ON THE KINEMATICS OF THE SCORBOT ER-VII ROBOT

Size: px
Start display at page:

Download "ON THE KINEMATICS OF THE SCORBOT ER-VII ROBOT"

Transcription

1 U... Sci. ull. Series D Vol. 77 Iss. 05 ISSN 5-58 N THE KINEMATICS F THE SCRT ER-VII RT Lurenţiu REDESCU Ion STRE Due to the relly fst dynmics of the development nd diversifiction of industril robots nd to the ever wider res of their use structurl optimiztion is desired. Using computers with high processing power of the dt led to the possibility of modelling lrge number of vrints of structure to ccomplish similr functions. y modelling the corresponding direct nd inverse problems it is possible to determine positions in terms of the end-effector s timing nd tht it my impose different trvel pths within set time so tht the finl effect should chieve precise tsks. The prcticl spect cn be inferred by nlyzing the kinemtics of the seril robot SCRT ER-VII t the sme time determining velocity nd ccelertion chrts for chrcteristic point on the end-effector. Keywords: robot kinemtics model pth plnning. Introduction The tsk of robot mnipultor is to follow pth leding the end-effector towrds stble position. In order to cuse the robot to move ccording to pth between two or more well-defined trget positions being the required conditions to chieve these positions in given time t certin speed ccelertion nd so on it determines the movement of different components of the robot []. The movement it mkes cn be chieved by severl configurtions of elements in which cse the robot motion must be studied within the workspce [] []. Kinemtics nlysis is the study of the movement of robots tht mke up these mechnisms. Everything relted to kinemtic nlysis i.e. position velocity nd ccelertion of ll elements will be clculted in reltion to fixed given reference system. The kinemtics nlyses do not ccount for the forces nd momentums cting on the robot elements. Lecturer Deprtment of Food Engineering Vlhi University of Târgovişte Romni e-mil: prelur@yhoo.com rofessor Deprtment of Mechnics University LITEHNICA of uchrest Romni e-mil: ion.stroe@gmil.com

2 6 Lurenţiu redescu Ion Stroe To browse functionl trjectories the kinemtic model needs progrm to generte these trjectories which progrm will be ble to ccomplish the tsk either off-line or on-line. Most robot mnipultors re designed to ccomplish tsks in D workspce. There re two different pproches on the robot rm movement: specifying the loction of the end-effector in D coordintes; the individul movement of ech joint seprtely. The component the mnipulted tool or the end-effector must follow plnned trjectory. The kinemtic model provides reltions between the end-effector s position nd orienttion nd sptil positions of the other elements the joints. Kinemtics modeling is divided into two problems: direct kinemtics nd inverse kinemtics. The problem of direct kinemtics is to determine the position nd orienttion of the end-effector giving vlues for the vribles in the robot joints. Inverse kinemtics focuses on determining vlues for the vribles in the joints required to move the robot s end-effector in desired position nd orienttion.. The inverse geometric model The geometric model for geometric reverse order (inverse geometric model) consists in determining the vector of generlized coordintes (the robot Θ Θ q q bsed on the vector of the opertionl coordintes) ( ) q k 0 0 coordintes X ( p p p α β γ ) X x y z (the coordintes of the chrcteristic point nd the orienttion ngles for the end-effector in reltion to the system {0}) [][5][6][7][8]. The usul commnd lgorithms re mde up of reltions which express the movements of the motors in terms of the positioning prmeters of the directed body. As direct geometric modelling is defined by the vectoril expression: ( Θ) 0 X f (.) the inverse geometric modelling (the commnd geometric modelling) will hve the vector expression: 0 Θ f ( X ) (.) It is sid tht robot cn be solved for ctegory of tsks involving vector type 0 X of the opertionl coordintes if knowing the direct geometric 0 X ƒ Θ we cn mthemticlly obtin unique solution for the system model ( ) ( 0 X ) Θ ƒ.

3 n the kinemtics of the scorbot ER-VII robot 7 In order to chieve the geometric commnd the (m) number of the 0 prmeters X 0 j X should not be lrger thn the (n) number of the degrees of freedom: T [ px p y pz α β γ ] if n 6 T [ p ] x p y pz α β if n T T X [ X j ; j m] [ px p y pz α ] if n (.) T [ px p y pz ] if n T [ p p ] if n x y where the first sitution shows the generl movement of the end-effector nd the lst cse reltes to trnsltion movement within the horizontl plne. The connection between the column vectors 0 X nd Θ is thus chieved by the f opertor: 0 0 T X [ X j ; j m] [ f j ( qi ; i n) ; j m; m n] T (.) Concerning the inverse geometric model the (.) eqution system stnds for non liner trnscending system of equtions for which there is no generl clcultion lgorithm. Under certin conditions connected to the position nd the reltive orienttion of the neighbouring kinemtic xes k i ki the (.) system cn be solved through lgebric methods or through methods belonging to the plne geometry. Unlike the geometric pproch of the inverse geometric model which differs from problem to nother the lgebric methods re bsed on the reduction of the trnscending equtions to lgebric ones using one unknown term nd s consequence they cn be generlized. The (.) eqution cn be written s follows: T 0 [ q ; i n] [ f ( X ; j m) ; i n ] T (.5) i i j The (.5) equtions express certin configurtion of the robot which stisfies the known position nd orienttion of the finl effector. The gret hindrnce of the (.) nd (.) eqution systems is tht they re non-liner. As we know such systems re solved using numericl methods which present unvoidble errors. The solving methods re divided into two ctegories: closed lgebricl or geometricl methods (pplicble on prticulr cses); numericl methods.

4 8 Lurenţiu redescu Ion Stroe Any of the previous methods led to multiple solutions for the generlized coordinte q i. The choice of the unique solution depends on the geometry of the mechnicl structure of the robot nd its interction with the environment.. The kinemtic model of the SCRT-ER VII robot The SCRT-ER VII robot is verticlly rticulted robot hving 5 rottion joints [9]. Arm Forerm End-Effector ody/ Shoulder se Fig. Elements nd joints of the SCRT-ER VII robot In figure both the joints nd the elements/components of the robotic system cn be identified. The kinemtics chin in which the chosen reference systems re highlighted too is presented in figure. Considering the problem of determining set of vribles respectively it is necessry to stisfy the demnd for position of the end-effector. The demnd for orienttion of the end effector nd determining the 5 vrible re neglected.

5 n the kinemtics of the scorbot ER-VII robot 9 z z y y y y d 5 5 y 5 ' d x x z y z z x x 5 x z 5 Fig.. Choosing the reference systems in the kinemtic chin of the SCRT -ER VII As fr s ick nd lce opertion is concerned the vribles cn be determined geometriclly imposing some of the conditions illustrted in figure. ne condition could be tht the end-effector is prllel to the bse plne. The representtions in figure nd figure re used to level the elements within the robot s configurtion which re constnt: d; ; ; ; 5 d5. The 5 point hs the coordintes expressed in terms of the bse frme xyz. Given the coordintes of 5 ( x y z ) on element 5 nd the constnt distnces ( d nd d 5 ) vribles cn be determined. In order to determine the vrible the fct tht the projection of 5 in the plne xy is point C with ( x y 0) coordintes cn be used. It results in: tn ( y x ) (.) The tn ( y x) function clcultes the rc tngent of the two vribles x nd y. In terms of the stndrd rctn function whose rnge is ( π π ) it cn be expressed s follows:

6 0 Lurenţiu redescu Ion Stroe z 5 A α β D y C x Fig. Simplified representtion of the robot s elements within the xyz reference system y rctn x > 0 x y rctn π y 0 x < 0 x y rctn π y < 0 x < 0 tn ( y x) x π y > 0 x 0 π y < 0 x 0 undefined y 0 x 0

7 n the kinemtics of the scorbot ER-VII robot Horizontl distnce: ( ) ( ) 5 d y x D D Verticl distnce: 5 5 d z DC C D (.) ( ) ( ) π (.) From (.) nd (.) results: (.) Replcing the horizontl nd verticl distnces in (.) nd previously determined this eqution is obtined: ( ) ( ) ( ) 5 d z d y x (.5) Using the previously determined vrible the α ngle in the A nd A tringles is determined. ( ) ( ) ( ) ( ) ( ) ( ) sin tn sin tn tn α A A A (.6) The β ngle will be determined within the tringle using the distnces nd ( ) ( ) ( ) 5 tn tn d y x d z β (.7) The vrible is determined through the difference between the two ngles α nd β : α β (.8) ( ) ( ) ( ) ( ) ( ) 5 sin tn tn d y x d z (.9) The condition of being horizontl of the end-effector is expressed by the reltion (.0) 0 (.0) From the (.0) condition nd by using (.9) nd (.5) the vlue of the ngle is determined: (.)

8 Lurenţiu redescu Ion Stroe. Trjectory plnning The purpose of trjectory plnning is to generte input dt for the motion control system so tht the mnipultor should execute specific tsk under imposed velocity nd ccelertion conditions [0]. In the cse of the previously studied mnipulted it is mndtory tht the end-effector trjectory should be segment defined by the strting point M by the (x M y M z M ) coordintes nd the finl point N by the (x N y N z N ) coordintes the bove mentioned trjectory being follow by the chrcteristic point 5 within the time intervl Δt (figure ). If we keep the imposed restriction ccording to which the end-effector cover the trjectory horizontlly nd we dd the restriction ccording to which the covered segment would be within xz plne the mnipultor movement will depend on the vrition of the ngle. z 0.75 [m] N M x [m] Fig. 5 MN trjectory in initil nd finl position of the robot mnipultor To set of constnt vlues representing the construction elements of the mnipultor [9] m 0. 00m 0. 50m d 0. 85m d5 0. m the M( ) N( ) trjectory nd for polynomil vrition of we cn obtin velocity nd ccelertion vritions of point 5. Using (.) (.5) (.9) (.) equtions for the coordintes of points M nd N we cn determine the initil nd finl nd ngles. y using these vlues (especil the ones for ) we cn determine the cubic vrition on Δt 0 seconds time intervl.

9 n the kinemtics of the scorbot ER-VII robot The lgebricl expression is grphiclly represented in figure 5 nd tkes the form of eqution (.). ( t) t 0. 6 t [ deg ] (.) According to the ngle we cn determine the segment which is prllel i to the trjectory s being the intersection between the segment f nd the i center circle nd the (respectively ) rdius (figure 6). We should observe tht is mobile ccording to the rc trjectory hving rdius (respectively ) with s its center [deg] time [s] Fig. 6 Cubic vrition in terms of time of the prmeter. We cn chieve the coordintes of the mobile point by solving the qudrtic eqution A X X C 0 using the following nottions: A m (.) [ m n m z ( t) x ( t) ] (.) [ x () t ] z () t [ ] n z () t n C (.) where: x () t ( ( t) ) nd z ( t) d ( ( t) ) sin z i z f z i z f m n z f x f x nd z the coordintes of the x i x f x i x f respective points. The coordintes thus determined re:

10 Lurenţiu redescu Ion Stroe z [m] 0.75 f N i M x [m] Fig. 7 Intersection between circle nd the segment to determine the current point A C x () t (.5) A z () t m x () t n (.6) Using equtions (.5) nd (.6) the coordintes of the point re given by: x () t x () t d 5 5 z ( t) z ( t) (.7) 5 We cn obtin velocity nd ccelertion of 5 which is ttched to the end-effector in figure 7. The velocity of point 5 [m/s] Vt () At () time [s] time t[s] t ) b) Fig. 8 Velocity nd ccelertion history of point 5 for the cubic vrition of ngle If we refer to sinusoid vrition of the ngle which is similr to the one in [] hs the structure (.8) nd the shpe in figure 8. The ccelertion of point 5 [m/s^]

11 n the kinemtics of the scorbot ER-VII robot 5 π ω ( 0 0 π ω0 i t) i A t sin( ω t) [ ] π deg (.8) For this vrition prmeter [ rd] A. 975 [ rd ] [ ] ω 0 s re considered. 5 0 nd 5 00 [deg] [deg] time [s] Fig. 9 Sinusoid vrition in terms of time of the prmeter The velocity of point 5 [m/s] Vt () time t [s] ) Fig. 0 Velocity nd ccelertion history of point Velocity nd ccelertion history of point 5 re represented in figure 9 ) m / s. nd b) nd re expressed in [ s] The ccelertion of point 5 [m/s^] m / nd [ ] ) time [s] t b) 5 for the sinusoid vrition of the ngle.

12 6 Lurenţiu redescu Ion Stroe 5. Conclusions This pper wishes to illustrte the stges of plnning nd the motion control of robot with rotry couplers. In order to chieve complex trjectories we cn pln nd control the movement interpolting trjectories belonging to the stright line on plne. The method presented here llows the clcultion of the geometricl prmeters of the decoupled Scorbot-ERVII robot nlysing seprtely the position equtions nd the orienttion ones. Even if this procedure simplifies nd fcilittes the clcultion effort the nlyticl pproch of the kinemtic control solutions still remins complex mtter. The bse concept of the proposed pproch is constituted by the fct tht determining vribles involves geometricl modelling of the robotic structure which leds to multiple solutions mening tht for certin positioning severl configurtions re obtined in which cse it is necessry to intervene in the choice of the vrible sets to generte the tsk. The comprtive study of the grphic representtion genertes the possibility of n optiml pproch to the rel work version in terms of the tsk imposed to the end-effector nd its lod. R E F E R E N C E S []. Sicilino L. Scivicco L.Villni G. riolo Robotics Modelling lnning nd Control Springer 009 [] J.A. Snymn n non-ssembly in the optiml synthesis of seril mnipultors performing prescribed tsks J. Lenrcic nd. Roth (eds.) Advnces in Robot Kinemtics Springer 006 pp [] R.N. Jzr Theory of Applied Robotics nd ed. Springer Scienceusiness Medi 00 [].opescu I.Negren I.Vuşcn N.Hiduc R.opescu Mecnic mnipultorelor şi roboţilor (Mechnics of Mnipultors nd Robots) Vol. şi Editur Didctică şi edgogică R.A. ucureşti 99 [5] S.Sticu Modèle dynmique en robotique U Scientific ulletin Series D: Mechnicl Engineering 6 - pp [6] V.Filip Modelre mnipultorelor robot. Clcul simbolic. Geometri directă şi inversă. Cinemtic directă (Modelling of robot mnipultors. Symbolic clculus.. Direct nd inverse geometry. Direct Kinemtics) Editur RINTECH ucureşti 999 [7] L-W. Tsi Robot nlysis: the mechnics of seril nd prllel mnipultors Wiley 999 [8] S.Sticu Méthodes mtricielles en cinémtique des mécnismes U Scientific ulletin Series D: Mechnicl Engineering 6 pp [9] *** User s Mnul SCRT-ER VII nd ed. Eshed Robotec 998 [0] S.R. Wng Z.Z. Qio nd.c. Tung Appliction of the force control on the working pth trcking Journl of Mrine Science nd Technology vol. 0 no. 00 pp [] I. Stroe S. Sticu A. Criflenu Internl Forces clculus of Compss Robotic Arm Using Lgrnge Equtions th Symposium on Advnced Spce Tehnologies for Robotics nd Automtion ASTRA 0 ESTEC Noordwijk The Nederlnds April - 0.

Stained Glass Design. Teaching Goals:

Stained Glass Design. Teaching Goals: Stined Glss Design Time required 45-90 minutes Teching Gols: 1. Students pply grphic methods to design vrious shpes on the plne.. Students pply geometric trnsformtions of grphs of functions in order to

More information

Complete Coverage Path Planning of Mobile Robot Based on Dynamic Programming Algorithm Peng Zhou, Zhong-min Wang, Zhen-nan Li, Yang Li

Complete Coverage Path Planning of Mobile Robot Based on Dynamic Programming Algorithm Peng Zhou, Zhong-min Wang, Zhen-nan Li, Yang Li 2nd Interntionl Conference on Electronic & Mechnicl Engineering nd Informtion Technology (EMEIT-212) Complete Coverge Pth Plnning of Mobile Robot Bsed on Dynmic Progrmming Algorithm Peng Zhou, Zhong-min

More information

If f(x, y) is a surface that lies above r(t), we can think about the area between the surface and the curve.

If f(x, y) is a surface that lies above r(t), we can think about the area between the surface and the curve. Line Integrls The ide of line integrl is very similr to tht of single integrls. If the function f(x) is bove the x-xis on the intervl [, b], then the integrl of f(x) over [, b] is the re under f over the

More information

Modeling and Simulation of Short Range 3D Triangulation-Based Laser Scanning System

Modeling and Simulation of Short Range 3D Triangulation-Based Laser Scanning System Modeling nd Simultion of Short Rnge 3D Tringultion-Bsed Lser Scnning System Theodor Borngiu Anmri Dogr Alexndru Dumitrche April 14, 2008 Abstrct In this pper, simultion environment for short rnge 3D lser

More information

1. SEQUENCES INVOLVING EXPONENTIAL GROWTH (GEOMETRIC SEQUENCES)

1. SEQUENCES INVOLVING EXPONENTIAL GROWTH (GEOMETRIC SEQUENCES) Numbers nd Opertions, Algebr, nd Functions 45. SEQUENCES INVOLVING EXPONENTIAL GROWTH (GEOMETRIC SEQUENCES) In sequence of terms involving eponentil growth, which the testing service lso clls geometric

More information

2 Computing all Intersections of a Set of Segments Line Segment Intersection

2 Computing all Intersections of a Set of Segments Line Segment Intersection 15-451/651: Design & Anlysis of Algorithms Novemer 14, 2016 Lecture #21 Sweep-Line nd Segment Intersection lst chnged: Novemer 8, 2017 1 Preliminries The sweep-line prdigm is very powerful lgorithmic design

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

50 AMC LECTURES Lecture 2 Analytic Geometry Distance and Lines. can be calculated by the following formula:

50 AMC LECTURES Lecture 2 Analytic Geometry Distance and Lines. can be calculated by the following formula: 5 AMC LECTURES Lecture Anlytic Geometry Distnce nd Lines BASIC KNOWLEDGE. Distnce formul The distnce (d) between two points P ( x, y) nd P ( x, y) cn be clculted by the following formul: d ( x y () x )

More information

A Transportation Problem Analysed by a New Ranking Method

A Transportation Problem Analysed by a New Ranking Method (IJIRSE) Interntionl Journl of Innovtive Reserch in Science & Engineering ISSN (Online) 7-07 A Trnsporttion Problem Anlysed by New Rnking Method Dr. A. Shy Sudh P. Chinthiy Associte Professor PG Scholr

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

Chapter 2 Sensitivity Analysis: Differential Calculus of Models

Chapter 2 Sensitivity Analysis: Differential Calculus of Models Chpter 2 Sensitivity Anlysis: Differentil Clculus of Models Abstrct Models in remote sensing nd in science nd engineering, in generl re, essentilly, functions of discrete model input prmeters, nd/or functionls

More information

MA1008. Calculus and Linear Algebra for Engineers. Course Notes for Section B. Stephen Wills. Department of Mathematics. University College Cork

MA1008. Calculus and Linear Algebra for Engineers. Course Notes for Section B. Stephen Wills. Department of Mathematics. University College Cork MA1008 Clculus nd Liner Algebr for Engineers Course Notes for Section B Stephen Wills Deprtment of Mthemtics University College Cork s.wills@ucc.ie http://euclid.ucc.ie/pges/stff/wills/teching/m1008/ma1008.html

More information

Computing offsets of freeform curves using quadratic trigonometric splines

Computing offsets of freeform curves using quadratic trigonometric splines Computing offsets of freeform curves using qudrtic trigonometric splines JIULONG GU, JAE-DEUK YUN, YOONG-HO JUNG*, TAE-GYEONG KIM,JEONG-WOON LEE, BONG-JUN KIM School of Mechnicl Engineering Pusn Ntionl

More information

Topics in Analytic Geometry

Topics in Analytic Geometry Nme Chpter 10 Topics in Anltic Geometr Section 10.1 Lines Objective: In this lesson ou lerned how to find the inclintion of line, the ngle between two lines, nd the distnce between point nd line. Importnt

More information

Pythagoras theorem and trigonometry (2)

Pythagoras theorem and trigonometry (2) HPTR 10 Pythgors theorem nd trigonometry (2) 31 HPTR Liner equtions In hpter 19, Pythgors theorem nd trigonometry were used to find the lengths of sides nd the sizes of ngles in right-ngled tringles. These

More information

Ray surface intersections

Ray surface intersections Ry surfce intersections Some primitives Finite primitives: polygons spheres, cylinders, cones prts of generl qudrics Infinite primitives: plnes infinite cylinders nd cones generl qudrics A finite primitive

More information

Rigid Body Transformations

Rigid Body Transformations igid od Kinemtics igid od Trnsformtions Vij Kumr igid od Kinemtics emrk out Nottion Vectors,,, u, v, p, q, Potentil for Confusion! Mtrices,, C, g, h, igid od Kinemtics The vector nd its skew smmetric mtri

More information

Fig.1. Let a source of monochromatic light be incident on a slit of finite width a, as shown in Fig. 1.

Fig.1. Let a source of monochromatic light be incident on a slit of finite width a, as shown in Fig. 1. Answer on Question #5692, Physics, Optics Stte slient fetures of single slit Frunhofer diffrction pttern. The slit is verticl nd illuminted by point source. Also, obtin n expression for intensity distribution

More information

6.3 Volumes. Just as area is always positive, so is volume and our attitudes towards finding it.

6.3 Volumes. Just as area is always positive, so is volume and our attitudes towards finding it. 6.3 Volumes Just s re is lwys positive, so is volume nd our ttitudes towrds finding it. Let s review how to find the volume of regulr geometric prism, tht is, 3-dimensionl oject with two regulr fces seprted

More information

MATH 2530: WORKSHEET 7. x 2 y dz dy dx =

MATH 2530: WORKSHEET 7. x 2 y dz dy dx = MATH 253: WORKSHT 7 () Wrm-up: () Review: polr coordintes, integrls involving polr coordintes, triple Riemnn sums, triple integrls, the pplictions of triple integrls (especilly to volume), nd cylindricl

More information

Class-XI Mathematics Conic Sections Chapter-11 Chapter Notes Key Concepts

Class-XI Mathematics Conic Sections Chapter-11 Chapter Notes Key Concepts Clss-XI Mthemtics Conic Sections Chpter-11 Chpter Notes Key Concepts 1. Let be fixed verticl line nd m be nother line intersecting it t fixed point V nd inclined to it t nd ngle On rotting the line m round

More information

Math 17 - Review. Review for Chapter 12

Math 17 - Review. Review for Chapter 12 Mth 17 - eview Ying Wu eview for hpter 12 1. Given prmetric plnr curve x = f(t), y = g(t), where t b, how to eliminte the prmeter? (Use substitutions, or use trigonometry identities, etc). How to prmeterize

More information

Geometric transformations

Geometric transformations Geometric trnsformtions Computer Grphics Some slides re bsed on Shy Shlom slides from TAU mn n n m m T A,,,,,, 2 1 2 22 12 1 21 11 Rows become columns nd columns become rows nm n n m m A,,,,,, 1 1 2 22

More information

Optimization of Air Bearing Slider Design

Optimization of Air Bearing Slider Design Proceedings of TC2005 orld Tribology Congress III Proceedings of TC2005 September 2-6, orld 2005, Tribology shington, Congress D.C., III SA September 2-6, 2005, shington, D.C., SA Optimiztion of Air Bering

More information

Approximation by NURBS with free knots

Approximation by NURBS with free knots pproximtion by NURBS with free knots M Rndrinrivony G Brunnett echnicl University of Chemnitz Fculty of Computer Science Computer Grphics nd Visuliztion Strße der Ntionen 6 97 Chemnitz Germny Emil: mhrvo@informtiktu-chemnitzde

More information

Tilt-Sensing with Kionix MEMS Accelerometers

Tilt-Sensing with Kionix MEMS Accelerometers Tilt-Sensing with Kionix MEMS Accelerometers Introduction Tilt/Inclintion sensing is common ppliction for low-g ccelerometers. This ppliction note describes how to use Kionix MEMS low-g ccelerometers to

More information

1 Drawing 3D Objects in Adobe Illustrator

1 Drawing 3D Objects in Adobe Illustrator Drwing 3D Objects in Adobe Illustrtor 1 1 Drwing 3D Objects in Adobe Illustrtor This Tutoril will show you how to drw simple objects with three-dimensionl ppernce. At first we will drw rrows indicting

More information

INTRODUCTION TO SIMPLICIAL COMPLEXES

INTRODUCTION TO SIMPLICIAL COMPLEXES INTRODUCTION TO SIMPLICIAL COMPLEXES CASEY KELLEHER AND ALESSANDRA PANTANO 0.1. Introduction. In this ctivity set we re going to introduce notion from Algebric Topology clled simplicil homology. The min

More information

CHAPTER III IMAGE DEWARPING (CALIBRATION) PROCEDURE

CHAPTER III IMAGE DEWARPING (CALIBRATION) PROCEDURE CHAPTER III IMAGE DEWARPING (CALIBRATION) PROCEDURE 3.1 Scheimpflug Configurtion nd Perspective Distortion Scheimpflug criterion were found out to be the best lyout configurtion for Stereoscopic PIV, becuse

More information

The Development of gearless reducers with rolling balls

The Development of gearless reducers with rolling balls Journl of Mechnicl Science nd Technology 4 () 89~95 www.springerlink.com/content/738-494x DOI.7/s6-9-55- [Invited Pper] The Development of gerless reducers with rolling blls Hidetsugu Terd * Grdute school

More information

ZZ - Advanced Math Review 2017

ZZ - Advanced Math Review 2017 ZZ - Advnced Mth Review Mtrix Multipliction Given! nd! find the sum of the elements of the product BA First, rewrite the mtrices in the correct order to multiply The product is BA hs order x since B is

More information

Introduction Transformation formulae Polar graphs Standard curves Polar equations Test GRAPHS INU0114/514 (MATHS 1)

Introduction Transformation formulae Polar graphs Standard curves Polar equations Test GRAPHS INU0114/514 (MATHS 1) POLAR EQUATIONS AND GRAPHS GEOMETRY INU4/54 (MATHS ) Dr Adrin Jnnett MIMA CMth FRAS Polr equtions nd grphs / 6 Adrin Jnnett Objectives The purpose of this presenttion is to cover the following topics:

More information

SUPPLEMENTARY INFORMATION

SUPPLEMENTARY INFORMATION Supplementry Figure y (m) x (m) prllel perpendiculr Distnce (m) Bird Stndrd devition for distnce (m) c 6 prllel perpendiculr 4 doi:.8/nture99 SUPPLEMENTARY FIGURE Confirmtion tht movement within the flock

More information

1.1 Lines AP Calculus

1.1 Lines AP Calculus . Lines AP Clculus. LINES Notecrds from Section.: Rules for Rounding Round or Truncte ll finl nswers to 3 deciml plces. Do NOT round before ou rech our finl nswer. Much of Clculus focuses on the concept

More information

Lecture 10 Evolutionary Computation: Evolution strategies and genetic programming

Lecture 10 Evolutionary Computation: Evolution strategies and genetic programming Lecture 10 Evolutionry Computtion: Evolution strtegies nd genetic progrmming Evolution strtegies Genetic progrmming Summry Negnevitsky, Person Eduction, 2011 1 Evolution Strtegies Another pproch to simulting

More information

Introduction. Chapter 4: Complex Integration. Introduction (Cont d)

Introduction. Chapter 4: Complex Integration. Introduction (Cont d) Introduction Chpter 4: Complex Integrtion Li, Yongzho Stte Key Lbortory of Integrted Services Networks, Xidin University October 10, 2010 The two-dimensionl nture of the complex plne required us to generlize

More information

A HYDRAULIC SIMULATOR FOR AN EXCAVATOR

A HYDRAULIC SIMULATOR FOR AN EXCAVATOR P-06 Proceedings of the 7th JFPS Interntionl Symposium on Fluid Power TOYAMA 008 September 5-8 008 A HYDRAULIC SIMULATOR FOR AN EXCAVATOR Soon-Kwng Kwon* Je-Jun Kim* Young-Mn Jung* Chn-Se Jung* Chng-Don

More information

AML710 CAD LECTURE 16 SURFACES. 1. Analytical Surfaces 2. Synthetic Surfaces

AML710 CAD LECTURE 16 SURFACES. 1. Analytical Surfaces 2. Synthetic Surfaces AML7 CAD LECTURE 6 SURFACES. Anlticl Surfces. Snthetic Surfces Surfce Representtion From CAD/CAM point of view surfces re s importnt s curves nd solids. We need to hve n ide of curves for surfce cretion.

More information

II. THE ALGORITHM. A. Depth Map Processing

II. THE ALGORITHM. A. Depth Map Processing Lerning Plnr Geometric Scene Context Using Stereo Vision Pul G. Bumstrck, Bryn D. Brudevold, nd Pul D. Reynolds {pbumstrck,brynb,pulr2}@stnford.edu CS229 Finl Project Report December 15, 2006 Abstrct A

More information

Solutions to Math 41 Final Exam December 12, 2011

Solutions to Math 41 Final Exam December 12, 2011 Solutions to Mth Finl Em December,. ( points) Find ech of the following its, with justifiction. If there is n infinite it, then eplin whether it is or. ( ) / ln() () (5 points) First we compute the it:

More information

Numerical Analysis of Gravity and Parabolic Catenaries

Numerical Analysis of Gravity and Parabolic Catenaries Numericl Anlysis of Grvity nd Prbolic Ctenries J. Vsek, O. Suchrd Abstrct This pper nlyses grvity nd prbolic ctenries. It discusses development of n lgorithm for tsks nd optimising of the clcultion. Different

More information

Orientation & Quaternions. CSE169: Computer Animation Instructor: Steve Rotenberg UCSD, Winter 2017

Orientation & Quaternions. CSE169: Computer Animation Instructor: Steve Rotenberg UCSD, Winter 2017 Orienttion & Quternions CSE69: Computer Animtion Instructor: Steve Rotenberg UCSD, Winter 7 Orienttion Orienttion We will define orienttion to men n object s instntneous rottionl configurtion Think of

More information

MTH 146 Conics Supplement

MTH 146 Conics Supplement 105- Review of Conics MTH 146 Conics Supplement In this section we review conics If ou ne more detils thn re present in the notes, r through section 105 of the ook Definition: A prol is the set of points

More information

A TRIANGULAR FINITE ELEMENT FOR PLANE ELASTICITY WITH IN- PLANE ROTATION Dr. Attia Mousa 1 and Eng. Salah M. Tayeh 2

A TRIANGULAR FINITE ELEMENT FOR PLANE ELASTICITY WITH IN- PLANE ROTATION Dr. Attia Mousa 1 and Eng. Salah M. Tayeh 2 A TRIANGLAR FINITE ELEMENT FOR PLANE ELASTICITY WITH IN- PLANE ROTATION Dr. Atti Mous nd Eng. Slh M. Teh ABSTRACT In the present pper the strin-bsed pproch is pplied to develop new tringulr finite element

More information

PNC NC code PROGRAMMER'S MANUAL

PNC NC code PROGRAMMER'S MANUAL PNC-3200 NC code PROGRAMMER'S MANUAL Thnk you very much for purchsing the PNC-3200. To ensure correct nd sfe usge with full understnding of this product's performnce, plese be sure to red through this

More information

such that the S i cover S, or equivalently S

such that the S i cover S, or equivalently S MATH 55 Triple Integrls Fll 16 1. Definition Given solid in spce, prtition of consists of finite set of solis = { 1,, n } such tht the i cover, or equivlently n i. Furthermore, for ech i, intersects i

More information

International Conference on Mechanics, Materials and Structural Engineering (ICMMSE 2016)

International Conference on Mechanics, Materials and Structural Engineering (ICMMSE 2016) \ Interntionl Conference on Mechnics, Mterils nd tructurl Engineering (ICMME 2016) Reserch on the Method to Clibrte tructure Prmeters of Line tructured Light Vision ensor Mingng Niu1,, Kngnin Zho1, b,

More information

Vulnerability Analysis of Electric Power Communication Network. Yucong Wu

Vulnerability Analysis of Electric Power Communication Network. Yucong Wu 2nd Interntionl Conference on Advnces in Mechnicl Engineering nd Industril Informtics (AMEII 2016 Vulnerbility Anlysis of Electric Power Communiction Network Yucong Wu Deprtment of Telecommunictions Engineering,

More information

9 Graph Cutting Procedures

9 Graph Cutting Procedures 9 Grph Cutting Procedures Lst clss we begn looking t how to embed rbitrry metrics into distributions of trees, nd proved the following theorem due to Brtl (1996): Theorem 9.1 (Brtl (1996)) Given metric

More information

USING HOUGH TRANSFORM IN LINE EXTRACTION

USING HOUGH TRANSFORM IN LINE EXTRACTION Stylinidis, Efstrtios USING HOUGH TRANSFORM IN LINE EXTRACTION Efstrtios STYLIANIDIS, Petros PATIAS The Aristotle University of Thessloniki, Deprtment of Cdstre Photogrmmetry nd Crtogrphy Univ. Box 473,

More information

A New Learning Algorithm for the MAXQ Hierarchical Reinforcement Learning Method

A New Learning Algorithm for the MAXQ Hierarchical Reinforcement Learning Method A New Lerning Algorithm for the MAXQ Hierrchicl Reinforcement Lerning Method Frzneh Mirzzdeh 1, Bbk Behsz 2, nd Hmid Beigy 1 1 Deprtment of Computer Engineering, Shrif University of Technology, Tehrn,

More information

GENERATING ORTHOIMAGES FOR CLOSE-RANGE OBJECTS BY AUTOMATICALLY DETECTING BREAKLINES

GENERATING ORTHOIMAGES FOR CLOSE-RANGE OBJECTS BY AUTOMATICALLY DETECTING BREAKLINES GENEATING OTHOIMAGES FO CLOSE-ANGE OBJECTS BY AUTOMATICALLY DETECTING BEAKLINES Efstrtios Stylinidis 1, Lzros Sechidis 1, Petros Ptis 1, Spiros Sptls 2 Aristotle University of Thessloniki 1 Deprtment of

More information

Pointwise convergence need not behave well with respect to standard properties such as continuity.

Pointwise convergence need not behave well with respect to standard properties such as continuity. Chpter 3 Uniform Convergence Lecture 9 Sequences of functions re of gret importnce in mny res of pure nd pplied mthemtics, nd their properties cn often be studied in the context of metric spces, s in Exmples

More information

Biological Cybernetics 9 Springer-Verlag 1989

Biological Cybernetics 9 Springer-Verlag 1989 Biol. Cybern. 61, 89-101 (1989) Biologicl Cybernetics 9 Springer-Verlg 1989 Formtion nd Control of Optiml Trjectory in Humn Multijoint Arm Movement Minimum Torque-Chnge Model Y. Uno*, M. Kwto**, nd R.

More information

Spectral Analysis of MCDF Operations in Image Processing

Spectral Analysis of MCDF Operations in Image Processing Spectrl Anlysis of MCDF Opertions in Imge Processing ZHIQIANG MA 1,2 WANWU GUO 3 1 School of Computer Science, Northest Norml University Chngchun, Jilin, Chin 2 Deprtment of Computer Science, JilinUniversity

More information

arxiv: v2 [math.ho] 4 Jun 2012

arxiv: v2 [math.ho] 4 Jun 2012 Volumes of olids of Revolution. Unified pproch Jorge Mrtín-Morles nd ntonio M. Oller-Mrcén jorge@unizr.es, oller@unizr.es rxiv:5.v [mth.ho] Jun Centro Universitrio de l Defens - IUM. cdemi Generl Militr,

More information

1 Quad-Edge Construction Operators

1 Quad-Edge Construction Operators CS48: Computer Grphics Hndout # Geometric Modeling Originl Hndout #5 Stnford University Tuesdy, 8 December 99 Originl Lecture #5: 9 November 99 Topics: Mnipultions with Qud-Edge Dt Structures Scribe: Mike

More information

Orthogonal line segment intersection

Orthogonal line segment intersection Computtionl Geometry [csci 3250] Line segment intersection The prolem (wht) Computtionl Geometry [csci 3250] Orthogonl line segment intersection Applictions (why) Algorithms (how) A specil cse: Orthogonl

More information

Sketching Reaction-Diffusion Texture

Sketching Reaction-Diffusion Texture EUROGRAPHICS Workshop on Sketch-Bsed Interfces nd Modeling (006), pp. 1 8 Sketching Rection-Diffusion Texture Pper ID 100 Abstrct In this work, we present n interctive interfce for sketching synthesized

More information

8.2 Areas in the Plane

8.2 Areas in the Plane 39 Chpter 8 Applictions of Definite Integrls 8. Ares in the Plne Wht ou will lern out... Are Between Curves Are Enclosed Intersecting Curves Boundries with Chnging Functions Integrting with Respect to

More information

Lecture 5: Spatial Analysis Algorithms

Lecture 5: Spatial Analysis Algorithms Lecture 5: Sptil Algorithms GEOG 49: Advnced GIS Sptil Anlsis Algorithms Bsis of much of GIS nlsis tod Mnipultion of mp coordintes Bsed on Eucliden coordinte geometr http://stronom.swin.edu.u/~pbourke/geometr/

More information

A Study on Eye Gaze Estimation Method Based on Cornea Model of Human Eye

A Study on Eye Gaze Estimation Method Based on Cornea Model of Human Eye A Study on Eye Gze Estimtion Method Bsed on Corne Model of Humn Eye Eui Chul Lee 1 nd Kng Ryoung Prk 2 1 Dept. of Computer Science, Sngmyung University, 7 Hongji-dong, Jongro-Ku, Seoul, Republic of Kore

More information

Series LJ1. Uniaxial Electric Actuator

Series LJ1. Uniaxial Electric Actuator CAT.E 90- Unixil Electric Actutor Controller Teching Box Unixil Electric Actutor Series LJ Series LJ Series LC Series LC for horizontl mounting nd brke for verticl mounting hve been dded to the high rigidity

More information

6.2 Volumes of Revolution: The Disk Method

6.2 Volumes of Revolution: The Disk Method mth ppliction: volumes by disks: volume prt ii 6 6 Volumes of Revolution: The Disk Method One of the simplest pplictions of integrtion (Theorem 6) nd the ccumultion process is to determine so-clled volumes

More information

Improper Integrals. October 4, 2017

Improper Integrals. October 4, 2017 Improper Integrls October 4, 7 Introduction We hve seen how to clculte definite integrl when the it is rel number. However, there re times when we re interested to compute the integrl sy for emple 3. Here

More information

Section 10.4 Hyperbolas

Section 10.4 Hyperbolas 66 Section 10.4 Hyperbols Objective : Definition of hyperbol & hyperbols centered t (0, 0). The third type of conic we will study is the hyperbol. It is defined in the sme mnner tht we defined the prbol

More information

Surfaces. Differential Geometry Lia Vas

Surfaces. Differential Geometry Lia Vas Differentil Geometry Li Vs Surfces When studying curves, we studied how the curve twisted nd turned in spce. We now turn to surfces, two-dimensionl objects in three-dimensionl spce nd exmine how the concept

More information

9.1 apply the distance and midpoint formulas

9.1 apply the distance and midpoint formulas 9.1 pply the distnce nd midpoint formuls DISTANCE FORMULA MIDPOINT FORMULA To find the midpoint between two points x, y nd x y 1 1,, we Exmple 1: Find the distnce between the two points. Then, find the

More information

A Fast Imaging Algorithm for Near Field SAR

A Fast Imaging Algorithm for Near Field SAR Journl of Computing nd Electronic Informtion Mngement ISSN: 2413-1660 A Fst Imging Algorithm for Ner Field SAR Guoping Chen, Lin Zhng, * College of Optoelectronic Engineering, Chongqing University of Posts

More information

HW Stereotactic Targeting

HW Stereotactic Targeting HW Stereotctic Trgeting We re bout to perform stereotctic rdiosurgery with the Gmm Knife under CT guidnce. We instrument the ptient with bse ring nd for CT scnning we ttch fiducil cge (FC). Above: bse

More information

Grade 7/8 Math Circles Geometric Arithmetic October 31, 2012

Grade 7/8 Math Circles Geometric Arithmetic October 31, 2012 Fculty of Mthemtics Wterloo, Ontrio N2L 3G1 Grde 7/8 Mth Circles Geometric Arithmetic Octoer 31, 2012 Centre for Eduction in Mthemtics nd Computing Ancient Greece hs given irth to some of the most importnt

More information

It is recommended to change the limits of integration while doing a substitution.

It is recommended to change the limits of integration while doing a substitution. MAT 21 eptember 7, 216 Review Indrjit Jn. Generl Tips It is recommended to chnge the limits of integrtion while doing substitution. First write the min formul (eg. centroid, moment of inerti, mss, work

More information

CAMERA CALIBRATION ERROR ANALYSIS IN STEREO MEASUREMENTS

CAMERA CALIBRATION ERROR ANALYSIS IN STEREO MEASUREMENTS CAMEA CAIBATION EO ANASIS IN STEEO MEASUEMENTS Sergiu Nedevschi 1, Tiberiu Mrit 1, du Dnescu 1, Florin Onig 1, Dn Frentiu 1, Ciprin Pocol 1 1 Technicl University o Cluj-Npoc, Computer Science Deprtment

More information

Tree Structured Symmetrical Systems of Linear Equations and their Graphical Solution

Tree Structured Symmetrical Systems of Linear Equations and their Graphical Solution Proceedings of the World Congress on Engineering nd Computer Science 4 Vol I WCECS 4, -4 October, 4, Sn Frncisco, USA Tree Structured Symmetricl Systems of Liner Equtions nd their Grphicl Solution Jime

More information

CSEP 573 Artificial Intelligence Winter 2016

CSEP 573 Artificial Intelligence Winter 2016 CSEP 573 Artificil Intelligence Winter 2016 Luke Zettlemoyer Problem Spces nd Serch slides from Dn Klein, Sturt Russell, Andrew Moore, Dn Weld, Pieter Abbeel, Ali Frhdi Outline Agents tht Pln Ahed Serch

More information

Parallel Square and Cube Computations

Parallel Square and Cube Computations Prllel Squre nd Cube Computtions Albert A. Liddicot nd Michel J. Flynn Computer Systems Lbortory, Deprtment of Electricl Engineering Stnford University Gtes Building 5 Serr Mll, Stnford, CA 945, USA liddicot@stnford.edu

More information

B. Definition: The volume of a solid of known integrable cross-section area A(x) from x = a

B. Definition: The volume of a solid of known integrable cross-section area A(x) from x = a Mth 176 Clculus Sec. 6.: Volume I. Volume By Slicing A. Introduction We will e trying to find the volume of solid shped using the sum of cross section res times width. We will e driving towrd developing

More information

Math 464 Fall 2012 Notes on Marginal and Conditional Densities October 18, 2012

Math 464 Fall 2012 Notes on Marginal and Conditional Densities October 18, 2012 Mth 464 Fll 2012 Notes on Mrginl nd Conditionl Densities klin@mth.rizon.edu October 18, 2012 Mrginl densities. Suppose you hve 3 continuous rndom vribles X, Y, nd Z, with joint density f(x,y,z. The mrginl

More information

Digital Design. Chapter 6: Optimizations and Tradeoffs

Digital Design. Chapter 6: Optimizations and Tradeoffs Digitl Design Chpter 6: Optimiztions nd Trdeoffs Slides to ccompny the tetbook Digitl Design, with RTL Design, VHDL, nd Verilog, 2nd Edition, by Frnk Vhid, John Wiley nd Sons Publishers, 2. http://www.ddvhid.com

More information

Before We Begin. Introduction to Spatial Domain Filtering. Introduction to Digital Image Processing. Overview (1): Administrative Details (1):

Before We Begin. Introduction to Spatial Domain Filtering. Introduction to Digital Image Processing. Overview (1): Administrative Details (1): Overview (): Before We Begin Administrtive detils Review some questions to consider Winter 2006 Imge Enhncement in the Sptil Domin: Bsics of Sptil Filtering, Smoothing Sptil Filters, Order Sttistics Filters

More information

Math 4 Review for Quarter 2 Cumulative Test

Math 4 Review for Quarter 2 Cumulative Test Mth 4 Review for Qurter 2 Cumultive Test Nme: I. Right Tringle Trigonometry (3.1-3.3) Key Fcts Pythgoren Theorem - In right tringle, 2 + b 2 = c 2 where c is the hypotenuse s shown below. c b Trigonometric

More information

A Tautology Checker loosely related to Stålmarck s Algorithm by Martin Richards

A Tautology Checker loosely related to Stålmarck s Algorithm by Martin Richards A Tutology Checker loosely relted to Stålmrck s Algorithm y Mrtin Richrds mr@cl.cm.c.uk http://www.cl.cm.c.uk/users/mr/ University Computer Lortory New Museum Site Pemroke Street Cmridge, CB2 3QG Mrtin

More information

What do all those bits mean now? Number Systems and Arithmetic. Introduction to Binary Numbers. Questions About Numbers

What do all those bits mean now? Number Systems and Arithmetic. Introduction to Binary Numbers. Questions About Numbers Wht do ll those bits men now? bits (...) Number Systems nd Arithmetic or Computers go to elementry school instruction R-formt I-formt... integer dt number text chrs... floting point signed unsigned single

More information

Chapter Spline Method of Interpolation More Examples Electrical Engineering

Chapter Spline Method of Interpolation More Examples Electrical Engineering Chpter. Spline Method of Interpoltion More Exmples Electricl Engineering Exmple Thermistors re used to mesure the temperture of bodies. Thermistors re bsed on mterils chnge in resistnce with temperture.

More information

Introduction to Integration

Introduction to Integration Introduction to Integrtion Definite integrls of piecewise constnt functions A constnt function is function of the form Integrtion is two things t the sme time: A form of summtion. The opposite of differentition.

More information

MA 124 (Calculus II) Lecture 2: January 24, 2019 Section A3. Professor Jennifer Balakrishnan,

MA 124 (Calculus II) Lecture 2: January 24, 2019 Section A3. Professor Jennifer Balakrishnan, Wht is on tody Professor Jennifer Blkrishnn, jbl@bu.edu 1 Velocity nd net chnge 1 2 Regions between curves 3 1 Velocity nd net chnge Briggs-Cochrn-Gillett 6.1 pp. 398-46 Suppose you re driving long stright

More information

Section 9.2 Hyperbolas

Section 9.2 Hyperbolas Section 9. Hperols 597 Section 9. Hperols In the lst section, we lerned tht plnets hve pproimtel ellipticl orits round the sun. When n oject like comet is moving quickl, it is le to escpe the grvittionl

More information

CSCI 104. Rafael Ferreira da Silva. Slides adapted from: Mark Redekopp and David Kempe

CSCI 104. Rafael Ferreira da Silva. Slides adapted from: Mark Redekopp and David Kempe CSCI 0 fel Ferreir d Silv rfsilv@isi.edu Slides dpted from: Mrk edekopp nd Dvid Kempe LOG STUCTUED MEGE TEES Series Summtion eview Let n = + + + + k $ = #%& #. Wht is n? n = k+ - Wht is log () + log ()

More information

Midterm 2 Sample solution

Midterm 2 Sample solution Nme: Instructions Midterm 2 Smple solution CMSC 430 Introduction to Compilers Fll 2012 November 28, 2012 This exm contins 9 pges, including this one. Mke sure you hve ll the pges. Write your nme on the

More information

LIMITS AND CONTINUITY

LIMITS AND CONTINUITY LIMITS AND CONTINUITY Joe McBride/Stone/Gett Imges Air resistnce prevents the velocit of skdiver from incresing indefinitel. The velocit pproches it, clled the terminl velocit. The development of clculus

More information

IMECE IMECE

IMECE IMECE Proceedings of the ASME 2010 Interntionl Mechnicl Engineering Congress & Exposition IMECE2010 November 12-18, 2010, Vncouver, British Columbi, Cnd Proceedings of the ASME 2010 Interntionl Mechnicl Engineering

More information

Math 142, Exam 1 Information.

Math 142, Exam 1 Information. Mth 14, Exm 1 Informtion. 9/14/10, LC 41, 9:30-10:45. Exm 1 will be bsed on: Sections 7.1-7.5. The corresponding ssigned homework problems (see http://www.mth.sc.edu/ boyln/sccourses/14f10/14.html) At

More information

ANALYTICAL GEOMETRY. The curves obtained by slicing the cone with a plane not passing through the vertex are called conics.

ANALYTICAL GEOMETRY. The curves obtained by slicing the cone with a plane not passing through the vertex are called conics. ANALYTICAL GEOMETRY Definition of Conic: The curves obtined by slicing the cone with plne not pssing through the vertex re clled conics. A Conic is the locus directrix of point which moves in plne, so

More information

International Journal of Scientific & Engineering Research, Volume 4, Issue 12, December ISSN

International Journal of Scientific & Engineering Research, Volume 4, Issue 12, December ISSN Interntionl Journl of Scientific & Engineering Reserch, Volume 4, Issue 1, December-1 ISSN 9-18 Generlised Gussin Qudrture over Sphere K. T. Shivrm Abstrct This pper presents Generlised Gussin qudrture

More information

AVolumePreservingMapfromCubetoOctahedron

AVolumePreservingMapfromCubetoOctahedron Globl Journl of Science Frontier Reserch: F Mthemtics nd Decision Sciences Volume 18 Issue 1 Version 1.0 er 018 Type: Double Blind Peer Reviewed Interntionl Reserch Journl Publisher: Globl Journls Online

More information

Angle properties of lines and polygons

Angle properties of lines and polygons chievement Stndrd 91031 pply geometric resoning in solving problems Copy correctly Up to 3% of workbook Copying or scnning from ES workbooks is subject to the NZ Copyright ct which limits copying to 3%

More information

this grammar generates the following language: Because this symbol will also be used in a later step, it receives the

this grammar generates the following language: Because this symbol will also be used in a later step, it receives the LR() nlysis Drwcks of LR(). Look-hed symols s eplined efore, concerning LR(), it is possile to consult the net set to determine, in the reduction sttes, for which symols it would e possile to perform reductions.

More information

Questions About Numbers. Number Systems and Arithmetic. Introduction to Binary Numbers. Negative Numbers?

Questions About Numbers. Number Systems and Arithmetic. Introduction to Binary Numbers. Negative Numbers? Questions About Numbers Number Systems nd Arithmetic or Computers go to elementry school How do you represent negtive numbers? frctions? relly lrge numbers? relly smll numbers? How do you do rithmetic?

More information

A REINFORCEMENT LEARNING APPROACH TO SCHEDULING DUAL-ARMED CLUSTER TOOLS WITH TIME VARIATIONS

A REINFORCEMENT LEARNING APPROACH TO SCHEDULING DUAL-ARMED CLUSTER TOOLS WITH TIME VARIATIONS A REINFORCEMENT LEARNING APPROACH TO SCHEDULING DUAL-ARMED CLUSTER TOOLS WITH TIME VARIATIONS Ji-Eun Roh (), Te-Eog Lee (b) (),(b) Deprtment of Industril nd Systems Engineering, Kore Advnced Institute

More information

Hyperbolas. Definition of Hyperbola

Hyperbolas. Definition of Hyperbola CHAT Pre-Clculus Hyperols The third type of conic is clled hyperol. For n ellipse, the sum of the distnces from the foci nd point on the ellipse is fixed numer. For hyperol, the difference of the distnces

More information