A Robust Cohesive Zone Model for Cyclic Loading

Size: px
Start display at page:

Download "A Robust Cohesive Zone Model for Cyclic Loading"

Transcription

1 14 h Inernaional LS-DYNA Users Conference Session: Simulaion A Robus Cohesive Zone Model for Cyclic Loading Ala Tabiei and Wenlong Zhang Deparmen of Mechanical Engineering Universiy of Cincinnai, Cincinnai, OH Absrac Cohesive elemen approach is a promising way o simulae crack propagaion. Commonly used cohesive laws include bilinear law, rapezoidal law and exponenial law. However, research has found ha when exponenial cohesive law is unloading or reloading, he racion curve canno remain coninuous when he mixed mode raio changes. (Kreging 005) [1] In his paper, he disconinuiy behavior of exponenial law is discussed and a remedy is given o handle ha. Insead of using a consan unloading slope, we use an unloading and reloading slope ha changes wih mixed mode raio, like he damage parameer used in bilinear model. Improved Xu-Needleman s exponenial cohesive law will be used as an example o show his improvemen. Is applicaion in cyclic loading for faigue failure is presened. Keywords: Cohesive zone model; Improved Xu-Needleman cohesive law; Bilinear cohesive law; Unloading behavior; Reloading behavior; Coninuiy; Cyclic loading Inroducion The concep of cohesive zone, firsly conceived by Dugdale (1960) [] and Barenbla (196) [3], is used o handle he process zone ahead of crack ip ha linear elasic fracure mechanics (LEFM) doesn work well when he process zone is no sufficienly small compared o he srucural size. I reas he process zone as a cohesive zone in which here exiss racion beween wo virual surfaces ahead of he crack ip and i degrades as he separaion beween he surfaces increases, and when he racion decrease o zero, he virual surfaces are considered o form real crack surfaces. The area under he racion separaion curve is he energy consumed o open he surfaces, hus conneced wih physical model. This mehod is sraighforward and powerful. I can be used o handle fracure problems whose geomery has or doesn have iniial cracks (or blun crack), and he laer one is hard o do in LEFM. In 1976, Hillerborg [4] firs applied cohesive zone model in finie elemen mehod o simulaion crack iniiaion and growh in concree beam. In 1994 Xu and Needleman [5] firs insered cohesive inerface elemens o every elemen inerface o allow arbirary dynamic crack propagaion and produced good resuls. These cohesive inerface elemens have zero hickness and are insered prior o he beginning of simulaion, and i s called inrinsic approach. The success of Xu and Needleman brough an encouraging insigh ino he fracure simulaion ha crack propagaion can be simulaed in a much easier way where no complicaed failure crieria and opologies bu only he informaion of cohesive zone model is needed. Similar o Xu and Needleman, Oriz (1999) [6] used zero hickness cohesive elemen in a way ha insead of having cohesive inerface elemens a he beginning of simulaion, hey are insered progressively o locaions where cerain crierion is me, like sress reaching maerial srengh and his is referred o as exrinsic approach. There are oher ways o imbed cohesive zone models ino fracure simulaions, like using Pariion of Uniy Mehod (PUM) in Exended Finie Elemen Mehod [7], or smeared crack approach [8]. June 1-14,

2 Session: Simulaion 14 h Inernaional LS-DYNA Users Conference Large aenion has been pu on cohesive racion separaion law (TSL) since i is he only informaion conrols he cohesive zone model behavior. Various TSLs are proposed by differen people, he bigges differen beween hese TSLs is he shape. The mos common shapes are bilinear (Camanho 003) [9], exponenial (Xu 1993)[5], and rapezoidal (Tvergaard V, Huchinson 199) [10]. Alhough he shape of TSL are differen, hey all have common feaures ha he area under he racion-separaion curve represens he criical energy release rae, and he maximum racion represens he maximum ensile or shear srengh in he maerial. Differen sudies have been carried ou on he influence of cohesive law shape on he simulaion resul. K. Volokh 004 [11] used differen cohesive laws on a block peel es and showed he shape of cohesive zone model is imporan. Giulio Alfano 005 [1] conduced a comprehensive sudy and concluded ha for a ypical double canilever beam es he soluion is pracically independen from he shape of cohesive law, whereas up o 15% difference in he maximum load is recorded in a rigid compac specimen. Among hese various cohesive models we are especially ineresed in he exponenial cohesive model since we observed some disconinuiy in he racion curve as i unloads or reloads in a differen mixed mode raio, and i will be elaboraed in deail in secion. A cohesive law is called irreversible if i considers damage accumulaion and is unloading pah don follow he same loading pah. When irreversible cohesive law is used, an unloading and reloading pah needs o be defined o deermine he unloading and reloading behavior. In his paper, bilinear and exponenial cohesive law s racion separaion law will be briefly reviewed and hen heir unloading and reloading behavior will be examined. A disconinuous behavior during he reloading process of exponenial law is observed (Figure 1) when i s reloading a a differen mixed mode raio. The mixed mode raio we used in his paper is he raio beween angenial separaion rae and normal separaion rae: r = n Two condiions in combinaion caused his disconinuiy behavior: (1) Unloading and reloading behavior is described using a consan slope, and his is wha commonly used in lieraure [13-15]. () The mixed mode raio r changes during he unloading or reloading process. Figure 1: Disconinuiy in Improved Xu-Needleman s model when reload a differen mixed mode raio using consan unloading/reloading slope Bilinear cohesive law and is unloading and reloading behavior 1- June 1-14, 016

3 14 h Inernaional LS-DYNA Users Conference Session: Simulaion We will sar by looking a a bilinear cohesive law by Camanho (003) [9]. I is formulaed based on damage mechanics and B-K (1997) mixed mode crierion [16] and was implemened in LS-DYNA s maerial library as MAT_138 [17]. In bilinear cohesive law, i considers he mixed mode separaion (Equaion 1) as an inpu and uses i o calculae he damage parameer (Equaion ), which is incorporaed in he expression of racion separaion relaionship: δ = δ 1 + δ + δ 3 (1) Where δ 1 and δ corresponds o he in plane shear separaion; δ 3 is he normal separaion and is aken as 0 when i s negaive. x is he Macaulay bracke: x if x > 0 x = { 0 if x 0 () The damage parameer is: D = min ( δf δ max δ 0 δ max δ F, 1) (3) δ0 Where δ 0 (Equaion 4) is he mixed mode separaion corresponding o maximum racion, i corresponds o he poin when damage iniiaes. δ F (Equaion 5) is he mixed mode failure separaion, exceeding which he cohesive elemen will be considered failed and deleed. δ max records he hisory of mixed mode separaion δ and akes he larges posiive separaion in hisory. In his way he damage parameer canno decrease and his is how he irreversible behavior is conrolled. The damage parameer ranges from 0 o 1 and when i reaches 1 he cohesive elemen is considered oally damaged and no able o carry any more load. δ 0 = δ 0 I δ β II (4) (δ 0 II ) + (βδ 0 I ) δ F = { G IIC S (1 + β ) δ 0 [( EN α ) + ( ETβ α 1 α ) ] G IC G IIC δ 3 > 0 δ 3 0 (5) In hese equaions, δ I = δ 3 and δ II = δ 1 + δ ; β = δ II δ I, α is parameer deermined by user. Afer all he damage parameer is define, he racion can be expressed as: Normal seperaion: T = { E (1 D) δ 3 0 < δ 3 < δ F E Scale Facor δ 3 δ 3 < 0 (6) Tangenial separaion: S = G (1 D) δ 1 (or δ ) (7) Where E and G are elasic and shear modulus in cohesive law, and hey are usually aken as a much higher value han he elasic modulus of bulk maerial o minimize he exra compliance. June 1-14,

4 Session: Simulaion 14 h Inernaional LS-DYNA Users Conference The way he damage parameer is formulaed in bilinear model makes i incorporae he mixed mode behavior hus no maer how he mixed mode raio changes, he bilinear cohesive law can always remain coninuous. As an example, a 3D and D plo is given in Figure, in he firs cycle of loading, he mixed mode raio is r = 1; in he reloading cycle, mixed mode raio changes o r = Figure : Coninuous behavior of bilinear cohesive law during unloading and reloading process when mixed mode raio changes Exponenial cohesive law and is disconinuiy during unloading and reloading process The exponenial cohesive law proposed by Xu and Needleman (1994) [5]was formed poenial based. For exponenial cohesive law, however, he damage parameer usually used in lieraure is no closely relaed o mixed mode separaion. In his paper an improved Xu-Needleman s cohesive law is adoped as an example. I is proposed by (Bosch 006) [18] o address he energy inconsisency in he mixed mode decohesion process. The energy consisency is esed by separaing he cohesive elemen in normal direcion firs for a cerain disance n before failure, hen separae in he angenial direcion ill failure. The normal and angenial energy versus normal displacemen in he firs sep is ploed in Figure 3 (a). And we can see in he improved exponenial cohesive model he oal energy is consan no maer how n changes. This is no he case in he bilinear model (Figure 3 (b)). 1-4 June 1-14, 016

5 14 h Inernaional LS-DYNA Users Conference Session: Simulaion Figure 3: (a) Energy consisency of improved exponenial cohesive model; (b) Energy inconsisency of bilinear cohesive model The modified Xu-Needleman s cohesive law has he following form: φ( n, ) = φ n [1 (1 + n ) exp ( n ) exp ( )] (8) δ n δ n T n = φ = φ n ( n ) exp ( n ) exp ( n δ n δ n δ n δ ) (9) T = φ = φ ( ) (1 + n ) exp ( n ) exp ( δ δ δ n δ n δ ) (10) Where δ n = φ n /(et n ), and δ = φ /(T n e/). Park (011) [44] saed ha poenial based models proposed under he condiion of monoonic separaion pah needs independen unloading and reloading relaions. The unloading and reloading behavior of he improved Xu-Needleman cohesive law is usually did by linear inerpolaion, like in paper of Kullari 014 [15]. When cohesive zone sars o unload, a raio beween he racion and separaion a ha poin is calculaed and used as he unloading and reloading slope. The damage parameer in normal and angenial direcion is given as: d n = 1 exp ( n,max δ n d = 1 exp (,max δ δ ) exp (,max δ ) (11) ) exp ( n,max ) (1 + n,max ) (1) δ n δ n And racion during he unloading and reloading process is calculaed by using: { T n = (1 d n )K n n T = (1 d )K (13) Where K n = G IC δ n = e T n /G IC and K = G IIC δ = et /G IIC are he iniial slope of he cohesive law in normal and angenial direcion. This works fine when mixed mode raio doesn change during he process, as shown in Figure 4. June 1-14,

6 Session: Simulaion 14 h Inernaional LS-DYNA Users Conference Figure 4: Linear inerpolaion for unloading and reloading behavior of improved exponenial law when he mixed mode raio doesn change However, when mixed mode raio changes, for example, from r = 1 in he firs load cycle o r = 0.5 in he second load cycle, he racion curve canno remain coninuous, like in Figure 5. This is because unlike he damage parameer in bilinear law, which is consanly updaing wih mixed mode raio hrough δ max, δ 0 and δ F, he inerpolaion based slope for exponenial law can only consider he mixed mode sae when i sar o unload. Figure 5: Disconinuiy during unloading and reloading process of improved exponenial law using consan slope when he mixed mode raio changes The consequence of his disconinuiy is no ye discussed in lieraure o he bes of auhor s knowledge, bu such disconinuiy is for sure undesirable in numerical simulaion and could possibly cause some numerical insabiliies. For crack propagaion problems, where unloading and reloading is likely o happen as energy keeps being released a he crack ip; For faigue simulaion where millions of cycles of reloading happen, i is possible ha he mixed mode raio changes during his process. So i is imporan o guaranee a coninuous and robus unloading and reloading behavior of he cohesive law. Remedies o fix he disconinuiy in unloading and reloading process of exponenial cohesive law when mixed mode raio changes Kreging in 005 [1] has alk abou his disconinuiy and ried o solve i using exrapolaion o updae he consan slope in he new load cycle. His remedy is based on an assumpion ha mixed mode raio doesn change wihin a load cycle. When he cohesive elemen sars o unload, he mixed mode separaion cycle1 is recorded and he corresponding angenial separaion and normal separaion n are used o calculae he unloading slope. When a new loading cycle sars, he mixed mode raio r for ha cycle is capured and exrapolaion is did o find a new pair of angenial and normal separaion, n ha will reach he mixed mode separaion cycle1 of he firs cycle. And his new pair of separaions is used o calculae he new reloading slope. I works well when mixed mode raio is consan wihin one loading cycle (Figure 6). 1-6 June 1-14, 016

7 14 h Inernaional LS-DYNA Users Conference Session: Simulaion Figure 6: Reloading behavior using Rene s exrapolaion mehod when mixed mode raio is consan wihin a cycle However, when he mixed mode raio changes during reloading period, for example i firs reloads following r = 1 hen changes o r = before i reaches maximum separaion max of las cycle, he curve can no longer be coninuous using Rene s exrapolaion mehod because he unloading and reloading slope using his mehod is consan wihin one loading cycle hus canno capure ha change (Figure 7). Figure 7: Disconinuiy in exponenial cohesive law using exrapolaion mehod when mixed mode raio changes wihin a load cycle To fix ha a new coninuous damage parameer ha considers he mixed mode raio change is proposed in his paper. The idea is o release he angenial separaion in damage facor for normal racion, and release he normal separaion in damage facor for angenial racion (Equaion 14, 15). Where n,max and,max are defined as: d n = exp ( n,max δ n ) exp ( δ ) (14) d = exp (,max δ ) exp ( n ) (1 + n ) (15) δ n δ n n,max = max (16) June 1-14,

8 Session: Simulaion 14 h Inernaional LS-DYNA Users Conference,max = max n (17) In his way, he mixed mode ineracion is considered for boh he unloading, reloading slope and he poin on max separaion envelop of las cycle. Then he racion will be calculaed using he same equaion: { T n = d n K n n T = d K when m m,max (18) When m = n + reaches he separaion envelope again, he racion separaion relaionship will follow he improved exponenial cohesive law again and m,max will increase correspondingly. Using he new damage parameer helps remain he coninuiy of cohesive law no maer wha loading and unloading pah is like, as shown in Figure 8, in which he mixed mode raio changed during he reloading period. Noe bilinear cohesive model also has he capabiliy o remain coninuous even when mixed mode raio changes wihin one load cycle. Figure 8: Coninuiy in exponenial cohesive law using proposed unloading and reloading mehod when mixed mode raio changes wihin a load cycle Implemenaion of he cohesive zone model o inerface faigue crack growh CZM has been used on faigue predicion by differen auhors. ([19][0]) Roe 003 [13]adoped Xu-Needleman s exponenial cohesive model for cyclic loading faigue analysis. His model incorporaed ypical damage evoluion laws: (1) damage only sars o accumulae if a deformaion is greaer han a criical magniude; () The incremen of damage is relaed o he incremen of deformaion a he curren load level; (3) There exis an endurance limi he sress below which can proceed cyclically wihou producing failure. Based on hese hree requiremens he gave he evoluion equaion: D c = [ T C δ σ f ] H( δ 0 ) and D c 0 (19) max Where H is Heaviside funcion. The presen damage evoluion law is formulaed using effecive cohesive zone quaniies. The resulan separaion,, and is incremen are defined as: 1-8 June 1-14, 016

9 14 h Inernaional LS-DYNA Users Conference Session: Simulaion The resul racion, T is defined as: = n +, = (0) T = T + S (1) A new parameer called cohesive zone endurance limi σ f is incorporaed via C f, he raio of σ f and he iniial undamaged cohesive normal srengh: C f = σ f σ max,0, 0.0 < C f < 1.0 () Afer he damage rae is calculaed, he curren cohesive srengh is hen scale down by σ max = σ max,0 (1 D), τ max = τ max,0 (1 D), (3) During he unloading and reloading process where he curren separaion is smaller han he larges value of las cycle, he racion is calculaed by T n = T n,max + k n ( u n u n,max ) (4) T = T,max + k ( u u,max ) (5) Where k n, k used in Roe s paper are consan values. In his paper ha consan slope is replaced by a parameer ha changes wih mixed mode raio o accoun for mixed mode raio change beween each loading cycles. An example is carried ou o show schemaically how our unloading and reloading mehodology of exponenial cohesive law help he coninuiy of he cohesive law. Make he angenial and normal separaion change cyclically and in such a way ha he mixed mode raio changes beween each cycle (Figure 9). Using consan unload and reload slope, we can see i he disconinuiy in he cohesive law is very obvious (Figure 10 (a)). However, for our proposed unloading and reloading mehodology, he cohesive law remains coninuous very well (Figure 10 (b)).anoher verificaion is done by making he separaion a funcion of sin (), like shown in figure 11. Again consan unloading slope (Figure 1 (a)) shows disconinuiy and our proposed mehod is no (Figure 1 (b)). June 1-14,

10 Session: Simulaion 14 h Inernaional LS-DYNA Users Conference Figure 9: Cyclic separaion hisory in cohesive model Figure 10: (a) Cyclic loading of exponenial cohesive law using consan unloading and reloading slope (b) Cyclic loading of exponenial cohesive law using proposed unloading and reloading mehodology Figure 11: Cyclic separaion hisory in cohesive model 1-10 June 1-14, 016

11 14 h Inernaional LS-DYNA Users Conference Session: Simulaion Figure 1: (a) Cyclic loading of exponenial cohesive law using consan unloading and reloading slope (b) Cyclic loading of exponenial cohesive law using proposed unloading and reloading mehodology Conclusion In his paper a brief review of cohesive zone model is carried ou, and he unloading and reloading behavior of bilinear and exponenial law is analyzed. I s found ha he commonly used consan unloading slope mehod for exponenial law could lead o disconinuiy when he mixed mode raio changes. Thus a new mehodology for unloading and reloading behavior of exponenial law is proposed and verified on faigue cyclic loading using wo differen loading hisories. The resul proves is abiliy o reain coninuiy under arbirary load and unload hisory ha consan unloading slope mehod couldn have. References [1] Kreging R. Cohesive zone models: Towards a robus implemenaion of irreversible behaviour. Philips Applied Technologies 005. [] Dugdale D. Yielding of seel shees conaining slis. J Mech Phys Solids 1960;8: [3] Barenbla GI. The mahemaical heory of equilibrium cracks in brile fracure. Adv Appl Mech 196;7: [4] Hillerborg A, Modéer M, Peersson P. Analysis of crack formaion and crack growh in concree by means of fracure mechanics and finie elemens. Cem Concr Res 1976;6: [5] Xu X, Needleman A. Numerical simulaions of fas crack growh in brile solids. J Mech Phys Solids 1994;4: [6] Oriz M, Pandolfi A. Finie-deformaion irreversible cohesive elemens for hree-dimensional crack-propagaion analysis. In J Numer Mehods Eng 1999;44: [7] Wells G, Sluys L. A new mehod for modelling cohesive cracks using finie elemens. In J Numer Mehods Eng 001;50: [8] Bors Rd, Remmers JJ, Needleman A, Abellan M. Discree vs smeared crack models for concree fracure: bridging he gap. In J Numer Anal Mehods Geomech 004;8: [9] Camanho PP, Davila C, De Moura M. Numerical simulaion of mixed-mode progressive delaminaion in composie maerials. J Composie Maer 003;37: [10] Tvergaard V, Huchinson JW. The influence of plasiciy on mixed mode inerface oughness. J Mech Phys Solids 1993;41: [11] Volokh KY. Comparison beween cohesive zone models. Communicaions in Numerical Mehods in Engineering 004;0: [1] Alfano G. On he influence of he shape of he inerface law on he applicaion of cohesive-zone models. Composies Sci Technol 006;66: [13] Roe K, Siegmund T. An irreversible cohesive zone model for inerface faigue crack growh simulaion. Eng Frac Mech 003;70:09-3. June 1-14,

12 Session: Simulaion 14 h Inernaional LS-DYNA Users Conference [14] Nguyen O, Repeo E, Oriz M, Radovizky R. A cohesive model of faigue crack growh. In J Frac 001;110: [15] Kolluri M, Hoefnagels J, van Dommelen J, Geers M. Irreversible mixed mode inerface delaminaion using a combined damage-plasiciy cohesive zone enabling unloading. In J Frac 014;185: [16] Benzeggagh M, Kenane M. Measuremen of mixed-mode delaminaion fracure oughness of unidirecional glass/epoxy composies wih mixed-mode bending apparaus. Composies Sci Technol 1996;56: [17] LSDYNA keyword user's manual, volume II, maerial models [18] Van den Bosch M, Schreurs P, Geers M. An improved descripion of he exponenial Xu and Needleman cohesive zone law for mixed-mode decohesion. Eng Frac Mech 006;73: [19] Bouvard J, Chaboche J, Feyel F, Gallerneau F. A cohesive zone model for faigue and creep faigue crack growh in single crysal superalloys. In J Faigue 009;31: [0] Turon A, Cosa J, Camanho P, Dávila C. Simulaion of delaminaion in composies under high-cycle faigue. Composies Par A: applied science and manufacuring 007;38: June 1-14, 016

Vehicle Arrival Models : Headway

Vehicle Arrival Models : Headway Chaper 12 Vehicle Arrival Models : Headway 12.1 Inroducion Modelling arrival of vehicle a secion of road is an imporan sep in raffic flow modelling. I has imporan applicaion in raffic flow simulaion where

More information

Combined Bending with Induced or Applied Torsion of FRP I-Section Beams

Combined Bending with Induced or Applied Torsion of FRP I-Section Beams Combined Bending wih Induced or Applied Torsion of FRP I-Secion Beams MOJTABA B. SIRJANI School of Science and Technology Norfolk Sae Universiy Norfolk, Virginia 34504 USA sirjani@nsu.edu STEA B. BONDI

More information

Physics 235 Chapter 2. Chapter 2 Newtonian Mechanics Single Particle

Physics 235 Chapter 2. Chapter 2 Newtonian Mechanics Single Particle Chaper 2 Newonian Mechanics Single Paricle In his Chaper we will review wha Newon s laws of mechanics ell us abou he moion of a single paricle. Newon s laws are only valid in suiable reference frames,

More information

Lecture 2-1 Kinematics in One Dimension Displacement, Velocity and Acceleration Everything in the world is moving. Nothing stays still.

Lecture 2-1 Kinematics in One Dimension Displacement, Velocity and Acceleration Everything in the world is moving. Nothing stays still. Lecure - Kinemaics in One Dimension Displacemen, Velociy and Acceleraion Everyhing in he world is moving. Nohing says sill. Moion occurs a all scales of he universe, saring from he moion of elecrons in

More information

Designing Information Devices and Systems I Spring 2019 Lecture Notes Note 17

Designing Information Devices and Systems I Spring 2019 Lecture Notes Note 17 EES 16A Designing Informaion Devices and Sysems I Spring 019 Lecure Noes Noe 17 17.1 apaciive ouchscreen In he las noe, we saw ha a capacior consiss of wo pieces on conducive maerial separaed by a nonconducive

More information

MECHANICS OF MATERIALS Poisson s Ratio

MECHANICS OF MATERIALS Poisson s Ratio Poisson s Raio For a slender bar subjeced o axial loading: ε x x y 0 The elongaion in he x-direcion i is accompanied by a conracion in he oher direcions. Assuming ha he maerial is isoropic (no direcional

More information

Chapter 7 Response of First-order RL and RC Circuits

Chapter 7 Response of First-order RL and RC Circuits Chaper 7 Response of Firs-order RL and RC Circuis 7.- The Naural Response of RL and RC Circuis 7.3 The Sep Response of RL and RC Circuis 7.4 A General Soluion for Sep and Naural Responses 7.5 Sequenial

More information

EXERCISES FOR SECTION 1.5

EXERCISES FOR SECTION 1.5 1.5 Exisence and Uniqueness of Soluions 43 20. 1 v c 21. 1 v c 1 2 4 6 8 10 1 2 2 4 6 8 10 Graph of approximae soluion obained using Euler s mehod wih = 0.1. Graph of approximae soluion obained using Euler

More information

Navneet Saini, Mayank Goyal, Vishal Bansal (2013); Term Project AML310; Indian Institute of Technology Delhi

Navneet Saini, Mayank Goyal, Vishal Bansal (2013); Term Project AML310; Indian Institute of Technology Delhi Creep in Viscoelasic Subsances Numerical mehods o calculae he coefficiens of he Prony equaion using creep es daa and Herediary Inegrals Mehod Navnee Saini, Mayank Goyal, Vishal Bansal (23); Term Projec

More information

ANALYSIS OF REINFORCED CONCRETE BUILDINGS IN FIRE

ANALYSIS OF REINFORCED CONCRETE BUILDINGS IN FIRE ANALYSIS OF REINFORCED CONCRETE BUILDINGS IN FIRE Dr Zhaohui Huang Universiy of Sheffield 6 May 2005 1 VULCAN layered slab elemens: connecion o beam elemens Plae Elemen Slab nodes y x Reference Plane h

More information

Reading from Young & Freedman: For this topic, read sections 25.4 & 25.5, the introduction to chapter 26 and sections 26.1 to 26.2 & 26.4.

Reading from Young & Freedman: For this topic, read sections 25.4 & 25.5, the introduction to chapter 26 and sections 26.1 to 26.2 & 26.4. PHY1 Elecriciy Topic 7 (Lecures 1 & 11) Elecric Circuis n his opic, we will cover: 1) Elecromoive Force (EMF) ) Series and parallel resisor combinaions 3) Kirchhoff s rules for circuis 4) Time dependence

More information

RC, RL and RLC circuits

RC, RL and RLC circuits Name Dae Time o Complee h m Parner Course/ Secion / Grade RC, RL and RLC circuis Inroducion In his experimen we will invesigae he behavior of circuis conaining combinaions of resisors, capaciors, and inducors.

More information

Lab 10: RC, RL, and RLC Circuits

Lab 10: RC, RL, and RLC Circuits Lab 10: RC, RL, and RLC Circuis In his experimen, we will invesigae he behavior of circuis conaining combinaions of resisors, capaciors, and inducors. We will sudy he way volages and currens change in

More information

KINEMATICS IN ONE DIMENSION

KINEMATICS IN ONE DIMENSION KINEMATICS IN ONE DIMENSION PREVIEW Kinemaics is he sudy of how hings move how far (disance and displacemen), how fas (speed and velociy), and how fas ha how fas changes (acceleraion). We say ha an objec

More information

CHAPTER 12 DIRECT CURRENT CIRCUITS

CHAPTER 12 DIRECT CURRENT CIRCUITS CHAPTER 12 DIRECT CURRENT CIUITS DIRECT CURRENT CIUITS 257 12.1 RESISTORS IN SERIES AND IN PARALLEL When wo resisors are conneced ogeher as shown in Figure 12.1 we said ha hey are conneced in series. As

More information

At the end of this lesson, the students should be able to understand

At the end of this lesson, the students should be able to understand Insrucional Objecives A he end of his lesson, he sudens should be able o undersand Sress concenraion and he facors responsible. Deerminaion of sress concenraion facor; experimenal and heoreical mehods.

More information

15. Vector Valued Functions

15. Vector Valued Functions 1. Vecor Valued Funcions Up o his poin, we have presened vecors wih consan componens, for example, 1, and,,4. However, we can allow he componens of a vecor o be funcions of a common variable. For example,

More information

ANALYSES OF THE INTERFACE BETWEEN WALL ELEMENTS AND RENDERING LAYERS. Extended Abstract

ANALYSES OF THE INTERFACE BETWEEN WALL ELEMENTS AND RENDERING LAYERS. Extended Abstract INSTITUTO SUPERIOR TÉCNICO Universidade Técnica de Lisboa ANALYSES OF THE INTERFACE BETWEEN WALL ELEMENTS AND RENDERING LAYERS Exended Absrac Sara Maria Garcia Gaspar Ocober, 2011 1 INTRODUCTION Adhesion

More information

EECE251. Circuit Analysis I. Set 4: Capacitors, Inductors, and First-Order Linear Circuits

EECE251. Circuit Analysis I. Set 4: Capacitors, Inductors, and First-Order Linear Circuits EEE25 ircui Analysis I Se 4: apaciors, Inducors, and Firs-Order inear ircuis Shahriar Mirabbasi Deparmen of Elecrical and ompuer Engineering Universiy of Briish olumbia shahriar@ece.ubc.ca Overview Passive

More information

Module 2 F c i k c s la l w a s o s f dif di fusi s o i n

Module 2 F c i k c s la l w a s o s f dif di fusi s o i n Module Fick s laws of diffusion Fick s laws of diffusion and hin film soluion Adolf Fick (1855) proposed: d J α d d d J (mole/m s) flu (m /s) diffusion coefficien and (mole/m 3 ) concenraion of ions, aoms

More information

Simulation-Solving Dynamic Models ABE 5646 Week 2, Spring 2010

Simulation-Solving Dynamic Models ABE 5646 Week 2, Spring 2010 Simulaion-Solving Dynamic Models ABE 5646 Week 2, Spring 2010 Week Descripion Reading Maerial 2 Compuer Simulaion of Dynamic Models Finie Difference, coninuous saes, discree ime Simple Mehods Euler Trapezoid

More information

Keywords: thermal stress; thermal fatigue; inverse analysis; heat conduction; regularization

Keywords: thermal stress; thermal fatigue; inverse analysis; heat conduction; regularization Proceedings Inverse Analysis for Esimaing Temperaure and Residual Sress Disribuions in a Pipe from Ouer Surface Temperaure Measuremen and Is Regularizaion Shiro Kubo * and Shoki Taguwa Deparmen of Mechanical

More information

Stability and Bifurcation in a Neural Network Model with Two Delays

Stability and Bifurcation in a Neural Network Model with Two Delays Inernaional Mahemaical Forum, Vol. 6, 11, no. 35, 175-1731 Sabiliy and Bifurcaion in a Neural Nework Model wih Two Delays GuangPing Hu and XiaoLing Li School of Mahemaics and Physics, Nanjing Universiy

More information

CHAPTER 2 Signals And Spectra

CHAPTER 2 Signals And Spectra CHAPER Signals And Specra Properies of Signals and Noise In communicaion sysems he received waveform is usually caegorized ino he desired par conaining he informaion, and he undesired par. he desired par

More information

3.1.3 INTRODUCTION TO DYNAMIC OPTIMIZATION: DISCRETE TIME PROBLEMS. A. The Hamiltonian and First-Order Conditions in a Finite Time Horizon

3.1.3 INTRODUCTION TO DYNAMIC OPTIMIZATION: DISCRETE TIME PROBLEMS. A. The Hamiltonian and First-Order Conditions in a Finite Time Horizon 3..3 INRODUCION O DYNAMIC OPIMIZAION: DISCREE IME PROBLEMS A. he Hamilonian and Firs-Order Condiions in a Finie ime Horizon Define a new funcion, he Hamilonian funcion, H. H he change in he oal value of

More information

Linear Response Theory: The connection between QFT and experiments

Linear Response Theory: The connection between QFT and experiments Phys540.nb 39 3 Linear Response Theory: The connecion beween QFT and experimens 3.1. Basic conceps and ideas Q: How do we measure he conduciviy of a meal? A: we firs inroduce a weak elecric field E, and

More information

Summary of shear rate kinematics (part 1)

Summary of shear rate kinematics (part 1) InroToMaFuncions.pdf 4 CM465 To proceed o beer-designed consiuive equaions, we need o know more abou maerial behavior, i.e. we need more maerial funcions o predic, and we need measuremens of hese maerial

More information

1. VELOCITY AND ACCELERATION

1. VELOCITY AND ACCELERATION 1. VELOCITY AND ACCELERATION 1.1 Kinemaics Equaions s = u + 1 a and s = v 1 a s = 1 (u + v) v = u + as 1. Displacemen-Time Graph Gradien = speed 1.3 Velociy-Time Graph Gradien = acceleraion Area under

More information

v A Since the axial rigidity k ij is defined by P/v A, we obtain Pa 3

v A Since the axial rigidity k ij is defined by P/v A, we obtain Pa 3 The The rd rd Inernaional Conference on on Design Engineering and Science, ICDES 14 Pilsen, Czech Pilsen, Republic, Czech Augus Republic, 1 Sepember 1-, 14 In-plane and Ou-of-plane Deflecion of J-shaped

More information

5. Stochastic processes (1)

5. Stochastic processes (1) Lec05.pp S-38.45 - Inroducion o Teleraffic Theory Spring 2005 Conens Basic conceps Poisson process 2 Sochasic processes () Consider some quaniy in a eleraffic (or any) sysem I ypically evolves in ime randomly

More information

Electrical and current self-induction

Electrical and current self-induction Elecrical and curren self-inducion F. F. Mende hp://fmnauka.narod.ru/works.hml mende_fedor@mail.ru Absrac The aricle considers he self-inducance of reacive elemens. Elecrical self-inducion To he laws of

More information

Structural Dynamics and Earthquake Engineering

Structural Dynamics and Earthquake Engineering Srucural Dynamics and Earhquae Engineering Course 1 Inroducion. Single degree of freedom sysems: Equaions of moion, problem saemen, soluion mehods. Course noes are available for download a hp://www.c.up.ro/users/aurelsraan/

More information

Sliding Mode Controller for Unstable Systems

Sliding Mode Controller for Unstable Systems S. SIVARAMAKRISHNAN e al., Sliding Mode Conroller for Unsable Sysems, Chem. Biochem. Eng. Q. 22 (1) 41 47 (28) 41 Sliding Mode Conroller for Unsable Sysems S. Sivaramakrishnan, A. K. Tangirala, and M.

More information

IB Physics Kinematics Worksheet

IB Physics Kinematics Worksheet IB Physics Kinemaics Workshee Wrie full soluions and noes for muliple choice answers. Do no use a calculaor for muliple choice answers. 1. Which of he following is a correc definiion of average acceleraion?

More information

6.01: Introduction to EECS I Lecture 8 March 29, 2011

6.01: Introduction to EECS I Lecture 8 March 29, 2011 6.01: Inroducion o EES I Lecure 8 March 29, 2011 6.01: Inroducion o EES I Op-Amps Las Time: The ircui Absracion ircuis represen sysems as connecions of elemens hrough which currens (hrough variables) flow

More information

Curling Stress Equation for Transverse Joint Edge of a Concrete Pavement Slab Based on Finite-Element Method Analysis

Curling Stress Equation for Transverse Joint Edge of a Concrete Pavement Slab Based on Finite-Element Method Analysis TRANSPORTATION RESEARCH RECORD 155 35 Curling Sress Equaion for Transverse Join Edge of a Concree Pavemen Slab Based on Finie-Elemen Mehod Analysis TATSUO NISHIZAWA, TADASHI FUKUDA, SABURO MATSUNO, AND

More information

On Measuring Pro-Poor Growth. 1. On Various Ways of Measuring Pro-Poor Growth: A Short Review of the Literature

On Measuring Pro-Poor Growth. 1. On Various Ways of Measuring Pro-Poor Growth: A Short Review of the Literature On Measuring Pro-Poor Growh 1. On Various Ways of Measuring Pro-Poor Growh: A Shor eview of he Lieraure During he pas en years or so here have been various suggesions concerning he way one should check

More information

V AK (t) I T (t) I TRM. V AK( full area) (t) t t 1 Axial turn-on. Switching losses for Phase Control and Bi- Directionally Controlled Thyristors

V AK (t) I T (t) I TRM. V AK( full area) (t) t t 1 Axial turn-on. Switching losses for Phase Control and Bi- Directionally Controlled Thyristors Applicaion Noe Swiching losses for Phase Conrol and Bi- Direcionally Conrolled Thyrisors V AK () I T () Causing W on I TRM V AK( full area) () 1 Axial urn-on Plasma spread 2 Swiching losses for Phase Conrol

More information

Bifurcation Analysis of a Stage-Structured Prey-Predator System with Discrete and Continuous Delays

Bifurcation Analysis of a Stage-Structured Prey-Predator System with Discrete and Continuous Delays Applied Mahemaics 4 59-64 hp://dx.doi.org/.46/am..4744 Published Online July (hp://www.scirp.org/ournal/am) Bifurcaion Analysis of a Sage-Srucured Prey-Predaor Sysem wih Discree and Coninuous Delays Shunyi

More information

( ) ( ) if t = t. It must satisfy the identity. So, bulkiness of the unit impulse (hyper)function is equal to 1. The defining characteristic is

( ) ( ) if t = t. It must satisfy the identity. So, bulkiness of the unit impulse (hyper)function is equal to 1. The defining characteristic is UNIT IMPULSE RESPONSE, UNIT STEP RESPONSE, STABILITY. Uni impulse funcion (Dirac dela funcion, dela funcion) rigorously defined is no sricly a funcion, bu disribuion (or measure), precise reamen requires

More information

Prediction of Concrete Fracture Mechanics Behavior and Size Effect using Cohesive Zone Modeling

Prediction of Concrete Fracture Mechanics Behavior and Size Effect using Cohesive Zone Modeling Predicion of Concree Fracure Mechanics Behavior and Size Effec using Cohesive Zone Modeling Kyoungsoo Park, Glaucio H. Paulino, Jeffery R. Roesler Deparmen of Civil and Environmenal Engineering Universiy

More information

Random Walk with Anti-Correlated Steps

Random Walk with Anti-Correlated Steps Random Walk wih Ani-Correlaed Seps John Noga Dirk Wagner 2 Absrac We conjecure he expeced value of random walks wih ani-correlaed seps o be exacly. We suppor his conjecure wih 2 plausibiliy argumens and

More information

Wall. x(t) f(t) x(t = 0) = x 0, t=0. which describes the motion of the mass in absence of any external forcing.

Wall. x(t) f(t) x(t = 0) = x 0, t=0. which describes the motion of the mass in absence of any external forcing. MECHANICS APPLICATIONS OF SECOND-ORDER ODES 7 Mechanics applicaions of second-order ODEs Second-order linear ODEs wih consan coefficiens arise in many physical applicaions. One physical sysems whose behaviour

More information

Predator - Prey Model Trajectories and the nonlinear conservation law

Predator - Prey Model Trajectories and the nonlinear conservation law Predaor - Prey Model Trajecories and he nonlinear conservaion law James K. Peerson Deparmen of Biological Sciences and Deparmen of Mahemaical Sciences Clemson Universiy Ocober 28, 213 Ouline Drawing Trajecories

More information

A First Course on Kinetics and Reaction Engineering. Class 19 on Unit 18

A First Course on Kinetics and Reaction Engineering. Class 19 on Unit 18 A Firs ourse on Kineics and Reacion Engineering lass 19 on Uni 18 Par I - hemical Reacions Par II - hemical Reacion Kineics Where We re Going Par III - hemical Reacion Engineering A. Ideal Reacors B. Perfecly

More information

23.2. Representing Periodic Functions by Fourier Series. Introduction. Prerequisites. Learning Outcomes

23.2. Representing Periodic Functions by Fourier Series. Introduction. Prerequisites. Learning Outcomes Represening Periodic Funcions by Fourier Series 3. Inroducion In his Secion we show how a periodic funcion can be expressed as a series of sines and cosines. We begin by obaining some sandard inegrals

More information

A Shooting Method for A Node Generation Algorithm

A Shooting Method for A Node Generation Algorithm A Shooing Mehod for A Node Generaion Algorihm Hiroaki Nishikawa W.M.Keck Foundaion Laboraory for Compuaional Fluid Dynamics Deparmen of Aerospace Engineering, Universiy of Michigan, Ann Arbor, Michigan

More information

Final Spring 2007

Final Spring 2007 .615 Final Spring 7 Overview The purpose of he final exam is o calculae he MHD β limi in a high-bea oroidal okamak agains he dangerous n = 1 exernal ballooning-kink mode. Effecively, his corresponds o

More information

Inventory Control of Perishable Items in a Two-Echelon Supply Chain

Inventory Control of Perishable Items in a Two-Echelon Supply Chain Journal of Indusrial Engineering, Universiy of ehran, Special Issue,, PP. 69-77 69 Invenory Conrol of Perishable Iems in a wo-echelon Supply Chain Fariborz Jolai *, Elmira Gheisariha and Farnaz Nojavan

More information

Kriging Models Predicting Atrazine Concentrations in Surface Water Draining Agricultural Watersheds

Kriging Models Predicting Atrazine Concentrations in Surface Water Draining Agricultural Watersheds 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 Kriging Models Predicing Arazine Concenraions in Surface Waer Draining Agriculural Waersheds Paul L. Mosquin, Jeremy Aldworh, Wenlin Chen Supplemenal Maerial Number

More information

Program: RFEM 5, RSTAB 8, RF-DYNAM Pro, DYNAM Pro. Category: Isotropic Linear Elasticity, Dynamics, Member

Program: RFEM 5, RSTAB 8, RF-DYNAM Pro, DYNAM Pro. Category: Isotropic Linear Elasticity, Dynamics, Member Verificaion Example Program: RFEM 5, RSTAB 8, RF-DYNAM Pro, DYNAM Pro Caegory: Isoropic Linear Elasiciy, Dynamics, Member Verificaion Example: 0104 Canilever Beam wih Periodic Exciaion 0104 Canilever Beam

More information

Analytic nonlinear elasto-viscosity of two types of BN and PI rubbers at large deformations

Analytic nonlinear elasto-viscosity of two types of BN and PI rubbers at large deformations Bulgarian Chemical Communicaions, Volume 48, Special Issue E (pp. 59-64) 016 Analyic nonlinear elaso-viscosiy of wo ypes of BN and PI rubbers a large deformaions K. B. Hadjov, A. S. Aleksandrov, M. P.

More information

Phys1112: DC and RC circuits

Phys1112: DC and RC circuits Name: Group Members: Dae: TA s Name: Phys1112: DC and RC circuis Objecives: 1. To undersand curren and volage characerisics of a DC RC discharging circui. 2. To undersand he effec of he RC ime consan.

More information

Lab #2: Kinematics in 1-Dimension

Lab #2: Kinematics in 1-Dimension Reading Assignmen: Chaper 2, Secions 2-1 hrough 2-8 Lab #2: Kinemaics in 1-Dimension Inroducion: The sudy of moion is broken ino wo main areas of sudy kinemaics and dynamics. Kinemaics is he descripion

More information

Mechanical Fatigue and Load-Induced Aging of Loudspeaker Suspension. Wolfgang Klippel,

Mechanical Fatigue and Load-Induced Aging of Loudspeaker Suspension. Wolfgang Klippel, Mechanical Faigue and Load-Induced Aging of Loudspeaker Suspension Wolfgang Klippel, Insiue of Acousics and Speech Communicaion Dresden Universiy of Technology presened a he ALMA Symposium 2012, Las Vegas

More information

Notes on Kalman Filtering

Notes on Kalman Filtering Noes on Kalman Filering Brian Borchers and Rick Aser November 7, Inroducion Daa Assimilaion is he problem of merging model predicions wih acual measuremens of a sysem o produce an opimal esimae of he curren

More information

Article from. Predictive Analytics and Futurism. July 2016 Issue 13

Article from. Predictive Analytics and Futurism. July 2016 Issue 13 Aricle from Predicive Analyics and Fuurism July 6 Issue An Inroducion o Incremenal Learning By Qiang Wu and Dave Snell Machine learning provides useful ools for predicive analyics The ypical machine learning

More information

Stochastic Model for Cancer Cell Growth through Single Forward Mutation

Stochastic Model for Cancer Cell Growth through Single Forward Mutation Journal of Modern Applied Saisical Mehods Volume 16 Issue 1 Aricle 31 5-1-2017 Sochasic Model for Cancer Cell Growh hrough Single Forward Muaion Jayabharahiraj Jayabalan Pondicherry Universiy, jayabharahi8@gmail.com

More information

Sub Module 2.6. Measurement of transient temperature

Sub Module 2.6. Measurement of transient temperature Mechanical Measuremens Prof. S.P.Venkaeshan Sub Module 2.6 Measuremen of ransien emperaure Many processes of engineering relevance involve variaions wih respec o ime. The sysem properies like emperaure,

More information

The equation to any straight line can be expressed in the form:

The equation to any straight line can be expressed in the form: Sring Graphs Par 1 Answers 1 TI-Nspire Invesigaion Suden min Aims Deermine a series of equaions of sraigh lines o form a paern similar o ha formed by he cables on he Jerusalem Chords Bridge. Deermine he

More information

Some Basic Information about M-S-D Systems

Some Basic Information about M-S-D Systems Some Basic Informaion abou M-S-D Sysems 1 Inroducion We wan o give some summary of he facs concerning unforced (homogeneous) and forced (non-homogeneous) models for linear oscillaors governed by second-order,

More information

Essential Microeconomics : OPTIMAL CONTROL 1. Consider the following class of optimization problems

Essential Microeconomics : OPTIMAL CONTROL 1. Consider the following class of optimization problems Essenial Microeconomics -- 6.5: OPIMAL CONROL Consider he following class of opimizaion problems Max{ U( k, x) + U+ ( k+ ) k+ k F( k, x)}. { x, k+ } = In he language of conrol heory, he vecor k is he vecor

More information

d 1 = c 1 b 2 - b 1 c 2 d 2 = c 1 b 3 - b 1 c 3

d 1 = c 1 b 2 - b 1 c 2 d 2 = c 1 b 3 - b 1 c 3 and d = c b - b c c d = c b - b c c This process is coninued unil he nh row has been compleed. The complee array of coefficiens is riangular. Noe ha in developing he array an enire row may be divided or

More information

Modelling traffic flow with constant speed using the Galerkin finite element method

Modelling traffic flow with constant speed using the Galerkin finite element method Modelling raffic flow wih consan speed using he Galerin finie elemen mehod Wesley Ceulemans, Magd A. Wahab, Kur De Prof and Geer Wes Absrac A macroscopic level, raffic can be described as a coninuum flow.

More information

STATE-SPACE MODELLING. A mass balance across the tank gives:

STATE-SPACE MODELLING. A mass balance across the tank gives: B. Lennox and N.F. Thornhill, 9, Sae Space Modelling, IChemE Process Managemen and Conrol Subjec Group Newsleer STE-SPACE MODELLING Inroducion: Over he pas decade or so here has been an ever increasing

More information

Math 333 Problem Set #2 Solution 14 February 2003

Math 333 Problem Set #2 Solution 14 February 2003 Mah 333 Problem Se #2 Soluion 14 February 2003 A1. Solve he iniial value problem dy dx = x2 + e 3x ; 2y 4 y(0) = 1. Soluion: This is separable; we wrie 2y 4 dy = x 2 + e x dx and inegrae o ge The iniial

More information

6.003 Homework 1. Problems. Due at the beginning of recitation on Wednesday, February 10, 2010.

6.003 Homework 1. Problems. Due at the beginning of recitation on Wednesday, February 10, 2010. 6.003 Homework Due a he beginning of reciaion on Wednesday, February 0, 200. Problems. Independen and Dependen Variables Assume ha he heigh of a waer wave is given by g(x v) where x is disance, v is velociy,

More information

Learning Objectives: Practice designing and simulating digital circuits including flip flops Experience state machine design procedure

Learning Objectives: Practice designing and simulating digital circuits including flip flops Experience state machine design procedure Lab 4: Synchronous Sae Machine Design Summary: Design and implemen synchronous sae machine circuis and es hem wih simulaions in Cadence Viruoso. Learning Objecives: Pracice designing and simulaing digial

More information

WEEK-3 Recitation PHYS 131. of the projectile s velocity remains constant throughout the motion, since the acceleration a x

WEEK-3 Recitation PHYS 131. of the projectile s velocity remains constant throughout the motion, since the acceleration a x WEEK-3 Reciaion PHYS 131 Ch. 3: FOC 1, 3, 4, 6, 14. Problems 9, 37, 41 & 71 and Ch. 4: FOC 1, 3, 5, 8. Problems 3, 5 & 16. Feb 8, 018 Ch. 3: FOC 1, 3, 4, 6, 14. 1. (a) The horizonal componen of he projecile

More information

A DELAY-DEPENDENT STABILITY CRITERIA FOR T-S FUZZY SYSTEM WITH TIME-DELAYS

A DELAY-DEPENDENT STABILITY CRITERIA FOR T-S FUZZY SYSTEM WITH TIME-DELAYS A DELAY-DEPENDENT STABILITY CRITERIA FOR T-S FUZZY SYSTEM WITH TIME-DELAYS Xinping Guan ;1 Fenglei Li Cailian Chen Insiue of Elecrical Engineering, Yanshan Universiy, Qinhuangdao, 066004, China. Deparmen

More information

Math 2214 Solution Test 1A Spring 2016

Math 2214 Solution Test 1A Spring 2016 Mah 14 Soluion Tes 1A Spring 016 sec Problem 1: Wha is he larges -inerval for which ( 4) = has a guaraneed + unique soluion for iniial value (-1) = 3 according o he Exisence Uniqueness Theorem? Soluion

More information

Dynamic Analysis of Loads Moving Over Structures

Dynamic Analysis of Loads Moving Over Structures h Inernaional ongress of roaian ociey of echanics epember, 18-, 3 Bizovac, roaia ynamic nalysis of Loads oving Over rucures Ivica Kožar, Ivana Šimac Keywords: moving load, direc acceleraion mehod 1. Inroducion

More information

Ground Rules. PC1221 Fundamentals of Physics I. Kinematics. Position. Lectures 3 and 4 Motion in One Dimension. A/Prof Tay Seng Chuan

Ground Rules. PC1221 Fundamentals of Physics I. Kinematics. Position. Lectures 3 and 4 Motion in One Dimension. A/Prof Tay Seng Chuan Ground Rules PC11 Fundamenals of Physics I Lecures 3 and 4 Moion in One Dimension A/Prof Tay Seng Chuan 1 Swich off your handphone and pager Swich off your lapop compuer and keep i No alking while lecure

More information

A New Perturbative Approach in Nonlinear Singularity Analysis

A New Perturbative Approach in Nonlinear Singularity Analysis Journal of Mahemaics and Saisics 7 (: 49-54, ISSN 549-644 Science Publicaions A New Perurbaive Approach in Nonlinear Singulariy Analysis Ta-Leung Yee Deparmen of Mahemaics and Informaion Technology, The

More information

Pade and Laguerre Approximations Applied. to the Active Queue Management Model. of Internet Protocol

Pade and Laguerre Approximations Applied. to the Active Queue Management Model. of Internet Protocol Applied Mahemaical Sciences, Vol. 7, 013, no. 16, 663-673 HIKARI Ld, www.m-hikari.com hp://dx.doi.org/10.1988/ams.013.39499 Pade and Laguerre Approximaions Applied o he Acive Queue Managemen Model of Inerne

More information

MA 366 Review - Test # 1

MA 366 Review - Test # 1 MA 366 Review - Tes # 1 Fall 5 () Resuls from Calculus: differeniaion formulas, implici differeniaion, Chain Rule; inegraion formulas, inegraion b pars, parial fracions, oher inegraion echniques. (1) Order

More information

THE cohesive zone, CZ, in a material is the area between

THE cohesive zone, CZ, in a material is the area between Inegral Equaions in Cohesive Zones Modelling of Fracure in Hisory Dependen Maerials Layal Hakim, Sergey Mikhailov Absrac A cohesive zone model of crack propagaion in linear visco-elasic maerials wih non-linear

More information

Finite Element Analysis of Structures

Finite Element Analysis of Structures KAIT OE5 Finie Elemen Analysis of rucures Mid-erm Exam, Fall 9 (p) m. As shown in Fig., we model a russ srucure of uniform area (lengh, Area Am ) subjeced o a uniform body force ( f B e x N / m ) using

More information

Bias in Conditional and Unconditional Fixed Effects Logit Estimation: a Correction * Tom Coupé

Bias in Conditional and Unconditional Fixed Effects Logit Estimation: a Correction * Tom Coupé Bias in Condiional and Uncondiional Fixed Effecs Logi Esimaion: a Correcion * Tom Coupé Economics Educaion and Research Consorium, Naional Universiy of Kyiv Mohyla Academy Address: Vul Voloska 10, 04070

More information

θ with respect to time is

θ with respect to time is From MEC '05 Inergraing Prosheics and Medicine, Proceedings of he 005 MyoElecric Conrols/Powered Prosheics Symposium, held in Fredericon, New Brunswick, Canada, Augus 17-19, 005. A MINIMAL JERK PROSTHESIS

More information

Traveling Waves. Chapter Introduction

Traveling Waves. Chapter Introduction Chaper 4 Traveling Waves 4.1 Inroducion To dae, we have considered oscillaions, i.e., periodic, ofen harmonic, variaions of a physical characerisic of a sysem. The sysem a one ime is indisinguishable from

More information

SUPPLEMENTARY INFORMATION

SUPPLEMENTARY INFORMATION SUPPLEMENTARY INFORMATION DOI: 0.038/NCLIMATE893 Temporal resoluion and DICE * Supplemenal Informaion Alex L. Maren and Sephen C. Newbold Naional Cener for Environmenal Economics, US Environmenal Proecion

More information

The field of mathematics has made tremendous impact on the study of

The field of mathematics has made tremendous impact on the study of A Populaion Firing Rae Model of Reverberaory Aciviy in Neuronal Neworks Zofia Koscielniak Carnegie Mellon Universiy Menor: Dr. G. Bard Ermenrou Universiy of Pisburgh Inroducion: The field of mahemaics

More information

ON THE BEAT PHENOMENON IN COUPLED SYSTEMS

ON THE BEAT PHENOMENON IN COUPLED SYSTEMS 8 h ASCE Specialy Conference on Probabilisic Mechanics and Srucural Reliabiliy PMC-38 ON THE BEAT PHENOMENON IN COUPLED SYSTEMS S. K. Yalla, Suden Member ASCE and A. Kareem, M. ASCE NaHaz Modeling Laboraory,

More information

STA 114: Statistics. Notes 2. Statistical Models and the Likelihood Function

STA 114: Statistics. Notes 2. Statistical Models and the Likelihood Function STA 114: Saisics Noes 2. Saisical Models and he Likelihood Funcion Describing Daa & Saisical Models A physicis has a heory ha makes a precise predicion of wha s o be observed in daa. If he daa doesn mach

More information

Non-uniform circular motion *

Non-uniform circular motion * OpenSax-CNX module: m14020 1 Non-uniform circular moion * Sunil Kumar Singh This work is produced by OpenSax-CNX and licensed under he Creaive Commons Aribuion License 2.0 Wha do we mean by non-uniform

More information

Polymer Engineering (MM3POE)

Polymer Engineering (MM3POE) Polymer Engineering (MM3POE) VISCOELASTICITY hp://www.noingham.ac.uk/~eazacl/mm3poe Viscoelasiciy 1 Conens Wha is viscoelasiciy? Fundamenals Creep & creep recovery Sress relaxaion Modelling viscoelasic

More information

Lecture 4 Notes (Little s Theorem)

Lecture 4 Notes (Little s Theorem) Lecure 4 Noes (Lile s Theorem) This lecure concerns one of he mos imporan (and simples) heorems in Queuing Theory, Lile s Theorem. More informaion can be found in he course book, Bersekas & Gallagher,

More information

Available online at I-SEEC Proceeding - Science and Engineering (2013)

Available online at   I-SEEC Proceeding - Science and Engineering (2013) Available online a www.iseec01.com I-SEEC 01 Proceeding - Science and Engineering (013) 471 478 Proceeding Science and Engineering www.iseec01.com Science and Engineering Symposium 4 h Inernaional Science,

More information

Solutions Problem Set 3 Macro II (14.452)

Solutions Problem Set 3 Macro II (14.452) Soluions Problem Se 3 Macro II (14.452) Francisco A. Gallego 04/27/2005 1 Q heory of invesmen in coninuous ime and no uncerainy Consider he in nie horizon model of a rm facing adjusmen coss o invesmen.

More information

Chapter 15: Phenomena. Chapter 15 Chemical Kinetics. Reaction Rates. Reaction Rates R P. Reaction Rates. Rate Laws

Chapter 15: Phenomena. Chapter 15 Chemical Kinetics. Reaction Rates. Reaction Rates R P. Reaction Rates. Rate Laws Chaper 5: Phenomena Phenomena: The reacion (aq) + B(aq) C(aq) was sudied a wo differen emperaures (98 K and 35 K). For each emperaure he reacion was sared by puing differen concenraions of he 3 species

More information

University of Cyprus Biomedical Imaging and Applied Optics. Appendix. DC Circuits Capacitors and Inductors AC Circuits Operational Amplifiers

University of Cyprus Biomedical Imaging and Applied Optics. Appendix. DC Circuits Capacitors and Inductors AC Circuits Operational Amplifiers Universiy of Cyprus Biomedical Imaging and Applied Opics Appendix DC Circuis Capaciors and Inducors AC Circuis Operaional Amplifiers Circui Elemens An elecrical circui consiss of circui elemens such as

More information

Module 3: The Damped Oscillator-II Lecture 3: The Damped Oscillator-II

Module 3: The Damped Oscillator-II Lecture 3: The Damped Oscillator-II Module 3: The Damped Oscillaor-II Lecure 3: The Damped Oscillaor-II 3. Over-damped Oscillaions. This refers o he siuaion where β > ω (3.) The wo roos are and α = β + α 2 = β β 2 ω 2 = (3.2) β 2 ω 2 = 2

More information

Università degli Studi di Roma Tor Vergata Dipartimento di Ingegneria Elettronica. Analogue Electronics. Paolo Colantonio A.A.

Università degli Studi di Roma Tor Vergata Dipartimento di Ingegneria Elettronica. Analogue Electronics. Paolo Colantonio A.A. Universià degli Sudi di Roma Tor Vergaa Diparimeno di Ingegneria Eleronica Analogue Elecronics Paolo Colanonio A.A. 2015-16 Diode circui analysis The non linearbehaviorofdiodesmakesanalysisdifficul consider

More information

Inference of Sparse Gene Regulatory Network from RNA-Seq Time Series Data

Inference of Sparse Gene Regulatory Network from RNA-Seq Time Series Data Inference of Sparse Gene Regulaory Nework from RNA-Seq Time Series Daa Alireza Karbalayghareh and Tao Hu Texas A&M Universiy December 16, 2015 Alireza Karbalayghareh GRN Inference from RNA-Seq Time Series

More information

Lecture 4 Kinetics of a particle Part 3: Impulse and Momentum

Lecture 4 Kinetics of a particle Part 3: Impulse and Momentum MEE Engineering Mechanics II Lecure 4 Lecure 4 Kineics of a paricle Par 3: Impulse and Momenum Linear impulse and momenum Saring from he equaion of moion for a paricle of mass m which is subjeced o an

More information

Chapter 3 Boundary Value Problem

Chapter 3 Boundary Value Problem Chaper 3 Boundary Value Problem A boundary value problem (BVP) is a problem, ypically an ODE or a PDE, which has values assigned on he physical boundary of he domain in which he problem is specified. Le

More information

5.1 - Logarithms and Their Properties

5.1 - Logarithms and Their Properties Chaper 5 Logarihmic Funcions 5.1 - Logarihms and Their Properies Suppose ha a populaion grows according o he formula P 10, where P is he colony size a ime, in hours. When will he populaion be 2500? We

More information

A Dynamic Model of Economic Fluctuations

A Dynamic Model of Economic Fluctuations CHAPTER 15 A Dynamic Model of Economic Flucuaions Modified for ECON 2204 by Bob Murphy 2016 Worh Publishers, all righs reserved IN THIS CHAPTER, OU WILL LEARN: how o incorporae dynamics ino he AD-AS model

More information