About Isogeometric Analysis and the new NURBS-based Finite Elements in LS-DYNA
|
|
- Gary Elliott
- 7 years ago
- Views:
Transcription
1 About Isogeometrc Analyss and the new NURBS-based Fnte Elements n LS-DYNA Stefan Hartmann, Davd J. Benson 2, Davd Lorenz DYNAmore GmbH, Stuttgart, Germany 2 Department of Structural Engneerng, Unversty of Calforna, San Dego, USA Summary: In the context of sogeometrc analyss many research actvtes have focused on the use of Non- Unform Ratonal B-Splnes (NURBS). These NURBS-based fnte elements have been studed n depth and t has been shown, that they are partcularly well suted for computatonal analyss leadng to qualtatvely more accurate results n comparson wth standard fnte elements based on Lagrange polynomals. Due to these motvatng results, NURBS-based fnte elements are currently mplemented nto LS-DYNA. Ths work outlnes the basc deas of sogeometrc analyss and gves a short ntroducton nto NURBS bass functons. The new keyword *ELEMENT_NURBS_PATCH_2D avalable n LS-DYNA s presented together wth varous possble optons, lke shell theores wth and wthout rotatonal degrees of freedom. Prelmnary results on the performance of these new elements are studed by means of a sheet metal formng example dscussed n the Numsheet conference Keywords: sogeometrc analyss, NURBS, rotaton-free shell elements
2 Introducton The goal of ntegratng computer aded desgn (CAD) and fnte element analyss (FEA) has led to a new computatonal method called Isogeometrc Analyss (IGA). Its man dea s to use the same mathematcal descrpton for the geometry n the desgn (CAD) and the analyss (FEA). Much of the recent research on sogeometrc analyss uses Non-Unform Ratonal B-Splnes (NURBS) as bass functons, as ths geometrcal representaton s the most wdely used n engneerng desgn systems. It has been shown that NURBS-based fnte elements are very well suted for computatonal analyss leadng to qualtatvely more accurate results n comparson wth standard fnte elements based on Lagrange polynomals. Due to these motvatng results, NURBS-based fnte elements are currently mplemented nto LS-DYNA. The paper wll be organzed as follows: In secton 2 the basc deas of sogeometrc analyss wll be presented followed by a short ntroducton nto NURBS. Secton 3 descrbes how to defne a NURBS patch wth the new keyword *ELEMENT_NURBS_PATCH_2D and explans the characterstcs of nterpolaton-nodes and -elements. Prelmnary results of the NURBS-based fnte elements n LS-DYNA wll be dscussed by means of a sheet metal formng example taken from the Numsheet 2005 conference n secton 4. Secton 5 closes wth some conclusons and an outlook. 2 Isogeometrc analyss wth NURBS In ths secton a rough overvew about sogeometrc analyss wll be gven followed by a short ntroducton nto NURBS. Ths outlne s far from beng complete and the nterested reader s referred to the nterestng textbook of Cottrell et al. [] for sogeometrc analyss and the monograph by Pegel and Tller [2] for the detals on NURBS. 2. Isogeometrc analyss n short 2.. Motvaton The ntal motvaton to come up wth sogeometrc analyss was the wsh to reduce the amount of work spent to convert the geometry descrpton from computer aded desgn (CAD) nto a sutable mesh for fnte element analyss (FEA). Whle the CAD communty uses geometry descrptons lke e.g. NURBS, subdvson surfaces, T-splnes or others, the FEA communty generally uses lnear Lagrange polynomals to approxmate the geometry. Ths necesstates a re-parameterzaton of the CAD geometry whch s labor cost ntensve and results n most cases n a certan amount of dscretzaton errors. The basc dea of sogeometrc analyss s to use the same geometry descrpton n desgn and analyss. In 2003 the research on sogeometrc analyss started to focus on the queston f fnte element analyss could be done wth non-unform ratonal B-splnes (NURBS), the most wdely used geometry descrpton n commercal CAD programs. The frst promsng results of these studes were presented n 2005 [3]. Snce then, much research has been done on varous topcs of FEA (e.g. lnear and non-lnear statc and dynamc analyss of thn-walled structures, flud mechancs, flud structure nteracton, shape and topology optmzaton, vbraton analyss, bucklng and others) where many studes were usng NURBS as bass functons. A very nterestng ntroducton to sogeometrc analyss can be found n [] Defnton The term sogeometrc analyss s not restrcted to any specal type of bass functons. It just ndcates that the geometrcal descrpton that s used for FEA s the same than was used n CAD before. In analogy to the well known term soparametrc n FEA, the name sogeometrc s chosen. In Fg. these two notons are gven sde by sde. Fg. : Isoparametrc vs. Isogeometrc 2
3 2.2 From B-splnes to NURBS Varous studes have shown that NURBS bass functons are partcularly well suted for FEA and therefore a rough overvew on B-Splnes and NURBS wll be gven n the followng B-splne bass functons B-splne bass functons (see Fg. 2) are constructed recursvely untl the desred polynomal degree of the functons s reached (see Equ. ()). Fg. 2: B-splne bass functons of order 0, and 2 for unform knot vector [] A key ngredent for the recurson formula s the so-called knot-vector Ξ = ξ, ξ 2,..., ξ n + p +, whch s a non-decreasng set of coordnates n the parameter space, where ξ s the th knot, p s the polynomal order and n s the number of bass functons. for p ( ξ ) 0 = 0 : N,0 = f ξ ξ < ξ + ξ ξ ξ ξ for p > 0 : N = N + N otherwse + p+ ( ξ ) ( ξ ) + ( ξ ), p, p, p ξ+ p ξ ξ+ p+ ξ + In contrast to the wdely used Lagrange polynomals n FEA, B-splne bass functons are always postve regardless of ther polynomal order. Furthermore they consttute the mportant partton of unty property and n absence of multple knot values n the knot-vector they exhbt a C p- -contnuty along the nternal element boundares (knot values) B-splne curves The creaton of B-splne curves s smlar to standard FEA. Instead of nodal coordnates n classcal FEA, so-called control ponts B are used as coeffcents of the B-splne bass functons. It s mportant to pont out that the control ponts, n opposton to the nodal coordnates, are normally not a part of the actual geometry. Ths comes from the non-nterpolatory nature of the B-splne bass functons. Takng a lnear combnaton of the B-splne bass functons wth the correspondng control ponts defnes a B- C ξ. splne curve ( ) n ( ξ ) = N, p ( ξ ) C B (2) = A typcal B-splne curve s shown n Fg. 3 together wth the control ponts, the resultng control polygon and the B-splne bass functons. () Fg. 3: B-splne curve wth control ponts, knots and assocated B-splne bass functons [] 3
4 2.2.3 Refnements Varous types of refnements exst for B-splne curves wthout changng the ntal curve, namely h-, p- and k-refnement. Whle h- and p-refnement can be drectly compared to classcal FEA, k-refnement dsplays an addtonal refnement possblty when usng B-splne bass functons, whch allows to generate a hgher order of contnuty NURBS The man ssue to go from B-splnes to NURBS s the fact that a wde range of geometrcal objects can be exactly represented wth NURBS. A NURBS s constructed by a projectve transformaton of a B- splne. Techncally ths s acheved by ntroducng weghts at the control ponts that allows more control p R ξ are computed by multplyng over the actual shape of the NURBS. The NURBS bass functons ( ) the B-splne bass functons wth the approprate weghts functon W ( ξ ). ( ξ ) ( ) n p, p ( ξ ) ( ξ ), p ( ξ ) W ξ = w and dvdng the product by the weghtng N w R = wth W = N w (3) A NURBS curve s then represented n the same way as a B-splne curve by takng a lnear combnaton of the NURBS bass functons wth the assocated control ponts. n p ( ξ ) = R ( ξ ) C B (4) = In Fg. 4 a two NURBS curves are shown that dffer only n the value of the weght at the 9 th control pont. Fg. 4: NURBS curves wth dentcal control ponts and knot-vectors - only dfference weght Up to now, only D curves have been dscussed, whereas most of the applcatons as well n CAD as n FEA use 2D surfaces n space. The constructon of NURBS surfaces s straghtforward usng a tensor product structure based on D bass functons to defne the necessary bass functons. ( ξ ) ( η ) W (, ) N M w R = wth W = N M w (5) n m p, q, p j, q, j, j ( ξ, η ) ( ξ, η ), p ( ξ ) j, q ( η ), j ξ η = j = A NURBS surface s then agan defned through a lnear combnaton of these bass functons wth the connected control ponts. Further detals on the constructon of NURBS surfaces, the dervatves of NURBS bass functons, useful algorthms and much more can be found n the monograph by Pegl and Tller [2]. 3 FEA wth NURBS for thn-walled structures n LS-DYNA The followng secton wll ntroduce the new keyword *ELEMENT_NURBS_PATCH_2D and the present possbltes n LS-DYNA to use sogeometrc analyss. 3. A typcal NURBS-patch As ndcated before, the defnton of a NURBS surface necesstates a set of NURBS bass functons and assocated control ponts wth proper weghts. The set of control ponts s called a control net (or control grd), whch s smlar to a fnte element mesh wth the very mportant dfference, that the ndvdual control ponts are normally not a part of the actual geometry. Another dfference to the 4
5 defnton of a classcal fnte element, a NURBS surface s descrbed rather through a so-called NURBS-patch than through ndvdual elements. A typcal defnton of a NURBS-patch usng the new keyword *ELEMENT_NURBS_PATCH_2D s depcted n Fg. 5 together wth the resultng subdvson nto fnte elements. Fg. 5: The keyword *ELEMENT_NURBS_PATCH_2D n LS-DYNA In ths partcular example, quadratc NURBS bass functons are chosen n local r- and s-drecton. Ths leads to 9-noded quadratc fnte elements for the analyss whch are C -contnuous along the element boundares. Standard fnte elements based on Lagrange polynomals are always C 0 - contnuous along the element boundares. The hgher contnuty of the NURBS-fnte-elements orgnates from the non-nterpolatory nature of the NURBS-bass functons and leads to an overlap of control ponts of adjacent elements. There s no lmt n the sze of a NURBS-patch defnton wthn the keyword *ELEMENT_NURBS_PATCH_2D, such that the parameters NPR (number of control ponts n local r- drecton), NPS (number of control ponts n local s-drecton), PR (polynomal order n local r-drecton) and PS (polynomal order n local s-drecton) defne the actual sze of ths keyword. The necessary knot-vectors are defned n the parameters RK and SK and the connectvty of the whole NURBSpatch follows afterwards. 3.2 Interpolaton-nodes and -elements Up to now, the contact treatment as well as the post-processng of the NURBS-fnte elements n LS- DYNA s based on so-called nterpolaton-nodes and elements. The dea s to supermpose a standard b-lnear mesh on top of each NURBS-fnte-element by generatng nterpolaton-nodes placed on the real surface. In Fg. 6 the result of an automatc generaton of nterpolaton-nodes and -elements s shown for the marked NURBS-element. Wth the parameters NISR and NISS (number of nterpolaton shells n local r/s-drecton per NURBS-element) the user can specfy the mesh densty of the resultng nterpolaton elements. The term nterpolaton ndcates that the constructed nterpolaton nodes are dependent nodes wth respect to the control ponts. Ther partcular poston s nterpolated on bass of the actual locaton of the control ponts by usng the correspondng NURBS-bass functons. In case of contact, the contact forces evaluated at the nterpolaton nodes wll be extrapolated to equvalent forces at the prmary varables at the control ponts. Therefore the mesh densty of the nterpolaton elements wll not have any nfluence on the tme step sze nor on the overall number of degrees of freedom. 5
6 3.3 Avalable shell formulatons Fg. 6: Interpolaton-nodes and -elements At present four dfferent shell formulatons are avalable n LS-DYNA to use wth the new NURBSbased fnte elements. They can be chosen under the parameter FORM n the keyword *ELEMENT_NURBS_PATCH_2D, wth the followng code: - 0: shear deformable theory wth rotatonal degrees of freedom [4] - : shear deformable theory wthout rotatonal degrees of freedom [5] - 2: thn shell theory wthout rotatonal degrees of freedom - 3: thn shell theory wth rotatonal degrees of freedom The shear deformable theory s based on the degenerated sold element formulaton [6]. The knematcs s defned n terms of the nodal coordnates at the reference lamna of the shell, and a unt orentaton vector, ˆ y, whch we take to be the unt normal as n the Belytschko-Tsay [7] element, ( ) ˆ 2 (6) h x( η, ξ, ζ ) = N ( η, ξ ) x + ζ y and the velocty s expressed as h ( ˆ& 2 ) x& ( η, ξ, ζ ) = N ( η, ξ ) x& + ζ y. (7) The formulatons wth and wthout rotatons dffer only n the expresson of the tme dervatve of the unt orentaton vector. Wth rotatons, the dervatve s & (8) yˆ = ω yˆ where ω s the angular velocty at the control pont, and, for the formulaton wthout rotatons, the rate s obtaned by dfferentatng the expresson for the orentaton vector as a functon of the control pont coordnates wth tme, yˆ yˆ & = x& j. (9) x j j The thn shell formulaton s smlar, however, the normal vector s evaluated at the current pont on the reference lamna, h 2 ˆ (0) x( η, ξ, ζ ) = N ( η, ξ ) x + ζ n( η, ξ ). 6
7 Dfferentatng wth tme gves the velocty, x& ( η, ξ, ζ ) = N ( η, ξ ) x& + ζ n& ( η, ξ ). () h ˆ 2 As wth the shear deformable theory, mplementatons wth and wthout rotatons are created based on the how the tme dervatve of the normal s evaluated. For the formulatons that are rotaton free, the bass functons must have frst dervatves that are contnuous across the element boundares to correctly transmt the moments between adjacent elements. Due to the generally hgher contnuty of the NURBS-fnte elements t s possble to use rotaton free shell formulatons. Ths leads to a sgnfcant reducton of global degrees of freedom and automatcally removes possble problems wth the treatment of rotatonal nertas of classcal shell formulatons. 3.4 Analyss capabltes Several analyss capabltes are already mplemented for the new NURBS-based fnte elements n LS-DYNA, lke: - mplct and explct tme ntegraton - egenvalue analyss - many materal models from the LS-DYNA materal lbrary are avalable 4 Prelmnary results Numsheet-Benchmark 2005 Some prelmnary results wth the NURBS-based fnte elements n LS-DYNA wll be presented n the followng by means of a sheet metal formng applcaton. 4. Example setup The Numsheet 2005 Benchmark on Formng of an Automotve Underbody Cross Member (BM2) [8] has been chosen to study the performance of the new NURBS-based fnte elements n LS-DYNA. In Fg. 7 the setup of the formng process for the underbody cross member s shown. The numercal smulaton of ths problem usng fully ntegrated standard shell elements (ELFORM=6) wth three possble steps of adaptve refnement (4mm 2mm mm) was chosen as reference soluton. Fg. 7: Numsheet BM2 setup 7
8 To compare the performance of the NURBS-based fnte elements, ths example was computed wth dfferent confguratons of mesh szes and polynomal orders. A summary of all analyzed confguratons s gven n Table. The model setup for the standard shell elements and the NURBSbased fnte elements only dffer n the dscretzaton of the blank. All the numercal smulatons were performed usng the materal model *MAT_TRANSVERSELY_ANISOTROPIC_ELASTIC_PLASTIC (*MAT_037) wth fve ntegraton ponts through the thckness of the shells. No thckness update was taken nto account (stupd=0) and no mass scalng was consdered. The computatons were run on a Dual Core AMD Opteron, 2.2 GHz n SMP, double precson wth ncpu=4. The behavor of the NURBS-fnte elements was compared wth the results acheved wth fully ntegrated standard shell elements (ELFORM=6). Fully ntegrated lnear shell elements (ELFORM=6) 2D NURBS fnte elements (FORM=2, rotaton free) Reference soluton Adaptvty (4mm 2mm mm) Dscretzatons 8mm 4mm 2mm 6mm 8mm 4mm Polynomal order P= (lnear) P=2 (quadratc) 4.2 Comparson Table : Overvew about dfferent computatons P=3 (cubc) P=4 (quartc) P=5 (quantc) The qualty of the results s compared on bass of the fnal draw-n of the blank at sx dfferent postons (see Fg. 8). Fg. 8: Measured draw-n postons The results for the draw-n length for all analyzed confguratons are depcted n Fg. 9. Good results wth respect to the reference soluton (standard shell elements wth adaptvty) are acheved wth standard shell elements wth an average element sze of 2mm and wth NURBS-based shell elements wth an average element sze of 4mm. Larger mesh szes lead to a rather stff behavor on the left sde whch s ndcated by less draw-n. Furthermore t can be realzed, that for ths partcular example, a hgher polynomal order wll not lead to better results. Ths can be explaned by the fact, that the spacng of the control ponts wll not change sgnfcantly when gong to hgher order polynomals and the maxmum spacng of the control ponts to acheve qualtatvely good results s dctated by the radus of the drawbead (approxmately 4mm, see Fg. 7). 8
9 Fg. 9: Comparson of draw-n at measured postons Besdes the draw-n measurements the total contact forces n the nterface between the upper de and the blank are compared. The results shown n Fg. 0 confrm the general behavor notced n the draw-n comparsons. NURBS-based shell elements wth an average mesh sze of 4mm exhbt a qualtatvely comparable result as standard lnear shell elements wth an average mesh sze of 2mm. Fg. 0: Comparson of contact forces between upper de and blank On top of the qualtatve comparsons, the necessary CPU-tme s one of the most mportant ssues. The results n Fg. show that the analyss wth quadratc NURBS elements wth a mesh sze of 4mm (P2-4mm) runs about 30% faster than the one wth lnear standard shell elements wth a mesh sze of 2mm (Std-2mm). Furthermore t can be seen that rasng the polynomal order of the elements wll lead to an ncrease n computaton cost of factor (see for example P2-4mm P3-4mm P4-4mm n Fg. ). 9
10 4.3 Summary Fg. : Comparson of necessary CPU-tme Ths partcular example has shown that NURBS shell elements wll lead to qualtatvely as good results as a comparable dscretzaton wth standard lnear fnte elements (e.g. P2-4mm Std-2mm) and that they are cost compettve. The same accuracy of the results can be obtaned wth 2/3 the CPU tme. Note that ths comparson s based on an early stage of the mplementaton of the NURBS-based fnte elements n LS-DYNA where nearly no effort has been spent on CODE optmzaton whereas the mplementaton of the standard fnte elements has been hghly optmzed durng the last years. Therefore ths result s even more promsng. 5 Concluson and Outlook The basc deas of sogeometrc analyss have been ntroduced along wth a rough overvew about B- splnes and NURBS. The new keyword *ELEMENT_NURBS_PATCH_2D that allows to perform sogeometrc analyss wth LS-DYNA was dscussed. Prelmnary results wth the new NURBS-based fnte elements have shown that the current mplementaton runs stable and that hgher order accurate sogeometrc analyss can be cost compettve even wthout a heavly optmzed mplementaton. A lot more studes need to be performed to fgure out the areas n whch NURBS-based fnte elements could be the frst choce n future FEA. Furthermore the present mplementaton needs to be optmzed and parallelzed to make them work n MPP. Many features avalable for standard fnte elements n LS-DYNA need to be added for the NURBS-based fnte elements n the near future. 6 References [] Cottrell, J.A., Hughes, T.J.R., Bazlevs, Y.: "Isogeometrc Analyss Toward Integraton of CAD and FEA", John Wley & Sons, Ltd, 2009 [2] Pegel, L., Tller, W.: "The NURBS Book", Sprnger-Verlag(Berln Hedelberg), 995 [3] Hughes, T.J.R., Cotrell, J.A., Bazlevs, Y.: "Isogeometrc analyss: CAD, fnte elements, NURBS, exact geometry, and mesh refnement", Computer Methods n Appled Mechancs and Engneerng, 94, 2005, [4] Benson, D.J., Bazlevs, Y., De Luycker, E., Hsu, M.-C., Scott, M., Hughes, T.J.R, Belytschko, T.: "A generalzed fnte element formulaton for arbtrary bass functons: From sogeometrc analyss to XFEM", Internatonal Journal for Numercal Methods n Engneerng, 83, 200, [5] Benson, D.J., Bazlevs, Y., Hsu, M.-C., Hughes, T.J.R.: "A large deformaton, rotaton-free, sogeometrc shell", Computer Methods n Appled Mechancs and Engneerng, 200, 20, [6] Hughes, T.J.R.: "The Fnte Element Method: Lnear Statc and Dynamc Fnte Element Analyss", Prentce-Hall, 987. [7] Belytschko, T., Lu, W.K., Moran, B.: "Nonlnear Fnte Elements for Contnua and Structures", Wley, [8] "NUMISHEET 2005: On the Cuttng Edge of Technology The Numsheet 2005 Benchmark Study Part B", Cao, J., Sh, M.F., Stoughton, T.B., Wang, C.-T., Zhang, L. (eds.), August 5-9, 2005, Detrot, MI, USA 0
BERNSTEIN POLYNOMIALS
On-Lne Geometrc Modelng Notes BERNSTEIN POLYNOMIALS Kenneth I. Joy Vsualzaton and Graphcs Research Group Department of Computer Scence Unversty of Calforna, Davs Overvew Polynomals are ncredbly useful
More informationDamage detection in composite laminates using coin-tap method
Damage detecton n composte lamnates usng con-tap method S.J. Km Korea Aerospace Research Insttute, 45 Eoeun-Dong, Youseong-Gu, 35-333 Daejeon, Republc of Korea yaeln@kar.re.kr 45 The con-tap test has the
More informationIMPACT ANALYSIS OF A CELLULAR PHONE
4 th ASA & μeta Internatonal Conference IMPACT AALYSIS OF A CELLULAR PHOE We Lu, 2 Hongy L Bejng FEAonlne Engneerng Co.,Ltd. Bejng, Chna ABSTRACT Drop test smulaton plays an mportant role n nvestgatng
More information1. Measuring association using correlation and regression
How to measure assocaton I: Correlaton. 1. Measurng assocaton usng correlaton and regresson We often would lke to know how one varable, such as a mother's weght, s related to another varable, such as a
More informationRecurrence. 1 Definitions and main statements
Recurrence 1 Defntons and man statements Let X n, n = 0, 1, 2,... be a MC wth the state space S = (1, 2,...), transton probabltes p j = P {X n+1 = j X n = }, and the transton matrx P = (p j ),j S def.
More informationConversion between the vector and raster data structures using Fuzzy Geographical Entities
Converson between the vector and raster data structures usng Fuzzy Geographcal Enttes Cdála Fonte Department of Mathematcs Faculty of Scences and Technology Unversty of Combra, Apartado 38, 3 454 Combra,
More informationRotation Kinematics, Moment of Inertia, and Torque
Rotaton Knematcs, Moment of Inerta, and Torque Mathematcally, rotaton of a rgd body about a fxed axs s analogous to a lnear moton n one dmenson. Although the physcal quanttes nvolved n rotaton are qute
More informationbenefit is 2, paid if the policyholder dies within the year, and probability of death within the year is ).
REVIEW OF RISK MANAGEMENT CONCEPTS LOSS DISTRIBUTIONS AND INSURANCE Loss and nsurance: When someone s subject to the rsk of ncurrng a fnancal loss, the loss s generally modeled usng a random varable or
More informationSPEE Recommended Evaluation Practice #6 Definition of Decline Curve Parameters Background:
SPEE Recommended Evaluaton Practce #6 efnton of eclne Curve Parameters Background: The producton hstores of ol and gas wells can be analyzed to estmate reserves and future ol and gas producton rates and
More informationThe Development of Web Log Mining Based on Improve-K-Means Clustering Analysis
The Development of Web Log Mnng Based on Improve-K-Means Clusterng Analyss TngZhong Wang * College of Informaton Technology, Luoyang Normal Unversty, Luoyang, 471022, Chna wangtngzhong2@sna.cn Abstract.
More informationAn Alternative Way to Measure Private Equity Performance
An Alternatve Way to Measure Prvate Equty Performance Peter Todd Parlux Investment Technology LLC Summary Internal Rate of Return (IRR) s probably the most common way to measure the performance of prvate
More informationOn the Optimal Control of a Cascade of Hydro-Electric Power Stations
On the Optmal Control of a Cascade of Hydro-Electrc Power Statons M.C.M. Guedes a, A.F. Rbero a, G.V. Smrnov b and S. Vlela c a Department of Mathematcs, School of Scences, Unversty of Porto, Portugal;
More information8.5 UNITARY AND HERMITIAN MATRICES. The conjugate transpose of a complex matrix A, denoted by A*, is given by
6 CHAPTER 8 COMPLEX VECTOR SPACES 5. Fnd the kernel of the lnear transformaton gven n Exercse 5. In Exercses 55 and 56, fnd the mage of v, for the ndcated composton, where and are gven by the followng
More informationFeature selection for intrusion detection. Slobodan Petrović NISlab, Gjøvik University College
Feature selecton for ntruson detecton Slobodan Petrovć NISlab, Gjøvk Unversty College Contents The feature selecton problem Intruson detecton Traffc features relevant for IDS The CFS measure The mrmr measure
More informationRing structure of splines on triangulations
www.oeaw.ac.at Rng structure of splnes on trangulatons N. Vllamzar RICAM-Report 2014-48 www.rcam.oeaw.ac.at RING STRUCTURE OF SPLINES ON TRIANGULATIONS NELLY VILLAMIZAR Introducton For a trangulated regon
More informationModule 2 LOSSLESS IMAGE COMPRESSION SYSTEMS. Version 2 ECE IIT, Kharagpur
Module LOSSLESS IMAGE COMPRESSION SYSTEMS Lesson 3 Lossless Compresson: Huffman Codng Instructonal Objectves At the end of ths lesson, the students should be able to:. Defne and measure source entropy..
More informationRisk-based Fatigue Estimate of Deep Water Risers -- Course Project for EM388F: Fracture Mechanics, Spring 2008
Rsk-based Fatgue Estmate of Deep Water Rsers -- Course Project for EM388F: Fracture Mechancs, Sprng 2008 Chen Sh Department of Cvl, Archtectural, and Envronmental Engneerng The Unversty of Texas at Austn
More informationwhere the coordinates are related to those in the old frame as follows.
Chapter 2 - Cartesan Vectors and Tensors: Ther Algebra Defnton of a vector Examples of vectors Scalar multplcaton Addton of vectors coplanar vectors Unt vectors A bass of non-coplanar vectors Scalar product
More informationDEFINING %COMPLETE IN MICROSOFT PROJECT
CelersSystems DEFINING %COMPLETE IN MICROSOFT PROJECT PREPARED BY James E Aksel, PMP, PMI-SP, MVP For Addtonal Informaton about Earned Value Management Systems and reportng, please contact: CelersSystems,
More informationThe OC Curve of Attribute Acceptance Plans
The OC Curve of Attrbute Acceptance Plans The Operatng Characterstc (OC) curve descrbes the probablty of acceptng a lot as a functon of the lot s qualty. Fgure 1 shows a typcal OC Curve. 10 8 6 4 1 3 4
More informationCalculating the high frequency transmission line parameters of power cables
< ' Calculatng the hgh frequency transmsson lne parameters of power cables Authors: Dr. John Dcknson, Laboratory Servces Manager, N 0 RW E B Communcatons Mr. Peter J. Ncholson, Project Assgnment Manager,
More informationA hybrid global optimization algorithm based on parallel chaos optimization and outlook algorithm
Avalable onlne www.ocpr.com Journal of Chemcal and Pharmaceutcal Research, 2014, 6(7):1884-1889 Research Artcle ISSN : 0975-7384 CODEN(USA) : JCPRC5 A hybrd global optmzaton algorthm based on parallel
More information1 Example 1: Axis-aligned rectangles
COS 511: Theoretcal Machne Learnng Lecturer: Rob Schapre Lecture # 6 Scrbe: Aaron Schld February 21, 2013 Last class, we dscussed an analogue for Occam s Razor for nfnte hypothess spaces that, n conjuncton
More informationNumerical Methods 數 值 方 法 概 說. Daniel Lee. Nov. 1, 2006
Numercal Methods 數 值 方 法 概 說 Danel Lee Nov. 1, 2006 Outlnes Lnear system : drect, teratve Nonlnear system : Newton-lke Interpolatons : polys, splnes, trg polys Approxmatons (I) : orthogonal polys Approxmatons
More informationInstitute of Informatics, Faculty of Business and Management, Brno University of Technology,Czech Republic
Lagrange Multplers as Quanttatve Indcators n Economcs Ivan Mezník Insttute of Informatcs, Faculty of Busness and Management, Brno Unversty of TechnologCzech Republc Abstract The quanttatve role of Lagrange
More informationAn Interest-Oriented Network Evolution Mechanism for Online Communities
An Interest-Orented Network Evoluton Mechansm for Onlne Communtes Cahong Sun and Xaopng Yang School of Informaton, Renmn Unversty of Chna, Bejng 100872, P.R. Chna {chsun,yang}@ruc.edu.cn Abstract. Onlne
More informationForm-finding of grid shells with continuous elastic rods
Page of 0 Form-fndng of grd shells wth contnuous elastc rods Jan-Mn L PhD student Insttute of Buldng Structures and Structural Desgn (tke), Unversty Stuttgart Stuttgar, Germany quantumamn@gmal.com Jan
More informationImplementation of Deutsch's Algorithm Using Mathcad
Implementaton of Deutsch's Algorthm Usng Mathcad Frank Roux The followng s a Mathcad mplementaton of Davd Deutsch's quantum computer prototype as presented on pages - n "Machnes, Logc and Quantum Physcs"
More informationDescription of the Force Method Procedure. Indeterminate Analysis Force Method 1. Force Method con t. Force Method con t
Indeternate Analyss Force Method The force (flexblty) ethod expresses the relatonshps between dsplaceents and forces that exst n a structure. Prary objectve of the force ethod s to deterne the chosen set
More informationThe Greedy Method. Introduction. 0/1 Knapsack Problem
The Greedy Method Introducton We have completed data structures. We now are gong to look at algorthm desgn methods. Often we are lookng at optmzaton problems whose performance s exponental. For an optmzaton
More informationLinear Circuits Analysis. Superposition, Thevenin /Norton Equivalent circuits
Lnear Crcuts Analyss. Superposton, Theenn /Norton Equalent crcuts So far we hae explored tmendependent (resste) elements that are also lnear. A tmendependent elements s one for whch we can plot an / cure.
More informationWhat is Candidate Sampling
What s Canddate Samplng Say we have a multclass or mult label problem where each tranng example ( x, T ) conssts of a context x a small (mult)set of target classes T out of a large unverse L of possble
More informationRESEARCH ON DUAL-SHAKER SINE VIBRATION CONTROL. Yaoqi FENG 1, Hanping QIU 1. China Academy of Space Technology (CAST) yaoqi.feng@yahoo.
ICSV4 Carns Australa 9- July, 007 RESEARCH ON DUAL-SHAKER SINE VIBRATION CONTROL Yaoq FENG, Hanpng QIU Dynamc Test Laboratory, BISEE Chna Academy of Space Technology (CAST) yaoq.feng@yahoo.com Abstract
More information2008/8. An integrated model for warehouse and inventory planning. Géraldine Strack and Yves Pochet
2008/8 An ntegrated model for warehouse and nventory plannng Géraldne Strack and Yves Pochet CORE Voe du Roman Pays 34 B-1348 Louvan-la-Neuve, Belgum. Tel (32 10) 47 43 04 Fax (32 10) 47 43 01 E-mal: corestat-lbrary@uclouvan.be
More informationExtending Probabilistic Dynamic Epistemic Logic
Extendng Probablstc Dynamc Epstemc Logc Joshua Sack May 29, 2008 Probablty Space Defnton A probablty space s a tuple (S, A, µ), where 1 S s a set called the sample space. 2 A P(S) s a σ-algebra: a set
More informationProject Networks With Mixed-Time Constraints
Project Networs Wth Mxed-Tme Constrants L Caccetta and B Wattananon Western Australan Centre of Excellence n Industral Optmsaton (WACEIO) Curtn Unversty of Technology GPO Box U1987 Perth Western Australa
More informationCHOLESTEROL REFERENCE METHOD LABORATORY NETWORK. Sample Stability Protocol
CHOLESTEROL REFERENCE METHOD LABORATORY NETWORK Sample Stablty Protocol Background The Cholesterol Reference Method Laboratory Network (CRMLN) developed certfcaton protocols for total cholesterol, HDL
More informationSupport Vector Machines
Support Vector Machnes Max Wellng Department of Computer Scence Unversty of Toronto 10 Kng s College Road Toronto, M5S 3G5 Canada wellng@cs.toronto.edu Abstract Ths s a note to explan support vector machnes.
More informationCalculation of Sampling Weights
Perre Foy Statstcs Canada 4 Calculaton of Samplng Weghts 4.1 OVERVIEW The basc sample desgn used n TIMSS Populatons 1 and 2 was a two-stage stratfed cluster desgn. 1 The frst stage conssted of a sample
More information+ + + - - This circuit than can be reduced to a planar circuit
MeshCurrent Method The meshcurrent s analog of the nodeoltage method. We sole for a new set of arables, mesh currents, that automatcally satsfy KCLs. As such, meshcurrent method reduces crcut soluton to
More informationImperial College London
F. Fang 1, C.C. Pan 1, I.M. Navon 2, M.D. Pggott 1, G.J. Gorman 1, P.A. Allson 1 and A.J.H. Goddard 1 1 Appled Modellng and Computaton Group Department of Earth Scence and Engneerng Imperal College London,
More informationNPAR TESTS. One-Sample Chi-Square Test. Cell Specification. Observed Frequencies 1O i 6. Expected Frequencies 1EXP i 6
PAR TESTS If a WEIGHT varable s specfed, t s used to replcate a case as many tmes as ndcated by the weght value rounded to the nearest nteger. If the workspace requrements are exceeded and samplng has
More informationForecasting the Direction and Strength of Stock Market Movement
Forecastng the Drecton and Strength of Stock Market Movement Jngwe Chen Mng Chen Nan Ye cjngwe@stanford.edu mchen5@stanford.edu nanye@stanford.edu Abstract - Stock market s one of the most complcated systems
More informationForecasting the Demand of Emergency Supplies: Based on the CBR Theory and BP Neural Network
700 Proceedngs of the 8th Internatonal Conference on Innovaton & Management Forecastng the Demand of Emergency Supples: Based on the CBR Theory and BP Neural Network Fu Deqang, Lu Yun, L Changbng School
More informationANALYZING THE RELATIONSHIPS BETWEEN QUALITY, TIME, AND COST IN PROJECT MANAGEMENT DECISION MAKING
ANALYZING THE RELATIONSHIPS BETWEEN QUALITY, TIME, AND COST IN PROJECT MANAGEMENT DECISION MAKING Matthew J. Lberatore, Department of Management and Operatons, Vllanova Unversty, Vllanova, PA 19085, 610-519-4390,
More informationTHE DISTRIBUTION OF LOAN PORTFOLIO VALUE * Oldrich Alfons Vasicek
HE DISRIBUION OF LOAN PORFOLIO VALUE * Oldrch Alfons Vascek he amount of captal necessary to support a portfolo of debt securtes depends on the probablty dstrbuton of the portfolo loss. Consder a portfolo
More informationFast degree elevation and knot insertion for B-spline curves
Computer Aded Geometrc Desgn 22 (2005) 183 197 www.elsever.com/locate/cagd Fast degree elevaton and knot nserton for B-splne curves Q-Xng Huang a,sh-mnhu a,, Ralph R. Martn b a Department of Computer Scence
More informationInter-Ing 2007. INTERDISCIPLINARITY IN ENGINEERING SCIENTIFIC INTERNATIONAL CONFERENCE, TG. MUREŞ ROMÂNIA, 15-16 November 2007.
Inter-Ing 2007 INTERDISCIPLINARITY IN ENGINEERING SCIENTIFIC INTERNATIONAL CONFERENCE, TG. MUREŞ ROMÂNIA, 15-16 November 2007. UNCERTAINTY REGION SIMULATION FOR A SERIAL ROBOT STRUCTURE MARIUS SEBASTIAN
More informationImmersed interface methods for moving interface problems
Numercal Algorthms 14 (1997) 69 93 69 Immersed nterface methods for movng nterface problems Zhln L Department of Mathematcs, Unversty of Calforna at Los Angeles, Los Angeles, CA 90095, USA E-mal: zhln@math.ucla.edu
More informationHow To Know The Components Of Mean Squared Error Of Herarchcal Estmator S
S C H E D A E I N F O R M A T I C A E VOLUME 0 0 On Mean Squared Error of Herarchcal Estmator Stans law Brodowsk Faculty of Physcs, Astronomy, and Appled Computer Scence, Jagellonan Unversty, Reymonta
More informationFace Verification Problem. Face Recognition Problem. Application: Access Control. Biometric Authentication. Face Verification (1:1 matching)
Face Recognton Problem Face Verfcaton Problem Face Verfcaton (1:1 matchng) Querymage face query Face Recognton (1:N matchng) database Applcaton: Access Control www.vsage.com www.vsoncs.com Bometrc Authentcaton
More information"Research Note" APPLICATION OF CHARGE SIMULATION METHOD TO ELECTRIC FIELD CALCULATION IN THE POWER CABLES *
Iranan Journal of Scence & Technology, Transacton B, Engneerng, ol. 30, No. B6, 789-794 rnted n The Islamc Republc of Iran, 006 Shraz Unversty "Research Note" ALICATION OF CHARGE SIMULATION METHOD TO ELECTRIC
More informationBrigid Mullany, Ph.D University of North Carolina, Charlotte
Evaluaton And Comparson Of The Dfferent Standards Used To Defne The Postonal Accuracy And Repeatablty Of Numercally Controlled Machnng Center Axes Brgd Mullany, Ph.D Unversty of North Carolna, Charlotte
More informationComparison of Control Strategies for Shunt Active Power Filter under Different Load Conditions
Comparson of Control Strateges for Shunt Actve Power Flter under Dfferent Load Condtons Sanjay C. Patel 1, Tushar A. Patel 2 Lecturer, Electrcal Department, Government Polytechnc, alsad, Gujarat, Inda
More informationv a 1 b 1 i, a 2 b 2 i,..., a n b n i.
SECTION 8.4 COMPLEX VECTOR SPACES AND INNER PRODUCTS 455 8.4 COMPLEX VECTOR SPACES AND INNER PRODUCTS All the vector spaces we have studed thus far n the text are real vector spaces snce the scalars are
More informationHow To Solve An Onlne Control Polcy On A Vrtualzed Data Center
Dynamc Resource Allocaton and Power Management n Vrtualzed Data Centers Rahul Urgaonkar, Ulas C. Kozat, Ken Igarash, Mchael J. Neely urgaonka@usc.edu, {kozat, garash}@docomolabs-usa.com, mjneely@usc.edu
More informationDesign and Development of a Security Evaluation Platform Based on International Standards
Internatonal Journal of Informatcs Socety, VOL.5, NO.2 (203) 7-80 7 Desgn and Development of a Securty Evaluaton Platform Based on Internatonal Standards Yuj Takahash and Yoshm Teshgawara Graduate School
More informationAn interactive system for structure-based ASCII art creation
An nteractve system for structure-based ASCII art creaton Katsunor Myake Henry Johan Tomoyuk Nshta The Unversty of Tokyo Nanyang Technologcal Unversty Abstract Non-Photorealstc Renderng (NPR), whose am
More informationPerformance Analysis of Energy Consumption of Smartphone Running Mobile Hotspot Application
Internatonal Journal of mart Grd and lean Energy Performance Analyss of Energy onsumpton of martphone Runnng Moble Hotspot Applcaton Yun on hung a chool of Electronc Engneerng, oongsl Unversty, 511 angdo-dong,
More informationPower-of-Two Policies for Single- Warehouse Multi-Retailer Inventory Systems with Order Frequency Discounts
Power-of-wo Polces for Sngle- Warehouse Mult-Retaler Inventory Systems wth Order Frequency Dscounts José A. Ventura Pennsylvana State Unversty (USA) Yale. Herer echnon Israel Insttute of echnology (Israel)
More informationSIMULATION OF THERMAL AND CHEMICAL RELAXATION IN A POST-DISCHARGE AIR CORONA REACTOR
XVIII Internatonal Conference on Gas Dscharges and Ther Applcatons (GD 2010) Grefswald - Germany SIMULATION OF THERMAL AND CHEMICAL RELAXATION IN A POST-DISCHARGE AIR CORONA REACTOR M. Mezane, J.P. Sarrette,
More informationCHAPTER EVALUATING EARTHQUAKE RETROFITTING MEASURES FOR SCHOOLS: A COST-BENEFIT ANALYSIS
CHAPTER 17 EVALUATING EARTHQUAKE RETROFITTING MEASURES FOR SCHOOLS: A COST-BENEFIT ANALYSIS A.W. Smyth, G. Deodats, G. Franco, Y. He and T. Gurvch Department of Cvl Engneerng and Engneerng Mechancs, Columba
More informationConsider a 1-D stationary state diffusion-type equation, which we will call the generalized diffusion equation from now on:
Chapter 1 Boundary value problems Numercal lnear algebra technques can be used for many physcal problems. In ths chapter we wll gve some examples of how these technques can be used to solve certan boundary
More informationTraffic State Estimation in the Traffic Management Center of Berlin
Traffc State Estmaton n the Traffc Management Center of Berln Authors: Peter Vortsch, PTV AG, Stumpfstrasse, D-763 Karlsruhe, Germany phone ++49/72/965/35, emal peter.vortsch@ptv.de Peter Möhl, PTV AG,
More informationHeuristic Static Load-Balancing Algorithm Applied to CESM
Heurstc Statc Load-Balancng Algorthm Appled to CESM 1 Yur Alexeev, 1 Sher Mckelson, 1 Sven Leyffer, 1 Robert Jacob, 2 Anthony Crag 1 Argonne Natonal Laboratory, 9700 S. Cass Avenue, Argonne, IL 60439,
More informationJoint Scheduling of Processing and Shuffle Phases in MapReduce Systems
Jont Schedulng of Processng and Shuffle Phases n MapReduce Systems Fangfe Chen, Mural Kodalam, T. V. Lakshman Department of Computer Scence and Engneerng, The Penn State Unversty Bell Laboratores, Alcatel-Lucent
More informationStudy on Model of Risks Assessment of Standard Operation in Rural Power Network
Study on Model of Rsks Assessment of Standard Operaton n Rural Power Network Qngj L 1, Tao Yang 2 1 Qngj L, College of Informaton and Electrcal Engneerng, Shenyang Agrculture Unversty, Shenyang 110866,
More informationHow To Understand The Results Of The German Meris Cloud And Water Vapour Product
Ttel: Project: Doc. No.: MERIS level 3 cloud and water vapour products MAPP MAPP-ATBD-ClWVL3 Issue: 1 Revson: 0 Date: 9.12.1998 Functon Name Organsaton Sgnature Date Author: Bennartz FUB Preusker FUB Schüller
More informationFrequency Selective IQ Phase and IQ Amplitude Imbalance Adjustments for OFDM Direct Conversion Transmitters
Frequency Selectve IQ Phase and IQ Ampltude Imbalance Adjustments for OFDM Drect Converson ransmtters Edmund Coersmeer, Ernst Zelnsk Noka, Meesmannstrasse 103, 44807 Bochum, Germany edmund.coersmeer@noka.com,
More informationI. INTRODUCTION. 1 IRCCyN: UMR CNRS 6596, Ecole Centrale de Nantes, Université de Nantes, Ecole des Mines de Nantes
he Knematc Analyss of a Symmetrcal hree-degree-of-freedom lanar arallel Manpulator Damen Chablat and hlppe Wenger Insttut de Recherche en Communcatons et Cybernétque de Nantes, rue de la Noë, 442 Nantes,
More informationAn Evaluation of the Extended Logistic, Simple Logistic, and Gompertz Models for Forecasting Short Lifecycle Products and Services
An Evaluaton of the Extended Logstc, Smple Logstc, and Gompertz Models for Forecastng Short Lfecycle Products and Servces Charles V. Trappey a,1, Hsn-yng Wu b a Professor (Management Scence), Natonal Chao
More informationApplication of Quasi Monte Carlo methods and Global Sensitivity Analysis in finance
Applcaton of Quas Monte Carlo methods and Global Senstvty Analyss n fnance Serge Kucherenko, Nlay Shah Imperal College London, UK skucherenko@mperalacuk Daro Czraky Barclays Captal DaroCzraky@barclayscaptalcom
More informationEfficient Project Portfolio as a tool for Enterprise Risk Management
Effcent Proect Portfolo as a tool for Enterprse Rsk Management Valentn O. Nkonov Ural State Techncal Unversty Growth Traectory Consultng Company January 5, 27 Effcent Proect Portfolo as a tool for Enterprse
More informationEvaluating Earthquake Retrofitting Measures for Schools: A Demonstration Cost-Benefit Analysis
Evaluatng Earthquake Retrofttng easures for Schools: A emonstraton Cost-Beneft Analyss A.W. Smyth, G. eodats 2, G. Franco 3, Y. He 4, and T. Gurvch 4 ept. of Cvl Engneerng & Engneerng echancs Columba Unversty,
More informationAn Analysis of Central Processor Scheduling in Multiprogrammed Computer Systems
STAN-CS-73-355 I SU-SE-73-013 An Analyss of Central Processor Schedulng n Multprogrammed Computer Systems (Dgest Edton) by Thomas G. Prce October 1972 Techncal Report No. 57 Reproducton n whole or n part
More informationSolving Factored MDPs with Continuous and Discrete Variables
Solvng Factored MPs wth Contnuous and screte Varables Carlos Guestrn Berkeley Research Center Intel Corporaton Mlos Hauskrecht epartment of Computer Scence Unversty of Pttsburgh Branslav Kveton Intellgent
More informationData Broadcast on a Multi-System Heterogeneous Overlayed Wireless Network *
JOURNAL OF INFORMATION SCIENCE AND ENGINEERING 24, 819-840 (2008) Data Broadcast on a Mult-System Heterogeneous Overlayed Wreless Network * Department of Computer Scence Natonal Chao Tung Unversty Hsnchu,
More informationA Novel Methodology of Working Capital Management for Large. Public Constructions by Using Fuzzy S-curve Regression
Novel Methodology of Workng Captal Management for Large Publc Constructons by Usng Fuzzy S-curve Regresson Cheng-Wu Chen, Morrs H. L. Wang and Tng-Ya Hseh Department of Cvl Engneerng, Natonal Central Unversty,
More informationHÜCKEL MOLECULAR ORBITAL THEORY
1 HÜCKEL MOLECULAR ORBITAL THEORY In general, the vast maorty polyatomc molecules can be thought of as consstng of a collecton of two electron bonds between pars of atoms. So the qualtatve pcture of σ
More information) of the Cell class is created containing information about events associated with the cell. Events are added to the Cell instance
Calbraton Method Instances of the Cell class (one nstance for each FMS cell) contan ADC raw data and methods assocated wth each partcular FMS cell. The calbraton method ncludes event selecton (Class Cell
More informationCS 2750 Machine Learning. Lecture 3. Density estimation. CS 2750 Machine Learning. Announcements
Lecture 3 Densty estmaton Mlos Hauskrecht mlos@cs.ptt.edu 5329 Sennott Square Next lecture: Matlab tutoral Announcements Rules for attendng the class: Regstered for credt Regstered for audt (only f there
More informationAnswer: A). There is a flatter IS curve in the high MPC economy. Original LM LM after increase in M. IS curve for low MPC economy
4.02 Quz Solutons Fall 2004 Multple-Choce Questons (30/00 ponts) Please, crcle the correct answer for each of the followng 0 multple-choce questons. For each queston, only one of the answers s correct.
More informationAn Enhanced Super-Resolution System with Improved Image Registration, Automatic Image Selection, and Image Enhancement
An Enhanced Super-Resoluton System wth Improved Image Regstraton, Automatc Image Selecton, and Image Enhancement Yu-Chuan Kuo ( ), Chen-Yu Chen ( ), and Chou-Shann Fuh ( ) Department of Computer Scence
More informationJ. Parallel Distrib. Comput.
J. Parallel Dstrb. Comput. 71 (2011) 62 76 Contents lsts avalable at ScenceDrect J. Parallel Dstrb. Comput. journal homepage: www.elsever.com/locate/jpdc Optmzng server placement n dstrbuted systems n
More informationPolitecnico di Torino. Porto Institutional Repository
Poltecnco d orno Porto Insttutonal Repostory [Proceedng] rbt dynamcs and knematcs wth full quaternons rgnal Ctaton: Andres D; Canuto E. (5). rbt dynamcs and knematcs wth full quaternons. In: 16th IFAC
More informationA machine vision approach for detecting and inspecting circular parts
A machne vson approach for detectng and nspectng crcular parts Du-Mng Tsa Machne Vson Lab. Department of Industral Engneerng and Management Yuan-Ze Unversty, Chung-L, Tawan, R.O.C. E-mal: edmtsa@saturn.yzu.edu.tw
More informationA Constraint Model for Automated Deployment of Automotive Control Software
A Constrant Model for Automated Deployment of Automotve Control Software Mha Nca Bernhard Peschl Franz Wotawa Insttute for Software Technology Graz Unversty of Technology 8010 Graz, Austra {mnca,bpeschl,wotawa}@st.tugraz.at
More informationHollinger Canadian Publishing Holdings Co. ( HCPH ) proceeding under the Companies Creditors Arrangement Act ( CCAA )
February 17, 2011 Andrew J. Hatnay ahatnay@kmlaw.ca Dear Sr/Madam: Re: Re: Hollnger Canadan Publshng Holdngs Co. ( HCPH ) proceedng under the Companes Credtors Arrangement Act ( CCAA ) Update on CCAA Proceedngs
More informationMaster s Thesis. Configuring robust virtual wireless sensor networks for Internet of Things inspired by brain functional networks
Master s Thess Ttle Confgurng robust vrtual wreless sensor networks for Internet of Thngs nspred by bran functonal networks Supervsor Professor Masayuk Murata Author Shnya Toyonaga February 10th, 2014
More informationRate Monotonic (RM) Disadvantages of cyclic. TDDB47 Real Time Systems. Lecture 2: RM & EDF. Priority-based scheduling. States of a process
Dsadvantages of cyclc TDDB47 Real Tme Systems Manual scheduler constructon Cannot deal wth any runtme changes What happens f we add a task to the set? Real-Tme Systems Laboratory Department of Computer
More informationAdaptive Fractal Image Coding in the Frequency Domain
PROCEEDINGS OF INTERNATIONAL WORKSHOP ON IMAGE PROCESSING: THEORY, METHODOLOGY, SYSTEMS AND APPLICATIONS 2-22 JUNE,1994 BUDAPEST,HUNGARY Adaptve Fractal Image Codng n the Frequency Doman K AI UWE BARTHEL
More information1. Fundamentals of probability theory 2. Emergence of communication traffic 3. Stochastic & Markovian Processes (SP & MP)
6.3 / -- Communcaton Networks II (Görg) SS20 -- www.comnets.un-bremen.de Communcaton Networks II Contents. Fundamentals of probablty theory 2. Emergence of communcaton traffc 3. Stochastc & Markovan Processes
More informationLoop Parallelization
- - Loop Parallelzaton C-52 Complaton steps: nested loops operatng on arrays, sequentell executon of teraton space DECLARE B[..,..+] FOR I :=.. FOR J :=.. I B[I,J] := B[I-,J]+B[I-,J-] ED FOR ED FOR analyze
More informationHow Sets of Coherent Probabilities May Serve as Models for Degrees of Incoherence
1 st Internatonal Symposum on Imprecse Probabltes and Ther Applcatons, Ghent, Belgum, 29 June 2 July 1999 How Sets of Coherent Probabltes May Serve as Models for Degrees of Incoherence Mar J. Schervsh
More informationEnterprise Master Patient Index
Enterprse Master Patent Index Healthcare data are captured n many dfferent settngs such as hosptals, clncs, labs, and physcan offces. Accordng to a report by the CDC, patents n the Unted States made an
More informationActuator forces in CFD: RANS and LES modeling in OpenFOAM
Home Search Collectons Journals About Contact us My IOPscence Actuator forces n CFD: RANS and LES modelng n OpenFOAM Ths content has been downloaded from IOPscence. Please scroll down to see the full text.
More informationRealistic Image Synthesis
Realstc Image Synthess - Combned Samplng and Path Tracng - Phlpp Slusallek Karol Myszkowsk Vncent Pegoraro Overvew: Today Combned Samplng (Multple Importance Samplng) Renderng and Measurng Equaton Random
More informationFault tolerance in cloud technologies presented as a service
Internatonal Scentfc Conference Computer Scence 2015 Pavel Dzhunev, PhD student Fault tolerance n cloud technologes presented as a servce INTRODUCTION Improvements n technques for vrtualzaton and performance
More informationCourse outline. Financial Time Series Analysis. Overview. Data analysis. Predictive signal. Trading strategy
Fnancal Tme Seres Analyss Patrck McSharry patrck@mcsharry.net www.mcsharry.net Trnty Term 2014 Mathematcal Insttute Unversty of Oxford Course outlne 1. Data analyss, probablty, correlatons, vsualsaton
More informationSoftware project management with GAs
Informaton Scences 177 (27) 238 241 www.elsever.com/locate/ns Software project management wth GAs Enrque Alba *, J. Francsco Chcano Unversty of Málaga, Grupo GISUM, Departamento de Lenguajes y Cencas de
More information