Applied Mathematical Modelling
|
|
- Michael Strickland
- 5 years ago
- Views:
Transcription
1 Applied Mathematical Modellig 37 (013) Cotets lists available at SciVerse ScieceDirect Applied Mathematical Modellig joural homepage: The effective permeability of the uderfill flow domai i flip-chip packagig Coie Yag a, We-Bi Youg b, a Departmet of Systems ad Naval Mechatroic Egieerig, Natioal Cheg Kug Uiversity, Taia, Taiwa, ROC b Departmet of Aeroautics ad Astroautics, Natioal Cheg Kug Uiversity, Taia, Taiwa, ROC article ifo abstract Article history: Received 0 October 010 Received i revised form 16 March 01 Accepted 0 March 01 Available olie 9 March 01 Keywords: Uderfill Flip-chip Capillary flow Power-law fluid I order to reach the goals of high electrical performace ad dese packagig withi the limited space, the flip-chip techology becomes popular i electroics packagig. I the flip-chip assembly, differece betwee thermal expasio coefficiets of the chip ad substrate may cause thermal fatigue at solder joits. To avoid this thermal fatigue, epoxy ecapsulat is filled ito the gap betwee the substrate ad chip by the capillary force. Because of the small space i the flow domai, the uderfillig flow ca be assumed as a flow i porous medium. Permeability is used to characterize the flow field of the space amog the substrate, chip, ad solder bumps. I this study, a umerical method is used to determie the effective permeability for the uderfillig flow domai. Aalysis of the three dimesioal flow i a uit cell of the uderfill flow domai is performed. The resultig average velocity ad pressure gradiet are used to calculate the apparet permeability. Compariso with the aalytical approximatio for the permeability i literature is also performed. The effective permeability calculated usig the proposed umerical method gives reasoable predictio of the uderfill flow as compared to the experimetal result. Ó 01 Elsevier Ic. All rights reserved. 1. Itroductio Flip-chip packagig is a itegrated circuit (IC) packagig techique that uses solder bumps to coect chip with substrate. The mismatch of thermal expasio coefficiets teds to cause fatigue at solder juctios. Epoxy ecapsulat is used to solve this problem ad improve the reliability of flip-chip packagig. The ecapsulat is filled ito the gap betwee the chip ad substrate by the capillary force so that the thermal stresses may disperse ito the uderfill materials to avoid crack geeratio. Plety of studies related to the uderfill process ca be foud i literatures. The Washbur model for flow i betwee parallel plates is the most usual assumptio to describe the fillig flow i uderfill ecapsulatio [1 9]. Ha ad Wag [5] used a Hele Shaw model to perform both theoretical ad experimetal studies. Sice they uderestimated the effect of solder bumps, the results were deviated from the actual flow. Nguye et al. [10] used quartz dies to perform uderfill experimets with differet bump arragemets. They foud that the velocity of the flow frot at boudary was larger tha those at the ceter due to the edge effect. Fie et al. [11] used differet bump desities at ceter ad outside regios. They reported that lowerig the bump desity at ceter regio ca get a more uiform flow frot, ad lower the boudary effects. Youg ad Yag [], Youg [4] treated the uderfill flow domai as a porous medium, ad described the flow field with a modified Hele Shaw model. The fluid was treated as a highly viscous fluid, ad the flow was drive by the capillary force Correspodig author. address: yougwb@mail.cku.edu.tw (W.-B. Youg) X/$ - see frot matter Ó 01 Elsevier Ic. All rights reserved.
2 1178 C. Yag, W.-B. Youg / Applied Mathematical Modellig 37 (013) amog the chip, substrate, ad bumps. Together with Darcy s law, they predicted the flow frot evolutio i the uderfill. Youg ad Yag [1] studied the effect of cotact agle ad bump arragemet. They foud smaller cotact agles have larger capillary pressures. They also reported both experimetally ad theoretically that icreased the bump pitch did ot alter the fillig time much util it reached a critical value. Wa et al. [13] proposed a umerical model for the predictio of flipchip uderfill flow. I this model, the power-law costitutive equatio was used to describe the o-newtoia behavior of ecapsulat fluids ad a time-depedet velocity boudary coditio was applied. Epoxy moldig compoud with silica fillers is used as the uderfill material, ad it usually exhibits a o-newtoia behavior durig the fillig process. Thus, a o-newtoia flow effect must be cosidered i modelig the uderfill flow. Because the uderfill flow domai cotais may solder bumps, it is quite complex i geometry for the flow simulatio. A simpler way to avoid complex geometry is to treat the flow domai as a porous medium. Uder this assumptio, the correspodig permeability is the major characteristics of the flow domai. I this study, we aalyze the flow field of a threedimesioal uit cell i the flow domai. The uderfill material is treated as a o-newtoia fluid. The effective permeability ca be determied by the correspodig average velocity ad pressure gradiet derived from the flow field of the uit cell. Compariso with the aalytical approximatio for the permeability i literature is also performed. The effects of the bump stad height, pressure gradiet, ad bump size o the effective permeability are discussed.. Permeability of the o-newtoia flow I order to simplify the aalysis of the uderfill flow, the flow field is assumed as a flow through a space betwee two parallel plates with a cylider bak, as show i Fig. 1. The cyliders represet the bumps while the parallel plates represet the chip ad substrate. To further simplify the aalysis, the flow field is treated as a flow through porous medium. For a porous medium the Darcy s law reads: * k u ¼ rp; ð1þ l where u * is the velocity vector, k is the permeability tesor l is the viscosity, ad p is the pressure. The permeability is a value used to characterize the fluidity of the porous medium ad is usually has a uit of m. For a o-newtoia fluid, the power law ca be used to model the shear rate depedet viscosity, ad is writte as: l ¼ m _c 1 ; where m is the cosistecy idex, _c s the shear rate, ad is the power-law idex. For < 1 the fluid is called a shear thiig fluid, or pseudo plastic fluid. For > 1 the fluid is called a shear thickeig, or dilatat fluid. The power-law viscosity model has good accuracy at high shear rate, but it teds to overestimate the viscosity at low shear rate. To solve this problem, a limit value for the viscosity is give, ad the power-law is modified as: l ¼ m _c 1 for _c > _c c ; l ¼ m o ¼ m _c 1 c for _c 6 _c c ; where _c c is the critical shear rate for the uderfill ecapsulat. The power law will result i a ureal large value of viscosity at the low shear rate. I reality, the viscosity of a o-newtoia fluid usually reaches a costat value called the zero-shear-rate viscosity as the shear rate is gettig lower. Therefore, it ca be defied a critical shear rate to avoid the failure of the power-law model at the low shear rate. A costat viscosity is used whe the shear rate is below this value. For flow betwee two parallel plates, the average viscosity ca be derived as: ðþ ð3þ Fig. 1. The schematic diagram of the flow domai i a flip-chip uderfillig process.
3 l ¼ h Z h 0 m 1 1 z dp dx 1 C. Yag, W.-B. Youg / Applied Mathematical Modellig 37 (013) ! dz ¼ d þ 1 m 1 dp dx 1 1 h ; ð4þ where h is the distace betwee the chip ad substrate or the bump height, ad the average velocity is: u ¼ Z h udz ¼ þ1 dp h h m þ 1 dx : ð5þ 0 Usig the above model of average viscosity ad velocity, we ca derive the aalytical permeability betwee two parallel ifiite flat plats based o Darcy s law. The permeability is give as: k ¼ d 1 1 4ð þ 1Þ 1 þ h ¼ kh ; ð6þ 1 where k ¼ 4ð þ 1Þ d ¼ m _c c hjdp=dxj : d þ ; ð7þ 1 Cosider the permeability for two parallel plates with a cylider bak, the permeability model should be modified as follow [14]: 0 R d R 1 d 1 dx 1 k kh þ 0 kc 3 0 cdx A ¼ k 1 h þ S d p Z d 1 c dx! 3 ; ð9þ 0 d where c ¼ S qffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi d 4x ; ð10þ S is the bump pitch, ad d is the bump diameter. I Eq. (9), we use a simple model to calculate the permeability of the uderfill flow domai by averagig the permeability betwee two parallel plates ad solder bumps. This aalytical model eglects the effects of three-dimesioal flow. I order to uderstad the three-dimesioal effects o the permeability, a three-dimesioal uit cell flow model is used to simulate the uderfill flow, as show i Fig.. The uit cell is defied betwee two solder bump ad represets the basic space for the flow domai i the uderfill. By aalyzig the steady-state flow through the uit cell, the fluidity of the uit cell ca be characterized by the effective permeability defied i the followig. ANSYS FLUENT is used to simulate the flow i the uit cell model. No-slip boudary coditios are applied at the bottom boudary ad cylider walls which represet the substrate ad bumps, respectively. The top boudary where we apply the symmetry boudary coditio is set at the mid-plae betwee the substrate ad the chip. Pressure differece is applied across the frot ad rear boudaries. ð8þ Fig.. A three-dimesioal uit cell model for the uderfill flow.
4 1180 C. Yag, W.-B. Youg / Applied Mathematical Modellig 37 (013) Fig. 3. The fiite elemet mesh of the three-dimesioal uit cell model. Fig. 4. The viscosity distributio o the uit cell model. From the average velocity ad pressure gradiet obtaied by the simulatio, oe ca fid the effective three-dimesioal permeability. I the simulatios, the fluid desity is set at 1600 kg/m 3, the cosistecy is 0.94 N-s/m, the power-law idex is 0.76, the critical shear rate is s 1, the bump diameter is 100 lm, the bump pitch is 00 lm, ad the height is 50 lm. The effective permeability is defied as: k e ¼ u m 0 jdp=dxj ; ð11þ
5 C. Yag, W.-B. Youg / Applied Mathematical Modellig 37 (013) Fig. 5. A typical velocity field at the mid-plae betwee the chip ad substrate. Fig. 6. Aalytical ad umerical effective permeability for differet power law idex. where u is the average velocity from the umerical simulatio. The aalysis is based o the steady-state pressure drive flow through the uit cell to determie the permeability of the geometric structure. The effective permeability also depeds o the pressure gradiet oliearly. The approximatio for the effective permeability i the uderfill simulatio will
6 118 C. Yag, W.-B. Youg / Applied Mathematical Modellig 37 (013) deped o the pressure gradiet at differet locatios. Based o the argumet, the effective permeability with respect to pressure gradiet must be determied for a give uderfill geometric structure. After that, the simulatio ca be performed with assumed porous medium for the uderfill flow domai. Based o the geometric data ad the pressure differece at each locatio, the correspodig permeability ca be determied for the calculatio. I actual uderfill flow, the pressure differece is low ad its effect o the permeability is low ad ca be eglected for simplicity. Certaily, some error i associated with this assumptio may occur i the simulatio. The effective permeability ca be related to the permeability as: k e ¼ k l m 0: ð1þ Fig. 7. The effective permeability as a fuctio of pressure gradiet for a give geometry, ad the bump diameter is 100 lm, the bump pitch is 00 lm, ad the height is 50 lm. Fig. 8. The effective permeability as a fuctio of the bump pitch, ad the bump diameter is 100 lm, ad the height is 50 lm.
7 C. Yag, W.-B. Youg / Applied Mathematical Modellig 37 (013) Results ad discussios I the umerical simulatio, the meshig umber should be large eough to reach a covergig flow rate. The umerical error may reduce to a acceptable rage as the flow rate coverges. I our studies, the flow rate coverges as the meshig umber reaches 500,000. The fiite elemet model of the three-dimesioal uit cell after meshig is show i Fig. 3. For a o-newtoia fluid, the viscosity i the flow domai varies with locatios, as show i Fig. 4. Sice the uderfill ecapsulat i this study is cosidered as a shear thiig material, larger viscosity value is obtaied at locatios with smaller shear rate, ad vice versa. The viscosity is quite low at the wall of the bump due to the high shear rate i this regio. A typical velocity distributio at the mid-plae betwee the chip ad substrate is show i Fig. 5. Higher velocity is observed at the regio betwee the bumps because of the arrow width. The effective permeability as a fuctio of power-law idex is show i Fig. 6 both aalytically ad umerically. The aalytical data are obtaied by Eqs. (9) ad (1), ad the umerical data are obtaied by applyig the umerical results to Eq. (11). For the Newtoia flow as = 1, the aalytical ad umerical effective permabilities are also quite differet. The umerical result is smaller, ad the differece comes from the three-dimesioal effect that is eglected i the aalytical model. The effect of the three dimesioal flow o the effective permeability is sigificat ad must be cosidered i order to have correct aalysis of the uderfill flow. It is obvious that the effective permeability determied by this umerical method will give the better approximatio for the uderfill flow. It must be oticed that defiitio of effective permeability i Eq. Fig. 9. The effective permeability as a fuctio of the bump height, ad the bump diameter is 100 lm, ad the bump pitch is 00 lm. Fig. 10. The effective permeability as a fuctio of the bump diameter, ad the bump pitch is 00 lm, ad the height is 50 lm.
8 1184 C. Yag, W.-B. Youg / Applied Mathematical Modellig 37 (013) (11) usig the zero shear rate viscosity istead of the viscosity. Durig the simulatio of a uderfill flow usig the Darcy s law, the average velocity is calculated istead of the actual velocity. Therefore, the true shear rate caot be available to determie the viscosity i the simulatio. With the effective permeability, a costat zero shear rate viscosity is used i the simulatio ad the depedet of the flow o the shear rate is accouted for by the effective permeability. The effective permeability defied i this study is ot oly a fuctio of the geometry but also the velocity. Sice the velocity is related to the pressure gradiet, the effective permeability may chage with the pressure gradiet for a give geometry. Fig. 7 shows the depedace of effective permeability o the pressure gradiet, it icreases with the pressure gradiet. Bump pitch is the distace betwee two earby bump ceters. The effective permeability icreases as bump pitch icreases, ad approaches a costat value, as show i Fig. 8. For large legth of bump pitch, the viscous force caused by the bumps is much less that by the chip ad substrate. Thus, the effective permeability will cease to vary with the bump Fig. 11. Numerical effective permeability for differet power law idex ad bump pitch. Fig. 1. Numerical effective permeability for differet power law idex ad bump diameter.
9 C. Yag, W.-B. Youg / Applied Mathematical Modellig 37 (013) pitch ad be domiated by the bump height. Figs. 9 ad 10 show the effects of bump height ad diameter o the effective permeability, respectively. Uder the same pressure gradiet, as the bump height icreases, the fluid has more space to flow, ad the effective permeability icreases. As the bump diameter icreases, the permeability cotiuously decreases ad reaches zero util the bump diameter is equal to bump pitch. Nearly liear relatio is obtaied for the bump diameter. Figs shows the k e diagrams with differet bump pitch, diameter, ad height, respectively. The effective permeability decreases as power-law idex icreases for all cases. The effective permeability slightly icreases as bump pitch icreases, diameter decreases, or height icreases. The results also show that the effective permeability is highly depeds o the power-law idex. Differet bump size or pitch has little effects o the effective permeability. Compared to the bump pitch ad size, the bump height has more effect o the effective permeability. To compare with the available experimetal result of the uderfill flow, a chip size of 5 5 mm with a full array of bump patter is selected from i the literature [15]. The uderfill process is performed uder a costat temperature, 90 C. The cotact agle betwee the ecapsulat ad glass substrate ad chip is The cotact agle betwee the ecapsulat ad solder bump is The surface tesio is N/m. A costat average viscosity, 0.48 Pa s, is used Fig. 13. Numerical effective permeability for differet power law idex ad bump height. Fig. 14. Calculated ad experimetal results of uderfill fillig rate with respect to time for a flip-chip o board.
10 1186 C. Yag, W.-B. Youg / Applied Mathematical Modellig 37 (013) i the simulatios for the ecapsulat assumig that the degree of reactio is low durig the uderfill process. The bump diameter, bump pitch, ad bump height are 150, 300, ad 100 lm, respectively. From the three-dimesioal uit cell flow simulatio, the effective permeability for this flip-chip desig is m. The pressure depedece is eglected for simplicity due to its mior effect at the low pressure differece i actual uderfill flow. The correspodig capillary pressure for the flip-chip desig is N/m based o the formula i the literature [15]. The uderfill flow of the flip-chip ca be derived from Eq. (1) for a Newtoia fluid as: l ¼ P ok e t m o ; ð13þ where l is the uderfill flow distace ad P o is the capillary pressure. With Eq. (13), the compariso of calculated ad experimetal fillig percetage of the flip-chip is show i Fig. 14. The predictio of the fillig flow gives a reasoable result based o the effective permeability. 4. Coclusios I the flip-chip uderfillig flow field, the flow domai is simplified as two parallel plates with cylider bumps, ad o- Newtoia power-law is used to model the viscosity of the ecapsulat. A three-dimesioal uit cell model is proposed to simulate the uderfill flow. The simulated average velocity ad pressure gradiet are used to determie the effective permeability. Usig the o-newtoia viscosity model to predict the permeability gives a result closer to the actual flow field, especially for small scale systems. The effect of the three dimesioal flow o the effective permeability is sigificat ad must be cosidered i order to have correct aalysis of the uderfill flow. To obtai a higher effective permeability, a smaller power-law idex is desired. For uderfill ecapsulat that has the power-law idex aroud , the correspodig o- Newtoia effects are ot sigificat. The most direct way to icrease the permeability is to chage the bump pitch ad size. Icreasig the bump pitch, icreasig the bump height, or decreasig the bump diameter ca all icrease the permeability. Refereces [1] Y. Guo, G. Lehma, T. Driscoll, E. Cotts, A model of the uderfill flow process: particle distributio effects, i: Electroic Compoets ad Techology Coferece, 1999, pp [] W.B. Youg, W.L. Yag, The effect of solder bump pitch o the uderfill flow, IEEE Tras. Adv. Packag. 5 (00) [3] W.B. Youg, W.L. Yag, Uderfill viscous flow betwee parallel plates ad solder bumps, IEEE Tras. Compo. Packag. Techol. 5 (00) [4] W.B. Youg, Aisotropic behavior of the capillary actio i flip chip uderfill, Microelectro. J. 34 (003) [5] S.J. Ha, K.K. Wag, Aalysis of the flow of ecapsulat durig uderfill ecapsulatio of flip-chips, IEEE Tras. Compo. Packag. Mauf. Techol. B. Adv. Packag. 0 (1997) [6] J.L. Wag, Uderfill of flip chip o orgaic substrate: viscosity, surface tesio, ad cotact agle, Microelectro. Reliab. 4 (00) [7] J.L. Wag, Flow time measuremets for uderfills i flip-chip packagig, IEEE Tras. Compo. Packag. Techol. 8 (005) [8] J.W. Wa, W.J. Zhag, D.J. Bergstrom, A aalytical model for predictig the uderfill flow characteristics i flip-chip ecapsulatio, IEEE Tras. Adv. Packag. 8 (005) [9] J.W. Wa, W.J. Mag, D.J. Bergstrom, A theoretical aalysis of the cocept of critical, clearace toward a desig methodology for the flip-chip package, J. Electro. Packag. 19 (007) [10] L. Nguye, C. Queti, P. Fie, B. Cobb, S. Bayyuk, H. Yag, S.A. Bidstrup-Alle, Uderfill of flip chip o lamiates: simulatio ad validatio, IEEE Tras. Compo. Packag. Techol. (1999) [11] P. Fie, B. Cobb, L. Nguye, Flip chip uderfill flow characteristics ad predictio, IEEE Tras. Compo. Packag. Techol. 3 (000) [1] W.B. Youg, W.L. Yag, Uderfill of flip-chip: The effect of cotact agle ad solder bump arragemet, IEEE Tras. Adv. Packag. 9 (006) [13] J.W. Wa, W.J. Zhag, D.J. Bergstrom, Numerical modelig for the uderfill flow i flip-chip packagig, IEEE Tras. Compo. Packag. Techol. 3 (009) [14] C.L. Lai, W.B. Youg, A model for uderfill viscous flow cosiderig the resistace iduced by solder bumps, J. Electro. Packag. 16 (004) 1 9. [15] S.W. Peg, W.B. Youg, Applicatio of the uderfill model to bump arragemet ad dispesig process desig, IEEE Tras. Electro. Packag. Mauf. 33 (010) 1 18.
a b c d e f g h Supplementary Information
Supplemetary Iformatio a b c d e f g h Supplemetary Figure S STM images show that Dark patters are frequetly preset ad ted to accumulate. (a) mv, pa, m ; (b) mv, pa, m ; (c) mv, pa, m ; (d) mv, pa, m ;
More information11TH INTERNATIONAL SYMPOSIUM ON PARTICLE IMAGE VELOCIMETRY - PIV15 Santa Barbara, California, Sept , 2015
11TH INTERNATIONAL SYMPOSIUM ON PARTICLE IMAGE VELOCIMETRY - PIV15 Sata Barbara, Califoria, Sept. 14-16, 2015 ABSTRACT HELE-SHAW RHEOMETRY BY MEANS OF PARTICLE IMAGE VELOCIMETRY Sita Drost & Jerry Westerweel
More informationAnalysis of composites with multiple rigid-line reinforcements by the BEM
Aalysis of composites with multiple rigid-lie reiforcemets by the BEM Piotr Fedeliski* Departmet of Stregth of Materials ad Computatioal Mechaics, Silesia Uiversity of Techology ul. Koarskiego 18A, 44-100
More informationInfinite Sequences and Series
Chapter 6 Ifiite Sequeces ad Series 6.1 Ifiite Sequeces 6.1.1 Elemetary Cocepts Simply speakig, a sequece is a ordered list of umbers writte: {a 1, a 2, a 3,...a, a +1,...} where the elemets a i represet
More informationNumerical Simulation of Thermomechanical Problems in Applied Mechanics: Application to Solidification Problem
Leoardo Joural of Scieces ISSN 1583-0233 Issue 9, July-December 2006 p. 25-32 Numerical Simulatio of Thermomechaical Problems i Applied Mechaics: Applicatio to Solidificatio Problem Vicet Obiajulu OGWUAGWU
More informationThe Generalized Newtonian Fluid - Isothermal Flows Constitutive Equations! Viscosity Models! Solution of Flow Problems!
The Geeralized Newtoia Fluid - Isothermal Flows Costitutive Equatios! Viscosity Models! Solutio of Flow Problems! 0.53/2.34! Sprig 204! MIT! Cambridge, MA 0239! Geeralized Newtoia Fluid Simple Shear Flow
More informationTHE NUMERICAL SOLUTION OF THE NEWTONIAN FLUIDS FLOW DUE TO A STRETCHING CYLINDER BY SOR ITERATIVE PROCEDURE ABSTRACT
Europea Joural of Egieerig ad Techology Vol. 3 No., 5 ISSN 56-586 THE NUMERICAL SOLUTION OF THE NEWTONIAN FLUIDS FLOW DUE TO A STRETCHING CYLINDER BY SOR ITERATIVE PROCEDURE Atif Nazir, Tahir Mahmood ad
More informationOptimization of the Brownie Pan
Optimizatio of the Browie Pa Briaa Oshiro bsoshiro@uw.edu Patrick Larso palarso@uw.edu February 4, 2013 Sujay Cauligi sujayc@uw.edu Abstract I this paper we address the effect that pa shape has o uiformity
More informationBoundary layer problem on conveyor belt. Gabriella Bognár University of Miskolc 3515 Miskolc-Egyetemváros, Hungary
Boudary layer problem o coveyor belt Gabriella Bogár Uiversity of Miskolc 355 Miskolc-Egyetemváros, Hugary e-mail: matvbg@ui-miskolc.hu Abstract: A techologically importat source of the boudary layer pheomeo
More informationMETHOD OF FUNDAMENTAL SOLUTIONS FOR HELMHOLTZ EIGENVALUE PROBLEMS IN ELLIPTICAL DOMAINS
Please cite this article as: Staisław Kula, Method of fudametal solutios for Helmholtz eigevalue problems i elliptical domais, Scietific Research of the Istitute of Mathematics ad Computer Sciece, 009,
More informationANALYSIS OF DAMPING EFFECT ON BEAM VIBRATION
Molecular ad Quatum Acoustics vol. 7, (6) 79 ANALYSIS OF DAMPING EFFECT ON BEAM VIBRATION Jerzy FILIPIAK 1, Lech SOLARZ, Korad ZUBKO 1 Istitute of Electroic ad Cotrol Systems, Techical Uiversity of Czestochowa,
More informationMATHEMATICAL MODELLING OF ARCH FORMATION IN GRANULAR MATERIALS
6 th INTERNATIONAL MULTIDISCIPLINARY CONFERENCE MATHEMATICAL MODELLING OF ARCH FORMATION IN GRANULAR MATERIALS Istva eppler SZIE Faculty of Mechaics, H-2103 Gödöllő Páter. 1., Hugary Abstract: The mathematical
More informationA New Recursion for Space-Filling Geometric Fractals
A New Recursio for Space-Fillig Geometric Fractals Joh Shier Abstract. A recursive two-dimesioal geometric fractal costructio based upo area ad perimeter is described. For circles the radius of the ext
More information62. Power series Definition 16. (Power series) Given a sequence {c n }, the series. c n x n = c 0 + c 1 x + c 2 x 2 + c 3 x 3 +
62. Power series Defiitio 16. (Power series) Give a sequece {c }, the series c x = c 0 + c 1 x + c 2 x 2 + c 3 x 3 + is called a power series i the variable x. The umbers c are called the coefficiets of
More informationThe target reliability and design working life
Safety ad Security Egieerig IV 161 The target reliability ad desig workig life M. Holický Kloker Istitute, CTU i Prague, Czech Republic Abstract Desig workig life ad target reliability levels recommeded
More informationMAT1026 Calculus II Basic Convergence Tests for Series
MAT026 Calculus II Basic Covergece Tests for Series Egi MERMUT 202.03.08 Dokuz Eylül Uiversity Faculty of Sciece Departmet of Mathematics İzmir/TURKEY Cotets Mootoe Covergece Theorem 2 2 Series of Real
More informationRay Optics Theory and Mode Theory. Dr. Mohammad Faisal Dept. of EEE, BUET
Ray Optics Theory ad Mode Theory Dr. Mohammad Faisal Dept. of, BUT Optical Fiber WG For light to be trasmitted through fiber core, i.e., for total iteral reflectio i medium, > Ray Theory Trasmissio Ray
More informationFor example suppose we divide the interval [0,2] into 5 equal subintervals of length
Math 1206 Calculus Sec 1: Estimatig with Fiite Sums Abbreviatios: wrt with respect to! for all! there exists! therefore Def defiitio Th m Theorem sol solutio! perpedicular iff or! if ad oly if pt poit
More informationThe axial dispersion model for tubular reactors at steady state can be described by the following equations: dc dz R n cn = 0 (1) (2) 1 d 2 c.
5.4 Applicatio of Perturbatio Methods to the Dispersio Model for Tubular Reactors The axial dispersio model for tubular reactors at steady state ca be described by the followig equatios: d c Pe dz z =
More informationL 5 & 6: RelHydro/Basel. f(x)= ( ) f( ) ( ) ( ) ( ) n! 1! 2! 3! If the TE of f(x)= sin(x) around x 0 is: sin(x) = x - 3! 5!
aylor epasio: Let ƒ() be a ifiitely differetiable real fuctio. At ay poit i the eighbourhood of =0, the fuctio ca be represeted as a power series of the followig form: X 0 f(a) f() ƒ() f()= ( ) f( ) (
More informationUsing An Accelerating Method With The Trapezoidal And Mid-Point Rules To Evaluate The Double Integrals With Continuous Integrands Numerically
ISSN -50 (Paper) ISSN 5-05 (Olie) Vol.7, No., 017 Usig A Acceleratig Method With The Trapezoidal Ad Mid-Poit Rules To Evaluate The Double Itegrals With Cotiuous Itegrads Numerically Azal Taha Abdul Wahab
More informationComparison Study of Series Approximation. and Convergence between Chebyshev. and Legendre Series
Applied Mathematical Scieces, Vol. 7, 03, o. 6, 3-337 HIKARI Ltd, www.m-hikari.com http://d.doi.org/0.988/ams.03.3430 Compariso Study of Series Approimatio ad Covergece betwee Chebyshev ad Legedre Series
More informationCO-LOCATED DIFFUSE APPROXIMATION METHOD FOR TWO DIMENSIONAL INCOMPRESSIBLE CHANNEL FLOWS
CO-LOCATED DIFFUSE APPROXIMATION METHOD FOR TWO DIMENSIONAL INCOMPRESSIBLE CHANNEL FLOWS C.PRAX ad H.SADAT Laboratoire d'etudes Thermiques,URA CNRS 403 40, Aveue du Recteur Pieau 86022 Poitiers Cedex,
More informationAPPENDIX A EARLY MODELS OF OXIDE CMP
APPENDIX A EALY MODELS OF OXIDE CMP Over the past decade ad a half several process models have bee proposed to elucidate the mechaism ad material removal rate i CMP. Each model addresses a specific aspect
More informationBACKMIXING IN SCREW EXTRUDERS
BACKMIXING IN SCREW EXTRUDERS Chris Rauwedaal, Rauwedaal Extrusio Egieerig, Ic. Paul Grama, The Madiso Group Abstract Mixig is a critical fuctio i most extrusio operatios. Oe of the most difficult mixig
More informationCHAPTER 10 INFINITE SEQUENCES AND SERIES
CHAPTER 10 INFINITE SEQUENCES AND SERIES 10.1 Sequeces 10.2 Ifiite Series 10.3 The Itegral Tests 10.4 Compariso Tests 10.5 The Ratio ad Root Tests 10.6 Alteratig Series: Absolute ad Coditioal Covergece
More informationSection 11.8: Power Series
Sectio 11.8: Power Series 1. Power Series I this sectio, we cosider geeralizig the cocept of a series. Recall that a series is a ifiite sum of umbers a. We ca talk about whether or ot it coverges ad i
More information(A sequence also can be thought of as the list of function values attained for a function f :ℵ X, where f (n) = x n for n 1.) x 1 x N +k x N +4 x 3
MATH 337 Sequeces Dr. Neal, WKU Let X be a metric space with distace fuctio d. We shall defie the geeral cocept of sequece ad limit i a metric space, the apply the results i particular to some special
More information577. Estimation of surface roughness using high frequency vibrations
577. Estimatio of surface roughess usig high frequecy vibratios V. Augutis, M. Sauoris, Kauas Uiversity of Techology Electroics ad Measuremets Systems Departmet Studetu str. 5-443, LT-5368 Kauas, Lithuaia
More informationis also known as the general term of the sequence
Lesso : Sequeces ad Series Outlie Objectives: I ca determie whether a sequece has a patter. I ca determie whether a sequece ca be geeralized to fid a formula for the geeral term i the sequece. I ca determie
More informationDeterministic Model of Multipath Fading for Circular and Parabolic Reflector Patterns
To appear i the Proceedigs of the 5 IEEE outheastco, (Ft. Lauderdale, FL), April 5 Determiistic Model of Multipath Fadig for Circular ad Parabolic Reflector Patters Dwight K. Hutcheso dhutche@clemso.edu
More informationTHE SYSTEMATIC AND THE RANDOM. ERRORS - DUE TO ELEMENT TOLERANCES OF ELECTRICAL NETWORKS
R775 Philips Res. Repts 26,414-423, 1971' THE SYSTEMATIC AND THE RANDOM. ERRORS - DUE TO ELEMENT TOLERANCES OF ELECTRICAL NETWORKS by H. W. HANNEMAN Abstract Usig the law of propagatio of errors, approximated
More informationChapter 10: Power Series
Chapter : Power Series 57 Chapter Overview: Power Series The reaso series are part of a Calculus course is that there are fuctios which caot be itegrated. All power series, though, ca be itegrated because
More information9.3 The INTEGRAL TEST; p-series
Lecture 9.3 & 9.4 Math 0B Nguye of 6 Istructor s Versio 9.3 The INTEGRAL TEST; p-series I this ad the followig sectio, you will study several covergece tests that apply to series with positive terms. Note
More informationAlternating Series. 1 n 0 2 n n THEOREM 9.14 Alternating Series Test Let a n > 0. The alternating series. 1 n a n.
0_0905.qxd //0 :7 PM Page SECTION 9.5 Alteratig Series Sectio 9.5 Alteratig Series Use the Alteratig Series Test to determie whether a ifiite series coverges. Use the Alteratig Series Remaider to approximate
More informationNumerical simulation of two-phase Darcy-Forchheimer flow during CO 2 injection into deep saline aquifers. Andi Zhang Feb. 4, 2013
Numerical simulatio of two-phase Darcy-Forchheimer flow durig CO 2 ijectio ito deep salie aquifers Adi Zhag Feb. 4, 2013 Darcy flow VS o-darcy flow Darcy flow A liear relatioship betwee volumetric flow
More informationInvariability of Remainder Based Reversible Watermarking
Joural of Network Itelligece c 16 ISSN 21-8105 (Olie) Taiwa Ubiquitous Iformatio Volume 1, Number 1, February 16 Ivariability of Remaider Based Reversible Watermarkig Shao-Wei Weg School of Iformatio Egieerig
More informationSection 13.3 Area and the Definite Integral
Sectio 3.3 Area ad the Defiite Itegral We ca easily fid areas of certai geometric figures usig well-kow formulas: However, it is t easy to fid the area of a regio with curved sides: METHOD: To evaluate
More informationSUPPLEMENTARY INFORMATION
DOI: 10.1038/NPHYS309 O the reality of the quatum state Matthew F. Pusey, 1, Joatha Barrett, ad Terry Rudolph 1 1 Departmet of Physics, Imperial College Lodo, Price Cosort Road, Lodo SW7 AZ, Uited Kigdom
More informationTopic 9: Sampling Distributions of Estimators
Topic 9: Samplig Distributios of Estimators Course 003, 2016 Page 0 Samplig distributios of estimators Sice our estimators are statistics (particular fuctios of radom variables), their distributio ca be
More information1. pn junction under bias 2. I-Vcharacteristics
Lecture 10 The p Juctio (II) 1 Cotets 1. p juctio uder bias 2. I-Vcharacteristics 2 Key questios Why does the p juctio diode exhibit curret rectificatio? Why does the juctio curret i forward bias icrease
More informationChapter 7 z-transform
Chapter 7 -Trasform Itroductio Trasform Uilateral Trasform Properties Uilateral Trasform Iversio of Uilateral Trasform Determiig the Frequecy Respose from Poles ad Zeros Itroductio Role i Discrete-Time
More informationA STUDY ON MHD BOUNDARY LAYER FLOW OVER A NONLINEAR STRETCHING SHEET USING IMPLICIT FINITE DIFFERENCE METHOD
IRET: Iteratioal oural of Research i Egieerig ad Techology eissn: 39-63 pissn: 3-7308 A STUDY ON MHD BOUNDARY LAYER FLOW OVER A NONLINEAR STRETCHING SHEET USING IMPLICIT FINITE DIFFERENCE METHOD Satish
More informationOPTIMAL PIECEWISE UNIFORM VECTOR QUANTIZATION OF THE MEMORYLESS LAPLACIAN SOURCE
Joural of ELECTRICAL EGIEERIG, VOL. 56, O. 7-8, 2005, 200 204 OPTIMAL PIECEWISE UIFORM VECTOR QUATIZATIO OF THE MEMORYLESS LAPLACIA SOURCE Zora H. Perić Veljo Lj. Staović Alesadra Z. Jovaović Srdja M.
More informationStatistical Analysis on Uncertainty for Autocorrelated Measurements and its Applications to Key Comparisons
Statistical Aalysis o Ucertaity for Autocorrelated Measuremets ad its Applicatios to Key Comparisos Nie Fa Zhag Natioal Istitute of Stadards ad Techology Gaithersburg, MD 0899, USA Outlies. Itroductio.
More informationA NEW CLASS OF 2-STEP RATIONAL MULTISTEP METHODS
Jural Karya Asli Loreka Ahli Matematik Vol. No. (010) page 6-9. Jural Karya Asli Loreka Ahli Matematik A NEW CLASS OF -STEP RATIONAL MULTISTEP METHODS 1 Nazeeruddi Yaacob Teh Yua Yig Norma Alias 1 Departmet
More informationSize, shape and temperature effect on nanomaterials
Idia Joural of Pure & Applied Physics Vol. 53, November 2015, pp. 768-775 Size, shape ad temperature effect o aomaterials G Sharma, S Bhatt, R Kumar & M Kumar* Departmet of Physics, G.B. Pat Uiversity
More informationdu x Theory Viscosity is a measure of resistance to flow. [1] Figure 1 illustrates this. F A d y
F Compariso of differet methods to characterize the rheological behaviour of complex foods Master Thesis i Chemical Egieerig, Lud Uiversity, 200 Aette Juldorf Abstract I this article the viscosity is measured
More informationTaylor polynomial solution of difference equation with constant coefficients via time scales calculus
TMSCI 3, o 3, 129-135 (2015) 129 ew Treds i Mathematical Scieces http://wwwtmscicom Taylor polyomial solutio of differece equatio with costat coefficiets via time scales calculus Veysel Fuat Hatipoglu
More informationFree Space Optical Wireless Communications under Turbulence Channel Effect
IOSR Joural of Electroics ad Commuicatio Egieerig (IOSR-JECE) e-issn: 78-834,p- ISSN: 78-8735.Volume 9, Issue 3, Ver. III (May - Ju. 014), PP 01-08 Free Space Optical Wireless Commuicatios uder Turbulece
More informationCEE 522 Autumn Uncertainty Concepts for Geotechnical Engineering
CEE 5 Autum 005 Ucertaity Cocepts for Geotechical Egieerig Basic Termiology Set A set is a collectio of (mutually exclusive) objects or evets. The sample space is the (collectively exhaustive) collectio
More informationPRELIM PROBLEM SOLUTIONS
PRELIM PROBLEM SOLUTIONS THE GRAD STUDENTS + KEN Cotets. Complex Aalysis Practice Problems 2. 2. Real Aalysis Practice Problems 2. 4 3. Algebra Practice Problems 2. 8. Complex Aalysis Practice Problems
More informationEVALUATION OF GLASS FIBER/EPOXY INTERFACIAL STRENGTH BY THE CRUCIFORM SPECIMEN METHOD
EVALUATION OF GLASS FIBER/EPOX INTERFACIAL STRENGTH B THE CRUCIFORM SPECIMEN METHOD Ju KOANAGI, Hajime KATO, Akihiro KASHIMA, uichi IGARASHI, Keichi WATANABE 3, Ichiro UENO 4 ad Shiji OGIHARA 4 Istitute
More informationA CONFINEMENT MODEL OF HIGH STRENGTH CONCRETE
3 th World Coferece o Earthquake Egieerig Vacouver, B.C., Caada August -6, 24 Paper No. 873 A CONFINEMENT MODEL OF HIGH STRENGTH CONCRETE Nobutaka NAKAZAWA, Kazuhiko KAWASHIMA 2, Gakuho WATANABE 3, Ju-ichi
More informationSection 7 Fundamentals of Sequences and Series
ectio Fudametals of equeces ad eries. Defiitio ad examples of sequeces A sequece ca be thought of as a ifiite list of umbers. 0, -, -0, -, -0...,,,,,,. (iii),,,,... Defiitio: A sequece is a fuctio which
More informationFIR Filter Design: Part II
EEL335: Discrete-Time Sigals ad Systems. Itroductio I this set of otes, we cosider how we might go about desigig FIR filters with arbitrary frequecy resposes, through compositio of multiple sigle-peak
More informationChapter 4 : Laplace Transform
4. Itroductio Laplace trasform is a alterative to solve the differetial equatio by the complex frequecy domai ( s = σ + jω), istead of the usual time domai. The DE ca be easily trasformed ito a algebraic
More informationNumerical Methods in Fourier Series Applications
Numerical Methods i Fourier Series Applicatios Recall that the basic relatios i usig the Trigoometric Fourier Series represetatio were give by f ( x) a o ( a x cos b x si ) () where the Fourier coefficiets
More informationPrinciple Of Superposition
ecture 5: PREIMINRY CONCEP O RUCUR NYI Priciple Of uperpositio Mathematically, the priciple of superpositio is stated as ( a ) G( a ) G( ) G a a or for a liear structural system, the respose at a give
More informationSCORE. Exam 2. MA 114 Exam 2 Fall 2016
MA 4 Exam Fall 06 Exam Name: Sectio ad/or TA: Do ot remove this aswer page you will retur the whole exam. You will be allowed two hours to complete this test. No books or otes may be used. You may use
More informationLesson 10: Limits and Continuity
www.scimsacademy.com Lesso 10: Limits ad Cotiuity SCIMS Academy 1 Limit of a fuctio The cocept of limit of a fuctio is cetral to all other cocepts i calculus (like cotiuity, derivative, defiite itegrals
More informationThe AMSU Observation Bias Correction and Its Application Retrieval Scheme, and Typhoon Analysis
The AMSU Observatio Bias Correctio ad Its Applicatio Retrieval Scheme, ad Typhoo Aalysis Chie-Be Chou, Kug-Hwa Wag Cetral Weather Bureau, Taipei, Taiwa, R.O.C. Abstract Sice most of AMSU chaels have a
More informationA proposed discrete distribution for the statistical modeling of
It. Statistical Ist.: Proc. 58th World Statistical Cogress, 0, Dubli (Sessio CPS047) p.5059 A proposed discrete distributio for the statistical modelig of Likert data Kidd, Marti Cetre for Statistical
More informationModified Logistic Maps for Cryptographic Application
Applied Mathematics, 25, 6, 773-782 Published Olie May 25 i SciRes. http://www.scirp.org/joural/am http://dx.doi.org/.4236/am.25.6573 Modified Logistic Maps for Cryptographic Applicatio Shahram Etemadi
More informationRiesz-Fischer Sequences and Lower Frame Bounds
Zeitschrift für Aalysis ud ihre Aweduge Joural for Aalysis ad its Applicatios Volume 1 (00), No., 305 314 Riesz-Fischer Sequeces ad Lower Frame Bouds P. Casazza, O. Christese, S. Li ad A. Lider Abstract.
More informationMath 113 Exam 3 Practice
Math Exam Practice Exam will cover.-.9. This sheet has three sectios. The first sectio will remid you about techiques ad formulas that you should kow. The secod gives a umber of practice questios for you
More informationOn the Blasius correlation for friction factors
O the Blasius correlatio for frictio factors Trih, Khah Tuoc Istitute of Food Nutritio ad Huma Health Massey Uiversity, New Zealad K.T.Trih@massey.ac.z Abstract The Blasius empirical correlatio for turbulet
More informationCOMM 602: Digital Signal Processing
COMM 60: Digital Sigal Processig Lecture 4 -Properties of LTIS Usig Z-Trasform -Iverse Z-Trasform Properties of LTIS Usig Z-Trasform Properties of LTIS Usig Z-Trasform -ve +ve Properties of LTIS Usig Z-Trasform
More informationThe z-transform. 7.1 Introduction. 7.2 The z-transform Derivation of the z-transform: x[n] = z n LTI system, h[n] z = re j
The -Trasform 7. Itroductio Geeralie the complex siusoidal represetatio offered by DTFT to a represetatio of complex expoetial sigals. Obtai more geeral characteristics for discrete-time LTI systems. 7.
More informationSequences. Notation. Convergence of a Sequence
Sequeces A sequece is essetially just a list. Defiitio (Sequece of Real Numbers). A sequece of real umbers is a fuctio Z (, ) R for some real umber. Do t let the descriptio of the domai cofuse you; it
More informationTaylor expansion: Show that the TE of f(x)= sin(x) around. sin(x) = x - + 3! 5! L 7 & 8: MHD/ZAH
Taylor epasio: Let ƒ() be a ifiitely differetiable real fuctio. A ay poit i the eighbourhood of 0, the fuctio ƒ() ca be represeted by a power series of the followig form: X 0 f(a) f() f() ( ) f( ) ( )
More informationChapter 7: The z-transform. Chih-Wei Liu
Chapter 7: The -Trasform Chih-Wei Liu Outlie Itroductio The -Trasform Properties of the Regio of Covergece Properties of the -Trasform Iversio of the -Trasform The Trasfer Fuctio Causality ad Stability
More informationMathematical Methods for Physics and Engineering
Mathematical Methods for Physics ad Egieerig Lecture otes Sergei V. Shabaov Departmet of Mathematics, Uiversity of Florida, Gaiesville, FL 326 USA CHAPTER The theory of covergece. Numerical sequeces..
More informationMicroscopic traffic flow modeling
Chapter 34 Microscopic traffic flow modelig 34.1 Overview Macroscopic modelig looks at traffic flow from a global perspective, whereas microscopic modelig, as the term suggests, gives attetio to the details
More informationFinally, we show how to determine the moments of an impulse response based on the example of the dispersion model.
5.3 Determiatio of Momets Fially, we show how to determie the momets of a impulse respose based o the example of the dispersio model. For the dispersio model we have that E θ (θ ) curve is give by eq (4).
More informationThe Random Walk For Dummies
The Radom Walk For Dummies Richard A Mote Abstract We look at the priciples goverig the oe-dimesioal discrete radom walk First we review five basic cocepts of probability theory The we cosider the Beroulli
More informationTMA4245 Statistics. Corrected 30 May and 4 June Norwegian University of Science and Technology Department of Mathematical Sciences.
Norwegia Uiversity of Sciece ad Techology Departmet of Mathematical Scieces Corrected 3 May ad 4 Jue Solutios TMA445 Statistics Saturday 6 May 9: 3: Problem Sow desity a The probability is.9.5 6x x dx
More informationA statistical method to determine sample size to estimate characteristic value of soil parameters
A statistical method to determie sample size to estimate characteristic value of soil parameters Y. Hojo, B. Setiawa 2 ad M. Suzuki 3 Abstract Sample size is a importat factor to be cosidered i determiig
More informationAP Calculus Chapter 9: Infinite Series
AP Calculus Chapter 9: Ifiite Series 9. Sequeces a, a 2, a 3, a 4, a 5,... Sequece: A fuctio whose domai is the set of positive itegers = 2 3 4 a = a a 2 a 3 a 4 terms of the sequece Begi with the patter
More informationMathematical Modeling of Optimum 3 Step Stress Accelerated Life Testing for Generalized Pareto Distribution
America Joural of Theoretical ad Applied Statistics 05; 4(: 6-69 Published olie May 8, 05 (http://www.sciecepublishiggroup.com/j/ajtas doi: 0.648/j.ajtas.05040. ISSN: 6-8999 (Prit; ISSN: 6-9006 (Olie Mathematical
More informationFormation of A Supergain Array and Its Application in Radar
Formatio of A Supergai Array ad ts Applicatio i Radar Tra Cao Quye, Do Trug Kie ad Bach Gia Duog. Research Ceter for Electroic ad Telecommuicatios, College of Techology (Coltech, Vietam atioal Uiversity,
More informationExample: Find the SD of the set {x j } = {2, 4, 5, 8, 5, 11, 7}.
1 (*) If a lot of the data is far from the mea, the may of the (x j x) 2 terms will be quite large, so the mea of these terms will be large ad the SD of the data will be large. (*) I particular, outliers
More information10.6 ALTERNATING SERIES
0.6 Alteratig Series Cotemporary Calculus 0.6 ALTERNATING SERIES I the last two sectios we cosidered tests for the covergece of series whose terms were all positive. I this sectio we examie series whose
More informationA Block Cipher Using Linear Congruences
Joural of Computer Sciece 3 (7): 556-560, 2007 ISSN 1549-3636 2007 Sciece Publicatios A Block Cipher Usig Liear Cogrueces 1 V.U.K. Sastry ad 2 V. Jaaki 1 Academic Affairs, Sreeidhi Istitute of Sciece &
More informationSieve Estimators: Consistency and Rates of Convergence
EECS 598: Statistical Learig Theory, Witer 2014 Topic 6 Sieve Estimators: Cosistecy ad Rates of Covergece Lecturer: Clayto Scott Scribe: Julia Katz-Samuels, Brado Oselio, Pi-Yu Che Disclaimer: These otes
More informationINFINITE SEQUENCES AND SERIES
11 INFINITE SEQUENCES AND SERIES INFINITE SEQUENCES AND SERIES 11.4 The Compariso Tests I this sectio, we will lear: How to fid the value of a series by comparig it with a kow series. COMPARISON TESTS
More informationNUCLEATION 7.1 INTRODUCTION 7.2 HOMOGENEOUS NUCLEATION Embryos and nuclei CHAPTER 7
CHAPER 7 NUCLEAION 7.1 INRODUCION I this text, we focus our attetio o crystallie solids that form from the melt. he process begis with the creatio of a cluster of atoms of crystallie structure, which may
More informationOn a Smarandache problem concerning the prime gaps
O a Smaradache problem cocerig the prime gaps Felice Russo Via A. Ifate 7 6705 Avezzao (Aq) Italy felice.russo@katamail.com Abstract I this paper, a problem posed i [] by Smaradache cocerig the prime gaps
More informationDISTRIBUTION LAW Okunev I.V.
1 DISTRIBUTION LAW Okuev I.V. Distributio law belogs to a umber of the most complicated theoretical laws of mathematics. But it is also a very importat practical law. Nothig ca help uderstad complicated
More informationAlgorithm of Superposition of Boolean Functions Given with Truth Vectors
IJCSI Iteratioal Joural of Computer Sciece Issues, Vol 9, Issue 4, No, July ISSN (Olie: 694-84 wwwijcsiorg 9 Algorithm of Superpositio of Boolea Fuctios Give with Truth Vectors Aatoly Plotikov, Aleader
More informationAdvanced Analysis. Min Yan Department of Mathematics Hong Kong University of Science and Technology
Advaced Aalysis Mi Ya Departmet of Mathematics Hog Kog Uiversity of Sciece ad Techology September 3, 009 Cotets Limit ad Cotiuity 7 Limit of Sequece 8 Defiitio 8 Property 3 3 Ifiity ad Ifiitesimal 8 4
More informationModule 18 Discrete Time Signals and Z-Transforms Objective: Introduction : Description: Discrete Time Signal representation
Module 8 Discrete Time Sigals ad Z-Trasforms Objective:To uderstad represetig discrete time sigals, apply z trasform for aalyzigdiscrete time sigals ad to uderstad the relatio to Fourier trasform Itroductio
More informationChapter 9: Numerical Differentiation
178 Chapter 9: Numerical Differetiatio Numerical Differetiatio Formulatio of equatios for physical problems ofte ivolve derivatives (rate-of-chage quatities, such as velocity ad acceleratio). Numerical
More informationBayesian and E- Bayesian Method of Estimation of Parameter of Rayleigh Distribution- A Bayesian Approach under Linex Loss Function
Iteratioal Joural of Statistics ad Systems ISSN 973-2675 Volume 12, Number 4 (217), pp. 791-796 Research Idia Publicatios http://www.ripublicatio.com Bayesia ad E- Bayesia Method of Estimatio of Parameter
More information18.440, March 9, Stirling s formula
Stirlig s formula 8.44, March 9, 9 The factorial fuctio! is importat i evaluatig biomial, hypergeometric, ad other probabilities. If is ot too large,! ca be computed directly, by calculators or computers.
More informationMAS275 Probability Modelling
MAS275 Probability Modellig 6 Poisso processes 6.1 Itroductio Poisso processes are a particularly importat topic i probability theory. The oe-dimesioal Poisso process, which most of this sectio will be
More information6.3 Testing Series With Positive Terms
6.3. TESTING SERIES WITH POSITIVE TERMS 307 6.3 Testig Series With Positive Terms 6.3. Review of what is kow up to ow I theory, testig a series a i for covergece amouts to fidig the i= sequece of partial
More informationSingular Continuous Measures by Michael Pejic 5/14/10
Sigular Cotiuous Measures by Michael Peic 5/4/0 Prelimiaries Give a set X, a σ-algebra o X is a collectio of subsets of X that cotais X ad ad is closed uder complemetatio ad coutable uios hece, coutable
More informationA PROCEDURE TO MODIFY THE FREQUENCY AND ENVELOPE CHARACTERISTICS OF EMPIRICAL GREEN'S FUNCTION. Lin LU 1 SUMMARY
A POCEDUE TO MODIFY THE FEQUENCY AND ENVELOPE CHAACTEISTICS OF EMPIICAL GEEN'S FUNCTION Li LU SUMMAY Semi-empirical method, which divides the fault plae of large earthquake ito mets ad uses small groud
More informationAlgebra of Least Squares
October 19, 2018 Algebra of Least Squares Geometry of Least Squares Recall that out data is like a table [Y X] where Y collects observatios o the depedet variable Y ad X collects observatios o the k-dimesioal
More information