structured meshes (also called grids) Structured meshes Very smple computatonal domans can be dscretzed usng boundary-ftted structured meshes (also called grds) The grd lnes of a Cartesan mesh are parallel to one another Structured meshes

More information

Machine Learning: Algorithms and Applications

Machine Learning: Algorithms and Applications 14/05/1 Machne Learnng: Algorthms and Applcatons Florano Zn Free Unversty of Bozen-Bolzano Faculty of Computer Scence Academc Year 011-01 Lecture 10: 14 May 01 Unsupervsed Learnng cont Sldes courtesy of

More information

APPLICATION OF MULTIVARIATE LOSS FUNCTION FOR ASSESSMENT OF THE QUALITY OF TECHNOLOGICAL PROCESS MANAGEMENT

APPLICATION OF MULTIVARIATE LOSS FUNCTION FOR ASSESSMENT OF THE QUALITY OF TECHNOLOGICAL PROCESS MANAGEMENT 3. - 5. 5., Brno, Czech Republc, EU APPLICATION OF MULTIVARIATE LOSS FUNCTION FOR ASSESSMENT OF THE QUALITY OF TECHNOLOGICAL PROCESS MANAGEMENT Abstract Josef TOŠENOVSKÝ ) Lenka MONSPORTOVÁ ) Flp TOŠENOVSKÝ

More information

Proper Choice of Data Used for the Estimation of Datum Transformation Parameters

Proper Choice of Data Used for the Estimation of Datum Transformation Parameters Proper Choce of Data Used for the Estmaton of Datum Transformaton Parameters Hakan S. KUTOGLU, Turkey Key words: Coordnate systems; transformaton; estmaton, relablty. SUMMARY Advances n technologes and

More information

Discontinuous Galerkin methods for flow and transport problems in porous media

Discontinuous Galerkin methods for flow and transport problems in porous media T COMMUNICATIONS IN NUMERICA METHODS IN ENGINEERING Commun. Numer. Meth. Engng 2; :1 6 [Verson: 2/3/22 v1.] Dscontnuous Galerkn methods for flow and transport problems n porous meda Béatrve Rvère and Mary

More information

Computational layout design optimization of frame structures

Computational layout design optimization of frame structures Interfaces: archtecture.engneerng.scence 5-8th September, 017, Hamburg, Germany Annette Bögle, Manfred Grohmann (eds.) Computatonal layout desgn optmzaton of frame structures Jun Ye*, Paul Shepherd a,

More information

AVO Modeling of Monochromatic Spherical Waves: Comparison to Band-Limited Waves

AVO Modeling of Monochromatic Spherical Waves: Comparison to Band-Limited Waves AVO Modelng of Monochromatc Sphercal Waves: Comparson to Band-Lmted Waves Charles Ursenbach* Unversty of Calgary, Calgary, AB, Canada ursenbach@crewes.org and Arnm Haase Unversty of Calgary, Calgary, AB,

More information

THE PULL-PUSH ALGORITHM REVISITED

THE PULL-PUSH ALGORITHM REVISITED THE PULL-PUSH ALGORITHM REVISITED Improvements, Computaton of Pont Denstes, and GPU Implementaton Martn Kraus Computer Graphcs & Vsualzaton Group, Technsche Unverstät München, Boltzmannstraße 3, 85748

More information

Harmonic Coordinates for Character Articulation PIXAR

Harmonic Coordinates for Character Articulation PIXAR Harmonc Coordnates for Character Artculaton PIXAR Pushkar Josh Mark Meyer Tony DeRose Bran Green Tom Sanock We have a complex source mesh nsde of a smpler cage mesh We want vertex deformatons appled to

More information

Available online at ScienceDirect. Procedia Environmental Sciences 26 (2015 )

Available online at   ScienceDirect. Procedia Environmental Sciences 26 (2015 ) Avalable onlne at www.scencedrect.com ScenceDrect Proceda Envronmental Scences 26 (2015 ) 109 114 Spatal Statstcs 2015: Emergng Patterns Calbratng a Geographcally Weghted Regresson Model wth Parameter-Specfc

More information

For instance, ; the five basic number-sets are increasingly more n A B & B A A = B (1)

For instance, ; the five basic number-sets are increasingly more n A B & B A A = B (1) Secton 1.2 Subsets and the Boolean operatons on sets If every element of the set A s an element of the set B, we say that A s a subset of B, or that A s contaned n B, or that B contans A, and we wrte A

More information

SPH and ALE formulations for sloshing tank analysis

SPH and ALE formulations for sloshing tank analysis Int. Jnl. of Multphyscs Volume 9 Number 3 2015 209 SPH and ALE formulatons for sloshng tank analyss Jngxao Xu 1, Jason Wang 1 and Mhamed Soul*, 2 1 LSTC, Lvermore Software Technology Corp. Lvermore CA

More information

Steps for Computing the Dissimilarity, Entropy, Herfindahl-Hirschman and. Accessibility (Gravity with Competition) Indices

Steps for Computing the Dissimilarity, Entropy, Herfindahl-Hirschman and. Accessibility (Gravity with Competition) Indices Steps for Computng the Dssmlarty, Entropy, Herfndahl-Hrschman and Accessblty (Gravty wth Competton) Indces I. Dssmlarty Index Measurement: The followng formula can be used to measure the evenness between

More information

Mixed-mode delamination in 2D layered beam finite elements

Mixed-mode delamination in 2D layered beam finite elements INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING Int. J. Numer. Meth. Engng 215; 14:767 788 Publshed onlne 26 May 215 n Wley Onlne Lbrary (wleyonlnelbrary.com)..4939 Mxed-mode delamnaton n 2D

More information

Multicriteria Decision Making

Multicriteria Decision Making Multcrtera Decson Makng Andrés Ramos (Andres.Ramos@comllas.edu) Pedro Sánchez (Pedro.Sanchez@comllas.edu) Sonja Wogrn (Sonja.Wogrn@comllas.edu) Contents 1. Basc concepts 2. Contnuous methods 3. Dscrete

More information

X- Chart Using ANOM Approach

X- Chart Using ANOM Approach ISSN 1684-8403 Journal of Statstcs Volume 17, 010, pp. 3-3 Abstract X- Chart Usng ANOM Approach Gullapall Chakravarth 1 and Chaluvad Venkateswara Rao Control lmts for ndvdual measurements (X) chart are

More information

Computer Animation and Visualisation. Lecture 4. Rigging / Skinning

Computer Animation and Visualisation. Lecture 4. Rigging / Skinning Computer Anmaton and Vsualsaton Lecture 4. Rggng / Sknnng Taku Komura Overvew Sknnng / Rggng Background knowledge Lnear Blendng How to decde weghts? Example-based Method Anatomcal models Sknnng Assume

More information

Modelling of curves and surfaces in polar. and Cartesian coordinates. G.Casciola and S.Morigi. Department of Mathematics, University of Bologna, Italy

Modelling of curves and surfaces in polar. and Cartesian coordinates. G.Casciola and S.Morigi. Department of Mathematics, University of Bologna, Italy Modellng of curves and surfaces n polar and Cartesan coordnates G.Cascola and S.Morg Department of Mathematcs, Unversty of Bologna, Italy Abstract A new class of splne curves n polar coordnates has been

More information

Parallel matrix-vector multiplication

Parallel matrix-vector multiplication Appendx A Parallel matrx-vector multplcaton The reduced transton matrx of the three-dmensonal cage model for gel electrophoress, descrbed n secton 3.2, becomes excessvely large for polymer lengths more

More information

Parallel Numerics. 1 Preconditioning & Iterative Solvers (From 2016)

Parallel Numerics. 1 Preconditioning & Iterative Solvers (From 2016) Technsche Unverstät München WSe 6/7 Insttut für Informatk Prof. Dr. Thomas Huckle Dpl.-Math. Benjamn Uekermann Parallel Numercs Exercse : Prevous Exam Questons Precondtonng & Iteratve Solvers (From 6)

More information

A new paradigm of fuzzy control point in space curve

A new paradigm of fuzzy control point in space curve MATEMATIKA, 2016, Volume 32, Number 2, 153 159 c Penerbt UTM Press All rghts reserved A new paradgm of fuzzy control pont n space curve 1 Abd Fatah Wahab, 2 Mohd Sallehuddn Husan and 3 Mohammad Izat Emr

More information

Hierarchical clustering for gene expression data analysis

Hierarchical clustering for gene expression data analysis Herarchcal clusterng for gene expresson data analyss Gorgo Valentn e-mal: valentn@ds.unm.t Clusterng of Mcroarray Data. Clusterng of gene expresson profles (rows) => dscovery of co-regulated and functonally

More information

SHAPE OPTIMIZATION OF STRUCTURES BY MODIFIED HARMONY SEARCH

SHAPE OPTIMIZATION OF STRUCTURES BY MODIFIED HARMONY SEARCH INTERNATIONAL JOURNAL OF OPTIMIZATION IN CIVIL ENGINEERING Int. J. Optm. Cvl Eng., 2011; 3:485-494 SHAPE OPTIMIZATION OF STRUCTURES BY MODIFIED HARMONY SEARCH S. Gholzadeh *,, A. Barzegar and Ch. Gheyratmand

More information

Lecture #15 Lecture Notes

Lecture #15 Lecture Notes Lecture #15 Lecture Notes The ocean water column s very much a 3-D spatal entt and we need to represent that structure n an economcal way to deal wth t n calculatons. We wll dscuss one way to do so, emprcal

More information

3D Virtual Eyeglass Frames Modeling from Multiple Camera Image Data Based on the GFFD Deformation Method

3D Virtual Eyeglass Frames Modeling from Multiple Camera Image Data Based on the GFFD Deformation Method NICOGRAPH Internatonal 2012, pp. 114-119 3D Vrtual Eyeglass Frames Modelng from Multple Camera Image Data Based on the GFFD Deformaton Method Norak Tamura, Somsangouane Sngthemphone and Katsuhro Ktama

More information

VISCOELASTIC SIMULATION OF BI-LAYER COEXTRUSION IN A SQUARE DIE: AN ANALYSIS OF VISCOUS ENCAPSULATION

VISCOELASTIC SIMULATION OF BI-LAYER COEXTRUSION IN A SQUARE DIE: AN ANALYSIS OF VISCOUS ENCAPSULATION VISCOELASTIC SIMULATION OF BI-LAYER COEXTRUSION IN A SQUARE DIE: AN ANALYSIS OF VISCOUS ENCAPSULATION Mahesh Gupta Mchgan Technologcal Unversty Plastc Flow, LLC Houghton, MI 49931 Hancock, MI 49930 Abstract

More information

Outline. Self-Organizing Maps (SOM) US Hebbian Learning, Cntd. The learning rule is Hebbian like:

Outline. Self-Organizing Maps (SOM) US Hebbian Learning, Cntd. The learning rule is Hebbian like: Self-Organzng Maps (SOM) Turgay İBRİKÇİ, PhD. Outlne Introducton Structures of SOM SOM Archtecture Neghborhoods SOM Algorthm Examples Summary 1 2 Unsupervsed Hebban Learnng US Hebban Learnng, Cntd 3 A

More information

Analysis on the Workspace of Six-degrees-of-freedom Industrial Robot Based on AutoCAD

Analysis on the Workspace of Six-degrees-of-freedom Industrial Robot Based on AutoCAD Analyss on the Workspace of Sx-degrees-of-freedom Industral Robot Based on AutoCAD Jn-quan L 1, Ru Zhang 1,a, Fang Cu 1, Q Guan 1 and Yang Zhang 1 1 School of Automaton, Bejng Unversty of Posts and Telecommuncatons,

More information