MOOELLlNG, SIMULATION ANO IMPLEMENTATION OF A ANTHROPOMORPHIC MANIPULATOR

Size: px
Start display at page:

Download "MOOELLlNG, SIMULATION ANO IMPLEMENTATION OF A ANTHROPOMORPHIC MANIPULATOR"

Transcription

1 40. SBAI - Simpósio Brsileiro de Automção Inteligente, São Pulo, SP, de Setembro de 1999 MOOELLlNG, SIMULATION ANO IMPLEMENTATION OF A ANTHROPOMORPHIC MANIPULATOR João Muríio Rosário Helder Anibl Hermini Mros Antonio Port Srmgo LAR - Lbortory of Automtion nd Robotis Meh nil Design Deprtment -Fulty of Mehnil Engineering University of Cmpins Cmpins, CP 6122, , SP.E-mil : Abstrt: The tehnologil evolution of ortheses nd prostheses ddressed the development of multidisiplinry reserh works in the Automtion nd Robotis re, minly in the tsk of rms nd rtifiil legs projet. In this work, being tken in ons idertion ntomil, physiologi spts nd inesiologi of superior nd inferior members of the humn body, lhe kinemtis mod el simil r to the nturl mehnism ws develop ed, whih is the bse so muh of the projet of rtifiil system, s welj s in the prmeteri stion of neurl myoltri on trol. Strting from lhe methodology of lhe generted kinemtis model, omputtionl progrms ws elborted with the purpose of rep roduing nd mn áger lhe spe displement of the rti ulte system. To vlidte the developed lgorithm, the proto type of the finger rtiulte system ws elborted in whih ws implemented nd tested prt of the developed methodology. Keyw ords: Robolis, Proslh eses, Biomehni, Aulomlion 1 INTRODUCTION The developm ent of prostheses nd ortheses, demnd the devlopment of kinemtis model, whih expresses the member's movement in terms of dependent degrees of freedorn. The development of these Models onstitutes gret hllenge, beus e, in spite of the gret number of mthemtil modelling nd simultion tehniques tody vilble, they don 't present wnted effiieny when pplied in linii tsks.. Severl hrteristis obse rved in biologil systems introdue high omplexity degree, due to the dynmi omplex model to be multi-vrible, presenting high non Iinerity degree nd redundny nd strong joining degree mong rtiultions, hindering the determintion of prmeters. 2 THE HUMAN ARTICULATION SYSTEM In om prison to the rtifiil systems, the spulr wis t rtiultion presents lod pity, preis ion, nd muh lrger speed thn ny existent rtifii l mnipul tor t the present time. Those hrter istis re the result of the onjugtion of multiple biologil proesses pplied in the musulr struture by the nervous omplex. The observtion of some of these phenom enon n onverge to useful onlu sions for the improvement of prostheses robo tis. The humn rm displement in the plne sgi tl is onseq uene of the shoulder nd elbow rtiultions tion. Considering tht the musles re unidiretion l tutors, in greement with the musulr group s worked in sme dire tion, the tlexion or extension movement is hd strting from respetive eletri ommnd imposed by the nervou s system. The shoulder is more omplex rtiultion thn the elbow, due to existene of two biomehnis sub-strutures (wists slip wy-urnerl nd slip wy thori). In the humn spulr wist, the movement of the shoulder n be onsidered s ombintion of the joint movements on both sides of the lvile, The shoulder tlexion-extension is omposed of the 1viulr extension nd of the tlexionextension umer l nd the shoulder bdution-ddution is omposed of the 1viul r bdution-ddution nd the umerl bdution-ddution. The observtion of the ntomil strutures involved in lion of the two rtiultions shows tht the humn rm is muh more sophistited system thn them developed prostheses tie the present moment. The elbortion of intell igent prostheses, should be done by omprtive nlogy with lhe nthropomorphi nturl omplex onsidering spets relted with the struture, trnsmission, tivtion nd ontrol of the nturl or rtifiil tutors, strting from myoeletri estimultion the one whih mngement n genertion ofset trjetory lgorithm bsed on the phy sil mthemtiin model of the rtiulte humn system. 113

2 40. SBAI - Simpósio Brsileiro de Automção Inteligente, São Pulo, SP, de Setembro de trnsllion vetor of n origin the other, where Ai. i+1 is resulling of lhe mtrix produt globl between the severl homogeneous trnsformtion mtrixes relted with rottions or suessive trnsltions oflhe different rtiultions (eqution 2). ". ;.' :" J..:. """,,.,..,.:-..- () Any rottion in the spe n be deomposed in group of elementry rottions long lhe xes X, Y nd Z. The elementry rottion mtrix used in the trnsformlion eqution is ssoited with the elementry rottion of the orresponding referentil in rellion to its previous one. This mthemlil proedure n be extended for every extension of the mode\. (b) Figure 2 - Utilised Referene System.: Ai. i+' = AI, 2 A2. 3. where... A i. i+' (I) (2) () Like this being, the orienttion mtrix of n interest point n be obtined for (2). (3) Figure 1 - PeIvi nd SpuIr Wist of the humn body i..._ 3 MODELlNG MATHEMATICS An ArliuIte System n be represented mthemtilly through n mobile bodies C, (i =1, 2,..., n) nd of fixed body Co, tied by n rtiultions, forming hin struture, nd lhese joints n be rottionl or prismti. To represent the severi bodies reitive sitution of the hin, is fstened to eh eiement Ci referentil R. We n relte ertin referentil Ri+1 (0;+1> Xi+1> Yi+1> Zi+') with previous one Ri (o, x., Yi, z.), s weil s the o-ordintes system of origin of the bse (figure 1) lhrough of eqution (1) where Ai, ;.., represent the rottion homogeneous trnsformtion mtrix nd Li the (d) Consequently the omplete positioning of rigid body in the spe, n be obtined esily through the eqution (1) tht supplies its vetoril position, nd the equ tion (3) represents the ssoited orienttion mtrix strting from the implementlion of the melhod of Euler or of the ngles RPY (Row, Pith, YIl) to the three rottion diretions ssoited to the orresponding o-ordintes xes. The systemti presented previously, ws pplied in the study of the spulr nd pelvi rtiultions of the humn body wists (figurei). Using robotis onepts, Kinemtis System ModeI ws developed to Artiulte Anthropomorphi, being onsidered lhe rtiuitions nd its respetive ngulr limits. The figure 3 nd 4 presents the Artiulte System kinemtis struture showing the SpuIr Wist nd lhe Pelvi Wist. In the model proposed in this work re defined the vribles desribed beiow tht use the methodology desribed previously. In the generted model kinemtis struture (figures 3 nd 4) two joints orresponding to lhe movement of the shouidereibow nd forerm re inluded nd of the hnd. The first ws nmed shouider intems joint (tsk of the joint interns of the humn rm lvile) nd seond of shouider externl joint (substitutes olher joints in the omplex shouider-rm s the glenohumeri joint nd the romion-lviulr joint). 114

3 simulte O : O : O 40. SBAI - Simpósio Brsileiro de Automção Inteligente, São Pulo.:SP, de Setembro de 1999 The elbow joint in the model ws substituted by simple rottion representing flexion-extension, In the forerm joint ws iniuded to o the forerm rottion developed between the rdio nd the uln. The prt of the reltive model lhe spulr wist extends of the Ivile interns joint to the hnd fingers nd lhe prt tht onsiders the pelvi wist re going from the bone of the femur to the foot fingers.,9",0 The whole system is interlinked for rtiultions, in hin struture, giving totl of fifty nine rottionl rtiultions for eh hemisphere, 82 o-ordintes systems tthed in importnt points of the rtiulte struture. 4 EXPERIMENTAL IMPLEMENTATION 4.1 Computtionl Simultion of Complete Kinemtis Model To pply the onept of the rottion nd trnsltion homogeneous trnsformtions, fter the referentil distribution, the different degrees of freedom of the rtiulte system re defined through of its o-ordintes systems. This wy the position nd orienttion of the points of the struture n be systemtiily defined. The mtrix nottion used will stili liow the development of numeri models for resolution of the kinemtis inverse problem. Like this being, ny objet in the work spe of the rm n be relted, nd strting from this to estblish ontrol lw bsed on the kinemtis model tht wili relte the position nd spe orienttion of the extremities of the mnipultor's onstituent elements. The system inertil hrteristis s weil s the efforts developed in the tsk of the rtiultions tution n be tken in onsidertion in dynmi study of the omplex. Strting from the rtiulte vribles is possible to determine the vetoril position nd the orienttion rntrix of the system in reltion to the inertil referentil fixed in the bse loted in the geometri entre ofthe humn body (Enlose 1). To simplify the omputtionl progrm mking, the symmetry property of lhe left nd right hemispheres ws used, tends s for modelling methodology the estblishrnent of the prmeters on the left side, filitting like this the determintion of the prmeters on the right side. Some of the simultion results re introdued in the EnIose 2. () Referentil Lol System (b)rottionl Artiultions Figure 3-Kinemtis Struture of the Arms nd Legs, :fio..,.,. -.' -., Figure 5-Bloks Digrm of the Trjetory Control ()Referentil Lol System (b) Rottionl Artiultions Figure 4 - Kinemtis Struture of the Hnds nd Feet. 4.2 Experimentl Prototype of Finger For the rel system simultion, ws developed in lbortory finger's prototype. (Figure 6). The joint tution ís mde through lhe use of motors CC nd to eh one n enoder ws oupled. The trnsmission system is mde by bles, whih rry out similr funtion the one of the tendons of nturl system. This prototype presents four degrees of freedom nd in them were developed the diret nd inverse kinemtis model using 115

4 .óx = Jl! SBAI- Simpósio Brsileiro de Automção Inteligente, São Pulo, SP, de Setembro de 1999 Jo bino for the inversion, tht is to sy, is known bout lhe 5 RESULTS ANALYSIS AND FUTURE WORKS diret geometri model, tht trnsformtion of the joints spe for the Crtesin spe is given, for smll displemnts, for: When one wnts to obtin the ngulr vlues orresponding to ertin rtiulte syslem onfigurtion, lhe used reltionship is: (4) (5) In this work ws proposed rnodelling melhodology of Biomehni Systems using utorntion nd robotis onepts, being elbor ted series of progrms, whih were tested prt of them in plne mnipultor, similr to n inditive finger of humn hnd, developed in lhe Lbortory of Integrted Automtion nd Robotis of FEM - UNICANP. As for next stges be rehed, will be developed lhe dynmi study of the efforts nd exerised torques so tht beomes initilly possible the n intelligent ontroller's implementlion to the finger, extending the implementtion Jter on to the omplete modej of the humn rtiulte systern, seeking the mk ing of proslheses ommnded by the own ptient's nervous system. strting from the signs red myoeletri of lhe eletrodes implnted in the mputted neurl termintions. 6 GRATEFULNESS We thnked CNPq speil wy tht for lhe support nd ollbortion, they did possible lhe omplishment of this work. 7 REFERENCES Bekey A., Tomovi R., Zeljkovi L, 1990, Control rhiteture goes the Belgrde/USC hnd, in Dextrous Robot Hnds. S. T. Venktrrnn nd T. Iberll, Eds., pp Jobsen., Everson. E.K., Knutti E.F., Johnson T.T., Biggers K.B., 1986, Design of lhe Ulh/MIT dextrous hnd. In Pro. IEEE Int. Conf. Robot. Automt., pp Lenri J., Umek A., 1994,Simple Model of Humn Arm Rehble Workspe. IEEE TRANSACTIONS ON SYSTEMS, MAN, AND CYBERNETICS, VOL. 24, in the 8. Y. C. Tsi e A. H. Soni, 1981, Aessible Region nd Synthesis of Robot Arms, ASME J. Mehnil Design, voi.103, pp Figure 6 -Prototype developed Therefore, the finl expression tht supplies the vlue of the vribles rtiulte is supplied for : where i = 3 Ali lhe informtion of the vribles desribed until then re fundmentl in lhe implemenltion of trjetory genertion, whose mesh of orresponding ontrol is desribed in the figure 5, nd the used rnethodology n be pplied in lhe omplete system desribed previously. An exmple of simultion is introdued in the Enlose 3. (6) Tsuneo Yoshikw, Mnipulbility of Roboti Mehnisms, 1985, The Int. J. Robotis Reserh, vol. 4, pp K. YouefToumi e H. Asd, 1987, The Design of Open-Loop Mnipultor Arms with Deeoupled nd Configurtion- Invrint Inerti Tensors, ASME J. Dynmi Systern, Mes., Contr., vo1.109, pp Y. Lsh et i, 1992, on the evlution of multifuntionl prosthesis, 7 th Word Congress of the Int. Soe, Of Prosthesis And ortheses, Chigo, pp.185. It is intended in future work lo use metlli legues of form memory suh Iike NITINOL for the tution of lhe rtiultions, nd this metl, strting from lhe estblishment of 'áflow of ontrollble eletri urrent in them, lter its physil properties, ontrting nd being strethed out when olds, generting like this n order of similr movement the one of musulr system exited.. 116

5 40. SBAI - Simpósio Brsileiro de Automção Inteligente, São Pulo, SP, de Setembro de 1999 Enlose 1. Homogeneous Trnsformtion Mtrix (Rottion) ofthe Superior nd Inferior Members (Left Side) Rz(IO); 5.. C.. O O o 1 R,(ll)= R, (43); C O] - S" o CIl o s; C;, o s., C" o 5" C" o SI' C;, ;" o S" C" o 5" o S" C;, C; o C. l R,(44); C; S;] - 5" o C". C" o S"Jl R, (45); O. 1 o -S" o " Enlose 2. Exmple of Simultion o tet(l)= tet (2 )= tet(3) = tet(4)= lel(5)= o tet(6)= 155 ter (7)= O lel(8)= O _lei (9)= O 't. Ox(O) =O Oy(O) =O - Oz(O)=O Ox( 1 ) = O Oy( 1 )=O Oz( 1)=O Ox( 2)=5 Oy( 2)=O Oz( 2)= O Ox( 3)=5 Oy( 3)=3 Oz( 3 ) = O Ox( 4)= 5 Oy( 4 ) = 3 Oz( 4 ) = 60 Ox( 5 ) =-67 Oy( 5 ) =3 Oz( 5 ) = 60 Ox( 6 ) =-67 Oy( 6)= 158 Oz( 6 ) = 60 Ox( 7 ) =5 Oy( 7 ) = 158 Oz( 7 ) = 60 Ox( 8 ) =5 Oy( 8)= 198 Oz( 8 ) = 60 Ox( 9 ) =5 Oy( 9) = 198 Oz( 9)=-8 Ox( 10 ) = 5 Oy( 10) = 158 Oz( 10 ) =-8 Ox( 11) =5 Oy( 11) = 158 Oz( 11 ) =-294 Ox( 12)= Oy( 12)= 158 Oz( 12)= Ox( 13)= Oy( 13 ) = 158 Oz( 13 ) = Ox( 14 ) = Oy( 14) = 158 Oz( 14) : Ox( 15)= Oy( 15 ) = 158 Oz( 15 ) = Ox( 16 ) = Oy( 16) =158 Oz( 16) = ) = x!.,..!7.$=.' '1i1l..., M ' ".....,g.>;, &., mil ''': Ox(l7 ) = -108,2617 Oy( 17) = 158 Oz(l7) = :..' Nx = Sx = O Ax = Ny=O Sy=O Ay =0 Nz = Sz = O Az = R,(46) ; -5" o C" C" o 5,,] R,(47)= o 1 o - 5" o C".. OS''] R,(48); o 1-5" o C.. C" os",] R,(49); 1 o. -S", o.. R,(5C1)= r 00. _ r o. no l /U(51)=.. Ox( 67 Nx = Ny=O Nz = ' -'" Sx =O Sy=1 Sz=O 67) Ax = Ay=O Az =

6 40. SBAI- SimpósioBrsileirode Automção Inteligente, São Pulo,SP, 08-10de Setembro de 1999 Enlose 3. Some Results of Genertion of Trjetories for thfinger : h, h X. = , Y. = X. = , Y. = Xb= , Yb= X-= , Yb= dx= , dv = dx= , dv = \ '\ :.,'.... :... C h x ,Y. = X" , Y Xb= , Yb= X-= , Yb= dx , dv dx dv ". \ \.. \ '\ ;'/ '} 'z Ih L-.-- X. = , Y. = X. = , Y. = x.,= , Yb= Xb= , Yb= dx= ,dv= dx= , dv = b x,= , Y.= X. = , Y. = X- = , Yb= X-= , Yb= dx= dv= dx dy = b - - x , Y. = X" = ,Y. = X- = , Yb= X- = ,Yb= dx dv,.. ' dx dv

Lecture 3: orientation. Computer Animation

Lecture 3: orientation. Computer Animation Leture 3: orienttion Computer Animtion Mop tutoril sessions Next Thursdy (Feb ) Tem distribution: : - :3 - Tems 7, 8, 9 :3 - : - Tems nd : - :3 - Tems 5 nd 6 :3 - : - Tems 3 nd 4 Pper ssignments Pper ssignment

More information

OUTLINE SYSTEM-ON-CHIP DESIGN. GETTING STARTED WITH VHDL August 31, 2015 GAJSKI S Y-CHART (1983) TOP-DOWN DESIGN (1)

OUTLINE SYSTEM-ON-CHIP DESIGN. GETTING STARTED WITH VHDL August 31, 2015 GAJSKI S Y-CHART (1983) TOP-DOWN DESIGN (1) August 31, 2015 GETTING STARTED WITH VHDL 2 Top-down design VHDL history Min elements of VHDL Entities nd rhitetures Signls nd proesses Dt types Configurtions Simultor sis The testenh onept OUTLINE 3 GAJSKI

More information

5.2. LINE INTEGRALS 265. Let us quickly review the kind of integrals we have studied so far before we introduce a new one.

5.2. LINE INTEGRALS 265. Let us quickly review the kind of integrals we have studied so far before we introduce a new one. 5.2. LINE INTEGRALS 265 5.2 Line Integrls 5.2.1 Introduction Let us quickly review the kind of integrls we hve studied so fr before we introduce new one. 1. Definite integrl. Given continuous rel-vlued

More information

The invention of line integrals is motivated by solving problems in fluid flow, forces, electricity and magnetism.

The invention of line integrals is motivated by solving problems in fluid flow, forces, electricity and magnetism. Instrutor: Longfei Li Mth 43 Leture Notes 16. Line Integrls The invention of line integrls is motivted by solving problems in fluid flow, fores, eletriity nd mgnetism. Line Integrls of Funtion We n integrte

More information

Ratio and Proportion

Ratio and Proportion Rtio nd Proportion Rtio: The onept of rtio ours frequently nd in wide vriety of wys For exmple: A newspper reports tht the rtio of Repulins to Demorts on ertin Congressionl ommittee is 3 to The student/fulty

More information

Radius of the Earth - Radii Used in Geodesy James R. Clynch Naval Postgraduate School, 2002

Radius of the Earth - Radii Used in Geodesy James R. Clynch Naval Postgraduate School, 2002 dius of the Erth - dii Used in Geodesy Jmes. Clynh vl Postgrdute Shool, 00 I. Three dii of Erth nd Their Use There re three rdii tht ome into use in geodesy. These re funtion of ltitude in the ellipsoidl

More information

1. Definition, Basic concepts, Types 2. Addition and Subtraction of Matrices 3. Scalar Multiplication 4. Assignment and answer key 5.

1. Definition, Basic concepts, Types 2. Addition and Subtraction of Matrices 3. Scalar Multiplication 4. Assignment and answer key 5. . Definition, Bsi onepts, Types. Addition nd Sutrtion of Mtries. Slr Multiplition. Assignment nd nswer key. Mtrix Multiplition. Assignment nd nswer key. Determinnt x x (digonl, minors, properties) summry

More information

Module 2. Analysis of Statically Indeterminate Structures by the Matrix Force Method. Version 2 CE IIT, Kharagpur

Module 2. Analysis of Statically Indeterminate Structures by the Matrix Force Method. Version 2 CE IIT, Kharagpur Module Anlysis of Stticlly Indeterminte Structures by the Mtrix Force Method Version CE IIT, Khrgpur esson 9 The Force Method of Anlysis: Bems (Continued) Version CE IIT, Khrgpur Instructionl Objectives

More information

How To Balance Power In A Distribution System

How To Balance Power In A Distribution System NTERNATONA JOURNA OF ENERG, ssue 3, ol., 7 A dynmilly S bsed ompt ontrol lgorithm for lod blning in distribution systems A. Kzemi, A. Mordi Koohi nd R. Rezeipour Abstrt An lgorithm for pplying fixed pitor-thyristorontrolled

More information

Calculating Principal Strains using a Rectangular Strain Gage Rosette

Calculating Principal Strains using a Rectangular Strain Gage Rosette Clulting Prinipl Strins using Retngulr Strin Gge Rosette Strin gge rosettes re used often in engineering prtie to determine strin sttes t speifi points on struture. Figure illustrtes three ommonly used

More information

Using CrowdSourcing for Data Analytics

Using CrowdSourcing for Data Analytics Using CrowdSouring for Dt Anlytis Hetor Gri-Molin (work with Steven Whng, Peter Lofgren, Adity Prmeswrn nd others) Stnford University 1 Big Dt Anlytis CrowdSouring 1 CrowdSouring 3 Rel World Exmples Ctegorizing

More information

Project 6 Aircraft static stability and control

Project 6 Aircraft static stability and control Project 6 Aircrft sttic stbility nd control The min objective of the project No. 6 is to compute the chrcteristics of the ircrft sttic stbility nd control chrcteristics in the pitch nd roll chnnel. The

More information

Review guide for the final exam in Math 233

Review guide for the final exam in Math 233 Review guide for the finl exm in Mth 33 1 Bsic mteril. This review includes the reminder of the mteril for mth 33. The finl exm will be cumultive exm with mny of the problems coming from the mteril covered

More information

Laboratory support for the didactic process of engineering processes automation at the Faculty of Mechanical Engineering

Laboratory support for the didactic process of engineering processes automation at the Faculty of Mechanical Engineering of Ahievements in Mterils nd Mnufturing Engineering VOLUME 15 ISSUE 1-2 Mrh-April 2006 Lortory support for the didti proess of engineering proesses utomtion t the Fulty of Mehnil Engineering J. Świder,

More information

Arc-Consistency for Non-Binary Dynamic CSPs

Arc-Consistency for Non-Binary Dynamic CSPs Ar-Consisteny for Non-Binry Dynmi CSPs Christin Bessière LIRMM (UMR C 9928 CNRS / Université Montpellier II) 860, rue de Sint Priest 34090 Montpellier, Frne Emil: essiere@rim.fr Astrt. Constrint stisftion

More information

p-q Theory Power Components Calculations

p-q Theory Power Components Calculations ISIE 23 - IEEE Interntionl Symposium on Industril Eletronis Rio de Jneiro, Brsil, 9-11 Junho de 23, ISBN: -783-7912-8 p-q Theory Power Components Clultions João L. Afonso, Memer, IEEE, M. J. Sepúlved Freits,

More information

LINEAR TRANSFORMATIONS AND THEIR REPRESENTING MATRICES

LINEAR TRANSFORMATIONS AND THEIR REPRESENTING MATRICES LINEAR TRANSFORMATIONS AND THEIR REPRESENTING MATRICES DAVID WEBB CONTENTS Liner trnsformtions 2 The representing mtrix of liner trnsformtion 3 3 An ppliction: reflections in the plne 6 4 The lgebr of

More information

Basic Analysis of Autarky and Free Trade Models

Basic Analysis of Autarky and Free Trade Models Bsic Anlysis of Autrky nd Free Trde Models AUTARKY Autrky condition in prticulr commodity mrket refers to sitution in which country does not engge in ny trde in tht commodity with other countries. Consequently

More information

KEY SKILLS INFORMATION TECHNOLOGY Level 3. Question Paper. 29 January 9 February 2001

KEY SKILLS INFORMATION TECHNOLOGY Level 3. Question Paper. 29 January 9 February 2001 KEY SKILLS INFORMATION TECHNOLOGY Level 3 Question Pper 29 Jnury 9 Ferury 2001 WHAT YOU NEED This Question Pper An Answer Booklet Aess to omputer, softwre nd printer You my use ilingul ditionry Do NOT

More information

Decision Rule Extraction from Trained Neural Networks Using Rough Sets

Decision Rule Extraction from Trained Neural Networks Using Rough Sets Decision Rule Extrction from Trined Neurl Networks Using Rough Sets Alin Lzr nd Ishwr K. Sethi Vision nd Neurl Networks Lbortory Deprtment of Computer Science Wyne Stte University Detroit, MI 48 ABSTRACT

More information

SECTION 7-2 Law of Cosines

SECTION 7-2 Law of Cosines 516 7 Additionl Topis in Trigonometry h d sin s () tn h h d 50. Surveying. The lyout in the figure t right is used to determine n inessile height h when seline d in plne perpendiulr to h n e estlished

More information

Inter-domain Routing

Inter-domain Routing COMP 631: COMPUTER NETWORKS Inter-domin Routing Jsleen Kur Fll 2014 1 Internet-sle Routing: Approhes DV nd link-stte protools do not sle to glol Internet How to mke routing slle? Exploit the notion of

More information

Lectures 8 and 9 1 Rectangular waveguides

Lectures 8 and 9 1 Rectangular waveguides 1 Lectures 8 nd 9 1 Rectngulr wveguides y b x z Consider rectngulr wveguide with 0 < x b. There re two types of wves in hollow wveguide with only one conductor; Trnsverse electric wves

More information

Equivalence Checking. Sean Weaver

Equivalence Checking. Sean Weaver Equivlene Cheking Sen Wever Equivlene Cheking Given two Boolen funtions, prove whether or not two they re funtionlly equivlent This tlk fouses speifilly on the mehnis of heking the equivlene of pirs of

More information

addition, there are double entries for the symbols used to signify different parameters. These parameters are explained in this appendix.

addition, there are double entries for the symbols used to signify different parameters. These parameters are explained in this appendix. APPENDIX A: The ellipse August 15, 1997 Becuse of its importnce in both pproximting the erth s shpe nd describing stellite orbits, n informl discussion of the ellipse is presented in this ppendix. The

More information

Module 5. Three-phase AC Circuits. Version 2 EE IIT, Kharagpur

Module 5. Three-phase AC Circuits. Version 2 EE IIT, Kharagpur Module 5 Three-hse A iruits Version EE IIT, Khrgur esson 8 Three-hse Blned Suly Version EE IIT, Khrgur In the module, ontining six lessons (-7), the study of iruits, onsisting of the liner elements resistne,

More information

PHY 140A: Solid State Physics. Solution to Homework #2

PHY 140A: Solid State Physics. Solution to Homework #2 PHY 140A: Solid Stte Physics Solution to Homework # TA: Xun Ji 1 October 14, 006 1 Emil: jixun@physics.ucl.edu Problem #1 Prove tht the reciprocl lttice for the reciprocl lttice is the originl lttice.

More information

Use Geometry Expressions to create a more complex locus of points. Find evidence for equivalence using Geometry Expressions.

Use Geometry Expressions to create a more complex locus of points. Find evidence for equivalence using Geometry Expressions. Lerning Objectives Loci nd Conics Lesson 3: The Ellipse Level: Preclculus Time required: 120 minutes In this lesson, students will generlize their knowledge of the circle to the ellipse. The prmetric nd

More information

SE3BB4: Software Design III Concurrent System Design. Sample Solutions to Assignment 1

SE3BB4: Software Design III Concurrent System Design. Sample Solutions to Assignment 1 SE3BB4: Softwre Design III Conurrent System Design Winter 2011 Smple Solutions to Assignment 1 Eh question is worth 10pts. Totl of this ssignment is 70pts. Eh ssignment is worth 9%. If you think your solution

More information

UNIVERSITY AND WORK-STUDY EMPLOYERS WEBSITE USER S GUIDE

UNIVERSITY AND WORK-STUDY EMPLOYERS WEBSITE USER S GUIDE UNIVERSITY AND WORK-STUDY EMPLOYERS WEBSITE USER S GUIDE Tble of Contents 1 Home Pge 1 2 Pge 2 3 Your Control Pnel 3 4 Add New Job (Three-Step Form) 4-6 5 Mnging Job Postings (Mnge Job Pge) 7-8 6 Additionl

More information

THE LONGITUDINAL FIELD IN THE GTEM 1750 AND THE NATURE OF THE TERMINATION.

THE LONGITUDINAL FIELD IN THE GTEM 1750 AND THE NATURE OF THE TERMINATION. THE LONGITUDINAL FIELD IN THE GTEM 175 AND THE NATURE OF THE TERMINATION. Benjmin Guy Loder Ntionl Physil Lbortory, Queens Rod, Teddington, Middlesex, Englnd. TW11 LW Mrtin Alexnder Ntionl Physil Lbortory,

More information

6.2 Volumes of Revolution: The Disk Method

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

More information

and thus, they are similar. If k = 3 then the Jordan form of both matrices is

and thus, they are similar. If k = 3 then the Jordan form of both matrices is Homework ssignment 11 Section 7. pp. 249-25 Exercise 1. Let N 1 nd N 2 be nilpotent mtrices over the field F. Prove tht N 1 nd N 2 re similr if nd only if they hve the sme miniml polynomil. Solution: If

More information

Integration by Substitution

Integration by Substitution Integrtion by Substitution Dr. Philippe B. Lvl Kennesw Stte University August, 8 Abstrct This hndout contins mteril on very importnt integrtion method clled integrtion by substitution. Substitution is

More information

JaERM Software-as-a-Solution Package

JaERM Software-as-a-Solution Package JERM Softwre-s--Solution Pckge Enterprise Risk Mngement ( ERM ) Public listed compnies nd orgnistions providing finncil services re required by Monetry Authority of Singpore ( MAS ) nd/or Singpore Stock

More information

Clause Trees: a Tool for Understanding and Implementing Resolution in Automated Reasoning

Clause Trees: a Tool for Understanding and Implementing Resolution in Automated Reasoning Cluse Trees: Tool for Understnding nd Implementing Resolution in Automted Resoning J. D. Horton nd Brue Spener University of New Brunswik, Frederiton, New Brunswik, Cnd E3B 5A3 emil : jdh@un. nd spener@un.

More information

BUSINESS PROCESS MODEL TRANSFORMATION ISSUES The top 7 adversaries encountered at defining model transformations

BUSINESS PROCESS MODEL TRANSFORMATION ISSUES The top 7 adversaries encountered at defining model transformations USINESS PROCESS MODEL TRANSFORMATION ISSUES The top 7 dversries enountered t defining model trnsformtions Mrion Murzek Women s Postgrdute College for Internet Tehnologies (WIT), Institute of Softwre Tehnology

More information

Engineer-to-Engineer Note

Engineer-to-Engineer Note Engineer-to-Engineer Note EE-280 Technicl notes on using Anlog Devices DSPs, processors nd development tools Visit our Web resources http://www.nlog.com/ee-notes nd http://www.nlog.com/processors or e-mil

More information

Vectors 2. 1. Recap of vectors

Vectors 2. 1. Recap of vectors Vectors 2. Recp of vectors Vectors re directed line segments - they cn be represented in component form or by direction nd mgnitude. We cn use trigonometry nd Pythgors theorem to switch between the forms

More information

Section 7-4 Translation of Axes

Section 7-4 Translation of Axes 62 7 ADDITIONAL TOPICS IN ANALYTIC GEOMETRY Section 7-4 Trnsltion of Aes Trnsltion of Aes Stndrd Equtions of Trnslted Conics Grphing Equtions of the Form A 2 C 2 D E F 0 Finding Equtions of Conics In the

More information

Physics 6010, Fall 2010 Symmetries and Conservation Laws: Energy, Momentum and Angular Momentum Relevant Sections in Text: 2.6, 2.

Physics 6010, Fall 2010 Symmetries and Conservation Laws: Energy, Momentum and Angular Momentum Relevant Sections in Text: 2.6, 2. Physics 6010, Fll 2010 Symmetries nd Conservtion Lws: Energy, Momentum nd Angulr Momentum Relevnt Sections in Text: 2.6, 2.7 Symmetries nd Conservtion Lws By conservtion lw we men quntity constructed from

More information

19. The Fermat-Euler Prime Number Theorem

19. The Fermat-Euler Prime Number Theorem 19. The Fermt-Euler Prime Number Theorem Every prime number of the form 4n 1 cn be written s sum of two squres in only one wy (side from the order of the summnds). This fmous theorem ws discovered bout

More information

Software Cost Estimation Model Based on Integration of Multi-agent and Case-Based Reasoning

Software Cost Estimation Model Based on Integration of Multi-agent and Case-Based Reasoning Journl of Computer Science 2 (3): 276-282, 2006 ISSN 1549-3636 2006 Science Publictions Softwre Cost Estimtion Model Bsed on Integrtion of Multi-gent nd Cse-Bsed Resoning Hsn Al-Skrn Informtion Technology

More information

Radius of the Earth - Radii Used in Geodesy James R. Clynch February 2006

Radius of the Earth - Radii Used in Geodesy James R. Clynch February 2006 dius of the Erth - dii Used in Geodesy Jmes. Clynch Februry 006 I. Erth dii Uses There is only one rdius of sphere. The erth is pproximtely sphere nd therefore, for some cses, this pproximtion is dequte.

More information

A System Context-Aware Approach for Battery Lifetime Prediction in Smart Phones

A System Context-Aware Approach for Battery Lifetime Prediction in Smart Phones A System Context-Awre Approh for Bttery Lifetime Predition in Smrt Phones Xi Zho, Yo Guo, Qing Feng, nd Xingqun Chen Key Lbortory of High Confidene Softwre Tehnologies (Ministry of Edution) Shool of Eletronis

More information

www.mathsbox.org.uk e.g. f(x) = x domain x 0 (cannot find the square root of negative values)

www.mathsbox.org.uk e.g. f(x) = x domain x 0 (cannot find the square root of negative values) www.mthsbo.org.uk CORE SUMMARY NOTES Functions A function is rule which genertes ectl ONE OUTPUT for EVERY INPUT. To be defined full the function hs RULE tells ou how to clculte the output from the input

More information

Experiment 6: Friction

Experiment 6: Friction Experiment 6: Friction In previous lbs we studied Newton s lws in n idel setting, tht is, one where friction nd ir resistnce were ignored. However, from our everydy experience with motion, we know tht

More information

LISTENING COMPREHENSION

LISTENING COMPREHENSION PORG, přijímí zkoušky 2015 Angličtin B Reg. číslo: Inluded prts: Points (per prt) Points (totl) 1) Listening omprehension 2) Reding 3) Use of English 4) Writing 1 5) Writing 2 There re no extr nswersheets

More information

Vendor Rating for Service Desk Selection

Vendor Rating for Service Desk Selection Vendor Presented By DATE Using the scores of 0, 1, 2, or 3, plese rte the vendor's presenttion on how well they demonstrted the functionl requirements in the res below. Also consider how efficient nd functionl

More information

Chapter. Contents: A Constructing decimal numbers

Chapter. Contents: A Constructing decimal numbers Chpter 9 Deimls Contents: A Construting deiml numers B Representing deiml numers C Deiml urreny D Using numer line E Ordering deimls F Rounding deiml numers G Converting deimls to frtions H Converting

More information

Practice Test 2. a. 12 kn b. 17 kn c. 13 kn d. 5.0 kn e. 49 kn

Practice Test 2. a. 12 kn b. 17 kn c. 13 kn d. 5.0 kn e. 49 kn Prtie Test 2 1. A highwy urve hs rdius of 0.14 km nd is unnked. A r weighing 12 kn goes round the urve t speed of 24 m/s without slipping. Wht is the mgnitude of the horizontl fore of the rod on the r?

More information

Econ 4721 Money and Banking Problem Set 2 Answer Key

Econ 4721 Money and Banking Problem Set 2 Answer Key Econ 472 Money nd Bnking Problem Set 2 Answer Key Problem (35 points) Consider n overlpping genertions model in which consumers live for two periods. The number of people born in ech genertion grows in

More information

PROBLEMS 13 - APPLICATIONS OF DERIVATIVES Page 1

PROBLEMS 13 - APPLICATIONS OF DERIVATIVES Page 1 PROBLEMS - APPLICATIONS OF DERIVATIVES Pge ( ) Wter seeps out of conicl filter t the constnt rte of 5 cc / sec. When the height of wter level in the cone is 5 cm, find the rte t which the height decreses.

More information

COMPONENTS: COMBINED LOADING

COMPONENTS: COMBINED LOADING LECTURE COMPONENTS: COMBINED LOADING Third Edition A. J. Clrk School of Engineering Deprtment of Civil nd Environmentl Engineering 24 Chpter 8.4 by Dr. Ibrhim A. Asskkf SPRING 2003 ENES 220 Mechnics of

More information

Words Symbols Diagram. abcde. a + b + c + d + e

Words Symbols Diagram. abcde. a + b + c + d + e Logi Gtes nd Properties We will e using logil opertions to uild mhines tht n do rithmeti lultions. It s useful to think of these opertions s si omponents tht n e hooked together into omplex networks. To

More information

Example 27.1 Draw a Venn diagram to show the relationship between counting numbers, whole numbers, integers, and rational numbers.

Example 27.1 Draw a Venn diagram to show the relationship between counting numbers, whole numbers, integers, and rational numbers. 2 Rtionl Numbers Integers such s 5 were importnt when solving the eqution x+5 = 0. In similr wy, frctions re importnt for solving equtions like 2x = 1. Wht bout equtions like 2x + 1 = 0? Equtions of this

More information

Polynomial Functions. Polynomial functions in one variable can be written in expanded form as ( )

Polynomial Functions. Polynomial functions in one variable can be written in expanded form as ( ) Polynomil Functions Polynomil functions in one vrible cn be written in expnded form s n n 1 n 2 2 f x = x + x + x + + x + x+ n n 1 n 2 2 1 0 Exmples of polynomils in expnded form re nd 3 8 7 4 = 5 4 +

More information

AN ANALYTICAL HIERARCHY PROCESS METHODOLOGY TO EVALUATE IT SOLUTIONS FOR ORGANIZATIONS

AN ANALYTICAL HIERARCHY PROCESS METHODOLOGY TO EVALUATE IT SOLUTIONS FOR ORGANIZATIONS AN ANALYTICAL HIERARCHY PROCESS METHODOLOGY TO EVALUATE IT SOLUTIONS FOR ORGANIZATIONS Spiros Vsilkos (), Chrysostomos D. Stylios (),(b), John Groflkis (c) () Dept. of Telemtics Center, Computer Technology

More information

Vectors Summary. Projection vector AC = ( Shortest distance from B to line A C D [OR = where m1. and m

Vectors Summary. Projection vector AC = ( Shortest distance from B to line A C D [OR = where m1. and m . Slr prout (ot prout): = osθ Vetors Summry Lws of ot prout: (i) = (ii) ( ) = = (iii) = (ngle etween two ientil vetors is egrees) (iv) = n re perpeniulr Applitions: (i) Projetion vetor: B Length of projetion

More information

Data replication in mobile computing

Data replication in mobile computing Technicl Report, My 2010 Dt repliction in mobile computing Bchelor s Thesis in Electricl Engineering Rodrigo Christovm Pmplon HALMSTAD UNIVERSITY, IDE SCHOOL OF INFORMATION SCIENCE, COMPUTER AND ELECTRICAL

More information

Example A rectangular box without lid is to be made from a square cardboard of sides 18 cm by cutting equal squares from each corner and then folding

Example A rectangular box without lid is to be made from a square cardboard of sides 18 cm by cutting equal squares from each corner and then folding 1 Exmple A rectngulr box without lid is to be mde from squre crdbord of sides 18 cm by cutting equl squres from ech corner nd then folding up the sides. 1 Exmple A rectngulr box without lid is to be mde

More information

SPECIAL PRODUCTS AND FACTORIZATION

SPECIAL PRODUCTS AND FACTORIZATION MODULE - Specil Products nd Fctoriztion 4 SPECIAL PRODUCTS AND FACTORIZATION In n erlier lesson you hve lernt multipliction of lgebric epressions, prticulrly polynomils. In the study of lgebr, we come

More information

Regular Sets and Expressions

Regular Sets and Expressions Regulr Sets nd Expressions Finite utomt re importnt in science, mthemtics, nd engineering. Engineers like them ecuse they re super models for circuits (And, since the dvent of VLSI systems sometimes finite

More information

GENERALIZED QUATERNIONS SERRET-FRENET AND BISHOP FRAMES SERRET-FRENET VE BISHOP ÇATILARI

GENERALIZED QUATERNIONS SERRET-FRENET AND BISHOP FRAMES SERRET-FRENET VE BISHOP ÇATILARI Sy 9, Arlk 0 GENERALIZED QUATERNIONS SERRET-FRENET AND BISHOP FRAMES Erhn ATA*, Ysemin KEMER, Ali ATASOY Dumlupnr Uniersity, Fculty of Science nd Arts, Deprtment of Mthemtics, KÜTAHYA, et@dpu.edu.tr ABSTRACT

More information

Rotating DC Motors Part II

Rotating DC Motors Part II Rotting Motors rt II II.1 Motor Equivlent Circuit The next step in our consiertion of motors is to evelop n equivlent circuit which cn be use to better unerstn motor opertion. The rmtures in rel motors

More information

Health insurance marketplace What to expect in 2014

Health insurance marketplace What to expect in 2014 Helth insurnce mrketplce Wht to expect in 2014 33096VAEENBVA 06/13 The bsics of the mrketplce As prt of the Affordble Cre Act (ACA or helth cre reform lw), strting in 2014 ALL Americns must hve minimum

More information

- DAY 1 - Website Design and Project Planning

- DAY 1 - Website Design and Project Planning Wesite Design nd Projet Plnning Ojetive This module provides n overview of the onepts of wesite design nd liner workflow for produing wesite. Prtiipnts will outline the sope of wesite projet, inluding

More information

European Convention on Products Liability in regard to Personal Injury and Death

European Convention on Products Liability in regard to Personal Injury and Death Europen Trety Series - No. 91 Europen Convention on Produts Liility in regrd to Personl Injury nd Deth Strsourg, 27.I.1977 The memer Sttes of the Counil of Europe, signtory hereto, Considering tht the

More information

Hillsborough Township Public Schools Mathematics Department Computer Programming 1

Hillsborough Township Public Schools Mathematics Department Computer Programming 1 Essentil Unit 1 Introduction to Progrmming Pcing: 15 dys Common Unit Test Wht re the ethicl implictions for ming in tody s world? There re ethicl responsibilities to consider when writing computer s. Citizenship,

More information

control policies to be declared over by associating security

control policies to be declared over by associating security Seure XML Querying with Seurity Views Wenfei Fn University of Edinurgh & Bell Lortories wenfei@infeduk Chee-Yong Chn Ntionl University of Singpore hny@ompnusedusg Minos Groflkis Bell Lortories minos@reserhell-lsom

More information

McAfee Network Security Platform

McAfee Network Security Platform XC-240 Lod Blner Appline Quik Strt Guide Revision D MAfee Network Seurity Pltform This quik strt guide explins how to quikly set up nd tivte your MAfee Network Seurity Pltform XC-240 Lod Blner. The SFP+

More information

Chap.6 Surface Energy

Chap.6 Surface Energy Chp.6 urfe Energy (1) Bkground: Consider the toms in the bulk nd surfe regions of rystl: urfe: toms possess higher energy sine they re less tightly bound. Bulk: toms possess lower energy sine they re muh

More information

1 GSW IPv4 Addressing

1 GSW IPv4 Addressing 1 For s long s I ve een working with the Internet protools, people hve een sying tht IPv6 will e repling IPv4 in ouple of yers time. While this remins true, it s worth knowing out IPv4 ddresses. Even when

More information

A.7.1 Trigonometric interpretation of dot product... 324. A.7.2 Geometric interpretation of dot product... 324

A.7.1 Trigonometric interpretation of dot product... 324. A.7.2 Geometric interpretation of dot product... 324 A P P E N D I X A Vectors CONTENTS A.1 Scling vector................................................ 321 A.2 Unit or Direction vectors...................................... 321 A.3 Vector ddition.................................................

More information

Review Problems for the Final of Math 121, Fall 2014

Review Problems for the Final of Math 121, Fall 2014 Review Problems for the Finl of Mth, Fll The following is collection of vrious types of smple problems covering sections.,.5, nd.7 6.6 of the text which constitute only prt of the common Mth Finl. Since

More information

4.11 Inner Product Spaces

4.11 Inner Product Spaces 314 CHAPTER 4 Vector Spces 9. A mtrix of the form 0 0 b c 0 d 0 0 e 0 f g 0 h 0 cnnot be invertible. 10. A mtrix of the form bc d e f ghi such tht e bd = 0 cnnot be invertible. 4.11 Inner Product Spces

More information

Applications to Physics and Engineering

Applications to Physics and Engineering Section 7.5 Applictions to Physics nd Engineering Applictions to Physics nd Engineering Work The term work is used in everydy lnguge to men the totl mount of effort required to perform tsk. In physics

More information

Innovation in Software Development Process by Introducing Toyota Production System

Innovation in Software Development Process by Introducing Toyota Production System Innovtion in Softwre Development Proess y Introduing Toyot Prodution System V Koihi Furugki V Tooru Tkgi V Akinori Skt V Disuke Okym (Mnusript reeived June 1, 2006) Fujitsu Softwre Tehnologies (formerly

More information

New combinatorial features for knots and virtual knots. Arnaud MORTIER

New combinatorial features for knots and virtual knots. Arnaud MORTIER New omintoril fetures for knots nd virtul knots Arnud MORTIER April, 203 2 Contents Introdution 5. Conventions.................................... 9 2 Virtul knot theories 2. The lssil se.................................

More information

Simulation of a large electric distribution system having intensive harmonics in the industrial zone of Konya

Simulation of a large electric distribution system having intensive harmonics in the industrial zone of Konya Turkish Journl of Eletril Engineering & omputer Sienes http:// journls. tuitk. gov. tr/ elektrik/ Reserh rtile Turk J Ele Eng & omp Si (2013) 21: 934 944 TÜİTK doi:10.3906/elk-1201-55 Simultion of lrge

More information

Health insurance exchanges What to expect in 2014

Health insurance exchanges What to expect in 2014 Helth insurnce exchnges Wht to expect in 2014 33096CAEENABC 02/13 The bsics of exchnges As prt of the Affordble Cre Act (ACA or helth cre reform lw), strting in 2014 ALL Americns must hve minimum mount

More information

2.016 Hydrodynamics Prof. A.H. Techet

2.016 Hydrodynamics Prof. A.H. Techet .01 Hydrodynics Reding #.01 Hydrodynics Prof. A.H. Techet Added Mss For the cse of unstedy otion of bodies underwter or unstedy flow round objects, we ust consider the dditionl effect (force) resulting

More information

Uplift Capacity of K-Series Open Web Steel Joist Seats. Florida, Gainesville, FL 32611; email: psgreen@ce.ufl.edu

Uplift Capacity of K-Series Open Web Steel Joist Seats. Florida, Gainesville, FL 32611; email: psgreen@ce.ufl.edu Uplift Cpcity of K-Series Open Web Steel Joist Sets Perry S. Green, Ph.D, M.ASCE 1 nd Thoms Sputo, Ph.D., P.E., M.ASCE 2 1 Assistnt Professor, Deprtment of Civil nd Costl Engineering, University of Florid,

More information

REMO: Resource-Aware Application State Monitoring for Large-Scale Distributed Systems

REMO: Resource-Aware Application State Monitoring for Large-Scale Distributed Systems : Resoure-Awre Applition Stte Monitoring for Lrge-Sle Distriuted Systems Shiong Meng Srinivs R. Kshyp Chitr Venktrmni Ling Liu College of Computing, Georgi Institute of Tehnology, Atlnt, GA 332, USA {smeng,

More information

9 CONTINUOUS DISTRIBUTIONS

9 CONTINUOUS DISTRIBUTIONS 9 CONTINUOUS DISTIBUTIONS A rndom vrible whose vlue my fll nywhere in rnge of vlues is continuous rndom vrible nd will be ssocited with some continuous distribution. Continuous distributions re to discrete

More information

How To Network A Smll Business

How To Network A Smll Business Why network is n essentil productivity tool for ny smll business Effective technology is essentil for smll businesses looking to increse the productivity of their people nd processes. Introducing technology

More information

CHAPTER 11 Numerical Differentiation and Integration

CHAPTER 11 Numerical Differentiation and Integration CHAPTER 11 Numericl Differentition nd Integrtion Differentition nd integrtion re bsic mthemticl opertions with wide rnge of pplictions in mny res of science. It is therefore importnt to hve good methods

More information

SOLVING EQUATIONS BY FACTORING

SOLVING EQUATIONS BY FACTORING 316 (5-60) Chpter 5 Exponents nd Polynomils 5.9 SOLVING EQUATIONS BY FACTORING In this setion The Zero Ftor Property Applitions helpful hint Note tht the zero ftor property is our seond exmple of getting

More information

4. DC MOTORS. Understand the basic principles of operation of a DC motor. Understand the operation and basic characteristics of simple DC motors.

4. DC MOTORS. Understand the basic principles of operation of a DC motor. Understand the operation and basic characteristics of simple DC motors. 4. DC MOTORS Almost every mechnicl movement tht we see round us is ccomplished by n electric motor. Electric mchines re mens o converting energy. Motors tke electricl energy nd produce mechnicl energy.

More information

Euler Euler Everywhere Using the Euler-Lagrange Equation to Solve Calculus of Variation Problems

Euler Euler Everywhere Using the Euler-Lagrange Equation to Solve Calculus of Variation Problems Euler Euler Everywhere Using the Euler-Lgrnge Eqution to Solve Clculus of Vrition Problems Jenine Smllwood Principles of Anlysis Professor Flschk My 12, 1998 1 1. Introduction Clculus of vritions is brnch

More information

Fundamentals of Cellular Networks

Fundamentals of Cellular Networks Fundmentls of ellulr Networks Dvid Tipper Assoite Professor Grdute Progrm in Teleommunitions nd Networking University of Pittsburgh Slides 4 Telom 2720 ellulr onept Proposed by ell Lbs 97 Geogrphi Servie

More information

Density Curve. Continuous Distributions. Continuous Distribution. Density Curve. Meaning of Area Under Curve. Meaning of Area Under Curve

Density Curve. Continuous Distributions. Continuous Distribution. Density Curve. Meaning of Area Under Curve. Meaning of Area Under Curve Continuous Distributions Rndom Vribles of the Continuous Tye Density Curve Perent Density funtion f () f() A smooth urve tht fit the distribution 6 7 9 Test sores Density Curve Perent Probbility Density

More information

DlNBVRGH + Sickness Absence Monitoring Report. Executive of the Council. Purpose of report

DlNBVRGH + Sickness Absence Monitoring Report. Executive of the Council. Purpose of report DlNBVRGH + + THE CITY OF EDINBURGH COUNCIL Sickness Absence Monitoring Report Executive of the Council 8fh My 4 I.I...3 Purpose of report This report quntifies the mount of working time lost s result of

More information

NOTES. Cohasset Associates, Inc. 2015 Managing Electronic Records Conference 8.1

NOTES. Cohasset Associates, Inc. 2015 Managing Electronic Records Conference 8.1 Cohsset Assocites, Inc. Expnding Your Skill Set: How to Apply the Right Serch Methods to Your Big Dt Problems Juli L. Brickell H5 Generl Counsel MER Conference My 18, 2015 H5 POWERING YOUR DISCOVERY GLOBALLY

More information

AREA OF A SURFACE OF REVOLUTION

AREA OF A SURFACE OF REVOLUTION AREA OF A SURFACE OF REVOLUTION h cut r πr h A surfce of revolution is formed when curve is rotted bout line. Such surfce is the lterl boundr of solid of revolution of the tpe discussed in Sections 7.

More information

Distributions. (corresponding to the cumulative distribution function for the discrete case).

Distributions. (corresponding to the cumulative distribution function for the discrete case). Distributions Recll tht n integrble function f : R [,] such tht R f()d = is clled probbility density function (pdf). The distribution function for the pdf is given by F() = (corresponding to the cumultive

More information

** Dpt. Chemical Engineering, Kasetsart University, Bangkok 10900, Thailand

** Dpt. Chemical Engineering, Kasetsart University, Bangkok 10900, Thailand Modelling nd Simultion of hemicl Processes in Multi Pulse TP Experiment P. Phnwdee* S.O. Shekhtmn +. Jrungmnorom** J.T. Gleves ++ * Dpt. hemicl Engineering, Ksetsrt University, Bngkok 10900, Thilnd + Dpt.hemicl

More information

Operations with Polynomials

Operations with Polynomials 38 Chpter P Prerequisites P.4 Opertions with Polynomils Wht you should lern: Write polynomils in stndrd form nd identify the leding coefficients nd degrees of polynomils Add nd subtrct polynomils Multiply

More information

MODELLING AND SIMULATION OF TWO-LEVEL SPACE VECTOR PWM INVERTER USING PHOTOVOLTAIC CELLS AS DC SOURCE

MODELLING AND SIMULATION OF TWO-LEVEL SPACE VECTOR PWM INVERTER USING PHOTOVOLTAIC CELLS AS DC SOURCE INTERNATIONAL JOURNAL OF ELECTRONICS; MECHANICAL nd MECHATRONICS ENGINEERING ol. Num.4 pp.(3-37) MODELLING AND SIMULATION OF TWO-LEEL SPACE ECTOR PWM INERTER USING PHOTOOLTAIC CELLS AS DC SOURCE Ayse KOCALMIS

More information

RIGHT TRIANGLES AND THE PYTHAGOREAN TRIPLETS

RIGHT TRIANGLES AND THE PYTHAGOREAN TRIPLETS RIGHT TRIANGLES AND THE PYTHAGOREAN TRIPLETS Known for over 500 yers is the fct tht the sum of the squres of the legs of right tringle equls the squre of the hypotenuse. Tht is +b c. A simple proof is

More information