Domain decomposition in shallow-water modelling for practical flow applications

Size: px
Start display at page:

Download "Domain decomposition in shallow-water modelling for practical flow applications"

Transcription

1 Doman decomposton n shallow-water modellng for practcal flow applcatons Mart Borsboom 1, Menno Genseberger 1, Bas van t Hof 2, and Edwn Spee 1 1 Introducton For the smulaton of flows n rvers, lakes, and coastal areas for the executve arm of the Dutch Mnstry of Infrastructure and the Envronment the shallow-water solver SIMONA s beng used [1]. Applcatons range from operatonal forecastng of floodng of the Dutch coast [3] and bg lakes [7], to the assessment of prmary water defences (coast, rvers, and lakes). These applcatons requre a robust and effcent modellng framework wth extensve modellng flexblty and good parallel performance. About two decades ago, a parallel mplementaton of SIMONA was developed [10, 11] based on doman decomposton wth maxmum overlap. In the same perod, non-overlappng doman decomposton wth optmzed couplng was consdered for Delft3D-FLOW [2], a shallow-water solver that s numercally very smlar to SIMONA. More recently, deas of the latter were adapted for ncorporaton n SIMONA for enhanced modellng flexblty and parallel performance. Ths wll be the subject of the present paper. The paper s organzed as follows. The numercal approach for modellng shallow-water flow as mplemented n SIMONA s outlned n secton 2. In secton 3 we show how doman decomposton has been ncorporated and whch refnements have been made. The parallel performance of the modfed method s llustrated n secton 4 for two practcal flow problems from cvl engneerng. 2 ADI-type shallow-water solvers The shallow-water equatons consst of a depth-ntegrated contnuty equaton and two horzontal momentum equatons. Vertcal momentum s replaced by the hydrostatc pressure assumpton,.e., the vertcal varaton of the pressure s assumed to depend solely on hydrostatc forces as determned by the poston of the free surface. For the numercal soluton of the shallow-water equatons SIMONA apples a so-called alternatng drecton mplct (ADI) method to ntegrate the equatons numercally n tme, usng an orthogonal staggered grd wth horzontal curvlnear coordnates ξ and η [1]. 1 Deltares, Delft, The Netherlands, e-mal: {Mart.Borsboom}{Menno.Genseberger}{Edwn.Spee}@deltares.nl 2 VORtech Computng, Delft, The Netherlands, e-mal: bas.vanthof@vortech.nl 1

2 2 Mart Borsboom, Menno Genseberger, Bas van t Hof, and Edwn Spee In the ADI method, each tme step s splt n two stages of half a tme step. In the frst stage, the water-level gradent s taken mplctly n the ξ -momentum equaton and explctly n the η-momentum equaton. The mass fluxes n the contnuty equaton are taken mplctly/explctly n ξ - and η-drecton as well, allowng the mplct terms to be combned to uncoupled trdagonal systems of equatons n ξ - drecton for the water level at the ntermedate tme level. In contrast, the evaluaton of the horzontal convecton terms and vscosty terms are respectvely explct and mplct n the ξ - and η-momentum equaton. In the second stage of the tme step, the mplct and explct dscretsatons are nterchanged. For stablty, dervatves n vertcal drecton and the bottom frcton term are always ntegrated mplctly. The ADI method requres the use of farly small tme steps to avod excessve splttng errors: u t O(1), v t O(1), x ξ x η gh t O(10), and x ξ gh t x η O(10). (1) Here, x ξ, x η are the grd szes and u, v the veloctes n the two horzontal curvlnear coordnate drectons ξ and η, t s the tme step, h the local water depth, and g the acceleraton due to gravty ( gh s the shallow-water wave celerty). Because of the condtons (1), the dscretzed equatons to be solved have a farly hgh dagonal domnance horzontally. Ths enables the use of sem-explct teratve methods horzontally, such as red-black Jacob to solve mplct convecton and vscosty. For the same reason, horzontal doman decomposton wth explct couplng, f desgned properly, can be very effcent. We remark that n the vertcal drecton grd szes x ξ, x η are used and the systems of equatons are much stffer. Vertcal dervatves are therefore always ntegrated mplctly n tme. 3 Doman decomposton technques for ADI-type shallow-water solvers About two decades ago, a parallel mplementaton of SIMONA was developed [10, 11] usng a mult-doman verson of the ADI method wth Drchlet-Drchlet couplng and maxmum overlap to ensure fast convergence. Ths approach s stll appled n the 2006 verson of SIMONA. Later on, for modellng flexblty, the possblty to use dfferent grd resolutons per subdoman has been ntroduced. For such a stuaton t s not that easy to deal wth an overlap between subdomans. Therefore, the overlap was removed. Ths concerns the overlap of the physcal area of the subdomans,.e., the area contanng the nner grd cells. For the mplementaton of boundary condtons and couplng condtons, vrtual grd cells were added outsde the physcal areas along boundares and DD nterfaces. So although the subdomans do not overlap, the subdoman grds do. Unfortunately, a Drchlet- Drchlet couplng wth mnmal overlap (only the vrtual grd cells overlap) has a very slow rate of convergence. See also panel (b) of Fg. 1. By re-usng deas from a non-overlappng doman decomposton approach wth optmzed couplng

3 Doman decomposton n shallow-water modellng for practcal flow applcatons 3 for Delft3D-FLOW [2], the good convergence behavor has been restored. Ths approach s mplemented snce 2010 n SIMONA. To llustrate how convergence errors due to doman decomposton propagate from one subdoman to another n a mult-doman ADI-type shallow-water solver, we consder a unform grd of sze x ξ, a unform depth h, and assume a small surface elevaton ζ and flow velocty u. The mplct systems n the ξ -drecton at the frst half tme step from t n to t n+1/2 are then of the form (dscretzed contnuty equaton and momentum equaton): ζ n+1/2 ζ n +h un+1/2 +1/2 un+1/2 1/2 x ξ =..., u n+1/2 +1/2 un +1/2 t/2 +g ζ n+1/2 +1 ζ n+1/2 =.... x ξ t/2 (2) At the second half tme step from t n+1/2 to t n+1, equatons n η-drecton ( j-ndex) are obtaned. By elmnatng u n+1/2 +1/2, the two equatons (2) can be combned to: ( ) ζ n+1/2 CFL 2 ζ n+1/2 +1 2ζ n+1/2 + ζ n+1/2 1 =..., (3) wth CFL number CFL = gh t/(2 x ξ ). To study the behavor of (3) n a DD framework, we consder the homogeneous equaton that s satsfed by the DD convergence error δζ n+1/2,m = ζ n+1/2,m ζ n+1/2, wth ζ n+1/2 the soluton that s sought and ζ n+1/2,m ts teratvely determned approxmaton at teraton m: δζ n+1/2,m CFL 2( ) δζ n+1/2,m +1 2δζ n+1/2,m + δζ n+1/2,m 1 = 0. (4) The nhomogeneous perturbaton of δζ n+1/2,m comes from the boundares of the subdomans where nformaton s updated explctly (Schwarz algorthm). Equaton (4) determnes how that nformaton spreads across a subdoman and reaches the opposte subdoman boundary. Ths becomes clear from the soluton of (4), whch s of the form: δζ n+1/2,m = C LR λ +C RL λ, (5) wth λ = (CFL 2 +1/2 CFL 2 + 1/4)/CFL 2. The soluton conssts of the superposton of two modes: one decayng from left to rght and one decayng from rght to left. Panel (a) n Fg. 1 llustrates ths for a subdoman of 8 grd cells at CFL = 2 (green), CFL = 5 (red), and CFL = 10 (blue). For CFL 1, we have λ 1/CFL 2. At such a hgh decay rate per grd cell, whch s due to the large dagonal domnance of (4), a Drchlet-Drchlet couplng s effcent. For CFL 1, however, we have λ 1 CFL 1 and hence a much lower decay rate. A Drchlet-Drchlet couplng s then not effcent anymore, unless a large overlap s used to compensate for the low decay rate. Ths s llustrated n panel (b) and (c) of Fg. 1. A much larger DD convergence speed s obtaned by only transferng from left to rght (rght to left) the nformaton that s movng n that drecton. Ths s realzed by the couplng:

4 4 Mart Borsboom, Menno Genseberger, Bas van t Hof, and Edwn Spee (a) (b) (c) (d) Fg. 1 Behavor of convergence error δζ n+1/2,m n subdomans consstng of 8 nner grd cells (whte) and 1, 2, or 3 added vrtual grd cells (grey) that overlap wth nner grd cells of neghbourng subdomans: (a) nsde a subdoman at CFL = 2 (green), CFL = 5 (red), and CFL = 10 (blue); (b) across 3 subdomans at CFL = 5 wth Drchlet boundary condton left, Neumann boundary condton rght, and multplcatve Schwarz Drchlet-Drchlet couplng wth mnmal overlap n between (red, blue, green ndcate subsequent DD teratons); (c) enhancement of DD convergence wth Drchlet-Drchlet couplng when usng a larger overlap (ncreasngly longer dotted lnes ndcate error reducton for 1-, 2-, and 3-cell overlap); (d) across 3 subdomans wth optmzed multplcatve Schwarz based on the decomposton of the convergence error (red lnes) n ts two soluton modes (blue and green lnes), cf. (5). Note that n (b, c) the arrows ndcate the transfer of Drchlet values from an nner grd cell to a vrtual grd cell; n (d) the arrows ndcate the transfer of optmzed couplng nformaton from nterface to nterface. (CFL+1/2)δζ n+1/2,m+1 R (CFL 1/2)δζ n+1/2,m+1 R +1 = (CFL+1/2)δζ n+1/2,m L 1 (CFL 1/2)δζ n+1/2,m L, (6) wth R the ndex of the left vrtual grd cell of the subdoman rght of the DD nterface under consderaton, and wth L the ndex of the rght vrtual grd cell of the subdoman left. Notce the explct nature of the couplng: the soluton of doman L at prevous teraton m determnes the value (rght-hand sde of (6)) of the condton to be mposed at the left boundary of doman R durng next teraton m+1 (left-hand sde of (6)). An equvalent procedure s used for the transfer of couplng nformaton n the other drecton, from doman R to doman L.

5 Doman decomposton n shallow-water modellng for practcal flow applcatons 5 Panel (d) of Fg. 1 llustrates the hgh DD convergence rate that can be obtaned wth an optmzed couplng; the convergence speed s about as hgh as would be obtaned wth a Drchlet-Drchlet couplng wth maxmum overlap (of half a subdoman, cf. panel (c)). However, because of the overlap, the amount of work per teraton n the latter would be twce as large. Furthermore, as mentoned before, t can not be combned easly wth local grd refnements for whch the grd cells n the overlap do not concde, contrary to the stuaton n panel (c). The fast DD convergence speed that for dagonally domnant problems can be obtaned wth an optmzed explct local DD couplng (optmzed Schwarz), and the lnk wth absorbng boundary condtons, s well known [8, 5, 4, 9, 6]. Because the splttng appled n the ADI method leads to ndependent 1D problems, we have the advantage that the optmzed couplng can not only easly be determned for constant x ξ and h, as we dd here, but also for the general case, by means of the LU decomposton of the resultng trdagonal systems that are of the form (3), but wth space- and tme-varyng coeffcents. The bdagonal L-matrces descrbe the decay of the soluton n ncreasng - (or j-) drecton. Ther last rows determne the combnatons of pars of ζ s at the subdoman nterface (one ζ n a vrtual grd cell, the other ζ n the adjacent nner grd cell) that do not specfy ths part of the soluton, and hence only specfy soluton modes decayng n decreasng - (or j-) drecton. Transferng these combnatons n decreasng - (or j-) drecton across DD nterfaces (the varable-coeffcent generalzaton of (6)) therefore ensures maxmum DD convergence speed. Lkewse for the bdagonal U-matrces and the exchange of couplng nformaton n the other drecton. 4 Applcatons There are many applcaton areas of SIMONA. Here we present two examples. Frst we show the effect of the optmzed couplng wthout overlap for a schematc model of the rver Waal n the Netherlands. Ths schematc model has a smple geometrc shape such that load balancng s straghtforward. Second we show the parallel performance of the approach for DSCM, a huge real-lfe hydrodynamc model n whch both load balancng and number of unknowns are an ssue. For the experments we consdered the followng hardware: H4 lnux-cluster at Deltares, nodes nterconnected wth Ggabt Ethernet, each node contans 1 AMD dual-core Athlon X2 5200B processor wth 2.7 GHz per core, H4+ lnux-cluster at Deltares, nodes nterconnected wth Ggabt Ethernet, each node contans 1 Intel quad-core processor wth 3.4 GHz per core and hyperthreadng (so effectvely 8 threads are used on 4 cores), and Lsa lnux-cluster at SURFsara, nodes nterconnected wth Infnband, each node contans 2 Intel quad-core Xeon L5520 processors wth 2.3 GHz per core. On the H4 lnux-cluster both the 2006 and 2010 verson of SIMONA were used. On the H4+ and Lsa lnux-cluster the 2010 verson of SIMONA was used. Recall

6 6 Mart Borsboom, Menno Genseberger, Bas van t Hof, and Edwn Spee (see secton 3) that the 2006 verson uses Drchlet-Drchlet couplng and maxmum overlap where the 2010 verson uses optmzed couplng wthout overlap. 4.1 Schematc model of rver Waal To study the effect of lowerng the groynes on desgn flood level, n [12] a schematsed rver reach was used that was based on characterstc dmensons of rver Waal n the Netherlands. Here, for the performance tests we wll use the detaled model of [12] n whch the groynes are represented as bed topography (see Fg. 2). The detaled model s a symmetrcal compound channel of 30 km length ncludng floodplan (wdth of 1200 m) and man channel (wdth of 600 m). We apply a depth averaged verson of SIMONA. The floodplan s schematsed wth grd cells of 2 m x 4 m and the man channel wth grd cells of 2 m x 2 m, resultng n more than 9 mllon unknowns. A tme step of mnutes s used, resultng n tme steps for the 3 hour smulaton that we consder here for the performance tests. From Fg. 2 t can be observed that, n general, SIMONA scales well. Furthermore, on the H4 lnux-cluster the 2010 verson of SIMONA s about % faster than the 2006 verson. Ths addtonal work can be explaned from the overlap n the 2006 verson whch s not n the 2010 verson (see secton 3). The dfference n performance for the 2010 verson of SIMONA on H4, Lsa, and H4+ lnux-cluster s because of the dfferent hardware. 4.2 Next generaton Dutch Contnental Shelf Model (DCSM) The current generaton of nested SIMONA models used for predctng water levels along the Dutch coast n an operatonal mode (see [3]) already requre hgh performance computng. At the Lsa lnux-cluster parallel performance of the 2010 verson of SIMONA was tested for a next generaton verson of the DCSM (North Sea and adjacent regon of the North Atlantc). Ths 3D (10 layer) hgher resoluton model ncludes salnty and temperature stratfcaton processes whch are essental for smulatng among others the spread of the freshwater Rhne plume along the Dutch coast. Ths new model requres a huge computatonal effort but smulaton tmes cannot ncrease for operatonal purposes. Although the North Sea model has an rregular geometry whch s not deal for scalablty, performance tests at Lsa showed lnear scalablty up to 100 processors. The left panel of Fg. 3 shows the parttonng of the doman n 96 subdomans of (about) the same number of grd cells that s obtaned by applyng orthogonal recursve bsecton (ORB). The rght panel shows the parallel performance on the Lsa lnux-cluster as a functon of the number of subdomans and cores, for parttonngs n strps and by means of ORB. The results show an optmal speed-up for the ORB parttonng and a small decay n performance for the larger strp decompostons. The latter s due to the shape of the strps. The strps become very thn wth wdths of less than a dozen grd cells as the number of domans ncreases, whch affects the valdty of the appled local couplng optmzaton.

7 Doman decomposton n shallow-water modellng for practcal flow applcatons H4 lnux cluster, 2006 verson of SIMONA H4 lnux cluster, 2010 verson of SIMONA Lsa lnux cluster, 2010 verson of SIMONA H4+ lnux cluster, 2010 verson of SIMONA wall clock tme (hours) computatonal cores Fg. 2 Schematc model of rver Waal: an excerpt of the model ncludng part of the floodplan (top), parallel performance for dfferent versons of SIMONA and on dfferent hardware (bottom). Acknowledgements We thank SURFsara ( for ther support n usng the Lsa lnux-cluster.

8 8 Mart Borsboom, Menno Genseberger, Bas van t Hof, and Edwn Spee Fg. 3 DCSM. Left: parttonng of computatonal doman n 96 subdomans usng the orthogonal recursve bsecton (ORB) method. Rght: parallel performance on Lsa lnux-cluster for parttonngs n vertcal strps and ORB parttonngs. References 1. SIMONA WAQUA/TRIWAQ - two- and three-dmensonal shallow-water flow model. (2012) URL { release/doc/techdoc/waquapublc/sm pdf} 2. De Goede, E.D., Groeneweg, J., Tan, K.H., Borsboom, M.J.A., Stellng, G.S.: A doman decomposton method for the three-dmensonal shallow water equatons. Smulaton Practce and Theory 3, (1995) 3. De Kleermaeker, S.H., Verlaan, M., Kroos, J., Zjl, F.: A new coastal flood forecastng system for the Netherlands. In: T. Van Djk (ed.) Hydro12 Conference, Rotterdam, The Netherlands, Hydrographc Socety Benelux (2012). URL { nl/246} 4. Dolean, V., Lanter, S., Nataf, F.: Convergence analyss of addtve Schwarz for the Euler equatons. Appl. Numer. Math. 49(2), (2004) 5. Engqust, B., Zhao, H.K.: Absorbng boundary condtons for doman decomposton. Appl. Numer. Math. 27(4), (1998) 6. Gander, M.J.: Optmzed Schwarz methods. SIAM J. Numer. Anal. 44(2), (2006) 7. Genseberger, M., Smale, A., Hartholt, H.: Real-tme forecastng of flood levels, wnd drven waves, wave runup, and overtoppng at dkes around Dutch lakes. In: F. Kljn, T. Schweckendek (eds.) 2nd European Conference on FLOODrsk Management, Rotterdam, The Netherlands, 2012, Comprehensve Flood Rsk Management, pp Taylor & Francs Group (2013) 8. Japhet, C., Nataf, F., Roux, F.X.: Extenson of a coarse grd precondtoner to non-symmetrc problems. In: J. Mandel, C. Farhat, X.C. Ca (eds.) Doman Decomposton Methods 10, Contemporary Mathematcs, vol. 218, pp AMS (1998) 9. Maday, Y., Magoulès, F.: Absorbng nterface condtons for doman decomposton methods: A general presentaton. Comput. Meth. Appl. Mech. Eng. 195(29 32), (2006) 10. Roest, M.R.T.: Parttonng for parallel fnte dfference computatons n coastal water smulaton. Ph.D. thess, Delft Unversty of Technology, The Netherlands (1997) 11. Vollebregt, E.A.H.: Parallel software development technques for shallow water models. Ph.D. thess, Delft Unversty of Technology, The Netherlands (1997) 12. Yossef, M.F.M., Zagonjoll, M.: Modellng the hydraulc effect of lowerng the groynes on desgn flood level. Tech. Rep , Deltares (2010)

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

Preconditioning Parallel Sparse Iterative Solvers for Circuit Simulation

Preconditioning Parallel Sparse Iterative Solvers for Circuit Simulation Precondtonng Parallel Sparse Iteratve Solvers for Crcut Smulaton A. Basermann, U. Jaekel, and K. Hachya 1 Introducton One mportant mathematcal problem n smulaton of large electrcal crcuts s the soluton

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

AMath 483/583 Lecture 21 May 13, Notes: Notes: Jacobi iteration. Notes: Jacobi with OpenMP coarse grain

AMath 483/583 Lecture 21 May 13, Notes: Notes: Jacobi iteration. Notes: Jacobi with OpenMP coarse grain AMath 483/583 Lecture 21 May 13, 2011 Today: OpenMP and MPI versons of Jacob teraton Gauss-Sedel and SOR teratve methods Next week: More MPI Debuggng and totalvew GPU computng Read: Class notes and references

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

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

Explicit Formulas and Efficient Algorithm for Moment Computation of Coupled RC Trees with Lumped and Distributed Elements

Explicit Formulas and Efficient Algorithm for Moment Computation of Coupled RC Trees with Lumped and Distributed Elements Explct Formulas and Effcent Algorthm for Moment Computaton of Coupled RC Trees wth Lumped and Dstrbuted Elements Qngan Yu and Ernest S.Kuh Electroncs Research Lab. Unv. of Calforna at Berkeley Berkeley

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

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

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

Storm Surge and Tsunami Simulator in Oceans and Coastal Areas

Storm Surge and Tsunami Simulator in Oceans and Coastal Areas Proc. Int. Conf. on Montorng, Predcton and Mtgaton of Water-Related Dsasters, Dsaster Preventon Research Insttute, Kyoto Unv. (2005) Storm Surge and Tsunam Smulator n Oceans and Coastal Areas Taro Kaknuma

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

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

Content Based Image Retrieval Using 2-D Discrete Wavelet with Texture Feature with Different Classifiers

Content Based Image Retrieval Using 2-D Discrete Wavelet with Texture Feature with Different Classifiers IOSR Journal of Electroncs and Communcaton Engneerng (IOSR-JECE) e-issn: 78-834,p- ISSN: 78-8735.Volume 9, Issue, Ver. IV (Mar - Apr. 04), PP 0-07 Content Based Image Retreval Usng -D Dscrete Wavelet wth

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

Two Dimensional Modeling of Dam-Break Flows

Two Dimensional Modeling of Dam-Break Flows Rver Flow 1 - Dttrch, Koll, Aberle & Gesenhaner (eds) - 1 Bundesanstalt für Wasserbau ISBN 978-3-9393--7 wo Dmensonal Modelng of Dam-Break Flows Ahmad ahershams & Mahnaz Ghaen Hessaroeyeh Department of

More information

The Research of Ellipse Parameter Fitting Algorithm of Ultrasonic Imaging Logging in the Casing Hole

The Research of Ellipse Parameter Fitting Algorithm of Ultrasonic Imaging Logging in the Casing Hole Appled Mathematcs, 04, 5, 37-3 Publshed Onlne May 04 n ScRes. http://www.scrp.org/journal/am http://dx.do.org/0.436/am.04.584 The Research of Ellpse Parameter Fttng Algorthm of Ultrasonc Imagng Loggng

More information

Virtual Machine Migration based on Trust Measurement of Computer Node

Virtual Machine Migration based on Trust Measurement of Computer Node Appled Mechancs and Materals Onlne: 2014-04-04 ISSN: 1662-7482, Vols. 536-537, pp 678-682 do:10.4028/www.scentfc.net/amm.536-537.678 2014 Trans Tech Publcatons, Swtzerland Vrtual Machne Mgraton based on

More information

Simulation of a Ship with Partially Filled Tanks Rolling in Waves by Applying Moving Particle Semi-Implicit Method

Simulation of a Ship with Partially Filled Tanks Rolling in Waves by Applying Moving Particle Semi-Implicit Method Smulaton of a Shp wth Partally Flled Tanks Rollng n Waves by Applyng Movng Partcle Sem-Implct Method Jen-Shang Kouh Department of Engneerng Scence and Ocean Engneerng, Natonal Tawan Unversty, Tape, Tawan,

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

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

Classification / Regression Support Vector Machines

Classification / Regression Support Vector Machines Classfcaton / Regresson Support Vector Machnes Jeff Howbert Introducton to Machne Learnng Wnter 04 Topcs SVM classfers for lnearly separable classes SVM classfers for non-lnearly separable classes SVM

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

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

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

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

Complex Deformable Objects in Virtual Reality

Complex Deformable Objects in Virtual Reality Complex Deformable Obects n Vrtual Realty Young-Mn Kang Department of Computer Scence Pusan Natonal Unversty ymkang@pearl.cs.pusan.ac.kr Hwan-Gue Cho Department of Computer Scence Pusan Natonal Unversty

More information

Sixth-Order Difference Scheme for Sigma Coordinate Ocean Models

Sixth-Order Difference Scheme for Sigma Coordinate Ocean Models 064 JOURNAL OF PHYSICAL OCEANOGRAPHY VOLUME 7 Sxth-Order Dfference Scheme for Sgma Coordnate Ocean Models PETER C. CHU AND CHENWU FAN Department of Oceanography, Naval Postgraduate School, Monterey, Calforna

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

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

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

SENSITIVITY ANALYSIS WITH UNSTRUCTURED FREE MESH GENERATORS IN 2-D AND 3-D SHAPE OPTIMIZATION.

SENSITIVITY ANALYSIS WITH UNSTRUCTURED FREE MESH GENERATORS IN 2-D AND 3-D SHAPE OPTIMIZATION. SENSITIVITY ANALYSIS WITH UNSTRUCTURED FREE MESH GENERATORS IN 2-D AND 3-D SHAPE OPTIMIZATION. P. Duysnx, W.H. Zhang, C. Fleury. Aerospace Laboratory, LTAS, Unversty of Lège B-4000 LIEGE, BELGIUM. ABSTRACT.

More information

NUMERICAL ANALYSIS OF A COUPLED FINITE-INFINITE ELEMENT METHOD FOR EXTERIOR HELMHOLTZ PROBLEMS

NUMERICAL ANALYSIS OF A COUPLED FINITE-INFINITE ELEMENT METHOD FOR EXTERIOR HELMHOLTZ PROBLEMS Journal of Computatonal Acoustcs, Vol. 14, No. 1 (2006) 21 43 c IMACS NUMERICAL ANALYSIS OF A COUPLED FINITE-INFINITE ELEMENT METHOD FOR EXTERIOR HELMHOLTZ PROBLEMS JEAN-CHRISTOPHE AUTRIQUE LMS Internatonal,

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

UrbaWind, a Computational Fluid Dynamics tool to predict wind resource in urban area

UrbaWind, a Computational Fluid Dynamics tool to predict wind resource in urban area UrbaWnd, a Computatonal Flud Dynamcs tool to predct wnd resource n urban area Karm FAHSSIS a, Gullaume DUPONT a, Perre LEYRONNAS a a Meteodyn, Nantes, France Presentng Author: Karm.fahsss@meteodyn.com,

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

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

Lobachevsky State University of Nizhni Novgorod. Polyhedron. Quick Start Guide

Lobachevsky State University of Nizhni Novgorod. Polyhedron. Quick Start Guide Lobachevsky State Unversty of Nzhn Novgorod Polyhedron Quck Start Gude Nzhn Novgorod 2016 Contents Specfcaton of Polyhedron software... 3 Theoretcal background... 4 1. Interface of Polyhedron... 6 1.1.

More information

Review of approximation techniques

Review of approximation techniques CHAPTER 2 Revew of appromaton technques 2. Introducton Optmzaton problems n engneerng desgn are characterzed by the followng assocated features: the objectve functon and constrants are mplct functons evaluated

More information

3D numerical simulation of tsunami runup onto a complex beach

3D numerical simulation of tsunami runup onto a complex beach Proc. Int. Symp. on Fluval and Coastal Dsasters -Copng wth Extreme Events and Regonal Dversty-, Dsaster Preventon Research Insttute, Kyoto Unv. (2005), pp. 221-228 3D numercal smulaton of tsunam runup

More information

Journal of Computational Physics

Journal of Computational Physics Journal of Computatonal Physcs 230 (2011) 2540 2561 Contents lsts avalable at ScenceDrect Journal of Computatonal Physcs journal homepage: www.elsever.com/locate/jcp A grd based partcle method for solvng

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

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

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

Edge Detection in Noisy Images Using the Support Vector Machines

Edge Detection in Noisy Images Using the Support Vector Machines Edge Detecton n Nosy Images Usng the Support Vector Machnes Hlaro Gómez-Moreno, Saturnno Maldonado-Bascón, Francsco López-Ferreras Sgnal Theory and Communcatons Department. Unversty of Alcalá Crta. Madrd-Barcelona

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

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

Mathematics 256 a course in differential equations for engineering students

Mathematics 256 a course in differential equations for engineering students Mathematcs 56 a course n dfferental equatons for engneerng students Chapter 5. More effcent methods of numercal soluton Euler s method s qute neffcent. Because the error s essentally proportonal to the

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

The Codesign Challenge

The Codesign Challenge ECE 4530 Codesgn Challenge Fall 2007 Hardware/Software Codesgn The Codesgn Challenge Objectves In the codesgn challenge, your task s to accelerate a gven software reference mplementaton as fast as possble.

More information

A 2D pre-processor for finite element programs based on a knowledge-based system

A 2D pre-processor for finite element programs based on a knowledge-based system 5th WSEAS / IASME Internatonal Conference on ENGINEERING EDUCATION (EE'08), Heraklon, Greece, July 22-24, 2008 A 2D pre-processor for fnte element programs based on a knowledge-based system DANIELA CÂRSTEA

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

Simulation Based Analysis of FAST TCP using OMNET++

Simulation Based Analysis of FAST TCP using OMNET++ Smulaton Based Analyss of FAST TCP usng OMNET++ Umar ul Hassan 04030038@lums.edu.pk Md Term Report CS678 Topcs n Internet Research Sprng, 2006 Introducton Internet traffc s doublng roughly every 3 months

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

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

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

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

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

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

A Fast Content-Based Multimedia Retrieval Technique Using Compressed Data

A Fast Content-Based Multimedia Retrieval Technique Using Compressed Data A Fast Content-Based Multmeda Retreval Technque Usng Compressed Data Borko Furht and Pornvt Saksobhavvat NSF Multmeda Laboratory Florda Atlantc Unversty, Boca Raton, Florda 3343 ABSTRACT In ths paper,

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

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

Angle-Independent 3D Reconstruction. Ji Zhang Mireille Boutin Daniel Aliaga

Angle-Independent 3D Reconstruction. Ji Zhang Mireille Boutin Daniel Aliaga Angle-Independent 3D Reconstructon J Zhang Mrelle Boutn Danel Alaga Goal: Structure from Moton To reconstruct the 3D geometry of a scene from a set of pctures (e.g. a move of the scene pont reconstructon

More information

Subspace clustering. Clustering. Fundamental to all clustering techniques is the choice of distance measure between data points;

Subspace clustering. Clustering. Fundamental to all clustering techniques is the choice of distance measure between data points; Subspace clusterng Clusterng Fundamental to all clusterng technques s the choce of dstance measure between data ponts; D q ( ) ( ) 2 x x = x x, j k = 1 k jk Squared Eucldean dstance Assumpton: All features

More information

Stitching of off-axis sub-aperture null measurements of an aspheric surface

Stitching of off-axis sub-aperture null measurements of an aspheric surface Sttchng of off-axs sub-aperture null measurements of an aspherc surface Chunyu Zhao* and James H. Burge College of optcal Scences The Unversty of Arzona 1630 E. Unversty Blvd. Tucson, AZ 85721 ABSTRACT

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

Optimal Workload-based Weighted Wavelet Synopses

Optimal Workload-based Weighted Wavelet Synopses Optmal Workload-based Weghted Wavelet Synopses Yoss Matas School of Computer Scence Tel Avv Unversty Tel Avv 69978, Israel matas@tau.ac.l Danel Urel School of Computer Scence Tel Avv Unversty Tel Avv 69978,

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

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

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

Fast Computation of Shortest Path for Visiting Segments in the Plane

Fast Computation of Shortest Path for Visiting Segments in the Plane Send Orders for Reprnts to reprnts@benthamscence.ae 4 The Open Cybernetcs & Systemcs Journal, 04, 8, 4-9 Open Access Fast Computaton of Shortest Path for Vstng Segments n the Plane Ljuan Wang,, Bo Jang

More information

Assignment # 2. Farrukh Jabeen Algorithms 510 Assignment #2 Due Date: June 15, 2009.

Assignment # 2. Farrukh Jabeen Algorithms 510 Assignment #2 Due Date: June 15, 2009. Farrukh Jabeen Algorthms 51 Assgnment #2 Due Date: June 15, 29. Assgnment # 2 Chapter 3 Dscrete Fourer Transforms Implement the FFT for the DFT. Descrbed n sectons 3.1 and 3.2. Delverables: 1. Concse descrpton

More information

Order of Accuracy Study of Unstructured Grid Finite Volume Upwind Schemes

Order of Accuracy Study of Unstructured Grid Finite Volume Upwind Schemes João Luz F. Azevedo et al. João Luz F. Azevedo joaoluz.azevedo@gmal.com Comando-Geral de Tecnologa Aeroespacal Insttuto de Aeronáutca e Espaço IAE 12228-903 São José dos Campos, SP, Brazl Luís F. Fguera

More information

Image Representation & Visualization Basic Imaging Algorithms Shape Representation and Analysis. outline

Image Representation & Visualization Basic Imaging Algorithms Shape Representation and Analysis. outline mage Vsualzaton mage Vsualzaton mage Representaton & Vsualzaton Basc magng Algorthms Shape Representaton and Analyss outlne mage Representaton & Vsualzaton Basc magng Algorthms Shape Representaton and

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

Comparison of h-, p- and hp-adaptation for convective heat transfer

Comparison of h-, p- and hp-adaptation for convective heat transfer Computatonal Methods and Expermental Measurements XIII 495 Comparson of h-, p- and hp-adaptaton for convectve heat transfer D. W. Pepper & X. Wang Nevada Center for Advanced Computatonal Methods, Unversty

More information

LS-TaSC Version 2.1. Willem Roux Livermore Software Technology Corporation, Livermore, CA, USA. Abstract

LS-TaSC Version 2.1. Willem Roux Livermore Software Technology Corporation, Livermore, CA, USA. Abstract 12 th Internatonal LS-DYNA Users Conference Optmzaton(1) LS-TaSC Verson 2.1 Wllem Roux Lvermore Software Technology Corporaton, Lvermore, CA, USA Abstract Ths paper gves an overvew of LS-TaSC verson 2.1,

More information

Sorting Review. Sorting. Comparison Sorting. CSE 680 Prof. Roger Crawfis. Assumptions

Sorting Review. Sorting. Comparison Sorting. CSE 680 Prof. Roger Crawfis. Assumptions Sortng Revew Introducton to Algorthms Qucksort CSE 680 Prof. Roger Crawfs Inserton Sort T(n) = Θ(n 2 ) In-place Merge Sort T(n) = Θ(n lg(n)) Not n-place Selecton Sort (from homework) T(n) = Θ(n 2 ) In-place

More information

Reducing Frame Rate for Object Tracking

Reducing Frame Rate for Object Tracking Reducng Frame Rate for Object Trackng Pavel Korshunov 1 and We Tsang Oo 2 1 Natonal Unversty of Sngapore, Sngapore 11977, pavelkor@comp.nus.edu.sg 2 Natonal Unversty of Sngapore, Sngapore 11977, oowt@comp.nus.edu.sg

More information

. Introducton. The system of unsteady compressble Naver-Stokes (N.-S.) equatons s a fundamental system n ud dynamcs. To be able to solve the system qu

. Introducton. The system of unsteady compressble Naver-Stokes (N.-S.) equatons s a fundamental system n ud dynamcs. To be able to solve the system qu VARIABLE DEGREE SCHWARZ METHODS FOR THE IMPLICIT SOLUTION OF UNSTEADY COMPRESSIBLE NAVIER-STOKES EQUATIONS ON TWO-DIMENSIONAL UNSTRUCTURED MESHES Xao-Chuan Ca y Department of Computer Scence Unversty of

More information

Programming in Fortran 90 : 2017/2018

Programming in Fortran 90 : 2017/2018 Programmng n Fortran 90 : 2017/2018 Programmng n Fortran 90 : 2017/2018 Exercse 1 : Evaluaton of functon dependng on nput Wrte a program who evaluate the functon f (x,y) for any two user specfed values

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

AADL : about scheduling analysis

AADL : about scheduling analysis AADL : about schedulng analyss Schedulng analyss, what s t? Embedded real-tme crtcal systems have temporal constrants to meet (e.g. deadlne). Many systems are bult wth operatng systems provdng multtaskng

More information

The Comparison of Calibration Method of Binocular Stereo Vision System Ke Zhang a *, Zhao Gao b

The Comparison of Calibration Method of Binocular Stereo Vision System Ke Zhang a *, Zhao Gao b 3rd Internatonal Conference on Materal, Mechancal and Manufacturng Engneerng (IC3ME 2015) The Comparson of Calbraton Method of Bnocular Stereo Vson System Ke Zhang a *, Zhao Gao b College of Engneerng,

More information

Problem Set 3 Solutions

Problem Set 3 Solutions Introducton to Algorthms October 4, 2002 Massachusetts Insttute of Technology 6046J/18410J Professors Erk Demane and Shaf Goldwasser Handout 14 Problem Set 3 Solutons (Exercses were not to be turned n,

More information

An Approach in Coloring Semi-Regular Tilings on the Hyperbolic Plane

An Approach in Coloring Semi-Regular Tilings on the Hyperbolic Plane An Approach n Colorng Sem-Regular Tlngs on the Hyperbolc Plane Ma Louse Antonette N De Las Peñas, mlp@mathscmathadmueduph Glenn R Lago, glago@yahoocom Math Department, Ateneo de Manla Unversty, Loyola

More information

Computer models of motion: Iterative calculations

Computer models of motion: Iterative calculations Computer models o moton: Iteratve calculatons OBJECTIVES In ths actvty you wll learn how to: Create 3D box objects Update the poston o an object teratvely (repeatedly) to anmate ts moton Update the momentum

More information

Module Management Tool in Software Development Organizations

Module Management Tool in Software Development Organizations Journal of Computer Scence (5): 8-, 7 ISSN 59-66 7 Scence Publcatons Management Tool n Software Development Organzatons Ahmad A. Al-Rababah and Mohammad A. Al-Rababah Faculty of IT, Al-Ahlyyah Amman Unversty,

More information

FEATURE EXTRACTION. Dr. K.Vijayarekha. Associate Dean School of Electrical and Electronics Engineering SASTRA University, Thanjavur

FEATURE EXTRACTION. Dr. K.Vijayarekha. Associate Dean School of Electrical and Electronics Engineering SASTRA University, Thanjavur FEATURE EXTRACTION Dr. K.Vjayarekha Assocate Dean School of Electrcal and Electroncs Engneerng SASTRA Unversty, Thanjavur613 41 Jont Intatve of IITs and IISc Funded by MHRD Page 1 of 8 Table of Contents

More information

Comparing Sloshing Phenomena in a Rectangular Container with and without a Porous Medium Using Explicit Nonlinear 2-D BEM-FDM

Comparing Sloshing Phenomena in a Rectangular Container with and without a Porous Medium Using Explicit Nonlinear 2-D BEM-FDM Transacton B: Mechancal Engneerng Vol. 7, No., pp. 93{0 c Sharf Unversty of Technology, Aprl 00 Comparng Sloshng Phenomena n a Rectangular Contaner wth and wthout a Porous Medum Usng Explct Nonlnear -D

More information

High resolution 3D Tau-p transform by matching pursuit Weiping Cao* and Warren S. Ross, Shearwater GeoServices

High resolution 3D Tau-p transform by matching pursuit Weiping Cao* and Warren S. Ross, Shearwater GeoServices Hgh resoluton 3D Tau-p transform by matchng pursut Wepng Cao* and Warren S. Ross, Shearwater GeoServces Summary The 3D Tau-p transform s of vtal sgnfcance for processng sesmc data acqured wth modern wde

More information

Determining the Optimal Bandwidth Based on Multi-criterion Fusion

Determining the Optimal Bandwidth Based on Multi-criterion Fusion Proceedngs of 01 4th Internatonal Conference on Machne Learnng and Computng IPCSIT vol. 5 (01) (01) IACSIT Press, Sngapore Determnng the Optmal Bandwdth Based on Mult-crteron Fuson Ha-L Lang 1+, Xan-Mn

More information

CCT. Abdul-Jabbar: Design And Realization Of Circular Contourlet Transform ..VLSI. z 2. z 1.

CCT. Abdul-Jabbar: Design And Realization Of Circular Contourlet Transform ..VLSI. z 2. z 1. Abdul-Jabbar: Desgn And Realzaton Of Crcular Contourlet Transform DESIGN AND REALIZATION OF CIRCULAR CONTOURLET TRANSFORM Dr Jassm M Abdul-Jabbar * Hala N Fathee ** * Ph D n Elect Eng, Dept of Computer

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

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

An accelerated value/policy iteration scheme for the solution of DP equations

An accelerated value/policy iteration scheme for the solution of DP equations An accelerated value/polcy teraton scheme for the soluton of DP equatons Alessandro Alla 1, Maurzo Falcone 2, and Dante Kalse 3 1 SAPIENZA - Unversty of Rome, Ple. Aldo Moro 2, Rome, Italy alla@mat.unroma1.t

More information

An Image Fusion Approach Based on Segmentation Region

An Image Fusion Approach Based on Segmentation Region Rong Wang, L-Qun Gao, Shu Yang, Yu-Hua Cha, and Yan-Chun Lu An Image Fuson Approach Based On Segmentaton Regon An Image Fuson Approach Based on Segmentaton Regon Rong Wang, L-Qun Gao, Shu Yang 3, Yu-Hua

More information

A Fast Visual Tracking Algorithm Based on Circle Pixels Matching

A Fast Visual Tracking Algorithm Based on Circle Pixels Matching A Fast Vsual Trackng Algorthm Based on Crcle Pxels Matchng Zhqang Hou hou_zhq@sohu.com Chongzhao Han czhan@mal.xjtu.edu.cn Ln Zheng Abstract: A fast vsual trackng algorthm based on crcle pxels matchng

More information

Optimal Design of Nonlinear Fuzzy Model by Means of Independent Fuzzy Scatter Partition

Optimal Design of Nonlinear Fuzzy Model by Means of Independent Fuzzy Scatter Partition Optmal Desgn of onlnear Fuzzy Model by Means of Independent Fuzzy Scatter Partton Keon-Jun Park, Hyung-Kl Kang and Yong-Kab Km *, Department of Informaton and Communcaton Engneerng, Wonkwang Unversty,

More information