IDENTIFICATION AND MODIFICATION OF FRAME STRUCTURE

Size: px
Start display at page:

Download "IDENTIFICATION AND MODIFICATION OF FRAME STRUCTURE"

Transcription

1 The 14 th World Conference on Erthque Engineering IDENTIFICATION AND MODIFICATION OF FRAME STRUCTURE P. Roso 1 1 Ass. Professor, Center of Mechnics nd Structurl Dynmics, Vienn University of Technology, Austri Emil: pr@llmech.tuwien.c.t ABSTRACT : The pper presents identifiction nd upgrde of structure under erthque lods on the bse of optimiztion. The mesured frequency spectrum of the structure determines the numericl model design. The structure is excited by ground ccelertion. Liner nd nonliner dynmic nlysis in time domin is relized. The identifiction of the model prmeter is solved s n optimiztion problem. The objective is the error index minimiztion between mesured response in rel structure nd clculted response of the numericl model. The hybrid optimiztion lgorithm is pplied. In order to improve erthque resistnce of the structure the pssive control help of tuned mss dmper is designed. Three-storey frme is investigted. Experimentl nd prllel numericl nlyses re relized. Accelerogrms from the Friuly-erthque re pplied. KEYWORDS: Identifiction, frme, optimiztion, pssive control, tuned mss dmper

2 The 14 th World Conference on Erthque Engineering 1. INTRODUCTION Dynmic behvior nd resistnce of civil structures under erthque lods hs high importnce. This is fter thousnds yers experience not question. To nlyze concrete structure two different wys re vilble: experimentl nd numericl. The civil engineering prctice needs correct informtion bout current stte of building structures. The experimentl nlysis nswers this question. The numericl models nd nlyses enble simultion of vrious lods nd structurl behvior. Advntge of this wy is the nondestructive testing nd possibility of esy model modifiction. Combintion of experimentl nd numericl nlysis profits from dvntges of both. The result of this combintion is numericl model rel prmeters nd fesibility for upgrde. Over lst yers severl methods hve been evolved in this re. The identifiction nd upgrde of structure illustrted on three-storey frme exmple is presented in the pper. The methodology is chosen to be universl for liner nd nonliner cses. 2. EXPERIMENTAL ANALYSIS - MEASUREMENT The three-storey frme is investigted [1]. Nowdys re vilble dtbses providing informtion nd ccess to strong motion records (e.g. COSMOS Virtul Dt Center, Europen Strong Motion Dtbse [2] etc.). Figure 1 Accelerogrm from Friuli erthque The record of Friuli erthque is pplied s excittion. The response of the structure is mesured. The time history is output of the mesurement. The output prmeters of experimentl nlysis hve to be comptible output prmeters from numericl nlysis. From this reson we did not use insted frequency response functions displcement nd its derivtions.

3 The 14 th World Conference on Erthque Engineering Figure 2 Three-storey frme Figure 3 LbVIEW control progrm Experimentl setup consists of PC LbVIEW control progrm, Sher, Ntionl Instruments nlogue digitl converter, Brüel&Kjer ccelerometers nd chrge mplifiers. 3. NUMERICAL MODEL, ANALYSIS In dynmics simple models low number of degrees of freedom re preferble. They hve to include complex informtion of the rel structure nd hve to be ble to simulte the sme behvior s the rel structures. The geometry of the structure nd nlysis in frequency domin determines the model design. Figure 4 Response spectrum

4 The 14 th World Conference on Erthque Engineering 3.1. Model 1(1) 2(1) 3(1) x 1(2) m1 2(2) m2 3(2) m3 c1 c2 c3 Figure 5 3-Degree of Freedom Model 3.2. Anlysis Dynmic equilibrium equtions of elstic multi-degree-of-freedom (MDOF) system ground excittion re Mx + Cx + Kx= Me (3.1) The equtions governing the response of the inelstic MDOF system ground excittion re ( ) Mx + Cx + fs x,x = M e u g (3.2) M mss mtrix C dmping mtrix K stiffness mtrix fs ( x,x ) lterl force vector, e is influence vector x t, x t, x t displcement-, velocity- nd ccelertion- vector u g () () () () t is the ground ccelertion Chopr [3] proposed modl nlysis concept for elstic nd inelstic MDOF systems s well, lthough modl nlysis in clssicl form is not vlid for n inelstic system. The dynmic response of n MDOF sy stem is expressed in terms of modl contributions N x = φ q = Φq = 1 u g = 1,2,, N (3.3) x ( t ) displcement vector, Φ modl mtrix, q( t ) vector of modl coordintes. Substituting (3) in equtions (1), (2) nd premultiplying by gives N independent equtions T Φ L q + q q xg (3.4) 2 2ζ ω + ω = m 2 ζ ω + FS L m = m q + q xg (3.5) ω nturl frequency, ζ dmping rtio, L nd m re elements of L T = Φ Me (3.6)

5 The 14 th World Conference on Erthque Engineering M T = Φ M Φ (3.7) (, ) T (, ) F = F q q = φ f q q (3.8) S S S F S is nonliner hysteric function of the -th modl coordinte q. Solution of equtions (3.4) lterntively solution of equittions (3.5) result the output of numericl dynmic nlysis. 4. PARAMETER IDENTIFICATION The identifiction of the model prmeter is defined s n inverse problem. The inverse problem is solved help of optimiztion procedure. The objective is the error index minimiztion between mesured response in rel structure nd clculted response of the numericl model. Objective mi ( ) mesured response min ci v clculted response function v vribles of optimiztion nt number of time increments nt ( i= 1 mi nt i= 1 ci 2 mi ( v )) 2 (4.1) To improve the efficiency the mesured response is nlyzed. Appernce of nonlinerities is checed nd liner lterntively nonliner numericl nlysis procedure is chosen. Prmeters of liner cse re elements of stiffness-, mss- nd dmping- mtrices. Prmeters of nonliner cse re elements of mss- nd dmping- nd chrcteristics of biliner hysteresis (detils in mtrices [8]) Optimiztion procedure The hybrid optimiztion lgorithm is pplied. Before the genetic lgorithm (GA) strts, the sensitivity nlysis the mesured response is executed. As result of sensitivity nlysis only prt of time history is needed. Using sensitivity in connection GA improves the efficiency of optimiztion. Flowchrt of hybrid optimiztion procedure: I. Sensitivity nlysis II. GA: II.1 Initil popultion cretion II.2 Evlution of initil popultion Genertionl loop II.3 II.8: II.3 Fitness vlue clcultion for ech member of the popultion II.4 Selection of individuls for breeding II.5 Crossover of individuls II.6 Muttion pplying II.7 Evlution of the objective function II.8 Replce the popultion offspring

6 The 14 th World Conference on Erthque Engineering Detils of GA re explined in bsic boos of Rechenberg [4] nd Goldberg [5] nd in contributions of Toropov et l. [6] or Wng et l [7]. The ppliction is shown in [8]. Hysteresis of our frme exmple s result of experimentl nd numericl nlysis is presented in fig.7. The minimum vlue of error is 0,1%. F[N] x [mm] Figure 6 Objective - Optimiztion history Figure 7 Force-deformtion reltion 5. MODIFICATION OF THE STRUCTURE - UPGRADE In order to improve erthque resistnce of the structure the pssive control help of tuned mss dmper is designed. The optimiztion problem definition: minimiztion of dynmic response. bjective: min x(, m ) (5.1) O ( ) TMD TMD Vribles of optimiztion re dded stiffness TMD nd mss m TMD. The hybrid lgorithm introduced in prt 4. is pplied. Comprison of fig.4 nd fig.9 shows chnges by nturl frequency. Figure 8 Three-storey frme TMD Figure 9 Response spectrum of frme TMD

7 The 14 th World Conference on Erthque Engineering CONCLUDING REMARKS The presented methodology llows cretion of usble liner nd nonliner models of structures in dynmics. The fetures of these models re low number of degrees of freedom nd physiclly good interpretble system prmeters. The identified model is usble for next nlyses, for monitoring of the structure nd for structurl upgrde design. The hybrid optimiztion is relible procedure for structurl prmeter identifiction, upgrde of structure nd improvement of structurl behvior under erthque lods. REFERENCES [1] Adm, C., Heuer, R. nd Pirrott, A. (2003). Experimentl dynmic nlysis of elstic-plstic sher frmes secondry structures. Experimentl Mechnics, 43, [2] Ambrseys, N., Smit, P., Berrdi R., Rinlds, D., Cotton, F. nd Berge, C. (2000). Dissemintion of Europen Strong-Motion Dt. Europen Commission, DGXII, Science, Reserch nd Development, Bruxelles. [3] Chopr, A.K. (2007). Dynmics of Structures, 3rd Edition. Prentice Hll, New Jersey. [4] Rechenberg, I. (1973). Evolutionsstrtegie Optimierung technischer Systeme nch Prinzipen der biologischen Evolution, Frommnn Holzboog, Stuttgrt. [5] Goldberg, D. E. (1989). Genetic Algorithms in Serch, Optimiztion nd Mchine Lerning, Addison Wesley Publishing Compny, New Yor. [6] Toropov, V. nd Yoshid, F. (2004). Appliction of dvnced optimiztion techniques to prmeter nd dmge identifiction problems. CISM course Udine, Springer. [7] Wng, G..S., Hung, F.K. nd Lin, H.H. (2004). Appliction of Genetic Algorithm to Structurl Dynmic Prmeter Identifiction, in Proceedings of 13 th WCEE, Vncouver. [8] Roso, P. (2005). Dynmic System Identifiction of Civil Structure using Genetic Algorithm, in Proceedings of 6th World Congress of Structurl nd Multidisciplinry Optimiztion, Rio de Jneiro. ACKNOWLEDGEMENTS The uthor wishes to thn collegues Prof. C. Adm nd Prof. R. Heuer from Vienn University of Technology for experimentl frme model cretion.

DYNAMIC EARTH PRESSURE SIMULATION BY SINGLE DEGREE OF FREEDOM SYSTEM

DYNAMIC EARTH PRESSURE SIMULATION BY SINGLE DEGREE OF FREEDOM SYSTEM 13 th World Conference on Erthque Engineering Vncouver, B.C., Cnd August 1-6, 2004 per No. 2663 DYNAMIC EARTH RESSURE SIMULATION BY SINGLE DEGREE OF FREEDOM SYSTEM Arsln GHAHRAMANI 1, Seyyed Ahmd ANVAR

More information

Explain shortly the meaning of the following eight words in relation to shells structures.

Explain shortly the meaning of the following eight words in relation to shells structures. Delft University of Technology Fculty of Civil Engineering nd Geosciences Structurl Mechnics Section Write your nme nd study number t the top right-hnd of your work. Exm CIE4143 Shell Anlysis Tuesdy 15

More information

System Identification with Noisy Data

System Identification with Noisy Data System Identifiction with Noisy Dt U K Dewngn & S V Bri 2 Dept of Civil Engineering, Ntionl Institute of Technology, Ripur, Indi 2 Dept of Civil Engineering, IIT Khrgpur, Khrgpur -72 302, Indi E-mil :

More information

12. DYNAMIC ANALYSIS. Force Equilibrium is Fundamental in the Dynamic Analysis of Structures 12.1 INTRODUCTION

12. DYNAMIC ANALYSIS. Force Equilibrium is Fundamental in the Dynamic Analysis of Structures 12.1 INTRODUCTION 12. DYNAMIC ANALYSIS Force Equilibrium is Fundmentl in the Dynmic Anlysis of Structures 12.1 INTRODUCTION { XE "Newton's Second Lw" }All rel physicl structures behve dynmiclly when subjected to lods or

More information

New Expansion and Infinite Series

New Expansion and Infinite Series Interntionl Mthemticl Forum, Vol. 9, 204, no. 22, 06-073 HIKARI Ltd, www.m-hikri.com http://dx.doi.org/0.2988/imf.204.4502 New Expnsion nd Infinite Series Diyun Zhng College of Computer Nnjing University

More information

State space systems analysis (continued) Stability. A. Definitions A system is said to be Asymptotically Stable (AS) when it satisfies

State space systems analysis (continued) Stability. A. Definitions A system is said to be Asymptotically Stable (AS) when it satisfies Stte spce systems nlysis (continued) Stbility A. Definitions A system is sid to be Asymptoticlly Stble (AS) when it stisfies ut () = 0, t > 0 lim xt () 0. t A system is AS if nd only if the impulse response

More information

The Predom module. Predom calculates and plots isothermal 1-, 2- and 3-metal predominance area diagrams. Predom accesses only compound databases.

The Predom module. Predom calculates and plots isothermal 1-, 2- and 3-metal predominance area diagrams. Predom accesses only compound databases. Section 1 Section 2 The module clcultes nd plots isotherml 1-, 2- nd 3-metl predominnce re digrms. ccesses only compound dtbses. Tble of Contents Tble of Contents Opening the module Section 3 Stoichiometric

More information

NUMERICAL INTEGRATION. The inverse process to differentiation in calculus is integration. Mathematically, integration is represented by.

NUMERICAL INTEGRATION. The inverse process to differentiation in calculus is integration. Mathematically, integration is represented by. NUMERICAL INTEGRATION 1 Introduction The inverse process to differentition in clculus is integrtion. Mthemticlly, integrtion is represented by f(x) dx which stnds for the integrl of the function f(x) with

More information

Teaching Modelica for Mathematicians and Engineers Modelica Educational Workshop Berlin

Teaching Modelica for Mathematicians and Engineers Modelica Educational Workshop Berlin Teching Modelic for Mthemticins nd Modelic Eductionl Workshop Berlin Bernhrd Bchmnn University of Applied Sciences Bielefeld Outline Pst Teching Experience Mthemticins precognition, course objectives Course

More information

The Active Universe. 1 Active Motion

The Active Universe. 1 Active Motion The Active Universe Alexnder Glück, Helmuth Hüffel, Sš Ilijić, Gerld Kelnhofer Fculty of Physics, University of Vienn helmuth.hueffel@univie.c.t Deprtment of Physics, FER, University of Zgreb ss.ilijic@fer.hr

More information

MAC-solutions of the nonexistent solutions of mathematical physics

MAC-solutions of the nonexistent solutions of mathematical physics Proceedings of the 4th WSEAS Interntionl Conference on Finite Differences - Finite Elements - Finite Volumes - Boundry Elements MAC-solutions of the nonexistent solutions of mthemticl physics IGO NEYGEBAUE

More information

ENERGY-BASED METHOD FOR GAS TURBINE ENGINE DISK BURST SPEED CALCULATION

ENERGY-BASED METHOD FOR GAS TURBINE ENGINE DISK BURST SPEED CALCULATION 28 TH INTERNATIONAL CONGRESS OF THE AERONAUTICAL SCIENCES ENERGY-BASED METHOD FOR GAS TURBINE ENGINE DISK BURST SPEED CALCULATION Anton N. Servetnik Centrl Institute of Avition Motors, Moscow, Russi servetnik@cim.ru

More information

Ordinary differential equations

Ordinary differential equations Ordinry differentil equtions Introduction to Synthetic Biology E Nvrro A Montgud P Fernndez de Cordob JF Urchueguí Overview Introduction-Modelling Bsic concepts to understnd n ODE. Description nd properties

More information

13.4 Work done by Constant Forces

13.4 Work done by Constant Forces 13.4 Work done by Constnt Forces We will begin our discussion of the concept of work by nlyzing the motion of n object in one dimension cted on by constnt forces. Let s consider the following exmple: push

More information

A - INTRODUCTION AND OVERVIEW

A - INTRODUCTION AND OVERVIEW MMJ5 COMPUTATIONAL METHOD IN SOLID MECHANICS A - INTRODUCTION AND OVERVIEW INTRODUCTION AND OVERVIEW M.N. Tmin, CSMLb, UTM MMJ5 COMPUTATIONAL METHOD IN SOLID MECHANICS Course Content: A INTRODUCTION AND

More information

AN020. a a a. cos. cos. cos. Orientations and Rotations. Introduction. Orientations

AN020. a a a. cos. cos. cos. Orientations and Rotations. Introduction. Orientations AN020 Orienttions nd Rottions Introduction The fct tht ccelerometers re sensitive to the grvittionl force on the device llows them to be used to determine the ttitude of the sensor with respect to the

More information

Application of Exp-Function Method to. a Huxley Equation with Variable Coefficient *

Application of Exp-Function Method to. a Huxley Equation with Variable Coefficient * Interntionl Mthemticl Forum, 4, 9, no., 7-3 Appliction of Exp-Function Method to Huxley Eqution with Vrible Coefficient * Li Yo, Lin Wng nd Xin-Wei Zhou. Deprtment of Mthemtics, Kunming College Kunming,Yunnn,

More information

Probabilistic Investigation of Sensitivities of Advanced Test- Analysis Model Correlation Methods

Probabilistic Investigation of Sensitivities of Advanced Test- Analysis Model Correlation Methods Probbilistic Investigtion of Sensitivities of Advnced Test- Anlysis Model Correltion Methods Liz Bergmn, Mtthew S. Allen, nd Dniel C. Kmmer Dept. of Engineering Physics University of Wisconsin-Mdison Rndll

More information

TUCN RESEARCH CONFERENCE

TUCN RESEARCH CONFERENCE TUCN RESEARCH CONFERENCE 15.12.2014 Efficient use of energy in reducing structurl response to eceptionl lods using hybrid viscoelstic dmpers nd dvnced methods of frctionl order control Project mnger: Dr.

More information

Shear and torsion interaction of hollow core slabs

Shear and torsion interaction of hollow core slabs Competitive nd Sustinble Growth Contrct Nº G6RD-CT--6 Sher nd torsion interction of hollow core slbs HOLCOTORS Technicl Report, Rev. Anlyses of hollow core floors December The content of the present publiction

More information

Genetic Programming. Outline. Evolutionary Strategies. Evolutionary strategies Genetic programming Summary

Genetic Programming. Outline. Evolutionary Strategies. Evolutionary strategies Genetic programming Summary Outline Genetic Progrmming Evolutionry strtegies Genetic progrmming Summry Bsed on the mteril provided y Professor Michel Negnevitsky Evolutionry Strtegies An pproch simulting nturl evolution ws proposed

More information

Songklanakarin Journal of Science and Technology SJST R1 Thongchan. A Modified Hyperbolic Secant Distribution

Songklanakarin Journal of Science and Technology SJST R1 Thongchan. A Modified Hyperbolic Secant Distribution A Modified Hyperbolic Secnt Distribution Journl: Songklnkrin Journl of Science nd Technology Mnuscript ID SJST-0-0.R Mnuscript Type: Originl Article Dte Submitted by the Author: 0-Mr-0 Complete List of

More information

INVESTIGATION ON THE MODEL OF VORTEX-INDUCED

INVESTIGATION ON THE MODEL OF VORTEX-INDUCED The Seventh Asi-Pcific Conference on Wind Engineering, November 8-1, 9, Tipei, Tiwn ABSTRACT INVESTIGATION ON THE MODEL OF VORTEX-INDUCED VIBRATIONS OF RECTANGULAR SUPER HIGH-RISE BUILDINGS Hi-Yng Wu 1

More information

Driving Cycle Construction of City Road for Hybrid Bus Based on Markov Process Deng Pan1, a, Fengchun Sun1,b*, Hongwen He1, c, Jiankun Peng1, d

Driving Cycle Construction of City Road for Hybrid Bus Based on Markov Process Deng Pan1, a, Fengchun Sun1,b*, Hongwen He1, c, Jiankun Peng1, d Interntionl Industril Informtics nd Computer Engineering Conference (IIICEC 15) Driving Cycle Construction of City Rod for Hybrid Bus Bsed on Mrkov Process Deng Pn1,, Fengchun Sun1,b*, Hongwen He1, c,

More information

Linear and Non-linear Feedback Control Strategies for a 4D Hyperchaotic System

Linear and Non-linear Feedback Control Strategies for a 4D Hyperchaotic System Pure nd Applied Mthemtics Journl 017; 6(1): 5-13 http://www.sciencepublishinggroup.com/j/pmj doi: 10.11648/j.pmj.0170601.1 ISSN: 36-9790 (Print); ISSN: 36-981 (Online) Liner nd Non-liner Feedbck Control

More information

New data structures to reduce data size and search time

New data structures to reduce data size and search time New dt structures to reduce dt size nd serch time Tsuneo Kuwbr Deprtment of Informtion Sciences, Fculty of Science, Kngw University, Hirtsuk-shi, Jpn FIT2018 1D-1, No2, pp1-4 Copyright (c)2018 by The Institute

More information

Duality # Second iteration for HW problem. Recall our LP example problem we have been working on, in equality form, is given below.

Duality # Second iteration for HW problem. Recall our LP example problem we have been working on, in equality form, is given below. Dulity #. Second itertion for HW problem Recll our LP emple problem we hve been working on, in equlity form, is given below.,,,, 8 m F which, when written in slightly different form, is 8 F Recll tht we

More information

A Modified ADM for Solving Systems of Linear Fredholm Integral Equations of the Second Kind

A Modified ADM for Solving Systems of Linear Fredholm Integral Equations of the Second Kind Applied Mthemticl Sciences, Vol. 6, 2012, no. 26, 1267-1273 A Modified ADM for Solving Systems of Liner Fredholm Integrl Equtions of the Second Kind A. R. Vhidi nd T. Dmercheli Deprtment of Mthemtics,

More information

THE INTERVAL LATTICE BOLTZMANN METHOD FOR TRANSIENT HEAT TRANSFER IN A SILICON THIN FILM

THE INTERVAL LATTICE BOLTZMANN METHOD FOR TRANSIENT HEAT TRANSFER IN A SILICON THIN FILM ROMAI J., v.9, no.2(2013), 173 179 THE INTERVAL LATTICE BOLTZMANN METHOD FOR TRANSIENT HEAT TRANSFER IN A SILICON THIN FILM Alicj Piseck-Belkhyt, Ann Korczk Institute of Computtionl Mechnics nd Engineering,

More information

Generation of Lyapunov Functions by Neural Networks

Generation of Lyapunov Functions by Neural Networks WCE 28, July 2-4, 28, London, U.K. Genertion of Lypunov Functions by Neurl Networks Nvid Noroozi, Pknoosh Krimghee, Ftemeh Sfei, nd Hmed Jvdi Abstrct Lypunov function is generlly obtined bsed on tril nd

More information

INTRODUCTION. The three general approaches to the solution of kinetics problems are:

INTRODUCTION. The three general approaches to the solution of kinetics problems are: INTRODUCTION According to Newton s lw, prticle will ccelerte when it is subjected to unblnced forces. Kinetics is the study of the reltions between unblnced forces nd the resulting chnges in motion. The

More information

CHAPTER 4a. ROOTS OF EQUATIONS

CHAPTER 4a. ROOTS OF EQUATIONS CHAPTER 4. ROOTS OF EQUATIONS A. J. Clrk School o Engineering Deprtment o Civil nd Environmentl Engineering by Dr. Ibrhim A. Asskk Spring 00 ENCE 03 - Computtion Methods in Civil Engineering II Deprtment

More information

Fig. 1. Open-Loop and Closed-Loop Systems with Plant Variations

Fig. 1. Open-Loop and Closed-Loop Systems with Plant Variations ME 3600 Control ystems Chrcteristics of Open-Loop nd Closed-Loop ystems Importnt Control ystem Chrcteristics o ensitivity of system response to prmetric vritions cn be reduced o rnsient nd stedy-stte responses

More information

Review of Calculus, cont d

Review of Calculus, cont d Jim Lmbers MAT 460 Fll Semester 2009-10 Lecture 3 Notes These notes correspond to Section 1.1 in the text. Review of Clculus, cont d Riemnn Sums nd the Definite Integrl There re mny cses in which some

More information

I1 = I2 I1 = I2 + I3 I1 + I2 = I3 + I4 I 3

I1 = I2 I1 = I2 + I3 I1 + I2 = I3 + I4 I 3 2 The Prllel Circuit Electric Circuits: Figure 2- elow show ttery nd multiple resistors rrnged in prllel. Ech resistor receives portion of the current from the ttery sed on its resistnce. The split is

More information

SOLUTION OF QUADRATIC NONLINEAR PROBLEMS WITH MULTIPLE SCALES LINDSTEDT-POINCARE METHOD. Mehmet Pakdemirli and Gözde Sarı

SOLUTION OF QUADRATIC NONLINEAR PROBLEMS WITH MULTIPLE SCALES LINDSTEDT-POINCARE METHOD. Mehmet Pakdemirli and Gözde Sarı Mthemticl nd Computtionl Applictions, Vol., No., pp. 37-5, 5 http://dx.doi.org/.99/mc-5- SOLUTION OF QUADRATIC NONLINEAR PROBLEMS WITH MULTIPLE SCALES LINDSTEDT-POINCARE METHOD Mehmet Pkdemirli nd Gözde

More information

Lecture 20: Numerical Integration III

Lecture 20: Numerical Integration III cs4: introduction to numericl nlysis /8/0 Lecture 0: Numericl Integrtion III Instructor: Professor Amos Ron Scribes: Mrk Cowlishw, Yunpeng Li, Nthnel Fillmore For the lst few lectures we hve discussed

More information

Numerical Study Of Coated Electrical Contacts

Numerical Study Of Coated Electrical Contacts Excerpt from the Proceedings of the COMSOL Conference 21 Pris Numericl Study Of Coted Electricl Contcts Per Lindholm Mchine Design KTH Brinellvägen 83 SE-144 Stockholm per@md.kth.se Abstrct: Electricl

More information

Jim Lambers MAT 169 Fall Semester Lecture 4 Notes

Jim Lambers MAT 169 Fall Semester Lecture 4 Notes Jim Lmbers MAT 169 Fll Semester 2009-10 Lecture 4 Notes These notes correspond to Section 8.2 in the text. Series Wht is Series? An infinte series, usully referred to simply s series, is n sum of ll of

More information

Overview. Before beginning this module, you should be able to: After completing this module, you should be able to:

Overview. Before beginning this module, you should be able to: After completing this module, you should be able to: Module.: Differentil Equtions for First Order Electricl Circuits evision: My 26, 2007 Produced in coopertion with www.digilentinc.com Overview This module provides brief review of time domin nlysis of

More information

Probability-Based Seismic Assessments: Implementing Wide-Range Nonlinear Dynamic Analysis Methods

Probability-Based Seismic Assessments: Implementing Wide-Range Nonlinear Dynamic Analysis Methods Probbility-Bsed Seismic Assessments: Implementing Nonliner Dynmic Anlysis Methods Ftim Jlyer Postdoctorl Scholr University of Rome L Spienz Cliforni Institute of Technology (CIT) Outline A brief Introduction

More information

CONTROL OF VIBRATION WITH DYNAMIC ABSORBER

CONTROL OF VIBRATION WITH DYNAMIC ABSORBER CONTROL OF VIBRATION WITH DYNAMIC ABSORBER Ry Beebe Senior Lecturer Monsh University School of Applied Sciences nd Engineering Ry.Beebe@eng.monsh.edu.u Summry: High beting vibrtion ws evident in the structure

More information

Student Activity 3: Single Factor ANOVA

Student Activity 3: Single Factor ANOVA MATH 40 Student Activity 3: Single Fctor ANOVA Some Bsic Concepts In designed experiment, two or more tretments, or combintions of tretments, is pplied to experimentl units The number of tretments, whether

More information

ANALYSIS OF MECHANICAL PROPERTIES OF COMPOSITE SANDWICH PANELS WITH FILLERS

ANALYSIS OF MECHANICAL PROPERTIES OF COMPOSITE SANDWICH PANELS WITH FILLERS ANALYSIS OF MECHANICAL PROPERTIES OF COMPOSITE SANDWICH PANELS WITH FILLERS A. N. Anoshkin *, V. Yu. Zuiko, A.V.Glezmn Perm Ntionl Reserch Polytechnic University, 29, Komsomolski Ave., Perm, 614990, Russi

More information

DISTRIBUTION OF SUB AND SUPER HARMONIC SOLUTION OF MATHIEU EQUATION WITHIN STABLE ZONES

DISTRIBUTION OF SUB AND SUPER HARMONIC SOLUTION OF MATHIEU EQUATION WITHIN STABLE ZONES Fifth ASME Interntionl Conference on Multibody Systems, Nonliner Dynmics nd Control Symposium on Dynmics nd Control of Time-Vrying nd Time-Dely Systems nd Structures September 2-2, 05, Long Bech, Cliforni,

More information

Physics 201 Lab 3: Measurement of Earth s local gravitational field I Data Acquisition and Preliminary Analysis Dr. Timothy C. Black Summer I, 2018

Physics 201 Lab 3: Measurement of Earth s local gravitational field I Data Acquisition and Preliminary Analysis Dr. Timothy C. Black Summer I, 2018 Physics 201 Lb 3: Mesurement of Erth s locl grvittionl field I Dt Acquisition nd Preliminry Anlysis Dr. Timothy C. Blck Summer I, 2018 Theoreticl Discussion Grvity is one of the four known fundmentl forces.

More information

Flutter frequency based on bending - torsion coupling theory

Flutter frequency based on bending - torsion coupling theory Flutter frequency bsed on bending - torsion coupling theory *ZHENG Xin ¹, LIU Yu-Bin¹, CHEN Pu, SHEN Feng 3,ZHANG Sheng-Jun 3,nd FU Xing-Rong ¹ 1 College of Wter Conservncy nd Civil Engineering, Chin Agriculturl

More information

Chaos in drive systems

Chaos in drive systems Applied nd Computtionl Mechnics 1 (2007) 121-126 Chos in drive systems Ctird Krtochvíl, Mrtin Houfek, Josef Koláčný b, Romn Kříž b, Lubomír Houfek,*, Jiří Krejs Institute of Thermomechnics, brnch Brno,

More information

Numerical integration

Numerical integration 2 Numericl integrtion This is pge i Printer: Opque this 2. Introduction Numericl integrtion is problem tht is prt of mny problems in the economics nd econometrics literture. The orgniztion of this chpter

More information

The Fundamental Theorem of Calculus. The Total Change Theorem and the Area Under a Curve.

The Fundamental Theorem of Calculus. The Total Change Theorem and the Area Under a Curve. Clculus Li Vs The Fundmentl Theorem of Clculus. The Totl Chnge Theorem nd the Are Under Curve. Recll the following fct from Clculus course. If continuous function f(x) represents the rte of chnge of F

More information

Improved Results on Stability of Time-delay Systems using Wirtinger-based Inequality

Improved Results on Stability of Time-delay Systems using Wirtinger-based Inequality Preprints of the 9th World Congress he Interntionl Federtion of Automtic Control Improved Results on Stbility of ime-dely Systems using Wirtinger-bsed Inequlity e H. Lee Ju H. Prk H.Y. Jung O.M. Kwon S.M.

More information

4.4 Areas, Integrals and Antiderivatives

4.4 Areas, Integrals and Antiderivatives . res, integrls nd ntiderivtives 333. Ares, Integrls nd Antiderivtives This section explores properties of functions defined s res nd exmines some connections mong res, integrls nd ntiderivtives. In order

More information

On the Uncertainty of Sensors Based on Magnetic Effects. E. Hristoforou, E. Kayafas, A. Ktena, DM Kepaptsoglou

On the Uncertainty of Sensors Based on Magnetic Effects. E. Hristoforou, E. Kayafas, A. Ktena, DM Kepaptsoglou On the Uncertinty of Sensors Bsed on Mgnetic Effects E. ristoforou, E. Kyfs, A. Kten, DM Kepptsoglou Ntionl Technicl University of Athens, Zogrfou Cmpus, Athens 1578, Greece Tel: +3177178, Fx: +3177119,

More information

DETERMINATION OF MECHANICAL PROPERTIES OF NANOSTRUCTURES WITH COMPLEX CRYSTAL LATTICE USING MOMENT INTERACTION AT MICROSCALE

DETERMINATION OF MECHANICAL PROPERTIES OF NANOSTRUCTURES WITH COMPLEX CRYSTAL LATTICE USING MOMENT INTERACTION AT MICROSCALE Determintion RevAdvMterSci of mechnicl 0(009) -7 properties of nnostructures with complex crystl lttice using DETERMINATION OF MECHANICAL PROPERTIES OF NANOSTRUCTURES WITH COMPLEX CRYSTAL LATTICE USING

More information

A General Dynamic Inequality of Opial Type

A General Dynamic Inequality of Opial Type Appl Mth Inf Sci No 3-5 (26) Applied Mthemtics & Informtion Sciences An Interntionl Journl http://dxdoiorg/2785/mis/bos7-mis A Generl Dynmic Inequlity of Opil Type Rvi Agrwl Mrtin Bohner 2 Donl O Regn

More information

Chapter 4: Techniques of Circuit Analysis. Chapter 4: Techniques of Circuit Analysis

Chapter 4: Techniques of Circuit Analysis. Chapter 4: Techniques of Circuit Analysis Chpter 4: Techniques of Circuit Anlysis Terminology Node-Voltge Method Introduction Dependent Sources Specil Cses Mesh-Current Method Introduction Dependent Sources Specil Cses Comprison of Methods Source

More information

Administrivia CSE 190: Reinforcement Learning: An Introduction

Administrivia CSE 190: Reinforcement Learning: An Introduction Administrivi CSE 190: Reinforcement Lerning: An Introduction Any emil sent to me bout the course should hve CSE 190 in the subject line! Chpter 4: Dynmic Progrmming Acknowledgment: A good number of these

More information

Recitation 3: More Applications of the Derivative

Recitation 3: More Applications of the Derivative Mth 1c TA: Pdric Brtlett Recittion 3: More Applictions of the Derivtive Week 3 Cltech 2012 1 Rndom Question Question 1 A grph consists of the following: A set V of vertices. A set E of edges where ech

More information

Using QM for Windows. Using QM for Windows. Using QM for Windows LEARNING OBJECTIVES. Solving Flair Furniture s LP Problem

Using QM for Windows. Using QM for Windows. Using QM for Windows LEARNING OBJECTIVES. Solving Flair Furniture s LP Problem LEARNING OBJECTIVES Vlu%on nd pricing (November 5, 2013) Lecture 11 Liner Progrmming (prt 2) 10/8/16, 2:46 AM Olivier J. de Jong, LL.M., MM., MBA, CFD, CFFA, AA www.olivierdejong.com Solving Flir Furniture

More information

A Direct Transformation of a Matrix Spectrum

A Direct Transformation of a Matrix Spectrum dvnces in Liner lgebr & Mtri heory 05 5 09-8 Published Online September 05 in SciRes. http://www.scirp.org/journl/lmt http://d.doi.org/0.46/lmt.05.50 Direct rnsformtion of Mtri Spectrum lbert Iskhkov Sergey

More information

Department of Mechanical Engineering MECE 551 Final examination Winter 2008 April 16, 9:00 11:30. Question Value Mark

Department of Mechanical Engineering MECE 551 Final examination Winter 2008 April 16, 9:00 11:30. Question Value Mark Deprtment of Mechnicl Engineering MECE 55 Finl exmintion Winter 8 April 6, 9: :3 Notes: You my hve your text book nd one pge formul sheet Electronic devices re not llowed except n pproved clcultor NAME:

More information

LABYRINTH SEALS DYNAMIC COEFFICIENTS AND CRITICAL SPEED RESEARCH BASED ON CHILDS MODEL

LABYRINTH SEALS DYNAMIC COEFFICIENTS AND CRITICAL SPEED RESEARCH BASED ON CHILDS MODEL Abstrct LABYINTH SALS DYNAMIC COFFICINTS AND CITICAL SPD SACH BASD ON CHILDS MODL M Wensheng, Hung Hi, Feng Guoqun AVIC Shenyng Aeroengine eserch Institute, Shenyng, Chin Keywords:lbyrinth sels, dynmics

More information

Math 1B, lecture 4: Error bounds for numerical methods

Math 1B, lecture 4: Error bounds for numerical methods Mth B, lecture 4: Error bounds for numericl methods Nthn Pflueger 4 September 0 Introduction The five numericl methods descried in the previous lecture ll operte by the sme principle: they pproximte the

More information

Chapter 3 Polynomials

Chapter 3 Polynomials Dr M DRAIEF As described in the introduction of Chpter 1, pplictions of solving liner equtions rise in number of different settings In prticulr, we will in this chpter focus on the problem of modelling

More information

Predict Global Earth Temperature using Linier Regression

Predict Global Earth Temperature using Linier Regression Predict Globl Erth Temperture using Linier Regression Edwin Swndi Sijbt (23516012) Progrm Studi Mgister Informtik Sekolh Teknik Elektro dn Informtik ITB Jl. Gnesh 10 Bndung 40132, Indonesi 23516012@std.stei.itb.c.id

More information

STEP FUNCTIONS, DELTA FUNCTIONS, AND THE VARIATION OF PARAMETERS FORMULA. 0 if t < 0, 1 if t > 0.

STEP FUNCTIONS, DELTA FUNCTIONS, AND THE VARIATION OF PARAMETERS FORMULA. 0 if t < 0, 1 if t > 0. STEP FUNCTIONS, DELTA FUNCTIONS, AND THE VARIATION OF PARAMETERS FORMULA STEPHEN SCHECTER. The unit step function nd piecewise continuous functions The Heviside unit step function u(t) is given by if t

More information

Week 10: Line Integrals

Week 10: Line Integrals Week 10: Line Integrls Introduction In this finl week we return to prmetrised curves nd consider integrtion long such curves. We lredy sw this in Week 2 when we integrted long curve to find its length.

More information

THERMAL EXPANSION COEFFICIENT OF WATER FOR VOLUMETRIC CALIBRATION

THERMAL EXPANSION COEFFICIENT OF WATER FOR VOLUMETRIC CALIBRATION XX IMEKO World Congress Metrology for Green Growth September 9,, Busn, Republic of Kore THERMAL EXPANSION COEFFICIENT OF WATER FOR OLUMETRIC CALIBRATION Nieves Medin Hed of Mss Division, CEM, Spin, mnmedin@mityc.es

More information

Solutions of Klein - Gordan equations, using Finite Fourier Sine Transform

Solutions of Klein - Gordan equations, using Finite Fourier Sine Transform IOSR Journl of Mthemtics (IOSR-JM) e-issn: 2278-5728, p-issn: 2319-765X. Volume 13, Issue 6 Ver. IV (Nov. - Dec. 2017), PP 19-24 www.iosrjournls.org Solutions of Klein - Gordn equtions, using Finite Fourier

More information

a < a+ x < a+2 x < < a+n x = b, n A i n f(x i ) x. i=1 i=1

a < a+ x < a+2 x < < a+n x = b, n A i n f(x i ) x. i=1 i=1 Mth 33 Volume Stewrt 5.2 Geometry of integrls. In this section, we will lern how to compute volumes using integrls defined by slice nlysis. First, we recll from Clculus I how to compute res. Given the

More information

Unit #9 : Definite Integral Properties; Fundamental Theorem of Calculus

Unit #9 : Definite Integral Properties; Fundamental Theorem of Calculus Unit #9 : Definite Integrl Properties; Fundmentl Theorem of Clculus Gols: Identify properties of definite integrls Define odd nd even functions, nd reltionship to integrl vlues Introduce the Fundmentl

More information

Purpose of the experiment

Purpose of the experiment Newton s Lws II PES 6 Advnced Physics Lb I Purpose of the experiment Exmine two cses using Newton s Lws. Sttic ( = 0) Dynmic ( 0) fyi fyi Did you know tht the longest recorded flight of chicken is thirteen

More information

Learning Moore Machines from Input-Output Traces

Learning Moore Machines from Input-Output Traces Lerning Moore Mchines from Input-Output Trces Georgios Gintmidis 1 nd Stvros Tripkis 1,2 1 Alto University, Finlnd 2 UC Berkeley, USA Motivtion: lerning models from blck boxes Inputs? Lerner Forml Model

More information

Classical Mechanics. From Molecular to Con/nuum Physics I WS 11/12 Emiliano Ippoli/ October, 2011

Classical Mechanics. From Molecular to Con/nuum Physics I WS 11/12 Emiliano Ippoli/ October, 2011 Clssicl Mechnics From Moleculr to Con/nuum Physics I WS 11/12 Emilino Ippoli/ October, 2011 Wednesdy, October 12, 2011 Review Mthemtics... Physics Bsic thermodynmics Temperture, idel gs, kinetic gs theory,

More information

How do you know you have SLE?

How do you know you have SLE? Simultneous Liner Equtions Simultneous Liner Equtions nd Liner Algebr Simultneous liner equtions (SLE s) occur frequently in Sttics, Dynmics, Circuits nd other engineering clsses Need to be ble to, nd

More information

Topology optimization of nonlinear structures

Topology optimization of nonlinear structures Finite Elements in Anlysis nd Design 40 (2004) 1417 1427 www.elsevier.com/locte/nel Topology optimiztion of nonliner structures Deyoon Jung, He Chng Ge Deprtment of Mechnicl nd Aerospce Engineering, Rutgers,

More information

E S dition event Vector Mechanics for Engineers: Dynamics h Due, next Wednesday, 07/19/2006! 1-30

E S dition event Vector Mechanics for Engineers: Dynamics h Due, next Wednesday, 07/19/2006! 1-30 Vector Mechnics for Engineers: Dynmics nnouncement Reminders Wednesdy s clss will strt t 1:00PM. Summry of the chpter 11 ws posted on website nd ws sent you by emil. For the students, who needs hrdcopy,

More information

Intelligent Algorithm of Optimal Allocation of Test Resource Based on Imperfect Debugging and Non-homogeneous Poisson Process

Intelligent Algorithm of Optimal Allocation of Test Resource Based on Imperfect Debugging and Non-homogeneous Poisson Process Intelligent Algorithm of Optiml Alloction of Test Resource Bsed on Imperfect Debugging nd Non-homogeneous Poisson Process Xiong Wei 1, 2, Guo Bing * 1, Shen Yn 3, Wenli Zhng 1, 4 1 Computer Science College,

More information

Research Article Numerical Treatment of Singularly Perturbed Two-Point Boundary Value Problems by Using Differential Transformation Method

Research Article Numerical Treatment of Singularly Perturbed Two-Point Boundary Value Problems by Using Differential Transformation Method Discrete Dynmics in Nture nd Society Volume 202, Article ID 57943, 0 pges doi:0.55/202/57943 Reserch Article Numericl Tretment of Singulrly Perturbed Two-Point Boundry Vlue Problems by Using Differentil

More information

Indefinite Integral. Chapter Integration - reverse of differentiation

Indefinite Integral. Chapter Integration - reverse of differentiation Chpter Indefinite Integrl Most of the mthemticl opertions hve inverse opertions. The inverse opertion of differentition is clled integrtion. For exmple, describing process t the given moment knowing the

More information

1.9 C 2 inner variations

1.9 C 2 inner variations 46 CHAPTER 1. INDIRECT METHODS 1.9 C 2 inner vritions So fr, we hve restricted ttention to liner vritions. These re vritions of the form vx; ǫ = ux + ǫφx where φ is in some liner perturbtion clss P, for

More information

A. Limits - L Hopital s Rule ( ) How to find it: Try and find limits by traditional methods (plugging in). If you get 0 0 or!!, apply C.! 1 6 C.

A. Limits - L Hopital s Rule ( ) How to find it: Try and find limits by traditional methods (plugging in). If you get 0 0 or!!, apply C.! 1 6 C. A. Limits - L Hopitl s Rule Wht you re finding: L Hopitl s Rule is used to find limits of the form f ( x) lim where lim f x x! c g x ( ) = or lim f ( x) = limg( x) = ". ( ) x! c limg( x) = 0 x! c x! c

More information

Physics 116C Solution of inhomogeneous ordinary differential equations using Green s functions

Physics 116C Solution of inhomogeneous ordinary differential equations using Green s functions Physics 6C Solution of inhomogeneous ordinry differentil equtions using Green s functions Peter Young November 5, 29 Homogeneous Equtions We hve studied, especilly in long HW problem, second order liner

More information

Appendix 3, Rises and runs, slopes and sums: tools from calculus

Appendix 3, Rises and runs, slopes and sums: tools from calculus Appendi 3, Rises nd runs, slopes nd sums: tools from clculus Sometimes we will wnt to eplore how quntity chnges s condition is vried. Clculus ws invented to do just this. We certinly do not need the full

More information

CBE 291b - Computation And Optimization For Engineers

CBE 291b - Computation And Optimization For Engineers The University of Western Ontrio Fculty of Engineering Science Deprtment of Chemicl nd Biochemicl Engineering CBE 9b - Computtion And Optimiztion For Engineers Mtlb Project Introduction Prof. A. Jutn Jn

More information

When a force f(t) is applied to a mass in a system, we recall that Newton s law says that. f(t) = ma = m d dt v,

When a force f(t) is applied to a mass in a system, we recall that Newton s law says that. f(t) = ma = m d dt v, Impulse Functions In mny ppliction problems, n externl force f(t) is pplied over very short period of time. For exmple, if mss in spring nd dshpot system is struck by hmmer, the ppliction of the force

More information

BEM / FEM Comparison Studies for the Inelastic Dynamic Analysis of Thick Plates on Elastic Foundation

BEM / FEM Comparison Studies for the Inelastic Dynamic Analysis of Thick Plates on Elastic Foundation BEM / FEM Comprison Studies for the Inelstic ynmic Anlysis of Thick Pltes on Elstic Foundtion C.P. Providkis Abstrct: Boundry nd Finite Element methodologies for the determintion of the inelstic response

More information

Chapter 1. Basic Concepts

Chapter 1. Basic Concepts Socrtes Dilecticl Process: The Þrst step is the seprtion of subject into its elements. After this, by deþning nd discovering more bout its prts, one better comprehends the entire subject Socrtes (469-399)

More information

Section 14.3 Arc Length and Curvature

Section 14.3 Arc Length and Curvature Section 4.3 Arc Length nd Curvture Clculus on Curves in Spce In this section, we ly the foundtions for describing the movement of n object in spce.. Vector Function Bsics In Clc, formul for rc length in

More information

Progressive failure analysis of compression-loaded composite flat panel with cutout

Progressive failure analysis of compression-loaded composite flat panel with cutout Interntionl Journl on Theoreticl nd Applied Reserch in Mechnicl Engineering (IJTARME) Progressive filure nlysis of compression-loded composite flt pnel with cutout 1 Guspir S. Mkndr, 2 N.K. Chhpkhne, 3

More information

pivot F 2 F 3 F 1 AP Physics 1 Practice Exam #3 (2/11/16)

pivot F 2 F 3 F 1 AP Physics 1 Practice Exam #3 (2/11/16) AP Physics 1 Prctice Exm #3 (/11/16) Directions: Ech questions or incomplete sttements below is followed by four suggested nswers or completions. Select one tht is best in ech cse nd n enter pproprite

More information

INFLUENCE OF HYSTERETIC BEHAVIOR ON THE NONLINEAR RESPONSE OF FRAME STRUCTURES

INFLUENCE OF HYSTERETIC BEHAVIOR ON THE NONLINEAR RESPONSE OF FRAME STRUCTURES th World Conference on Erthquke Engineering Vncouver, B.C., Cnd August -, Pper No. 9 INFLUENCE OF HYSTERETIC BEHAVIOR ON THE NONLINEAR RESPONSE OF FRAME STRUCTURES Ricrdo A. MEDINA nd Helmut KRAWINKLER

More information

Lecture 14: Quadrature

Lecture 14: Quadrature Lecture 14: Qudrture This lecture is concerned with the evlution of integrls fx)dx 1) over finite intervl [, b] The integrnd fx) is ssumed to be rel-vlues nd smooth The pproximtion of n integrl by numericl

More information

SUMMER KNOWHOW STUDY AND LEARNING CENTRE

SUMMER KNOWHOW STUDY AND LEARNING CENTRE SUMMER KNOWHOW STUDY AND LEARNING CENTRE Indices & Logrithms 2 Contents Indices.2 Frctionl Indices.4 Logrithms 6 Exponentil equtions. Simplifying Surds 13 Opertions on Surds..16 Scientific Nottion..18

More information

Multi-objective optimization of dielectric layer photonic crystal filter

Multi-objective optimization of dielectric layer photonic crystal filter Optic Applict, Vol. XLVII, No. 1, 017 DOI: 10.577/o170103 Multi-objective optimiztion of dielectric lyer photonic crystl filter HONGWEI YANG *, CUIYING HUANG, SHANSHAN MENG College of Applied Sciences,

More information

Math 8 Winter 2015 Applications of Integration

Math 8 Winter 2015 Applications of Integration Mth 8 Winter 205 Applictions of Integrtion Here re few importnt pplictions of integrtion. The pplictions you my see on n exm in this course include only the Net Chnge Theorem (which is relly just the Fundmentl

More information

Higher Checklist (Unit 3) Higher Checklist (Unit 3) Vectors

Higher Checklist (Unit 3) Higher Checklist (Unit 3) Vectors Vectors Skill Achieved? Know tht sclr is quntity tht hs only size (no direction) Identify rel-life exmples of sclrs such s, temperture, mss, distnce, time, speed, energy nd electric chrge Know tht vector

More information

ELE B7 Power Systems Engineering. Power System Components Modeling

ELE B7 Power Systems Engineering. Power System Components Modeling Power Systems Engineering Power System Components Modeling Section III : Trnsformer Model Power Trnsformers- CONSTRUCTION Primry windings, connected to the lternting voltge source; Secondry windings, connected

More information

INVESTIGATION OF ASSESSMENT METHODS FOR RAILWAY MASONRY ARCH BRIDGES

INVESTIGATION OF ASSESSMENT METHODS FOR RAILWAY MASONRY ARCH BRIDGES th Interntionl onference on Arch Bridges October -7, 06, Wrocłw, Polnd INVESTIGATION OF ASSESSMENT METODS FOR RAIWAY MASONRY AR BRIDGES J. Wng, J. ynes,. Melbourne University of Slford, Directorte of ivil

More information

Effect of soil profile modulus distribution on pile head lateral stiffness

Effect of soil profile modulus distribution on pile head lateral stiffness Proc. 18 th NZGS Geotechnicl Symposium on Soil-Structure Interction. d. CY Chin, Aucklnd Michel Pender University of Aucklnd, New Zelnd eywords: pile hed stiffness, effect of pile shft size, soil modulus

More information