Research Article Kinematics Analysis and Modeling of 6 Degree of Freedom Robotic Arm from DFROBOT on Labview

Size: px
Start display at page:

Download "Research Article Kinematics Analysis and Modeling of 6 Degree of Freedom Robotic Arm from DFROBOT on Labview"

Transcription

1 Research Joural of Applied Scieces, Egieerig ad Techology 13(7): , 2016 DOI: /rjaset ISSN: ; e-issn: Maxwell Scietific Publicatio Corp. Submitted: May 5, 2016 Accepted: Jue 7, 2016 Published: October 05, 2016 Research Article Kiematics Aalysis ad Modelig of 6 Degree of Freedom Robotic Arm from DFROBOT o Labview 1 Haa A.R. Akkar ad 2 Ahlam Najim A-Amir 1 Departmet of Electrical Egieerig, Uiversity of Techology, 2 Departmet of Electrical Egieerig, Al-Mustasiriya Uiversity, Baghdad, Iraq Abstract: The aim of this study is to aalyze the robot arm kiematics which is very importat for the movemet of all robotic joits. Also they are very importat to obtai the idicatio for cotrollig or movig of the robot arm i the workspace. I this study the kiematics of ROB0036 DFROBOT Arm will be accomplished by usig LabVIEW. Fidig the parameters of Deavit-Harteberg represetatio, the kiematic equatios of motio ca be derived which solve the problems of automatic cotrol of the 6 revolute joits DFROBOT maipulator. The kiematics solutio of the LabVIEW program was foud to be earest to the robot arms actual measuremets. Keywords: DFROBOT 6DOF robot arm, forward kiematics, iverse kiematics, LabVIEW, robot maipulator INTRODUCTION The kiematics problem is related to fidig the trasformatio from the Cartesia space to thejoit space ad vice versa. The solutios of the kiematics problem of ay robot maipulatorhave two types; the forward kiematic ad iverse kiematics. Whe all joits are kow the forward kiematic will determie the Cartesia space, or where the maipulator arm will be. I the iverse kiematic the calculatios of all joits is doe if the desired positio ad orietatio of the ed- effectors is determied, that meas by the iverse kiematic the robotic arm joit space agles will be calculated as referred to Craig (2005). A six degree of freedom DFROBOT has five rotatioal joits with a gripper ad operate with their servo motors coected as a itersectig or parallel joit axis, it is a low cost educatioal robot maipulator, flexible ad similar to idustrial robot arms. I this study the parameters of the stadard Deavit Hardeberg listed i Table 1 for the 6DOF Robot Arm show i Fig. 1 has bee used for modelig ad simplifyig its associated kiematics. The kiematic aalysis of idustrial robots was discussed i may literatures (Craig, 2005; Spog et al., 2005). Koyucu ad Guzel (2007) suggested a method for solvig the kiematics of the Lyx 6d of Robot ad propose a software package amed MSG that used to test the behavior of robot motio. Qassem et al. (2010) proposed a software package to solve the kiematics of the AL5B Robot arm. More aalysis have bee achieved for modelig a 6dof robotic maipulators usig the MATLAB software for their simulatio by Iqbal et al. (2012), Kumar et al. (2013) ad Sigh et al. (2015). Forward kiematic is much easier tha iverse kiematic ad so called direct kiematic, Mohammed ad Suar (2015) bega their kiematic aalysis by usig the product of Expoetial Formula (PE) to simplify the aalysis. I this study a simple ad direct solutio to the mathematical model ad kiematical aalysis of the DFROBOT equatios which relate all joits together as refer to the base is achieved. Applyig the robot arm kiematics o LabVIEW, the maipulator motio ca be itroduced with respect to its mathematical aalysis. I this study the target will be o the Kiematics ad how to obtai the joit agles from the iverse kiematics modelig that ca be used for the cotrol of a variety of idustrial processes. The work takes the beefit of usig the umeric values for the positio ad orietatio of the ed- effector which is the results of the forward kiematics ad fid all the joit agles of the robot arm from the iverse kiematic solutios applied i the ew developed closed form package of the 6 DOF robot which is the case study of this study. DFROBOT MODELING The DFROBOT is a 6DOF robotic arm delivers fast, accurate ad repeatable movemet ad called articulated because it has a series maipulator havig Correspodig Author: Haa A.R. Akkar, Departmet of Electrical Egieerig, Uiversity of Techology, Baghdad, Iraq This work is licesed uder a Creative Commos Attributio 4.0 Iteratioal Licese (URL: 569

2 Res. J. Appl. Sci. Eg. Techol., 13(7): , 2016 Table 1: The DH parameters of the DFROBOT Joit Lik a i-1 mi α i-1 degree d i mm FORWARD KINEMATICS θi degree θ 1 θ 2 θ 3 θ 4 θ 5 gripper Fig. 1: 6DOF robot maipulator Fig. 2: Kiematic modelig block diagram The joit variables of the robot are give to determie the positio ad orietatio of the ed- effector. Each joit for each frame has a sigle degree of freedom ad ca be represeted by a sigle umber, which is the agle of rotatio i the case of a revolute joit i.e., (θ, θ,.., θ, θ. Startig from the base which is deoted as lik 0 to the liks the cumulative effect of the joit variables ca be calculated. z is a uit vector alog the axis i space betwee liks i-1 ad i. Next, each lik is attached with coordiate frames from 1 to, the frame i is rigidly attached to lik i. Figure 3 illustrates the DFROBOT frames ad liks coectios. Assigmets of joits ad all parameters used to defie the robot frames ca be defied by usig the DH parameters table explaied by Tahsee (2013). Table 1 shows the related six joits parameters of the robotic arm ROB0036 maipulator i order to fid the positio ad orietatio of the rigid body which is useful for obtaiig the compositio of coordiate trasformatios betwee the cosecutive frames: where, a : The legth distace from z to z measured alog z α : The twist agle betwee z ad z measured about x d : The offset distace from x to x measured alog z θ : The agle betwee x ad x measured about z Forward kiematics aalysis is the process of calculatig the positio ad orietatio of the edeffector with give joits agles so by substitutig these parameters i the homogeous trasformatio matrix from joit i to joit i+1 (Craig, 2005): Fig. 3: The robot coordiate frame θi SθiCαi SθiSαi Ai = Sθi CθiCαi CθiSαii 0 Sαi Cαi aicθi aisθi di 1 all joits as revolute. The mai features of this kid: base rotatio, sigle plae shoulder, elbow, wrist motio, fuctioal gripper ad optioal wrist rotate. The kiematic modelig requires the solutios of the forward ad iverse kiematics of the maipulator ad the lik parameters are eeded for the two solutios as show i the block diagram of Fig The trasformatio matrices A ad A for the DFROBOT joits ca be obtaied as show: C S 0 0 A S A = C d (1)

3 Res. J. Appl. Sci. Eg. Techol., 13(7): , 2016 where, the matrix A for example shows the trasformatio betwee frames 0 ad 1, C = cosθ ad S = siθ : C 0 S 0 A S A = 0 C 0 (2) C S 0 a C A S A = C 0 a S (3) C S 0 a C A S A = C 0 a S (4) C 0 S 0 A S A = 0 C 0 (5) d C S 0 0 A S A = C 0 0 (6) Performig the compositio from the - th frame to the base frame we multiply the six matrices from 1 to 6: p a C C C a C S S + S d + a C C p a S C C a S S S C d + a S C p a S C + a C S + a S + d (8) where, C = cos (θ + θ, S si(θ + θ, C cos(θ + θ + θ ad S = si(θ + θ + θ Makig use of some trigoometric equatios helps for easy solutios: C C C S S S C S + S C C C (C C S S S (C S + C S S S (C C S S + C (S C +C S. INVERSE KINEMATICS The solutio of Iverse kiematics is more complex tha forward kiematics ad there is may solutios approach such as geometric ad algebraic aalysisused for fidig the iverse kiematics cosiderig the system structure of the robotic arm. I case of iverse kiematics the joit agles ca be determied for ay desired positio ad orietatio i Cartesia space. For simplicity of solutios to fid the joit agles of 6d of articulated robot arm of the DFROBOT the trasformatio matrix i Eq. (7) ca be multiplied by A for = 1,,6 o both sides of the equatio sequetially, the solvig the produced equatios obtaied by equatig terms of the both sides of matrices: A = A. A.. A = A = R P 0 1 where, R is a 3 3 matrix for rotatio ad P is the positio, so the total matrix of trasformatio: A = A A A A A A o a p = o o a a p p (7) where, p, p, p represet the positio ad {(,, ), (o, o, o ), (a, a, a }, represet the orietatio of the ed- effector, they ca be calculated i terms of joit agles: C C C S S C S C + C S = C S o C S C S C o S S C + C C o S S a C S a S S a C 571 C S 0 0 S A = C 0 0 (9) d C S 0 0 A = (10) S C 0 0 C S 0 a S A = C 0 0 (11) C S 0 a S A = C 0 0 (12) C S d A = (13) S C 0 0 C S 0 0 S A = C 0 0 (14)

4 Res. J. Appl. Sci. Eg. Techol., 13(7): , 2016 INVERSE KINEMATIC SOLUTIONS To solve the matrix i Eq. (7) it is easy to use the algebraic solutio techique for: A = A A A A A A (15) To solve for θi whe A is give as umeric values, multiply each side bya : o a p A o a p = A o a p A A A A A A (16) The matrix maipulatios has resulted the followig matrix solutios:.. C a + S a C p + S p.. C S a C C + a C C + S d.. S ax + C a S p + C p.. S S a S C a S C C d (17).. a p d.. C a S + a S Both matrix elemets i Eq. (17) are equated to each other ad the resultat θ values are extracted. By takig (1, 4) (2, 4): C p +S p = a C C + a C C + S d (18) S p + C p = a S C + a S C C d (19) Squarig ad addig the two Eq. (18) ad (19): C = Cos θ = θ = Cos = Ata2 ( 1, (20) Eq. (3, 4): S a S p + d θ Ata2 p d a S + a S, 1 (21) θ θ θ (22) Multiplyig each side of Eq. (15) witha A : o a p A A o o a a p A p A A A (23)... C C p + C S p + S p C C S C S a C + a C... S C p S S p + C p C S S S C a S + a S S C S o C o. S p C p d S C 0 d (24) 572

5 Res. J. Appl. Sci. Eg. Techol., 13(7): , 2016 Equatig elemets (3, 4) of the right had side matrix ad the left had side matrix of Eq. (24): S p C p d d S p C p d + d θ = ata2p, p ata2 p + p (d + d, (d + d (25) From Eq. (8) we ca obtai: a S S a C S Dividig the two equatios: = θ = ata2 (a,a ) (26) Ad the we fid: θ θ θ (27) The also equatig elemets (3, 1) ad (3, 2) of the two sides of the matrices i Eq. (24): S S C OrS C S C S o C o Or C C o S o θ Ata2C S, C o S o (28) Or alteratively: θ Ata2 1 C o S o, C o S o (29) Now multiply each side of Eq. (15) by: o a p A A A o a p = A o a p A A (30) C C C S S a C C o a p C C S C S a C S C S S C a S C o a p C = RHS S S S C a S = LHS (31) S C 0 a S d o a p S C 0 d Equatig elemets (3, 4) from the two sides of Eq. (31): S p C p a S d d S p C p a S + d + d θ ata2 p x, p y ata2 p x 2 + p y 2 a 3 S 2 + d 1 + d 5 2, (a 3 S 2 + d 1 + d 5 (32) θ 3 θ 23 θ 2 (33) From the Eq. i (8) we ca also obtai: C 345 a z θ 345 ata2 1 a 2 z, a z (34) θ 5 θ 345 θ 3 θ 4 (35) 573

6 Res. J. Appl. Sci. Eg. Techol., 13(7): , 2016 Fig. 6: Iverse kiematic simulatio Fig. 4: The robot agles The developed software will calculate the required agles for target orietatio ad target positioig, the agle values are calculated by usig the equatios as follows: θ 2 ata2 p x, p y ata2 p 2 x + p 2 y (d 1 + d 5 2, (d 1 + d 5 θ 12 = ata2 (a y,a x ) θ 1 θ 12 θ θ 23 ata2 p x, p y ata2 p 2 x + p 2 2 y a 3 S 2 + d 1 + d 5, (a3 S 2 + d 1 + d 5 θ 3 θ 23 θ 2 θ 3 = Cos 1 = Ata2 ( 1 2,, where, θ 2 = Cos θ 3 = p x 2 p 2 2 y d θ 34 Ata2 a 3S 3 p z + d 1 4 θ 4 θ 34 θ θ 345 ata2 1 a z 2, a z, 11 a 3S 3 p z + d 1 θ Fig. 5: Forward kiematics simulatio with the matrices A 6 ad A ot show i diagram 574 θ 5 θ 345 θ 3 θ 4 θ 6 Ata2 C 2 y S 2 x, C 2 o y S 2 o x

7 Res. J. Appl. Sci. Eg. Techol., 13(7): , 2016 RESULTS AND DISCUSSION Kiematic aalysis with mathematical solutios of the 6dof DFROBOT was doe i this study. With the Deavit-Harteberg method ad for a give joit agles to be applied as the desired agles for a example (45.92, 75.3, 45.92, 20.20, 90, 31.23) i degrees show i Fig. 4, forward ad iverse kiematic solutios are geerated by the developed software with LabVIEW. Figure 5 shows the implemetatios of these agles to fid the total homogeous trasformatio matrix which cotais positio ad orietatio parameters related to the motio kiematic of the robot arm. The other simulator isthe iverse kiematic part with aew aalysis techique for the user that use the result parameters of equatios (8) beig solved to obtai the ew joit agles θ, θ, θ, θ, θ ad θ for a give task of the Robot Arm. For ay desired joit frame with the positio ad orietatio show i total matrix the iverse kiematic oliear system solver will be ru as show i Fig. 6. CONCLUSION A aalytical solutio with a ewly developed system solver for the Kiematics of a 6dof Robot Arm from DFROBOT is derived ad developed i this study. This model gives correct joit agles so that the robot arm with its ed- effector ca easily moved to ay reachable positios ad orietatios for performig a pick ad place task. Less differece is foud betwee measured ad calculated valued which give a exactdesired poits i the kiematics simulatio process. Also this method ca be used to solve kiematics for other robotics arm. REFERENCES Craig, J.J., Itroductio to Robotics: Mechaics ad Cotrol. 3rd Ed., Pearso, Pretice Hall, Upper Saddle River, NJ, USA. Iqbal, J., M.R.U. Islam ad H. Kha, Modelig ad aalysis of a 6 DOF robotic arm maipulator. Ca. J. Electr. Electro. Eg., 3(6): Koyucu, B. ad M.S. Guzel, Software developmet for the kiematic aalysis of a Lyx 6 robot arm. It. J. Comput. Electr. Automat. Cotrol Iform. Eg., 1(6): Kumar, K.K., A. Sriath, G. Jugalavesh, R. Premsai ad M. Suresh, Kiematic aalysis adsimulatio of 6Dof KukaKr5 robot for weldig applicatio. It. J. Eg. Res. Appl., 3(2): Mohammed, A.A. ad M. Suar, Kiematics modelig of a 4-DOF robotic arm. Proceedig of the IEEE Iteratioal Coferece o Cotrol Automatio ad Robotics. Sigapore, pp: Qassem, M.A., I. Abuhadrous ad H. Elaydi, Modelig ad simulatio of 5 DOF educatioal robot arm. Proceedig of the 2d Iteratioal Coferece o Advaced Computer Cotrol (ICACC, 2010). Sheyag, pp: Sigh, E.H., N. Dhillo ad E.I. Asari, Forward ad iverse kiematics solutio for six DOF with the help of robotics tool box i matlab. It. J. Appl. Iov. Eg. Maage., 4(3): Spog, M.W., S. Hutchiso ad M. Vidyasagar, Robot Modelig ad Cotrol. 1st Ed., Joh Wiley ad Sos Ic., New York. Tahsee, F.A., Forward kiematics modelig of 5DOF statioary articulated robots. Eg. Tech. J., 31(3):

MathematicModelandKinematicAnalysisforRoboticArm

MathematicModelandKinematicAnalysisforRoboticArm Global Joural of esearches i Egieerig: J Geeral Egieerig Volume 15 Issue 6 Versio 1.0 Tpe: Double Blid Peer eviewed Iteratioal esearch Joural Publisher: Global Jourals Ic. (USA Olie ISSN: 22494596 & Prit

More information

Ones Assignment Method for Solving Traveling Salesman Problem

Ones Assignment Method for Solving Traveling Salesman Problem Joural of mathematics ad computer sciece 0 (0), 58-65 Oes Assigmet Method for Solvig Travelig Salesma Problem Hadi Basirzadeh Departmet of Mathematics, Shahid Chamra Uiversity, Ahvaz, Ira Article history:

More information

Solving Fuzzy Assignment Problem Using Fourier Elimination Method

Solving Fuzzy Assignment Problem Using Fourier Elimination Method Global Joural of Pure ad Applied Mathematics. ISSN 0973-768 Volume 3, Number 2 (207), pp. 453-462 Research Idia Publicatios http://www.ripublicatio.com Solvig Fuzzy Assigmet Problem Usig Fourier Elimiatio

More information

The Closest Line to a Data Set in the Plane. David Gurney Southeastern Louisiana University Hammond, Louisiana

The Closest Line to a Data Set in the Plane. David Gurney Southeastern Louisiana University Hammond, Louisiana The Closest Lie to a Data Set i the Plae David Gurey Southeaster Louisiaa Uiversity Hammod, Louisiaa ABSTRACT This paper looks at three differet measures of distace betwee a lie ad a data set i the plae:

More information

A Very Simple Approach for 3-D to 2-D Mapping

A Very Simple Approach for 3-D to 2-D Mapping A Very Simple Approach for -D to -D appig Sadipa Dey (1 Ajith Abraham ( Sugata Sayal ( Sadipa Dey (1 Ashi Software Private Limited INFINITY Tower II 10 th Floor Plot No. - 4. Block GP Salt Lake Electroics

More information

Accuracy Improvement in Camera Calibration

Accuracy Improvement in Camera Calibration Accuracy Improvemet i Camera Calibratio FaJie L Qi Zag ad Reihard Klette CITR, Computer Sciece Departmet The Uiversity of Aucklad Tamaki Campus, Aucklad, New Zealad fli006, qza001@ec.aucklad.ac.z r.klette@aucklad.ac.z

More information

A New Morphological 3D Shape Decomposition: Grayscale Interframe Interpolation Method

A New Morphological 3D Shape Decomposition: Grayscale Interframe Interpolation Method A ew Morphological 3D Shape Decompositio: Grayscale Iterframe Iterpolatio Method D.. Vizireau Politehica Uiversity Bucharest, Romaia ae@comm.pub.ro R. M. Udrea Politehica Uiversity Bucharest, Romaia mihea@comm.pub.ro

More information

Pattern Recognition Systems Lab 1 Least Mean Squares

Pattern Recognition Systems Lab 1 Least Mean Squares Patter Recogitio Systems Lab 1 Least Mea Squares 1. Objectives This laboratory work itroduces the OpeCV-based framework used throughout the course. I this assigmet a lie is fitted to a set of poits usig

More information

Fuzzy Minimal Solution of Dual Fully Fuzzy Matrix Equations

Fuzzy Minimal Solution of Dual Fully Fuzzy Matrix Equations Iteratioal Coferece o Applied Mathematics, Simulatio ad Modellig (AMSM 2016) Fuzzy Miimal Solutio of Dual Fully Fuzzy Matrix Equatios Dequa Shag1 ad Xiaobi Guo2,* 1 Sciece Courses eachig Departmet, Gasu

More information

A New Mechanism for High Acceleration Wafer Transfer Based on Position and Orientation Adjustment

A New Mechanism for High Acceleration Wafer Transfer Based on Position and Orientation Adjustment A New Mechaism for High Acceleratio Wafer Trasfer Based o Positio ad Orietatio Adjustmet Fag SONG 1,Jiag CHENG 1,Yogjia GONG 1, Tao CHEN 2, Liig SUN 2 1 Laboratory of Itelliget Cotrol ad Robotics, Shaghai

More information

LU Decomposition Method

LU Decomposition Method SOLUTION OF SIMULTANEOUS LINEAR EQUATIONS LU Decompositio Method Jamie Traha, Autar Kaw, Kevi Marti Uiversity of South Florida Uited States of America kaw@eg.usf.edu http://umericalmethods.eg.usf.edu Itroductio

More information

Alpha Individual Solutions MAΘ National Convention 2013

Alpha Individual Solutions MAΘ National Convention 2013 Alpha Idividual Solutios MAΘ Natioal Covetio 0 Aswers:. D. A. C 4. D 5. C 6. B 7. A 8. C 9. D 0. B. B. A. D 4. C 5. A 6. C 7. B 8. A 9. A 0. C. E. B. D 4. C 5. A 6. D 7. B 8. C 9. D 0. B TB. 570 TB. 5

More information

A Note on Least-norm Solution of Global WireWarping

A Note on Least-norm Solution of Global WireWarping A Note o Least-orm Solutio of Global WireWarpig Charlie C. L. Wag Departmet of Mechaical ad Automatio Egieerig The Chiese Uiversity of Hog Kog Shati, N.T., Hog Kog E-mail: cwag@mae.cuhk.edu.hk Abstract

More information

Redundancy Allocation for Series Parallel Systems with Multiple Constraints and Sensitivity Analysis

Redundancy Allocation for Series Parallel Systems with Multiple Constraints and Sensitivity Analysis IOSR Joural of Egieerig Redudacy Allocatio for Series Parallel Systems with Multiple Costraits ad Sesitivity Aalysis S. V. Suresh Babu, D.Maheswar 2, G. Ragaath 3 Y.Viaya Kumar d G.Sakaraiah e (Mechaical

More information

A INVERSE KINEMATIC SOLUTION OF A 6-DOF INDUSTRIAL ROBOT USING ANN

A INVERSE KINEMATIC SOLUTION OF A 6-DOF INDUSTRIAL ROBOT USING ANN ISSN: 2250-038 (Olie) A INVERSE KINEMATIC SOLUTION OF A -DOF INDUSTRIAL ROBOT USING ANN KSHITISH K. DASH a, BIBHUTI B. CHOUDURY b AND SUKANTA K.SENAPATI c a Departmet of Mechaical Egieerig(GIFT) bc Departmet

More information

Lecture Notes 6 Introduction to algorithm analysis CSS 501 Data Structures and Object-Oriented Programming

Lecture Notes 6 Introduction to algorithm analysis CSS 501 Data Structures and Object-Oriented Programming Lecture Notes 6 Itroductio to algorithm aalysis CSS 501 Data Structures ad Object-Orieted Programmig Readig for this lecture: Carrao, Chapter 10 To be covered i this lecture: Itroductio to algorithm aalysis

More information

Math 10C Long Range Plans

Math 10C Long Range Plans Math 10C Log Rage Plas Uits: Evaluatio: Homework, projects ad assigmets 10% Uit Tests. 70% Fial Examiatio.. 20% Ay Uit Test may be rewritte for a higher mark. If the retest mark is higher, that mark will

More information

Higher-order iterative methods free from second derivative for solving nonlinear equations

Higher-order iterative methods free from second derivative for solving nonlinear equations Iteratioal Joural of the Phsical Scieces Vol 6(8, pp 887-89, 8 April, Available olie at http://wwwacademicjouralsorg/ijps DOI: 5897/IJPS45 ISSN 99-95 Academic Jourals Full Legth Research Paper Higher-order

More information

3D Model Retrieval Method Based on Sample Prediction

3D Model Retrieval Method Based on Sample Prediction 20 Iteratioal Coferece o Computer Commuicatio ad Maagemet Proc.of CSIT vol.5 (20) (20) IACSIT Press, Sigapore 3D Model Retrieval Method Based o Sample Predictio Qigche Zhag, Ya Tag* School of Computer

More information

EVALUATION OF TRIGONOMETRIC FUNCTIONS

EVALUATION OF TRIGONOMETRIC FUNCTIONS EVALUATION OF TRIGONOMETRIC FUNCTIONS Whe first exposed to trigoometric fuctios i high school studets are expected to memorize the values of the trigoometric fuctios of sie cosie taget for the special

More information

The number n of subintervals times the length h of subintervals gives length of interval (b-a).

The number n of subintervals times the length h of subintervals gives length of interval (b-a). Simulator with MadMath Kit: Riema Sums (Teacher s pages) I your kit: 1. GeoGebra file: Ready-to-use projector sized simulator: RiemaSumMM.ggb 2. RiemaSumMM.pdf (this file) ad RiemaSumMMEd.pdf (educator's

More information

Orientation. Orientation 10/28/15

Orientation. Orientation 10/28/15 Orietatio Orietatio We will defie orietatio to mea a object s istataeous rotatioal cofiguratio Thik of it as the rotatioal equivalet of positio 1 Represetig Positios Cartesia coordiates (x,y,z) are a easy

More information

CS 683: Advanced Design and Analysis of Algorithms

CS 683: Advanced Design and Analysis of Algorithms CS 683: Advaced Desig ad Aalysis of Algorithms Lecture 6, February 1, 2008 Lecturer: Joh Hopcroft Scribes: Shaomei Wu, Etha Feldma February 7, 2008 1 Threshold for k CNF Satisfiability I the previous lecture,

More information

1.2 Binomial Coefficients and Subsets

1.2 Binomial Coefficients and Subsets 1.2. BINOMIAL COEFFICIENTS AND SUBSETS 13 1.2 Biomial Coefficiets ad Subsets 1.2-1 The loop below is part of a program to determie the umber of triagles formed by poits i the plae. for i =1 to for j =

More information

Bezier curves. Figure 2 shows cubic Bezier curves for various control points. In a Bezier curve, only

Bezier curves. Figure 2 shows cubic Bezier curves for various control points. In a Bezier curve, only Edited: Yeh-Liag Hsu (998--; recommeded: Yeh-Liag Hsu (--9; last updated: Yeh-Liag Hsu (9--7. Note: This is the course material for ME55 Geometric modelig ad computer graphics, Yua Ze Uiversity. art of

More information

Creating Exact Bezier Representations of CST Shapes. David D. Marshall. California Polytechnic State University, San Luis Obispo, CA , USA

Creating Exact Bezier Representations of CST Shapes. David D. Marshall. California Polytechnic State University, San Luis Obispo, CA , USA Creatig Exact Bezier Represetatios of CST Shapes David D. Marshall Califoria Polytechic State Uiversity, Sa Luis Obispo, CA 93407-035, USA The paper presets a method of expressig CST shapes pioeered by

More information

Recursive Procedures. How can you model the relationship between consecutive terms of a sequence?

Recursive Procedures. How can you model the relationship between consecutive terms of a sequence? 6. Recursive Procedures I Sectio 6.1, you used fuctio otatio to write a explicit formula to determie the value of ay term i a Sometimes it is easier to calculate oe term i a sequece usig the previous terms.

More information

BOOLEAN MATHEMATICS: GENERAL THEORY

BOOLEAN MATHEMATICS: GENERAL THEORY CHAPTER 3 BOOLEAN MATHEMATICS: GENERAL THEORY 3.1 ISOMORPHIC PROPERTIES The ame Boolea Arithmetic was chose because it was discovered that literal Boolea Algebra could have a isomorphic umerical aspect.

More information

Pruning and Summarizing the Discovered Time Series Association Rules from Mechanical Sensor Data Qing YANG1,a,*, Shao-Yu WANG1,b, Ting-Ting ZHANG2,c

Pruning and Summarizing the Discovered Time Series Association Rules from Mechanical Sensor Data Qing YANG1,a,*, Shao-Yu WANG1,b, Ting-Ting ZHANG2,c Advaces i Egieerig Research (AER), volume 131 3rd Aual Iteratioal Coferece o Electroics, Electrical Egieerig ad Iformatio Sciece (EEEIS 2017) Pruig ad Summarizig the Discovered Time Series Associatio Rules

More information

Octahedral Graph Scaling

Octahedral Graph Scaling Octahedral Graph Scalig Peter Russell Jauary 1, 2015 Abstract There is presetly o strog iterpretatio for the otio of -vertex graph scalig. This paper presets a ew defiitio for the term i the cotext of

More information

9.1. Sequences and Series. Sequences. What you should learn. Why you should learn it. Definition of Sequence

9.1. Sequences and Series. Sequences. What you should learn. Why you should learn it. Definition of Sequence _9.qxd // : AM Page Chapter 9 Sequeces, Series, ad Probability 9. Sequeces ad Series What you should lear Use sequece otatio to write the terms of sequeces. Use factorial otatio. Use summatio otatio to

More information

Mobile terminal 3D image reconstruction program development based on Android Lin Qinhua

Mobile terminal 3D image reconstruction program development based on Android Lin Qinhua Iteratioal Coferece o Automatio, Mechaical Cotrol ad Computatioal Egieerig (AMCCE 05) Mobile termial 3D image recostructio program developmet based o Adroid Li Qihua Sichua Iformatio Techology College

More information

Identification of the Swiss Z24 Highway Bridge by Frequency Domain Decomposition Brincker, Rune; Andersen, P.

Identification of the Swiss Z24 Highway Bridge by Frequency Domain Decomposition Brincker, Rune; Andersen, P. Aalborg Uiversitet Idetificatio of the Swiss Z24 Highway Bridge by Frequecy Domai Decompositio Bricker, Rue; Aderse, P. Published i: Proceedigs of IMAC 2 Publicatio date: 22 Documet Versio Publisher's

More information

New Results on Energy of Graphs of Small Order

New Results on Energy of Graphs of Small Order Global Joural of Pure ad Applied Mathematics. ISSN 0973-1768 Volume 13, Number 7 (2017), pp. 2837-2848 Research Idia Publicatios http://www.ripublicatio.com New Results o Eergy of Graphs of Small Order

More information

Examples of planar robot kinematic designs from optimally fault-tolerant Jacobians

Examples of planar robot kinematic designs from optimally fault-tolerant Jacobians IEEE Iteratioal Coferece o Robotics ad Automatio Shaghai Iteratioal Coferece Ceter May 9-,, Shaghai, Chia Examples of plaar robot kiematic desigs from optimally fault-tolerat Jacobias Khaled M. Be-Gharbia,

More information

Cubic Polynomial Curves with a Shape Parameter

Cubic Polynomial Curves with a Shape Parameter roceedigs of the th WSEAS Iteratioal Coferece o Robotics Cotrol ad Maufacturig Techology Hagzhou Chia April -8 00 (pp5-70) Cubic olyomial Curves with a Shape arameter MO GUOLIANG ZHAO YANAN Iformatio ad

More information

Improving Template Based Spike Detection

Improving Template Based Spike Detection Improvig Template Based Spike Detectio Kirk Smith, Member - IEEE Portlad State Uiversity petra@ee.pdx.edu Abstract Template matchig algorithms like SSE, Covolutio ad Maximum Likelihood are well kow for

More information

THIN LAYER ORIENTED MAGNETOSTATIC CALCULATION MODULE FOR ELMER FEM, BASED ON THE METHOD OF THE MOMENTS. Roman Szewczyk

THIN LAYER ORIENTED MAGNETOSTATIC CALCULATION MODULE FOR ELMER FEM, BASED ON THE METHOD OF THE MOMENTS. Roman Szewczyk THIN LAYER ORIENTED MAGNETOSTATIC CALCULATION MODULE FOR ELMER FEM, BASED ON THE METHOD OF THE MOMENTS Roma Szewczyk Istitute of Metrology ad Biomedical Egieerig, Warsaw Uiversity of Techology E-mail:

More information

MATHEMATICAL METHODS OF ANALYSIS AND EXPERIMENTAL DATA PROCESSING (Or Methods of Curve Fitting)

MATHEMATICAL METHODS OF ANALYSIS AND EXPERIMENTAL DATA PROCESSING (Or Methods of Curve Fitting) MATHEMATICAL METHODS OF ANALYSIS AND EXPERIMENTAL DATA PROCESSING (Or Methods of Curve Fittig) I this chapter, we will eamie some methods of aalysis ad data processig; data obtaied as a result of a give

More information

Kinematic Synthesis of Planar, Shape-Changing Rigid-Body Mechanisms

Kinematic Synthesis of Planar, Shape-Changing Rigid-Body Mechanisms Adrew P. Murray Mechaical ad Aerospace Egieerig, Uiversity of Dayto, Dayto, OH 45469 e-mail: murray@udayto.edu James P. Schmiedeler e-mail: schmiedeler.2@osu.edu Bria M. Korte e-mail: korte.16@osu.edu

More information

The isoperimetric problem on the hypercube

The isoperimetric problem on the hypercube The isoperimetric problem o the hypercube Prepared by: Steve Butler November 2, 2005 1 The isoperimetric problem We will cosider the -dimesioal hypercube Q Recall that the hypercube Q is a graph whose

More information

Numerical Methods Lecture 6 - Curve Fitting Techniques

Numerical Methods Lecture 6 - Curve Fitting Techniques Numerical Methods Lecture 6 - Curve Fittig Techiques Topics motivatio iterpolatio liear regressio higher order polyomial form expoetial form Curve fittig - motivatio For root fidig, we used a give fuctio

More information

The measurement of overhead conductor s sag with DLT method

The measurement of overhead conductor s sag with DLT method Advaces i Egieerig Research (AER), volume 7 2d Aual Iteratioal Coferece o Electroics, Electrical Egieerig ad Iformatio Sciece (EEEIS 206) he measuremet of overhead coductor s sag with DL method Fag Ye,

More information

Force Network Analysis using Complementary Energy

Force Network Analysis using Complementary Energy orce Network Aalysis usig Complemetary Eergy Adrew BORGART Assistat Professor Delft Uiversity of Techology Delft, The Netherlads A.Borgart@tudelft.l Yaick LIEM Studet Delft Uiversity of Techology Delft,

More information

Chapter 9. Pointers and Dynamic Arrays. Copyright 2015 Pearson Education, Ltd.. All rights reserved.

Chapter 9. Pointers and Dynamic Arrays. Copyright 2015 Pearson Education, Ltd.. All rights reserved. Chapter 9 Poiters ad Dyamic Arrays Copyright 2015 Pearso Educatio, Ltd.. All rights reserved. Overview 9.1 Poiters 9.2 Dyamic Arrays Copyright 2015 Pearso Educatio, Ltd.. All rights reserved. Slide 9-3

More information

Parabolic Path to a Best Best-Fit Line:

Parabolic Path to a Best Best-Fit Line: Studet Activity : Fidig the Least Squares Regressio Lie By Explorig the Relatioship betwee Slope ad Residuals Objective: How does oe determie a best best-fit lie for a set of data? Eyeballig it may be

More information

How do we evaluate algorithms?

How do we evaluate algorithms? F2 Readig referece: chapter 2 + slides Algorithm complexity Big O ad big Ω To calculate ruig time Aalysis of recursive Algorithms Next time: Litterature: slides mostly The first Algorithm desig methods:

More information

GEOMETRIC REVERSE ENGINEERING USING A LASER PROFILE SCANNER MOUNTED ON AN INDUSTRIAL ROBOT

GEOMETRIC REVERSE ENGINEERING USING A LASER PROFILE SCANNER MOUNTED ON AN INDUSTRIAL ROBOT 6th Iteratioal DAAAM Baltic Coferece INDUSTRIAL ENGINEERING 24-26 April 2008, Talli, Estoia GEOMETRIC REVERSE ENGINEERING USING A LASER PROFILE SCANNER MOUNTED ON AN INDUSTRIAL ROBOT Rahayem, M.; Kjellader,

More information

Lecture 18. Optimization in n dimensions

Lecture 18. Optimization in n dimensions Lecture 8 Optimizatio i dimesios Itroductio We ow cosider the problem of miimizig a sigle scalar fuctio of variables, f x, where x=[ x, x,, x ]T. The D case ca be visualized as fidig the lowest poit of

More information

Position and Velocity Estimation by Ultrasonic Sensor

Position and Velocity Estimation by Ultrasonic Sensor Positio ad Velocity Estimatio by Ultrasoic Sesor N Ramarao 1, A R Subramayam 2, J Chara Raj 2, Lalith B V 2, Varu K R 2 1 (Faculty of EEE, BMSIT & M, INDIA) 2 (Studets of EEE, BMSIT & M, INDIA) Abstract:

More information

Improvement of the Orthogonal Code Convolution Capabilities Using FPGA Implementation

Improvement of the Orthogonal Code Convolution Capabilities Using FPGA Implementation Improvemet of the Orthogoal Code Covolutio Capabilities Usig FPGA Implemetatio Naima Kaabouch, Member, IEEE, Apara Dhirde, Member, IEEE, Saleh Faruque, Member, IEEE Departmet of Electrical Egieerig, Uiversity

More information

ISSN: [Păun* et al., 6(2): February, 2017] Impact Factor: 4.116

ISSN: [Păun* et al., 6(2): February, 2017] Impact Factor: 4.116 ISSN: 77-9655 [Pău* et al., 6(): February, 07] Impact Factor: 4.6 IJESR INERNAIONAL JOURNAL OF ENGINEERING SCIENCES & RESEARCH ECHNOLOGY HREE-DIMENSIONAL RANSFORMAION OF COORDINAE SYSEMS USING NONLINEAR

More information

Analysis of Documents Clustering Using Sampled Agglomerative Technique

Analysis of Documents Clustering Using Sampled Agglomerative Technique Aalysis of Documets Clusterig Usig Sampled Agglomerative Techique Omar H. Karam, Ahmed M. Hamad, ad Sheri M. Moussa Abstract I this paper a clusterig algorithm for documets is proposed that adapts a samplig-based

More information

INTERSECTION CORDIAL LABELING OF GRAPHS

INTERSECTION CORDIAL LABELING OF GRAPHS INTERSECTION CORDIAL LABELING OF GRAPHS G Meea, K Nagaraja Departmet of Mathematics, PSR Egieerig College, Sivakasi- 66 4, Virudhuagar(Dist) Tamil Nadu, INDIA meeag9@yahoocoi Departmet of Mathematics,

More information

New HSL Distance Based Colour Clustering Algorithm

New HSL Distance Based Colour Clustering Algorithm The 4th Midwest Artificial Itelligece ad Cogitive Scieces Coferece (MAICS 03 pp 85-9 New Albay Idiaa USA April 3-4 03 New HSL Distace Based Colour Clusterig Algorithm Vasile Patrascu Departemet of Iformatics

More information

BAYESIAN WITH FULL CONDITIONAL POSTERIOR DISTRIBUTION APPROACH FOR SOLUTION OF COMPLEX MODELS. Pudji Ismartini

BAYESIAN WITH FULL CONDITIONAL POSTERIOR DISTRIBUTION APPROACH FOR SOLUTION OF COMPLEX MODELS. Pudji Ismartini Proceedig of Iteratioal Coferece O Research, Implemetatio Ad Educatio Of Mathematics Ad Scieces 014, Yogyakarta State Uiversity, 18-0 May 014 BAYESIAN WIH FULL CONDIIONAL POSERIOR DISRIBUION APPROACH FOR

More information

INCI 4022 STRUCTURAL ANALYSIS II

INCI 4022 STRUCTURAL ANALYSIS II INCI 0 STRUCTURAL ANALYSIS II PART I DEINITIONS Node: Itersectio of two or more members, supports, member eds Degrees of freedom (at a ode): Number of possible displacemets for a ode The umber of degrees

More information

Analytical Tunnel-boring Machine Pose Precision and Sensitivity Evaluation for Underground Tunnelling

Analytical Tunnel-boring Machine Pose Precision and Sensitivity Evaluation for Underground Tunnelling Aalytical Tuel-borig Machie Pose Precisio ad Sesitivity Evaluatio for Udergroud Tuellig D. Li a, S. Mao a, M. Lu a ad X. She b a Departmet of Civil & Evirometal Egieerig, Uiversity of Alberta, Caada b

More information

Intermediate Statistics

Intermediate Statistics Gait Learig Guides Itermediate Statistics Data processig & display, Cetral tedecy Author: Raghu M.D. STATISTICS DATA PROCESSING AND DISPLAY Statistics is the study of data or umerical facts of differet

More information

International Journal of Mathematics Trends and Technology (IJMTT) Volume 52 Number 9 December 2017

International Journal of Mathematics Trends and Technology (IJMTT) Volume 52 Number 9 December 2017 Iteratioal Joural of Mathematics Treds ad Techology (IJMTT) Volume 5 Number 9 December 7 Optimal Solutio of a Degeerate Trasportatio Problem Reea.G.patel, Dr.P.H.Bhathawala Assistat professor, Departmet

More information

Optimization for framework design of new product introduction management system Ma Ying, Wu Hongcui

Optimization for framework design of new product introduction management system Ma Ying, Wu Hongcui 2d Iteratioal Coferece o Electrical, Computer Egieerig ad Electroics (ICECEE 2015) Optimizatio for framework desig of ew product itroductio maagemet system Ma Yig, Wu Hogcui Tiaji Electroic Iformatio Vocatioal

More information

Section 7.2: Direction Fields and Euler s Methods

Section 7.2: Direction Fields and Euler s Methods Sectio 7.: Directio ields ad Euler s Methods Practice HW from Stewart Tetbook ot to had i p. 5 # -3 9-3 odd or a give differetial equatio we wat to look at was to fid its solutio. I this chapter we will

More information

ANALYSIS OF RATIONAL FUNCTION DEPENDENCY TO THE HEIGHT DISTRIBUTION OF GROUND CONTROL POINTS IN GEOMETRIC CORRECTION OF AERIAL AND SATELLITE IMAGES

ANALYSIS OF RATIONAL FUNCTION DEPENDENCY TO THE HEIGHT DISTRIBUTION OF GROUND CONTROL POINTS IN GEOMETRIC CORRECTION OF AERIAL AND SATELLITE IMAGES ANALSIS OF RATIONAL FUNCTION DEPENDENC TO THE HEIGHT DISTRIBUTION OF GROUND CONTROL POINTS IN GEOMETRIC CORRECTION OF AERIAL AND SATELLITE IMAGES M. Hosseii, Departmet of Geomatics Egieerig, Faculty of

More information

Protected points in ordered trees

Protected points in ordered trees Applied Mathematics Letters 008 56 50 www.elsevier.com/locate/aml Protected poits i ordered trees Gi-Sag Cheo a, Louis W. Shapiro b, a Departmet of Mathematics, Sugkyukwa Uiversity, Suwo 440-746, Republic

More information

A Taste of Maya. Character Setup

A Taste of Maya. Character Setup This tutorial goes through the steps to add aimatio cotrols to a previously modeled character. The character i the scee below is wearig clothes made with Cloth ad the sceery has bee created with Pait Effects.

More information

South Slave Divisional Education Council. Math 10C

South Slave Divisional Education Council. Math 10C South Slave Divisioal Educatio Coucil Math 10C Curriculum Package February 2012 12 Strad: Measuremet Geeral Outcome: Develop spatial sese ad proportioal reasoig It is expected that studets will: 1. Solve

More information

HOW TO INVESTIGATE CONSTRAINTS AND MOTIONS IN ASSEMBLIES BY SCREW THEORY

HOW TO INVESTIGATE CONSTRAINTS AND MOTIONS IN ASSEMBLIES BY SCREW THEORY Itelliget Computatio i Maufacturig Egieerig - HOW TO INVESTIGATE CONSTRAINTS AND MOTIONS IN ASSEMBLIES B SCREW THEOR S. Gerbio*, F. Arrichiello** * Dept. of Idustrial Egieerig Desig ad Maagemet (DPGI),

More information

CSC165H1 Worksheet: Tutorial 8 Algorithm analysis (SOLUTIONS)

CSC165H1 Worksheet: Tutorial 8 Algorithm analysis (SOLUTIONS) CSC165H1, Witer 018 Learig Objectives By the ed of this worksheet, you will: Aalyse the ruig time of fuctios cotaiig ested loops. 1. Nested loop variatios. Each of the followig fuctios takes as iput a

More information

The Penta-S: A Scalable Crossbar Network for Distributed Shared Memory Multiprocessor Systems

The Penta-S: A Scalable Crossbar Network for Distributed Shared Memory Multiprocessor Systems The Peta-S: A Scalable Crossbar Network for Distributed Shared Memory Multiprocessor Systems Abdulkarim Ayyad Departmet of Computer Egieerig, Al-Quds Uiversity, Jerusalem, P.O. Box 20002 Tel: 02-2797024,

More information

A Generalized Set Theoretic Approach for Time and Space Complexity Analysis of Algorithms and Functions

A Generalized Set Theoretic Approach for Time and Space Complexity Analysis of Algorithms and Functions Proceedigs of the 10th WSEAS Iteratioal Coferece o APPLIED MATHEMATICS, Dallas, Texas, USA, November 1-3, 2006 316 A Geeralized Set Theoretic Approach for Time ad Space Complexity Aalysis of Algorithms

More information

Image Segmentation EEE 508

Image Segmentation EEE 508 Image Segmetatio Objective: to determie (etract) object boudaries. It is a process of partitioig a image ito distict regios by groupig together eighborig piels based o some predefied similarity criterio.

More information

Assignment 5; Due Friday, February 10

Assignment 5; Due Friday, February 10 Assigmet 5; Due Friday, February 10 17.9b The set X is just two circles joied at a poit, ad the set X is a grid i the plae, without the iteriors of the small squares. The picture below shows that the iteriors

More information

Neuro Fuzzy Model for Human Face Expression Recognition

Neuro Fuzzy Model for Human Face Expression Recognition IOSR Joural of Computer Egieerig (IOSRJCE) ISSN : 2278-0661 Volume 1, Issue 2 (May-Jue 2012), PP 01-06 Neuro Fuzzy Model for Huma Face Expressio Recogitio Mr. Mayur S. Burage 1, Prof. S. V. Dhopte 2 1

More information

A Polynomial Interval Shortest-Route Algorithm for Acyclic Network

A Polynomial Interval Shortest-Route Algorithm for Acyclic Network A Polyomial Iterval Shortest-Route Algorithm for Acyclic Network Hossai M Akter Key words: Iterval; iterval shortest-route problem; iterval algorithm; ucertaity Abstract A method ad algorithm is preseted

More information

Math 3201 Notes Chapter 4: Rational Expressions & Equations

Math 3201 Notes Chapter 4: Rational Expressions & Equations Learig Goals: See p. tet.. Equivalet Ratioal Epressios ( classes) Read Goal p. 6 tet. Math 0 Notes Chapter : Ratioal Epressios & Equatios. Defie ad give a eample of a ratioal epressio. p. 6. Defie o-permissible

More information

Chapter 1. Introduction to Computers and C++ Programming. Copyright 2015 Pearson Education, Ltd.. All rights reserved.

Chapter 1. Introduction to Computers and C++ Programming. Copyright 2015 Pearson Education, Ltd.. All rights reserved. Chapter 1 Itroductio to Computers ad C++ Programmig Copyright 2015 Pearso Educatio, Ltd.. All rights reserved. Overview 1.1 Computer Systems 1.2 Programmig ad Problem Solvig 1.3 Itroductio to C++ 1.4 Testig

More information

Dynamic Programming and Curve Fitting Based Road Boundary Detection

Dynamic Programming and Curve Fitting Based Road Boundary Detection Dyamic Programmig ad Curve Fittig Based Road Boudary Detectio SHYAM PRASAD ADHIKARI, HYONGSUK KIM, Divisio of Electroics ad Iformatio Egieerig Chobuk Natioal Uiversity 664-4 Ga Deokji-Dog Jeoju-City Jeobuk

More information

EE 459/500 HDL Based Digital Design with Programmable Logic. Lecture 13 Control and Sequencing: Hardwired and Microprogrammed Control

EE 459/500 HDL Based Digital Design with Programmable Logic. Lecture 13 Control and Sequencing: Hardwired and Microprogrammed Control EE 459/500 HDL Based Digital Desig with Programmable Logic Lecture 13 Cotrol ad Sequecig: Hardwired ad Microprogrammed Cotrol Refereces: Chapter s 4,5 from textbook Chapter 7 of M.M. Mao ad C.R. Kime,

More information

Second-Order Domain Decomposition Method for Three-Dimensional Hyperbolic Problems

Second-Order Domain Decomposition Method for Three-Dimensional Hyperbolic Problems Iteratioal Mathematical Forum, Vol. 8, 013, o. 7, 311-317 Secod-Order Domai Decompositio Method for Three-Dimesioal Hyperbolic Problems Youbae Ju Departmet of Applied Mathematics Kumoh Natioal Istitute

More information

BOOLEAN DIFFERENTIATION EQUATIONS APPLICABLE IN RECONFIGURABLE COMPUTATIONAL MEDIUM

BOOLEAN DIFFERENTIATION EQUATIONS APPLICABLE IN RECONFIGURABLE COMPUTATIONAL MEDIUM MATEC Web of Cofereces 79, 01014 (016) DOI: 10.1051/ mateccof/0167901014 T 016 BOOLEAN DIFFERENTIATION EQUATIONS APPLICABLE IN RECONFIGURABLE COMPUTATIONAL MEDIUM Staislav Shidlovskiy 1, 1 Natioal Research

More information

BASED ON ITERATIVE ERROR-CORRECTION

BASED ON ITERATIVE ERROR-CORRECTION A COHPARISO OF CRYPTAALYTIC PRICIPLES BASED O ITERATIVE ERROR-CORRECTIO Miodrag J. MihaljeviC ad Jova Dj. GoliC Istitute of Applied Mathematics ad Electroics. Belgrade School of Electrical Egieerig. Uiversity

More information

Improving Information Retrieval System Security via an Optimal Maximal Coding Scheme

Improving Information Retrieval System Security via an Optimal Maximal Coding Scheme Improvig Iformatio Retrieval System Security via a Optimal Maximal Codig Scheme Dogyag Log Departmet of Computer Sciece, City Uiversity of Hog Kog, 8 Tat Chee Aveue Kowloo, Hog Kog SAR, PRC dylog@cs.cityu.edu.hk

More information

FINITE DIFFERENCE TIME DOMAIN METHOD (FDTD)

FINITE DIFFERENCE TIME DOMAIN METHOD (FDTD) FINIT DIFFRNC TIM DOMAIN MTOD (FDTD) The FDTD method, proposed b Yee, 1966, is aother umerical method, used widel for the solutio of M problems. It is used to solve ope-regio scatterig, radiatio, diffusio,

More information

A Study on Weibull Distribution for Estimating the Reliability Dr. P. K. Suri 1, Parul Raheja 2

A Study on Weibull Distribution for Estimating the Reliability Dr. P. K. Suri 1, Parul Raheja 2 www.ijecs.i Iteratioal Joural Of Egieerig Ad Computer Sciece ISSN:239-7242 Volume 4 Issue 7 July 205, Page No. 3447-345 A Study o Weibull Distributio for Estimatig the Reliability Dr. P. K. Suri, Parul

More information

The Research Based on Fuzzy Sliding Mode Control for Linear Double. Inverted Pendulum

The Research Based on Fuzzy Sliding Mode Control for Linear Double. Inverted Pendulum Advaced Materials Research Olie: 04-05-3 ISSN: 66-8985, Vols. 96-930, pp 463-467 doi:0.408/www.scietific.et/amr.96-930.463 04 Tras Tech Publicatios, Switzerlad The Research Based o Fuzzy Slidig Mode Cotrol

More information

An Algorithm to Solve Multi-Objective Assignment. Problem Using Interactive Fuzzy. Goal Programming Approach

An Algorithm to Solve Multi-Objective Assignment. Problem Using Interactive Fuzzy. Goal Programming Approach It. J. Cotemp. Math. Scieces, Vol. 6, 0, o. 34, 65-66 A Algorm to Solve Multi-Objective Assigmet Problem Usig Iteractive Fuzzy Goal Programmig Approach P. K. De ad Bharti Yadav Departmet of Mathematics

More information

6.854J / J Advanced Algorithms Fall 2008

6.854J / J Advanced Algorithms Fall 2008 MIT OpeCourseWare http://ocw.mit.edu 6.854J / 18.415J Advaced Algorithms Fall 2008 For iformatio about citig these materials or our Terms of Use, visit: http://ocw.mit.edu/terms. 18.415/6.854 Advaced Algorithms

More information

Exact Minimum Lower Bound Algorithm for Traveling Salesman Problem

Exact Minimum Lower Bound Algorithm for Traveling Salesman Problem Exact Miimum Lower Boud Algorithm for Travelig Salesma Problem Mohamed Eleiche GeoTiba Systems mohamed.eleiche@gmail.com Abstract The miimum-travel-cost algorithm is a dyamic programmig algorithm to compute

More information

ANN WHICH COVERS MLP AND RBF

ANN WHICH COVERS MLP AND RBF ANN WHICH COVERS MLP AND RBF Josef Boští, Jaromír Kual Faculty of Nuclear Scieces ad Physical Egieerig, CTU i Prague Departmet of Software Egieerig Abstract Two basic types of artificial eural etwors Multi

More information

A Modified Multiband U Shaped and Microcontroller Shaped Fractal Antenna

A Modified Multiband U Shaped and Microcontroller Shaped Fractal Antenna al Joural o Recet ad Iovatio Treds i Computig ad Commuicatio ISSN: 221-8169 A Modified Multibad U Shaped ad Microcotroller Shaped Fractal Atea Shweta Goyal 1, Yogedra Kumar Katiyar 2 1 M.tech Scholar,

More information

Arithmetic Sequences

Arithmetic Sequences . Arithmetic Sequeces COMMON CORE Learig Stadards HSF-IF.A. HSF-BF.A.1a HSF-BF.A. HSF-LE.A. Essetial Questio How ca you use a arithmetic sequece to describe a patter? A arithmetic sequece is a ordered

More information

Design Optimization of the Parameters of Cycling Equipment Based on Ergonomics

Design Optimization of the Parameters of Cycling Equipment Based on Ergonomics Desig Optimizatio of the Parameters of Cyclig Equipmet Based o Ergoomics Shu Qiao 1*, Jiagfeg Lua, Da Dig 1 Liaoig Shihua Uiversity, Liaoig, Fushu,113001,Chia Physical fitess testig ceterliaoig shihua

More information

are two specific neighboring points, F( x, y)

are two specific neighboring points, F( x, y) $33/,&$7,212)7+(6(/)$92,',1* 5$1'20:$/.12,6(5('8&7,21$/*25,7+0,17+(&2/285,0$*(6(*0(17$7,21 %RJGDQ602/.$+HQU\N3$/86'DPLDQ%(5(6.$ 6LOHVLDQ7HFKQLFDO8QLYHUVLW\'HSDUWPHQWRI&RPSXWHU6FLHQFH $NDGHPLFND*OLZLFH32/$1'

More information

INTERNATIONAL JOURNAL OF ADVANCED RESEARCH IN ENGINEERING AND TECHNOLOGY (IJARET) A NEW RADIX-4 FFT ALGORITHM

INTERNATIONAL JOURNAL OF ADVANCED RESEARCH IN ENGINEERING AND TECHNOLOGY (IJARET) A NEW RADIX-4 FFT ALGORITHM ITERATIOAL JOURAL OF ADVACED REEARC I EIEERI AD TECOLO (IJARET Iteratioal Joural of Advaced Research i Egieerig ad Techology (IJARET I 976 68(Prit I 976 699(Olie Volume Issue 3 April (3 IAEME I 976-68

More information

Running Time ( 3.1) Analysis of Algorithms. Experimental Studies. Limitations of Experiments

Running Time ( 3.1) Analysis of Algorithms. Experimental Studies. Limitations of Experiments Ruig Time ( 3.1) Aalysis of Algorithms Iput Algorithm Output A algorithm is a step- by- step procedure for solvig a problem i a fiite amout of time. Most algorithms trasform iput objects ito output objects.

More information

Analysis of Algorithms

Analysis of Algorithms Aalysis of Algorithms Iput Algorithm Output A algorithm is a step-by-step procedure for solvig a problem i a fiite amout of time. Ruig Time Most algorithms trasform iput objects ito output objects. The

More information

Digital Microfluidic Biochips Online Fault Detection Route Optimization Scheme Chuan-pei XU and Tong-zhou ZHAO *

Digital Microfluidic Biochips Online Fault Detection Route Optimization Scheme Chuan-pei XU and Tong-zhou ZHAO * 2018 Iteratioal Coferece o Commuicatio, Network ad Artificial Itelligece (CNAI 2018) ISBN: 978-1-60595-065-5 Digital Microfluidic Biochips Olie Fault Detectio Route Optimizatio Scheme Chua-pei XU ad Tog-zhou

More information

Descriptive Statistics Summary Lists

Descriptive Statistics Summary Lists Chapter 209 Descriptive Statistics Summary Lists Itroductio This procedure is used to summarize cotiuous data. Large volumes of such data may be easily summarized i statistical lists of meas, couts, stadard

More information

Shape Completion and Modeling of 3D Foot Shape While Walking Using Homologous Model Fitting

Shape Completion and Modeling of 3D Foot Shape While Walking Using Homologous Model Fitting Shape Completio ad Modelig of 3D Foot Shape While Walkig Usig Homologous Model Fittig Yuji YOSHIDA* a, Shuta SAITO a, Yoshimitsu AOKI a, Makiko KOUCHI b, Masaaki MOCHIMARU b a Faculty of Sciece ad Techology,

More information

Lecturers: Sanjam Garg and Prasad Raghavendra Feb 21, Midterm 1 Solutions

Lecturers: Sanjam Garg and Prasad Raghavendra Feb 21, Midterm 1 Solutions U.C. Berkeley CS170 : Algorithms Midterm 1 Solutios Lecturers: Sajam Garg ad Prasad Raghavedra Feb 1, 017 Midterm 1 Solutios 1. (4 poits) For the directed graph below, fid all the strogly coected compoets

More information