Quaternion Based Inverse Kinematics for Industrial Robot Manipulators with Euler Wrist

Size: px
Start display at page:

Download "Quaternion Based Inverse Kinematics for Industrial Robot Manipulators with Euler Wrist"

Transcription

1 Quatenion Based Invese Kinematics fo Industial Robot Manipulatos with Eule Wist Yavuz Aydın Electonics and Compute Education Kocaeli Univesity Umuttepe Kocaeli Tukey Seda Kucuk Electonics and Compute Education Kocaeli Univesity Umuttepe Kocaeli Tukey Abstact The majo complications of invese kinematics poblem fo seial obot manipulatos ae singulaities and nonlineaities In this context it is impotant to fomulize the invese poblem in a compact closed fom In this pape we pesent closed fom solutions of the 6-DOF industial obot manipulatos with Eule wist using dual quatenions The successive scew displacements in dual quatenions educe sine/cosine-type nonlineaities esulting in a vey compact fomulation The RS R and S obot manipulatos ae consideed as the examples of the employed method I ITRODUCTIO The invese kinematics equations of a obot manipulato basically map the Catesian space to the joint space The invese kinematics poblem is difficult to solve since the mapping between the joint space and Catesian space is non-linea and involves complicated tanscendental equations with multiple solutions The dual quatenions povide a possible way to educe sine and cosine-type nonlineaities as in [] thus offe compact fomulation of the invese kinematics A dual-quatenion can povide both otation and tanslation with a compact tansfomation vecto While the oientation of a body is epesented nine elements in homogenous tansfomations dual quatenions educe the numbe of elements to fou As a esult a consideable advantage in tems of computational obustness as well as stoage efficiency is achieved while dealing with the kinematics of obot chains as in [] Since Ref [3] s intoduction of quatenions they have been used in many applications such as classical and quantum mechanics aeospace geometic analysis and obotics While Ref [4] pesented advantages of quatenions and matices as otational opeatos the fist application of the fome in the kinematics was consideed by Ref [5] Late geneal popeties of quatenions as otational opeatos wee studied by Ref [6] who also pesented quatenion fomulation of moving geometic objects Ref [7] used quatenions fo computing the Jacobians fo obot kinematics and dynamics Ref [] compaed quatenions with homogenous tansfoms in tems of computational efficiency Ref [8] used quatenions fo the solution of diect and invese kinematics of a 6-DOF obot manipulato Ref [9] used quatenions fo kinematic contol of a edundant space manipulato mounted on a fee-floating space-caft Ref [0] pesented a new technique fo the obots calibation based on the quatenion-vecto pais In this pape the invese kinematics solutions of 6-DOF industial obot manipulatos classified by Ref [] ae solved in closed fom by using dual quatenions Each obot manipulato has an Eule wist with thee axes intesecting at a common point Desciption of obot configuations quatenion-vecto pai methodology and invese kinematics poblem statement ae pesented successively Finally quatenion-based invese kinematics solutions of the RS R and S type obot manipulatos ae pesented as examples II DESCRIPTIO OF ROBOT COFIGURATIOS Ref [] used a two-lette code to classify a obot configuation The fist lette chaacteizes the fist joint and the fist joint s elationship to the second joint The second lette identifies the thid joint and thid joint s association to the second joint The code lettes and thei meanings ae: S is slide C is otay paallel to slide is otay pependicula to otay and R is otay pependicula to otay o otay paallel to otay The combination of these otay and pismatic joints is SS SC S CS CC CR S R RC R RR RS SR C and C Table gives the joint stuctues of sixteen fundamental obot manipulatos (P R F S T and M epesent pismatic evolute fist second and thid joints and manipulato espectively) Table The joint stuctues of sixteen fundamental obot manipulatos M S S S C C C R R R R S C S C S C R S R C R S R C F P P P R R R R R R R R R R P P R S P P R P P P R R R P R P R R R R T P R R P R R P R R R R R P R R P III QUATERIO-VECTOR PAIRS METHODOLOGY A quatenion q is the sum of scala (s) and thee dimensional vecto (v) Anthe wods it is a quadinomial expession with a eal angle θ and an axis of otation n = ix + jy + kz whee i j and k ae imaginay numbes It may be expessed as a quaduple q = (θ x y z) o as a /06/$ IEEE 58

2 ICM 006 IEEE 3d Intenational Confeence on Mechatonics scala and a vecto q = (θ u) whee u= x y z In this pape it is denoted as q = [ s v] o q [cos( θ / ) sin( θ / ) < k k k > ] () = x y z 3 whee s R v R and θ and k a otation angle and unit axis espectively Fo a vecto oiented an angle θ about the vecto k thee is a quatenion q = [cos( θ / ) sin( θ / ) < k k k > ] = [ s < x y z > ] x that epesents the oientation This is equivalent to the otation matix given as follows: y y z xy sz xz + sy R = xy + sz x z yz sx () xz sy yz + sx x y If R is equated to a 3x3 otational matix such as 3 3 and since q is unit magnitude ( s + x + y + z = ) then the otation matix R can be mapped to a quatenion q = [ s < x y z > ] as follows: z (3) s = (4) 3 3 x = (5) 4s 3 3 y = (6) 4s z = (7) 4s Although unit quatenions ae vey suitable to expess the oientation of a igid body they do not contain any infomation about its position in the 3D space The way to epesent both otation and tanslation in a single tansfomation vecto is to use dual quatenions The point vecto tansfomation using dual quatenions Q fo evolute joints can be denoted as Q( q p) = ([cos( θ / ) sin( θ / ) < k x k y k z > ] p p p > (8) < x y z whee the unit quatenion q epesents appopiate otation and the vecto p =< px py pz > encodes coesponding tanslational displacement In the case of pismatic joints the displacement is epesented by a quatenion-vecto pai whee [ < > ] epesents unit identity quatenion Quatenion multiplication is vital to combining the otations Let q = [ s v ] and q = [ s v] denote two unit quatenions In this case multiplication pocess is shown as q q = s s v v s v + s v + v ] (0) [ v whee ( ) ( ) and ( ) ae dot poduct coss poduct and quatenion multiplication espectively In the same manne the quatenion multiplication of two point vecto tansfomations is denoted as = ) ( ) = Q Q ( q p q p q q q p q + p () whee q p q = p + s( v p) + v ( v p) A unit quatenion invese equies only negating its vecto pat ie q = [ s v] = [ s v] () Finally an equivalent expession fo the invese of a quatenion-vecto pais can be witten as Q = ( q q * p * q) (3) whee q * p * q = p + [ s( v ( p)) + v ( v ( p))] IV IVERSE KIEMATICS PROBLEM STATEMET To solve the invese kinematics poblem the tansfomation quatenion is defined as [ R T ] ([ w < a b c > ] < p p p (4) w w = x y z whee ( R w Tw ) epesents the known oientation and tanslation of the obot end-effecto with espect to the base Let Q i ( i 6) denotes kinematics tansfomations descibing the spatial elationships between successive coodinate fames along the manipulato linkages such as Q = ( q p) Q = ( q p) Q 6 = ( q6 p6) The quatenion vecto poducts M i and the quatenion vecto pais ae defined as j+ M = Q Q Q 6 (5) i i i+ j+ = Q j j (6) whee i 6 and j 5 espectively ote that = [ R w Tw ] In ode to extact joint vaiables as functions of s v p p p and fixed link paametes appopiate x y z M i and j+ M = M = M 6 = 6 tems ae equated such as Q ( q p) ([ < > ] < p p p (9) = x y z 58

3 Y Aydin S Kucuk Quatenion Based Invese Kinematics fo Industial Robot Manipulatos with Eule Wist V EXAMPLES In this section the invese kinematics of RS R and S obot manipulatos ae solved in closed fom using quatenion-vecto pais In ode to deive the kinematics tansfomations a fixed coodinate fame is attached to the base of the obot manipulatos The z-axis of the coodinate fame is assigned fo the otation axis of fist joint The position and the oientation vectos of all othe joints ae assigned in tems of this efeence coodinate fame The invese kinematics solution pocedues fo the obot manipulatos ae given in detail to illustate the powe of the quatenion algeba Some tanscendental equations used in the solutions of invese kinematics poblems ae given in Appendix A A Invese Kinematics fo RS Robot Manipulato The igid body model and coodinate fame attachments of the RS obot manipulato with Eule wist ae given in Fig wheeθ θ θ4 θ5 θ6 and d 3 ae the joint vaiables fo evolute and pismatic joints espectively and also l and l denote the link lengths θ θ l l d 3 Q = ([ c sk] < l 00 (4) Q 3 = ([ 0] < 00 d3 (5) s4k] (6) Q 5 = ([ c5 s5 (7) Q 6 = ([ c6 s6k] (8) The quatenion vecto poducts ae M 6 = Q 6 M 6 = ([ c6 s6k] (9) M ) (30) 5 Q5M 6 5 = ([ c5c6 < s5s6 s5c6 c5s6 > ] < 000 > M ) (3) 4 Q4M 5 4 = ([ M 4 < M 4 M 43 M 44 > ] < 000 > whee M 4 = c5c(4 + 6) M 4 = s5s(4 6) M 43 = s5c(4 6) and M 44 = c5s(6+ 4) Y Z h 3 Q3M 4 M 3 = ([ M 3 < M 3 M 33 M 34 > ] < 00 d 3 (3) X θ 4 θ 6 θ 5 whee M 3 = M 4 M 3 = M 4 M 33 = M 43 and 34 M 44 Figue Rigid body model and coodinate fame attachments of the RS obot The kinematics tansfomations defining the spatial elationships between successive linkages can be expessed as follows: Q = ([ c sk] < lc ls h (7) Q = ([ c sk] < lc ls 0 (8) Q 3 = ([ 0] < 00 d 3 (9) s4k] (0) Q 5 = ([ c5 s5 () Q 6 = ([ c6 s6k] () Fo eason of compactness θ i / sin( θ i / ) cos( θ i / ) sin( θ i ) and cos( θ i ) ae epesented as θ i s i c i s i c i espectively In this case the invese tansfomations ae Q = ([ c sk ] < l0 h (3) QM 3 M = ([ M < M M 3 M 4 > ] < lc ls d 3 (33) whee M = c5c 4 6 M = s5s 4+ 6 M 3 = s5c 4+ 6 and M 4 = c5s 4 6 QM M = ([ M < M M 3 M 4 > ] < M 5 M 6 h d 3 (34) whee M = cc5c sm 4 M = s5s M 3 = s5c M 4 = cm 4 + sc 5c M 5 = lc+ + lc and M 6 = ls+ + ls The quatenion vecto pais ae ([ w < a b c > ] < p p p ) (35) = x y z > = Q = ([ < 3 4 > ] < 5 6 p z h > ) (36) whee = wc + cs = ac + bs 3 = bc as 4 = cc ws 5 = p x c l + p y s and 583

4 ICM 006 IEEE 3d Intenational Confeence on Mechatonics 6 p yc p x s = 3 = Q 3 = ([ 3 < > ] < p z h > whee = c + c s c ) w( s ) 3 ( s 3 c s 3 33 c 3 s 34 = c 4 s 35 = p xc+ l + p y s+ lc = + = 36 = p y c+ p x s+ + ls ) (37) 44 4 θ 6 actan actan (44) 4 43 B Invese Kinematics fo S Robot Manipulato The igid body model and coodinate fame attachments of the S obot manipulato with Eule wist ae given in Fig wheeθ θ θ4 θ5 θ6 and d 3 ae the joint vaiables fo evolute and pismatic joints espectively d 3 θ 4 θ 6 θ 5 4 = Q3 3 4 = ([ 4 < > ] < > ) (38) θ l whee = c + c s c ) w( s ) 4 ( s 4 c s 3 43 c3 s 44 = c 4 s 45 = p xc+ l + p y s+ lc = + = + and 47 = d3 h + p z 46 = p y c p x s+ + ls X l θ Z h z 0 The evolute joint vaiables θ θ and pismatic joint vaiable d3 can be detemined by equating the tems M M M 3 to and 3 espectively a px + py l l whee a = l l θ = actan ( ± a ) (39) ( ) + p p p ls x x y θ = actan ± actan (40) py ls d 3 = h (4) p z s = + c = + tan( θ and 43 +θ 4 6 ) = 4 tan( θ 4 θ 6 ) = equations can be deived fom equating the tems M 4 to 4 whee c 5c(4 6) = 4 s 5s(4 6) = 4 s 5c(4 6) = and c 5s(6+ 4) = 44 In this case the oientation angles of the Eule wist can be detemined as follows: θ 5 = actan ± (4) 44 4 θ 4 actan + actan (43) 4 43 Figue Rigid body model and coodinate fame attachments of the S obot The kinematics tansfomations ae Q = ([ c sk ] < ls lc h (45) Q = ([ c s < ls 0 lc (46) Q 3 = ([ 0] < 00 d3 (47) s4k] (48) Q 5 = ([ c5 s5 (49) Q 6 = ([ c6 s6k] (50) The invese tansfomations ae Q = ([ c sk ] < 0 l h (5) Q = ([ c sk] < 00 l (5) Q 3 = ([ 0] < 00 d3 (53) s4k] (54) Q 5 = ([ c5 s5 (55) Q 6 = ([ c6 s6k] (56) Y 584

5 Y Aydin S Kucuk Quatenion Based Invese Kinematics fo Industial Robot Manipulatos with Eule Wist The joint vaiables θ d 3 θ θ 5 θ 4 and θ 6 can be detemined by equating the tems M 3 M M 4 to 3 and 4 espectively The tems M i and i ae obtained the same as in example A ± + p p p l x x y θ = actan + actan (57) py l d ( p xc + p y s ) + ( p z h ) = (58) 3 l p z h p z h θ = actan ± (59) d 3 + l d 3 + l θ 5 = actan± (60) θ 4 = actan actan (6) θ 6 = actan actan (6) 4 43 whee 4 = c 3s 4 = c + 4s 43 = 3c + s 44 = 4c s = wc + cs = ac + bs 3 = bc as and 4 = cc ws C Invese Kinematics fo R Robot Manipulato The igid body model and coodinate fame attachments of the 6R R obot manipulato with Eule wist ae given in Fig 3 θ θ θ 3 Q 3 = ([ c3 s3 < l3s3 0 l3c3 (66) s4k] (67) Q 5 = ([ c5 s5 (68) Q 6 = ([ c6 s6k] (69) The invese tansfomations fo each joint ae Q = ([ c sk ] < l0 h (70) Q = ([ c sk] < l00 (7) Q 3 = ([ c3 s3 < 00 l3 (7) s4k] (73) Q 5 = ([ c5 s5 (74) Q 6 = ([ c6 s6k] (75) The evolute joint vaiables θ 3 θ θ θ 5 θ 4 and θ 6 can be detemined by equating the tems M 3 M M M 4 to 3 and 4 espectively h pz h pz θ 3 = actan ± (76) l3 l3 b θ = actan ( ± b ) (77) ( ) ( ) px + py l l3s3 l whee b = l l l s 3 3 Y Z l X l θ 4 θ 6 Figue 3 Rigid body model and coodinate fame attachments of the R obot The kinematics tansfomations ae Q = ([ c sk ] < lc ls h (63) Q = ([ c sk] < lc ls0 (64) Q = ([ c sk] < lc ls0 (65) l 3 θ 5 y x x y c θ = actan ( p p ) ± actan( p + p c ) (78) l + l3 s3 ll3 s3 px py l whee c = l θ 5 = actan ± (79) 44 4 θ 4 actan + actan 4 43 (80) 44 4 θ 6 actan actan 4 43 (8) 585

6 ICM 006 IEEE 3d Intenational Confeence on Mechatonics whee 4 = 3c3 + 33s3 4 = 3c 34s3 43 = 33c3 3s3 44 = 34c3 3s3 3 = 4s + c 3 = c + 3s 33 = 3c s 34 = 4c s = wc + cs = ac + bs 3 = bc as and 4 = cc ws VI COCLUSIO This pape has attempted to illustate the easy applications of quatenions to the obot kinematics Theefoe the invese kinematics solutions of 6-DOF industial obot manipulatos with Eule wist ae solved analytically using quatenion-vecto pais The fundamental popeties of quatenion vecto-pais have been outlined It has also been shown that fo obot manipulatos quatenion vecto-pais ae compact and efficient mathematical tool to epesent otation and tanslation simultaneously REFERECES [l] JF Bitó Gy Eőss JK Ta A new method fo solving kinematic tasks fo obots Engng Applic Atif Intell Vol 4 o 6 99 pp [] JFundaR H Taylo RPPaul On homogeneous tansoms quatenions and computational efficiency IEEETansRobot Automat vol 6 June 990 pp [3] W R Hamilton Elements of Quatenions Vol I and II ewyok Chelsea 869 [4] E Salamin Application of quatenions to computa-tion with otations Tech AI Lab Stanfod Univ 979 [5] A P Kotelnikov Scew calculus and some of its applications to geomety and mechanics 895 [6] EPevin J A Webb Quatenions in vision and obotics Dept Comput Sci Camegie-Mellon Uinv Tech Rep CMU-CS [7] YL Gu J Luh Dual-numbe tansfomation and its application to obotics IEEE J Robot Automat Vol pp [8] J H Kim V R Kuma Kinematics of obot manipulatos via line tansfomations J Robot Syst Vol 7 o pp [9] F Caccavale B Siciliano Quatenion-based kinematic contol of edundant spacecaft/ manipulato systems In Poceedings of the 00 IEEE intenational Confeence on Robotics and Automation pp [0] M A P Rueda A L Laa J C F Maineo J D Uecho and JLG Sanchez Manipulato kinematic eo model in a calibation pocess though quatenion-vecto pais In poceedings of the 00 IEEE intenational Confeence on Robotics and Automation pp [] VMilenkovic BHuang Kinematics of majo obot linkages Robotics Intenational of SME Vol Apil 983 pp 6-3 APPEDIX A Table Some tigonometic equations and solutions used in invese kinematics Equations a sin θ + bcosθ = c a sin θ + bcosθ = 0 cosθ = a and θ = b Solutions θ = Atan ( a b) m Atan ( a + b c c) θ = Atan ( b a) o θ = Atan ( b a) sin θ = A tan ( b a ) cos θ = a θ = A tan m a a sin θ = a θ = A tan a m a 586

A NEW VARIABLE STIFFNESS SPRING USING A PRESTRESSED MECHANISM

A NEW VARIABLE STIFFNESS SPRING USING A PRESTRESSED MECHANISM Poceedings of the ASME 2010 Intenational Design Engineeing Technical Confeences & Computes and Infomation in Engineeing Confeence IDETC/CIE 2010 August 15-18, 2010, Monteal, Quebec, Canada DETC2010-28496

More information

Vector d is a linear vector function of vector d when the following relationships hold:

Vector d is a linear vector function of vector d when the following relationships hold: Appendix 4 Dyadic Analysis DEFINITION ecto d is a linea vecto function of vecto d when the following elationships hold: d x = a xxd x + a xy d y + a xz d z d y = a yxd x + a yy d y + a yz d z d z = a zxd

More information

As is natural, our Aerospace Structures will be described in a Euclidean three-dimensional space R 3.

As is natural, our Aerospace Structures will be described in a Euclidean three-dimensional space R 3. Appendix A Vecto Algeba As is natual, ou Aeospace Stuctues will be descibed in a Euclidean thee-dimensional space R 3. A.1 Vectos A vecto is used to epesent quantities that have both magnitude and diection.

More information

Part V: Closed-form solutions to Loop Closure Equations

Part V: Closed-form solutions to Loop Closure Equations Pat V: Closed-fom solutions to Loop Closue Equations This section will eview the closed-fom solutions techniques fo loop closue equations. The following thee cases will be consideed. ) Two unknown angles

More information

2 Governing Equations

2 Governing Equations 2 Govening Equations This chapte develops the govening equations of motion fo a homogeneous isotopic elastic solid, using the linea thee-dimensional theoy of elasticity in cylindical coodinates. At fist,

More information

DonnishJournals

DonnishJournals DonnishJounals 041-1189 Donnish Jounal of Educational Reseach and Reviews. Vol 1(1) pp. 01-017 Novembe, 014. http:///dje Copyight 014 Donnish Jounals Oiginal Reseach Pape Vecto Analysis Using MAXIMA Savaş

More information

Rigid Body Dynamics 2. CSE169: Computer Animation Instructor: Steve Rotenberg UCSD, Winter 2018

Rigid Body Dynamics 2. CSE169: Computer Animation Instructor: Steve Rotenberg UCSD, Winter 2018 Rigid Body Dynamics 2 CSE169: Compute Animation nstucto: Steve Rotenbeg UCSD, Winte 2018 Coss Poduct & Hat Opeato Deivative of a Rotating Vecto Let s say that vecto is otating aound the oigin, maintaining

More information

3D-Central Force Problems I

3D-Central Force Problems I 5.73 Lectue #1 1-1 Roadmap 1. define adial momentum 3D-Cental Foce Poblems I Read: C-TDL, pages 643-660 fo next lectue. All -Body, 3-D poblems can be educed to * a -D angula pat that is exactly and univesally

More information

Chapter 5 Force and Motion

Chapter 5 Force and Motion Chapte 5 Foce and Motion In Chaptes 2 and 4 we have studied kinematics, i.e., we descibed the motion of objects using paametes such as the position vecto, velocity, and acceleation without any insights

More information

Chapter 5 Force and Motion

Chapter 5 Force and Motion Chapte 5 Foce and Motion In chaptes 2 and 4 we have studied kinematics i.e. descibed the motion of objects using paametes such as the position vecto, velocity and acceleation without any insights as to

More information

Duality between Statical and Kinematical Engineering Systems

Duality between Statical and Kinematical Engineering Systems Pape 00, Civil-Comp Ltd., Stiling, Scotland Poceedings of the Sixth Intenational Confeence on Computational Stuctues Technology, B.H.V. Topping and Z. Bittna (Editos), Civil-Comp Pess, Stiling, Scotland.

More information

KEPLER S LAWS OF PLANETARY MOTION

KEPLER S LAWS OF PLANETARY MOTION EPER S AWS OF PANETARY MOTION 1. Intoduction We ae now in a position to apply what we have leaned about the coss poduct and vecto valued functions to deive eple s aws of planetay motion. These laws wee

More information

Cartesian Coordinate System and Vectors

Cartesian Coordinate System and Vectors Catesian Coodinate System and Vectos Coodinate System Coodinate system: used to descibe the position of a point in space and consists of 1. An oigin as the efeence point 2. A set of coodinate axes with

More information

EFFECTS OF FRINGING FIELDS ON SINGLE PARTICLE DYNAMICS. M. Bassetti and C. Biscari INFN-LNF, CP 13, Frascati (RM), Italy

EFFECTS OF FRINGING FIELDS ON SINGLE PARTICLE DYNAMICS. M. Bassetti and C. Biscari INFN-LNF, CP 13, Frascati (RM), Italy Fascati Physics Seies Vol. X (998), pp. 47-54 4 th Advanced ICFA Beam Dynamics Wokshop, Fascati, Oct. -5, 997 EFFECTS OF FRININ FIELDS ON SINLE PARTICLE DYNAMICS M. Bassetti and C. Biscai INFN-LNF, CP

More information

Chapter 2: Introduction to Implicit Equations

Chapter 2: Introduction to Implicit Equations Habeman MTH 11 Section V: Paametic and Implicit Equations Chapte : Intoduction to Implicit Equations When we descibe cuves on the coodinate plane with algebaic equations, we can define the elationship

More information

Introduction to Vectors and Frames

Introduction to Vectors and Frames Intoduction to Vectos and Fames CIS - 600.445 Russell Taylo Saah Gaham Infomation Flow Diagam Model the Patient Plan the Pocedue Eecute the Plan Real Wold Coodinate Fame Tansfomation F = [ R, p] 0 F y

More information

VECTOR MECHANICS FOR ENGINEERS: STATICS

VECTOR MECHANICS FOR ENGINEERS: STATICS 4 Equilibium CHAPTER VECTOR MECHANICS FOR ENGINEERS: STATICS Fedinand P. Bee E. Russell Johnston, J. of Rigid Bodies Lectue Notes: J. Walt Ole Texas Tech Univesity Contents Intoduction Fee-Body Diagam

More information

BASIC ALGEBRA OF VECTORS

BASIC ALGEBRA OF VECTORS Fomulae Fo u Vecto Algeba By Mi Mohammed Abbas II PCMB 'A' Impotant Tems, Definitions & Fomulae 01 Vecto - Basic Intoduction: A quantity having magnitude as well as the diection is called vecto It is denoted

More information

( ) [ ] [ ] [ ] δf φ = F φ+δφ F. xdx.

( ) [ ] [ ] [ ] δf φ = F φ+δφ F. xdx. 9. LAGRANGIAN OF THE ELECTROMAGNETIC FIELD In the pevious section the Lagangian and Hamiltonian of an ensemble of point paticles was developed. This appoach is based on a qt. This discete fomulation can

More information

ME 210 Applied Mathematics for Mechanical Engineers

ME 210 Applied Mathematics for Mechanical Engineers Tangent and Ac Length of a Cuve The tangent to a cuve C at a point A on it is defined as the limiting position of the staight line L though A and B, as B appoaches A along the cuve as illustated in the

More information

Chapter 5 Linear Equations: Basic Theory and Practice

Chapter 5 Linear Equations: Basic Theory and Practice Chapte 5 inea Equations: Basic Theoy and actice In this chapte and the next, we ae inteested in the linea algebaic equation AX = b, (5-1) whee A is an m n matix, X is an n 1 vecto to be solved fo, and

More information

Appendix A. Appendices. A.1 ɛ ijk and cross products. Vector Operations: δ ij and ɛ ijk

Appendix A. Appendices. A.1 ɛ ijk and cross products. Vector Operations: δ ij and ɛ ijk Appendix A Appendices A1 ɛ and coss poducts A11 Vecto Opeations: δ ij and ɛ These ae some notes on the use of the antisymmetic symbol ɛ fo expessing coss poducts This is an extemely poweful tool fo manipulating

More information

Transformations in Homogeneous Coordinates

Transformations in Homogeneous Coordinates Tansfomations in Homogeneous Coodinates (Com S 4/ Notes) Yan-Bin Jia Aug 4 Complete Section Homogeneous Tansfomations A pojective tansfomation of the pojective plane is a mapping L : P P defined as u a

More information

New problems in universal algebraic geometry illustrated by boolean equations

New problems in universal algebraic geometry illustrated by boolean equations New poblems in univesal algebaic geomety illustated by boolean equations axiv:1611.00152v2 [math.ra] 25 Nov 2016 Atem N. Shevlyakov Novembe 28, 2016 Abstact We discuss new poblems in univesal algebaic

More information

Math 2263 Solutions for Spring 2003 Final Exam

Math 2263 Solutions for Spring 2003 Final Exam Math 6 Solutions fo Sping Final Exam ) A staightfowad appoach to finding the tangent plane to a suface at a point ( x, y, z ) would be to expess the cuve as an explicit function z = f ( x, y ), calculate

More information

Implicit Constraint Enforcement for Rigid Body Dynamic Simulation

Implicit Constraint Enforcement for Rigid Body Dynamic Simulation Implicit Constaint Enfocement fo Rigid Body Dynamic Simulation Min Hong 1, Samuel Welch, John app, and Min-Hyung Choi 3 1 Division of Compute Science and Engineeing, Soonchunhyang Univesity, 646 Eupnae-i

More information

Analytical time-optimal trajectories for an omni-directional vehicle

Analytical time-optimal trajectories for an omni-directional vehicle Analytical time-optimal tajectoies fo an omni-diectional vehicle Weifu Wang and Devin J. Balkcom Abstact We pesent the fist analytical solution method fo finding a time-optimal tajectoy between any given

More information

Stress, Cauchy s equation and the Navier-Stokes equations

Stress, Cauchy s equation and the Navier-Stokes equations Chapte 3 Stess, Cauchy s equation and the Navie-Stokes equations 3. The concept of taction/stess Conside the volume of fluid shown in the left half of Fig. 3.. The volume of fluid is subjected to distibuted

More information

Hammerstein Model Identification Based On Instrumental Variable and Least Square Methods

Hammerstein Model Identification Based On Instrumental Variable and Least Square Methods Intenational Jounal of Emeging Tends & Technology in Compute Science (IJETTCS) Volume 2, Issue, Januay Febuay 23 ISSN 2278-6856 Hammestein Model Identification Based On Instumental Vaiable and Least Squae

More information

COMPUTATIONS OF ELECTROMAGNETIC FIELDS RADIATED FROM COMPLEX LIGHTNING CHANNELS

COMPUTATIONS OF ELECTROMAGNETIC FIELDS RADIATED FROM COMPLEX LIGHTNING CHANNELS Pogess In Electomagnetics Reseach, PIER 73, 93 105, 2007 COMPUTATIONS OF ELECTROMAGNETIC FIELDS RADIATED FROM COMPLEX LIGHTNING CHANNELS T.-X. Song, Y.-H. Liu, and J.-M. Xiong School of Mechanical Engineeing

More information

arxiv: v1 [physics.pop-ph] 3 Jun 2013

arxiv: v1 [physics.pop-ph] 3 Jun 2013 A note on the electostatic enegy of two point chages axiv:1306.0401v1 [physics.pop-ph] 3 Jun 013 A C Tot Instituto de Física Univesidade Fedeal do io de Janeio Caixa Postal 68.58; CEP 1941-97 io de Janeio,

More information

Using Laplace Transform to Evaluate Improper Integrals Chii-Huei Yu

Using Laplace Transform to Evaluate Improper Integrals Chii-Huei Yu Available at https://edupediapublicationsog/jounals Volume 3 Issue 4 Febuay 216 Using Laplace Tansfom to Evaluate Impope Integals Chii-Huei Yu Depatment of Infomation Technology, Nan Jeon Univesity of

More information

On Coordinate-Free Rotation Decomposition: Euler Angles about Arbitrary Axes

On Coordinate-Free Rotation Decomposition: Euler Angles about Arbitrary Axes 1 On Coodinate-Fee Rotation Decomposition: Eule Angles about Abitay Axes Giulia Piovan and Fancesco Bullo Abstact his pape focuses on Eule angles and on the decomposition of otations. We conside abitay

More information

PROBLEM SET #1 SOLUTIONS by Robert A. DiStasio Jr.

PROBLEM SET #1 SOLUTIONS by Robert A. DiStasio Jr. POBLM S # SOLUIONS by obet A. DiStasio J. Q. he Bon-Oppenheime appoximation is the standad way of appoximating the gound state of a molecula system. Wite down the conditions that detemine the tonic and

More information

Vectors, Vector Calculus, and Coordinate Systems

Vectors, Vector Calculus, and Coordinate Systems ! Revised Apil 11, 2017 1:48 PM! 1 Vectos, Vecto Calculus, and Coodinate Systems David Randall Physical laws and coodinate systems Fo the pesent discussion, we define a coodinate system as a tool fo descibing

More information

radians). Figure 2.1 Figure 2.2 (a) quadrant I angle (b) quadrant II angle is in standard position Terminal side Terminal side Terminal side

radians). Figure 2.1 Figure 2.2 (a) quadrant I angle (b) quadrant II angle is in standard position Terminal side Terminal side Terminal side . TRIGONOMETRIC FUNCTIONS OF GENERAL ANGLES In ode to etend the definitions of the si tigonometic functions to geneal angles, we shall make use of the following ideas: In a Catesian coodinate sstem, an

More information

A scaling-up methodology for co-rotating twin-screw extruders

A scaling-up methodology for co-rotating twin-screw extruders A scaling-up methodology fo co-otating twin-scew extudes A. Gaspa-Cunha, J. A. Covas Institute fo Polymes and Composites/I3N, Univesity of Minho, Guimaães 4800-058, Potugal Abstact. Scaling-up of co-otating

More information

Perturbation to Symmetries and Adiabatic Invariants of Nonholonomic Dynamical System of Relative Motion

Perturbation to Symmetries and Adiabatic Invariants of Nonholonomic Dynamical System of Relative Motion Commun. Theo. Phys. Beijing, China) 43 25) pp. 577 581 c Intenational Academic Publishes Vol. 43, No. 4, Apil 15, 25 Petubation to Symmeties and Adiabatic Invaiants of Nonholonomic Dynamical System of

More information

STABILITY AND PARAMETER SENSITIVITY ANALYSES OF AN INDUCTION MOTOR

STABILITY AND PARAMETER SENSITIVITY ANALYSES OF AN INDUCTION MOTOR HUNGARIAN JOURNAL OF INDUSTRY AND CHEMISTRY VESZPRÉM Vol. 42(2) pp. 109 113 (2014) STABILITY AND PARAMETER SENSITIVITY ANALYSES OF AN INDUCTION MOTOR ATTILA FODOR 1, ROLAND BÁLINT 1, ATTILA MAGYAR 1, AND

More information

Chapter 1: Introduction to Polar Coordinates

Chapter 1: Introduction to Polar Coordinates Habeman MTH Section III: ola Coodinates and Comple Numbes Chapte : Intoduction to ola Coodinates We ae all comfotable using ectangula (i.e., Catesian coodinates to descibe points on the plane. Fo eample,

More information

Right-handed screw dislocation in an isotropic solid

Right-handed screw dislocation in an isotropic solid Dislocation Mechanics Elastic Popeties of Isolated Dislocations Ou study of dislocations to this point has focused on thei geomety and thei ole in accommodating plastic defomation though thei motion. We

More information

Application of Parseval s Theorem on Evaluating Some Definite Integrals

Application of Parseval s Theorem on Evaluating Some Definite Integrals Tukish Jounal of Analysis and Numbe Theoy, 4, Vol., No., -5 Available online at http://pubs.sciepub.com/tjant/// Science and Education Publishing DOI:.69/tjant--- Application of Paseval s Theoem on Evaluating

More information

COUPLED MODELS OF ROLLING, SLIDING AND WHIRLING FRICTION

COUPLED MODELS OF ROLLING, SLIDING AND WHIRLING FRICTION ENOC 008 Saint Petesbug Russia June 30-July 4 008 COUPLED MODELS OF ROLLING SLIDING AND WHIRLING FRICTION Alexey Kieenkov Ins ti tu te fo P ob le ms in Me ch an ic s Ru ss ia n Ac ad em y of Sc ie nc es

More information

is the instantaneous position vector of any grid point or fluid

is the instantaneous position vector of any grid point or fluid Absolute inetial, elative inetial and non-inetial coodinates fo a moving but non-defoming contol volume Tao Xing, Pablo Caica, and Fed Sten bjective Deive and coelate the govening equations of motion in

More information

arxiv: v1 [math.co] 1 Apr 2011

arxiv: v1 [math.co] 1 Apr 2011 Weight enumeation of codes fom finite spaces Relinde Juius Octobe 23, 2018 axiv:1104.0172v1 [math.co] 1 Ap 2011 Abstact We study the genealized and extended weight enumeato of the - ay Simplex code and

More information

Terminal Sliding Control for a SCARA Robot

Terminal Sliding Control for a SCARA Robot Intenational Confeence on Contol, Instumentation and Mechatonics Engineeing (CIM '7), Joho Bahu, Joho, Malaysia, May 8-9, 7 Teminal Sliding Contol fo a SCARA Robot E. Muñoz, C. Gaviia, A. Vivas Depatment

More information

Geometry of the homogeneous and isotropic spaces

Geometry of the homogeneous and isotropic spaces Geomety of the homogeneous and isotopic spaces H. Sonoda Septembe 2000; last evised Octobe 2009 Abstact We summaize the aspects of the geomety of the homogeneous and isotopic spaces which ae most elevant

More information

Solving Some Definite Integrals Using Parseval s Theorem

Solving Some Definite Integrals Using Parseval s Theorem Ameican Jounal of Numeical Analysis 4 Vol. No. 6-64 Available online at http://pubs.sciepub.com/ajna///5 Science and Education Publishing DOI:.69/ajna---5 Solving Some Definite Integals Using Paseval s

More information

CALCULUS II Vectors. Paul Dawkins

CALCULUS II Vectors. Paul Dawkins CALCULUS II Vectos Paul Dawkins Table of Contents Peface... ii Vectos... 3 Intoduction... 3 Vectos The Basics... 4 Vecto Aithmetic... 8 Dot Poduct... 13 Coss Poduct... 21 2007 Paul Dawkins i http://tutoial.math.lama.edu/tems.aspx

More information

INTRODUCTION. 2. Vectors in Physics 1

INTRODUCTION. 2. Vectors in Physics 1 INTRODUCTION Vectos ae used in physics to extend the study of motion fom one dimension to two dimensions Vectos ae indispensable when a physical quantity has a diection associated with it As an example,

More information

Vectors, Vector Calculus, and Coordinate Systems

Vectors, Vector Calculus, and Coordinate Systems Apil 5, 997 A Quick Intoduction to Vectos, Vecto Calculus, and Coodinate Systems David A. Randall Depatment of Atmospheic Science Coloado State Univesity Fot Collins, Coloado 80523. Scalas and vectos Any

More information

A matrix method based on the Fibonacci polynomials to the generalized pantograph equations with functional arguments

A matrix method based on the Fibonacci polynomials to the generalized pantograph equations with functional arguments A mati method based on the Fibonacci polynomials to the genealized pantogaph equations with functional aguments Ayşe Betül Koç*,a, Musa Çama b, Aydın Kunaz a * Coespondence: aysebetuloc @ selcu.edu.t a

More information

Mathematical Model of Magnetometric Resistivity. Sounding for a Conductive Host. with a Bulge Overburden

Mathematical Model of Magnetometric Resistivity. Sounding for a Conductive Host. with a Bulge Overburden Applied Mathematical Sciences, Vol. 7, 13, no. 7, 335-348 Mathematical Model of Magnetometic Resistivity Sounding fo a Conductive Host with a Bulge Ovebuden Teeasak Chaladgan Depatment of Mathematics Faculty

More information

ON THE TWO-BODY PROBLEM IN QUANTUM MECHANICS

ON THE TWO-BODY PROBLEM IN QUANTUM MECHANICS ON THE TWO-BODY PROBLEM IN QUANTUM MECHANICS L. MICU Hoia Hulubei National Institute fo Physics and Nuclea Engineeing, P.O. Box MG-6, RO-0775 Buchaest-Maguele, Romania, E-mail: lmicu@theoy.nipne.o (Received

More information

Physics 111 Lecture 5 (Walker: 3.3-6) Vectors & Vector Math Motion Vectors Sept. 11, 2009

Physics 111 Lecture 5 (Walker: 3.3-6) Vectors & Vector Math Motion Vectors Sept. 11, 2009 Physics 111 Lectue 5 (Walke: 3.3-6) Vectos & Vecto Math Motion Vectos Sept. 11, 2009 Quiz Monday - Chap. 2 1 Resolving a vecto into x-component & y- component: Pola Coodinates Catesian Coodinates x y =

More information

APPLICATION OF MAC IN THE FREQUENCY DOMAIN

APPLICATION OF MAC IN THE FREQUENCY DOMAIN PPLICION OF MC IN HE FREQUENCY DOMIN D. Fotsch and D. J. Ewins Dynamics Section, Mechanical Engineeing Depatment Impeial College of Science, echnology and Medicine London SW7 2B, United Kingdom BSRC he

More information

PHYS 110B - HW #7 Spring 2004, Solutions by David Pace Any referenced equations are from Griffiths Problem statements are paraphrased

PHYS 110B - HW #7 Spring 2004, Solutions by David Pace Any referenced equations are from Griffiths Problem statements are paraphrased PHYS 0B - HW #7 Sping 2004, Solutions by David Pace Any efeenced euations ae fom Giffiths Poblem statements ae paaphased. Poblem 0.3 fom Giffiths A point chage,, moves in a loop of adius a. At time t 0

More information

Magnetometer Calibration Algorithm Based on Analytic Geometry Transform Yongjian Yang, Xiaolong Xiao1,Wu Liao

Magnetometer Calibration Algorithm Based on Analytic Geometry Transform Yongjian Yang, Xiaolong Xiao1,Wu Liao nd Intenational Foum on Electical Engineeing and Automation (IFEEA 5 Magnetomete Calibation Algoithm Based on Analytic Geomety ansfom Yongjian Yang, Xiaolong Xiao,u Liao College of Compute Science and

More information

MAGNETIC FIELD AROUND TWO SEPARATED MAGNETIZING COILS

MAGNETIC FIELD AROUND TWO SEPARATED MAGNETIZING COILS The 8 th Intenational Confeence of the Slovenian Society fo Non-Destuctive Testing»pplication of Contempoay Non-Destuctive Testing in Engineeing«Septembe 1-3, 5, Potoož, Slovenia, pp. 17-1 MGNETIC FIELD

More information

A dual-reciprocity boundary element method for axisymmetric thermoelastodynamic deformations in functionally graded solids

A dual-reciprocity boundary element method for axisymmetric thermoelastodynamic deformations in functionally graded solids APCOM & ISCM 11-14 th Decembe, 013, Singapoe A dual-ecipocity bounday element method fo axisymmetic themoelastodynamic defomations in functionally gaded solids *W. T. Ang and B. I. Yun Division of Engineeing

More information

Absorption Rate into a Small Sphere for a Diffusing Particle Confined in a Large Sphere

Absorption Rate into a Small Sphere for a Diffusing Particle Confined in a Large Sphere Applied Mathematics, 06, 7, 709-70 Published Online Apil 06 in SciRes. http://www.scip.og/jounal/am http://dx.doi.og/0.46/am.06.77065 Absoption Rate into a Small Sphee fo a Diffusing Paticle Confined in

More information

Lecture 7: Angular Momentum, Hydrogen Atom

Lecture 7: Angular Momentum, Hydrogen Atom Lectue 7: Angula Momentum, Hydogen Atom Vecto Quantization of Angula Momentum and Nomalization of 3D Rigid Roto wavefunctions Conside l, so L 2 2 2. Thus, we have L 2. Thee ae thee possibilities fo L z

More information

Quantum Mechanics II

Quantum Mechanics II Quantum Mechanics II Pof. Bois Altshule Apil 25, 2 Lectue 25 We have been dicussing the analytic popeties of the S-matix element. Remembe the adial wave function was u kl () = R kl () e ik iπl/2 S l (k)e

More information

State tracking control for Takagi-Sugeno models

State tracking control for Takagi-Sugeno models State tacing contol fo Taagi-Sugeno models Souad Bezzaoucha, Benoît Max,3,DidieMaquin,3 and José Ragot,3 Abstact This wo addesses the model efeence tacing contol poblem It aims to highlight the encouteed

More information

TheWaveandHelmholtzEquations

TheWaveandHelmholtzEquations TheWaveandHelmholtzEquations Ramani Duaiswami The Univesity of Mayland, College Pak Febuay 3, 2006 Abstact CMSC828D notes (adapted fom mateial witten with Nail Gumeov). Wok in pogess 1 Acoustic Waves 1.1

More information

Chapter 12. Kinetics of Particles: Newton s Second Law

Chapter 12. Kinetics of Particles: Newton s Second Law Chapte 1. Kinetics of Paticles: Newton s Second Law Intoduction Newton s Second Law of Motion Linea Momentum of a Paticle Systems of Units Equations of Motion Dynamic Equilibium Angula Momentum of a Paticle

More information

Analytic Evaluation of two-electron Atomic Integrals involving Extended Hylleraas-CI functions with STO basis

Analytic Evaluation of two-electron Atomic Integrals involving Extended Hylleraas-CI functions with STO basis Analytic Evaluation of two-electon Atomic Integals involving Extended Hylleaas-CI functions with STO basis B PADHY (Retd.) Faculty Membe Depatment of Physics, Khalikote (Autonomous) College, Behampu-760001,

More information

Chapter 9 Dynamic stability analysis III Lateral motion (Lectures 33 and 34)

Chapter 9 Dynamic stability analysis III Lateral motion (Lectures 33 and 34) Pof. E.G. Tulapukaa Stability and contol Chapte 9 Dynamic stability analysis Lateal motion (Lectues 33 and 34) Keywods : Lateal dynamic stability - state vaiable fom of equations, chaacteistic equation

More information

15 Solving the Laplace equation by Fourier method

15 Solving the Laplace equation by Fourier method 5 Solving the Laplace equation by Fouie method I aleady intoduced two o thee dimensional heat equation, when I deived it, ecall that it taes the fom u t = α 2 u + F, (5.) whee u: [0, ) D R, D R is the

More information

Physics 2020, Spring 2005 Lab 5 page 1 of 8. Lab 5. Magnetism

Physics 2020, Spring 2005 Lab 5 page 1 of 8. Lab 5. Magnetism Physics 2020, Sping 2005 Lab 5 page 1 of 8 Lab 5. Magnetism PART I: INTRODUCTION TO MAGNETS This week we will begin wok with magnets and the foces that they poduce. By now you ae an expet on setting up

More information

Analytical Solutions for Confined Aquifers with non constant Pumping using Computer Algebra

Analytical Solutions for Confined Aquifers with non constant Pumping using Computer Algebra Poceedings of the 006 IASME/SEAS Int. Conf. on ate Resouces, Hydaulics & Hydology, Chalkida, Geece, May -3, 006 (pp7-) Analytical Solutions fo Confined Aquifes with non constant Pumping using Compute Algeba

More information

3-7 FLUIDS IN RIGID-BODY MOTION

3-7 FLUIDS IN RIGID-BODY MOTION 3-7 FLUIDS IN IGID-BODY MOTION S-1 3-7 FLUIDS IN IGID-BODY MOTION We ae almost eady to bein studyin fluids in motion (statin in Chapte 4), but fist thee is one cateoy of fluid motion that can be studied

More information

Physics Tutorial V1 2D Vectors

Physics Tutorial V1 2D Vectors Physics Tutoial V1 2D Vectos 1 Resolving Vectos & Addition of Vectos A vecto quantity has both magnitude and diection. Thee ae two ways commonly used to mathematically descibe a vecto. y (a) The pola fom:,

More information

Hydroelastic Analysis of a 1900 TEU Container Ship Using Finite Element and Boundary Element Methods

Hydroelastic Analysis of a 1900 TEU Container Ship Using Finite Element and Boundary Element Methods TEAM 2007, Sept. 10-13, 2007,Yokohama, Japan Hydoelastic Analysis of a 1900 TEU Containe Ship Using Finite Element and Bounday Element Methods Ahmet Egin 1)*, Levent Kaydıhan 2) and Bahadı Uğulu 3) 1)

More information

Physical Chemistry II (Chapter 4 1) Rigid Rotor Models and Angular Momentum Eigenstates

Physical Chemistry II (Chapter 4 1) Rigid Rotor Models and Angular Momentum Eigenstates Physical Chemisty II (Chapte 4 ) Rigid Roto Models and Angula Momentum Eigenstates Tae Kyu Kim Depatment of Chemisty Rm. 30 (tkkim@pusan.ac.k) http://cafe.nave.com/moneo76 SUMMAR CHAPTER 3 A simple QM

More information

Supplementary material for the paper Platonic Scattering Cancellation for Bending Waves on a Thin Plate. Abstract

Supplementary material for the paper Platonic Scattering Cancellation for Bending Waves on a Thin Plate. Abstract Supplementay mateial fo the pape Platonic Scatteing Cancellation fo Bending Waves on a Thin Plate M. Fahat, 1 P.-Y. Chen, 2 H. Bağcı, 1 S. Enoch, 3 S. Guenneau, 3 and A. Alù 2 1 Division of Compute, Electical,

More information

C e f paamete adaptation f (' x) ' ' d _ d ; ; e _e K p K v u ^M() RBF NN ^h( ) _ obot s _ s n W ' f x x xm xm f x xm d Figue : Block diagam of comput

C e f paamete adaptation f (' x) ' ' d _ d ; ; e _e K p K v u ^M() RBF NN ^h( ) _ obot s _ s n W ' f x x xm xm f x xm d Figue : Block diagam of comput A Neual-Netwok Compensato with Fuzzy Robustication Tems fo Impoved Design of Adaptive Contol of Robot Manipulatos Y.H. FUNG and S.K. TSO Cente fo Intelligent Design, Automation and Manufactuing City Univesity

More information

CS-184: Computer Graphics. Today. Lecture #5: 3D Transformations and Rotations. Wednesday, September 7, 11. Transformations in 3D Rotations

CS-184: Computer Graphics. Today. Lecture #5: 3D Transformations and Rotations. Wednesday, September 7, 11. Transformations in 3D Rotations CS-184: Compute Gaphics Lectue #5: D Tansfomations and Rotations Pof. James O Bien Univesity of Califonia, Bekeley V011-F-05-1.0 Today Tansfomations in D Rotations Matices Eule angles Eponential maps Quatenions

More information

Analysis of high speed machining center spindle dynamic unit structure performance Yuan guowei

Analysis of high speed machining center spindle dynamic unit structure performance Yuan guowei Intenational Confeence on Intelligent Systems Reseach and Mechatonics Engineeing (ISRME 0) Analysis of high speed machining cente spindle dynamic unit stuctue pefomance Yuan guowei Liaoning jidian polytechnic,dan

More information

Information Retrieval Advanced IR models. Luca Bondi

Information Retrieval Advanced IR models. Luca Bondi Advanced IR models Luca Bondi Advanced IR models 2 (LSI) Pobabilistic Latent Semantic Analysis (plsa) Vecto Space Model 3 Stating point: Vecto Space Model Documents and queies epesented as vectos in the

More information

To Feel a Force Chapter 7 Static equilibrium - torque and friction

To Feel a Force Chapter 7 Static equilibrium - torque and friction To eel a oce Chapte 7 Chapte 7: Static fiction, toque and static equilibium A. Review of foce vectos Between the eath and a small mass, gavitational foces of equal magnitude and opposite diection act on

More information

CS-184: Computer Graphics. Today

CS-184: Computer Graphics. Today CS-184: Compute Gaphics Lectue #6: 3D Tansfomations and Rotations Pof. James O Bien Univesity of Califonia, Bekeley V2006-F-06-1.0 Today Tansfomations in 3D Rotations Matices Eule angles Eponential maps

More information

SOME GENERAL NUMERICAL RADIUS INEQUALITIES FOR THE OFF-DIAGONAL PARTS OF 2 2 OPERATOR MATRICES

SOME GENERAL NUMERICAL RADIUS INEQUALITIES FOR THE OFF-DIAGONAL PARTS OF 2 2 OPERATOR MATRICES italian jounal of pue and applied mathematics n. 35 015 (433 44) 433 SOME GENERAL NUMERICAL RADIUS INEQUALITIES FOR THE OFF-DIAGONAL PARTS OF OPERATOR MATRICES Watheq Bani-Domi Depatment of Mathematics

More information

ENGI 4430 Non-Cartesian Coordinates Page xi Fy j Fzk from Cartesian coordinates z to another orthonormal coordinate system u, v, ˆ i ˆ ˆi

ENGI 4430 Non-Cartesian Coordinates Page xi Fy j Fzk from Cartesian coordinates z to another orthonormal coordinate system u, v, ˆ i ˆ ˆi ENGI 44 Non-Catesian Coodinates Page 7-7. Conesions between Coodinate Systems In geneal, the conesion of a ecto F F xi Fy j Fzk fom Catesian coodinates x, y, z to anothe othonomal coodinate system u,,

More information

Chapter 12: Kinematics of a Particle 12.8 CURVILINEAR MOTION: CYLINDRICAL COMPONENTS. u of the polar coordinate system are also shown in

Chapter 12: Kinematics of a Particle 12.8 CURVILINEAR MOTION: CYLINDRICAL COMPONENTS. u of the polar coordinate system are also shown in ME 01 DYNAMICS Chapte 1: Kinematics of a Paticle Chapte 1 Kinematics of a Paticle A. Bazone 1.8 CURVILINEAR MOTION: CYLINDRICAL COMPONENTS Pola Coodinates Pola coodinates ae paticlaly sitable fo solving

More information

Liquid gas interface under hydrostatic pressure

Liquid gas interface under hydrostatic pressure Advances in Fluid Mechanics IX 5 Liquid gas inteface unde hydostatic pessue A. Gajewski Bialystok Univesity of Technology, Faculty of Civil Engineeing and Envionmental Engineeing, Depatment of Heat Engineeing,

More information

MODULE 5a and 5b (Stewart, Sections 12.2, 12.3) INTRO: In MATH 1114 vectors were written either as rows (a1, a2,..., an) or as columns a 1 a. ...

MODULE 5a and 5b (Stewart, Sections 12.2, 12.3) INTRO: In MATH 1114 vectors were written either as rows (a1, a2,..., an) or as columns a 1 a. ... MODULE 5a and 5b (Stewat, Sections 2.2, 2.3) INTRO: In MATH 4 vectos wee witten eithe as ows (a, a2,..., an) o as columns a a 2... a n and the set of all such vectos of fixed length n was called the vecto

More information

FE FORMULATIONS FOR PLASTICITY

FE FORMULATIONS FOR PLASTICITY G These slides ae designed based on the book: Finite Elements in Plasticity Theoy and Pactice, D.R.J. Owen and E. Hinton, 970, Pineidge Pess Ltd., Swansea, UK. Couse Content: A INTRODUCTION AND OVERVIEW

More information

An Application of Fuzzy Linear System of Equations in Economic Sciences

An Application of Fuzzy Linear System of Equations in Economic Sciences Austalian Jounal of Basic and Applied Sciences, 5(7): 7-14, 2011 ISSN 1991-8178 An Application of Fuzzy Linea System of Equations in Economic Sciences 1 S.H. Nassei, 2 M. Abdi and 3 B. Khabii 1 Depatment

More information

Question Bank. Section A. is skew-hermitian matrix. is diagonalizable. (, ) , Evaluate (, ) 12 about = 1 and = Find, if

Question Bank. Section A. is skew-hermitian matrix. is diagonalizable. (, ) , Evaluate (, ) 12 about = 1 and = Find, if Subject: Mathematics-I Question Bank Section A T T. Find the value of fo which the matix A = T T has ank one. T T i. Is the matix A = i is skew-hemitian matix. i. alculate the invese of the matix = 5 7

More information

SUPPLEMENTARY MATERIAL CHAPTER 7 A (2 ) B. a x + bx + c dx

SUPPLEMENTARY MATERIAL CHAPTER 7 A (2 ) B. a x + bx + c dx SUPPLEMENTARY MATERIAL 613 7.6.3 CHAPTER 7 ( px + q) a x + bx + c dx. We choose constants A and B such that d px + q A ( ax + bx + c) + B dx A(ax + b) + B Compaing the coefficients of x and the constant

More information

MAC Module 12 Eigenvalues and Eigenvectors

MAC Module 12 Eigenvalues and Eigenvectors MAC 23 Module 2 Eigenvalues and Eigenvectos Leaning Objectives Upon completing this module, you should be able to:. Solve the eigenvalue poblem by finding the eigenvalues and the coesponding eigenvectos

More information

Multiple Criteria Secretary Problem: A New Approach

Multiple Criteria Secretary Problem: A New Approach J. Stat. Appl. Po. 3, o., 9-38 (04 9 Jounal of Statistics Applications & Pobability An Intenational Jounal http://dx.doi.og/0.785/jsap/0303 Multiple Citeia Secetay Poblem: A ew Appoach Alaka Padhye, and

More information

Qualifying Examination Electricity and Magnetism Solutions January 12, 2006

Qualifying Examination Electricity and Magnetism Solutions January 12, 2006 1 Qualifying Examination Electicity and Magnetism Solutions Januay 12, 2006 PROBLEM EA. a. Fist, we conside a unit length of cylinde to find the elationship between the total chage pe unit length λ and

More information

Reading Assignment. Problem Description for Homework #9. Read Chapters 29 and 30.

Reading Assignment. Problem Description for Homework #9. Read Chapters 29 and 30. Reading Assignment Read Chaptes 29 and 30. Poblem Desciption fo Homewok #9 In this homewok, you will solve the inhomogeneous Laplace s equation to calculate the electic scala potential that exists between

More information

Physics 11 Chapter 3: Vectors and Motion in Two Dimensions. Problem Solving

Physics 11 Chapter 3: Vectors and Motion in Two Dimensions. Problem Solving Physics 11 Chapte 3: Vectos and Motion in Two Dimensions The only thing in life that is achieved without effot is failue. Souce unknown "We ae what we epeatedly do. Excellence, theefoe, is not an act,

More information

6 PROBABILITY GENERATING FUNCTIONS

6 PROBABILITY GENERATING FUNCTIONS 6 PROBABILITY GENERATING FUNCTIONS Cetain deivations pesented in this couse have been somewhat heavy on algeba. Fo example, detemining the expectation of the Binomial distibution (page 5.1 tuned out to

More information

A STUDY OF HAMMING CODES AS ERROR CORRECTING CODES

A STUDY OF HAMMING CODES AS ERROR CORRECTING CODES AGU Intenational Jounal of Science and Technology A STUDY OF HAMMING CODES AS ERROR CORRECTING CODES Ritu Ahuja Depatment of Mathematics Khalsa College fo Women, Civil Lines, Ludhiana-141001, Punjab, (India)

More information

CS-184: Computer Graphics. Today. Lecture #5: 3D Transformations and Rotations. 05-3DTransformations.key - September 21, 2016

CS-184: Computer Graphics. Today. Lecture #5: 3D Transformations and Rotations. 05-3DTransformations.key - September 21, 2016 1 CS-184: Compute Gaphics Lectue #5: D Tansfomations and Rotations Pof. James O Bien Univesity of Califonia, Bekeley V016-S-05-1.0 Today Tansfomations in D Rotations Matices Eule angles Eponential maps

More information

The Strain Compatibility Equations in Polar Coordinates RAWB, Last Update 27/12/07

The Strain Compatibility Equations in Polar Coordinates RAWB, Last Update 27/12/07 The Stain Compatibility Equations in Pola Coodinates RAWB Last Update 7//7 In D thee is just one compatibility equation. In D polas it is (Equ.) whee denotes the enineein shea (twice the tensoial shea)

More information