Lecture Topics. 6. Sensors and instrumentation 7. Actuators and power transmission devices. (System and Signal Processing) DR

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1 Lecture Tocs 1. Introducton 2. Basc knematcs 3. Pose measurement and Measurement of Robot Accuracy 4. Trajectory lannng and control 5. Forces, moments and Euler s laws 5. Fundamentals n electroncs and comutaton (System and Sgnal Processng) 6. Sensors and nstrumentaton 7. Actuators and ower transmsson devces DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

2 Knetc Robot dynamcs DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

3 Dervatves DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

4 Used Symbols Rotaton Matrx D R Identty Matrx E I DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

5 Dervatves I For the dervaton of a model to descrbe rgd-body dynamcs, t s of advantage to ntally analyse the quanttes veloctes and acceleratons n movng coordnate systems. Poston vectors descrbed n ther coordnate systems are subjected to changes n tme, whereas the relatons between them are exressed by tme varyng coordnate transformatons r D r t, wth O D R q q q q P q The tme-deendant rotaton matrx ossesses secal characterstcs, whch are gven secal attenton, snce they aear reeatedly when dervng the quanttes veloctes and acceleratons. DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

6 Dervatves II Pose q q r = D r + t P q O S r P P () t t() t () t Θ S q q t q O () t v() t t() t () t ω Θ() t Coordnate transformaton r D r t q q q P O r D r D r t q q q q P P O a() t t() t () t () t Θ() t () t t () t () t () t Θ() t DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

7 Dervatves III Orthonormalty crtera t -1 D D D D E t t D D -1 E t D D D D 0 t -1-1 t D D D D 0 t -1 1 D D D D -1 1 t t A B A B A B t t t t t t A B B A skew-symmetrc matrx DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

8 Angular velocty vector Current angular velocty tensor: z -1 ( ) z 0 Ω D D Ω ω ω 0 y x y x 0 ω t x y z D Ω D D DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

9 Snake-Oerator The ~-Oerator enables a comact wrtng-format for a cross roduct of matrx oeratons. The advantage of the matrx wth resect to the cross roduct notaton les wthn t s comatblty to matrx-calculus. Ω( ) r r r e e e x y z x y z r r r x y z r r 0 DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

10 Dervatves of hgher order I Ω D D D D Ω ω 0 y -1-1 ( ) z 0 x z y x 0 Commutablty DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

11 Dervatves of hgher order II D D D D D D D D D α α D D D D D D D D D D D D D D D D 2 D D D α β D 2 α D α D D DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

12 Dervatves of hgher order III t DD t α D D E t β D D 2 α α E DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

13 elocty DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

14 eloctes I r D r D r t q q q q P P O D ΩD q q q q q v, P Ω D rp D vp v O Rgd-body v 0 P v D r D v v q q q q q P P P O v r v v q q q q q P P P O DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

15 elocty II q q q q v v v r P P O P D := Geschwndgket elocty of ont des P relatve Punktes to P q-th relatv coordnate zum q-ten system Koordnatensystem := Geschwndgket elocty of ont des P relatve Punktes to P -th relatv coordnate zum -ten system Koordnatensystem := Geschwndgket elocty of orgn des of Ursrunges -th coordnate des system -ten Koordnate relatve to nsystems q-th coordnate relatv zum q-ten Koordnatensystem := Koordnaten Coordnates des of onts Punktes n m -th -ten coordnate Koordnatensystem := Rotatonsmatrx vom from -th -ten zum to q-th q-ten coordnate Koordnatensystem q Ω := Wnkelgeschwndgketstenso Angular velocty tensor from r -th vom to -ten q-th zum coordnate q-ten Koordnatensystem DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

16 Acceleraton DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

17 Acceleraton I v Ω D r D v v q q q q q P P P O q v Ω D r D v v t t q q q q q P P P O v Ω D r D v v t t t t q q q q P P P O a Ω D r Ω D r Ω D v q q q q q q q P P P P q q P q D v D a a O P DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

18 Acceleraton II Wth q q Ω Ω( ) and D Ω D q q q a Ω( ) D r Ω Ω D r Ω D a q q q q q q q q P P P P q q q P q Ω D v D a a O P Rgd-body vp 0, P a 0 DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

19 Acceleraton III classcal a D r D r D a q q q q q q q q P P P P D v D a q q q P q a O a r r a q q q q q q q q P P P P v q q q P q a O a P P DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

20 Acceleraton I q q q q a a a v r P P O P D Ω P := Beschleungung Acceleraton of ont des Punktes P relatve P relatv to q-th zum coordnate q-ten Koordnatensystem := Beschleungung Acceleraton of ont des Punktes P relatve P relatv to -th zum coordnate -ten Koordnatensystem := Beschleungung Acceleraton of orgn des Ursrunges of -th coordnate des -ten system Koordnatensy relatve to stems q-th relatv zum coordnate q-ten Koordnatensystem := Geschwndgket elocty of ont des P relatve Punktes to P -th relatv coordnate zum -ten system Koordnatensystem := Koordnaten Coordnates of des onts Punktes n -th m coordnate -ten Koordnatensystem := Rotatonsmatrx from vom -th en to zum q-th q-ten coordnate Koordnatensystem q := Angular Wnkelgeschwndgketstensor velocty tensor from -th vom to q-th -ten coordnate zum q-ten Koordnatensystem DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

21 Dynamcs Dfferental Newton-Euler-Equatons Knetc Energy Recursve Newton-Euler Equatons Jont Loads and Elastcty Generalzed Coordnates Knetc and Potental Energy Lagrange Equatons and Lagrange Equaton of Moton General Form of Equaton of Moton Soluton to lnearzed Equaton of Moton DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

22 Moment of nerta, angular momentum, ont mass and center of gravty DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

23 Robot Dynamcs What haens f the robot axes move? center of gravty and mass S 6D -th body-fxed coordnate system S Interta tensor 6D 6D The nature laws determne the comlexty! S 6D Pose Inertal- Frame 6D S 0 6D S -1 Inertal- Frame dm As smle as ossble, as comlcated as necessary (Easy to say and hard to do). DR Prof. Dr.-Ing. habl. Hermann Löddng PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. Wolfgang Hntze

24 olume Integral d = d z d y dx z z = h( x, y) ' 1 h( x, y) dz dx d y B g( x, y) dm d z = g( x, y) y B ' 1 h( x, y) g( x, y) dx d y ( xy, ) B 1 ' 1 h( x, y) m (x,y,z) dz dx d y B g( x, y) CAD DR PD Dr.-Ing. habl. Jörg Wollnack x m ( x, y, z ) z x y u v w u v w Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

25 Center of Gravty and Momentums Calculatng va dscreet volumes elements z = h( x, y) z = g( x, y) ( xy, ) B 1 DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

26 Moment of Inerta I Body d m = d F v P r r S S O r S S O DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

27 Moment of Inerta II Center of gravty n S 1 1 r r dm d, m m r S P P m d := Densty functon of -th Body := Boundary functon of body DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

28 Moment of nerta III Dfferental mass element dm d of rgd body moves wth the velocty v relatve to the ntal reference system S. P Dfferental momentum d v dm r dm P P Newton s 2 nd law d F d dt d DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

29 Moment of nerta I Forces can be categorzed nto nternal and external forces. Uon ntegratng all forces over the whole body, the nternal forces cancel out. The change n momentum s descrbed by the result of all external forces. d d d F F d r dm m r m v dt F m v m a S S Left-multlyng D, leads to F m v m a S S n the body fxed coordnate system. P P P DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

30 Angular momentum 1 The result s the angular momentum wth resect to ont : L r d r v q q q q O P P P dm q q q q The decomoston of the velocty vp vs r and q q q oston vector rp rs r of a general body movement leads to: ~ q q q LO rs r vp dm q q q q r S vp dm r vp dm O DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

31 Angular momentum 2 rather dm L r v r v r dm q q q q q q O P S q q q q q q q r v P r vs r r dm dm dm Part of angular momentum wth resect to dm r r v r v dm q q q q q q S S P S Part of angular momentum wth resect to I r r q q S dm O S by translaton by angular velocty q DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

32 Angular momentum 3 The nerta tensor I r r q q S descrbes the roertes of nerta of a rgd body wth resect to t s mass center n the q-th nertal coordnate system Due to movement, the tensor s subjected to changes n tme. dm A descrton of the nerta tensor n the body-fxed coordnate system follows wth the tensor transformaton: I D I D q t S q S q DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

33 Angular momentum 4 I S r r d m, 0 z wth r z 0 y x y x 0 0 z y 0 z y r r z 0 x z 0 x y x 0 y x y z x y x z x y 2 2 x z y z x z y z x y 2 2 DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

34 Angular momentum 5 I S 2 2 y z x y x z 2 2 x y x z y z dm 2 2 x z y z x y 2 2 y z dm x y dm x z dm 2 2 x y dm x z dm y z dm 2 2 x z dm y z dm x y dm DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

35 Angular momentum 6 Inerta tensor I I I I I I I I xz I yz I z x xy xz S xy y yz Moment of nerta x 2 2 d 2 2 I y x z dm 2 2 z I y z m Moment of devaton I x y dm I xy x y dm I xz x z dm I yz y z dm DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

36 Angular momentum 7 Transformaton n body-fxed coordnate system I D I D ' ' q ' t S S ' S Egen-Decomoston Egen-ectors det I I E 0, Prncal axes (axes of symmetry uon homogeneous mass dstrbuton) S IS Ik E wk 0, k{1,2,3} k k k, k {1,2,3} Inerta tensor n coordnate system of rncal axes ' I dag I I I S e w w DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

37 Angular momentum 8 Alyng the angular momentum, the relatonsh between torques actng on a rgd body and the tme varyng changes n angular momentum n the q-th nertal coordnate system can be descrbed: d dt L r d F r d F q q q q O S S Provded the mass center of the -th body s chosen as the reference ont, nternal forces aear, but comensate each other. Hence, the change n torque s ultmately determned by external forces: d d M S LS IS ω dt dt DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

38 Angular momentum 9 d d M L I ω dt dt S S S A B A B A B M I ω I ω S S S d I D I D D I D D I D D I D dt t t t t S S S S S Tme nvarance I S 0 I D I D D I D t t S S S DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

39 Angular momentum 10 I D I D D I D D ω D ω D D ω t t S S S I ω D I D D I D ω t t S S S I ω I I ω S S S M ω I I ω ω I ω S S S S ω I ω I ω ω I ω S S S ω ω 0 DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

40 Angular momentum 11 Angular momentum M ω I ω I ω S S S The tme-varyng nerta tensor can be determned usng the tmeconstant nerta tensor: Euler s equaton of gyroscoc moton I D I D q ' t ' ' S S DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

41 Angular momentum 12 Descrton n body-fxed coordnate system M ω I ω I ω S S S M D ω I ω I ω S S S D ω I ω D I ω S S M D M S S D ω t ~ MS D D ω IS D ω D IS D ω t t t M I ω ω I ω S S S DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

42 Angular momentum 13 Descrton n body-fxed coordnate system of rncal axes M M M M t M I I I S x y z, x x x y z y z M I I I y y y z x z x M I I I z z z x y x y DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

43 Generalzed momentum and forces I Dfferental momentum d rp d d dt Dfferental angular momentum d rp d h rp d dt Generalzed dfferental momentum and generalzed forces (Newton-Euler-Equaton) d rp d F d d d dt = d d M dtd h dt d r P rp dt DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

44 Generalzed momentum and forces II The dfferental Newton-Euler-Equatons descrbe the fundamental equatons necessary for the analyss of moton. The tme-varyng change n momentum s therefore n drect relaton wth the generalzed forces. The transton to macroscoc bodes s erformed by ntegratng over the dfferental volume elements of the body. Hereby the densty functon, the body volume and the ntegraton boundares may be tme-varyng. Consderng a rgd body wth constant mass, the densty functon and the body volume are tme-nvarant. The descrton of the generalzed forces follows n the -th nertal coordnate system wth resect to t s orgn O. DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

45 Mass center, ont mass and momentum I d d r dt d r dt P P d d d( rs r) d rs d r d d d dt dt dt d S d dt r d r dt S d d dt r d Integraton r r r P S Rgd body Tme-nvarant Mass DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

46 Mass center, ont mass and momentum II d r dt S d Tme-nvarant coordnate of mass center zetnvarante Schwerunktkoordnate and body geometry und Körergeometre d r dt S 0 d r S d dt m v S? The result shows that the momentum of a rgd body wth tmenvarant mass can be descrbed by the concet of mass center vector and ont mass. DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

47 Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze PD Dr.-Ing. habl. Jörg Wollnack DR Mass center, ont mass, nerta tensor and angular momentum I P P d d d d t r h r Integraton P P d d d t r h r P S r r r ~ S S d d d t r r h r r S S ~ S S d d d d d d d d d d d d t t t t r r h r r r r r r Decomoston d r 0

48 Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze PD Dr.-Ing. habl. Jörg Wollnack DR Mass center, ont mass, nerta tensor and angular momentum II S S d d d d d d t t r h r r r S zetnvarante Schwerunktkoordnate und Körergeometre d 0 d t r S S d d d d d d t t r r h r r d m S S d d d m t r h r r r Tme-nvarant coordnate of mass center and body geometry

49 Mass center, ont mass, nerta tensor and angular momentum III d r h r r r d S m S dt? The result shows that the angular momentum of a rgd body wth tme-nvarant mass can be descrbed wth the concet of the mass center, ont mass and the nerta tensor. DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

50 Motvaton If we change the ose of the coordnate system, how change the momentum values? Does an coordnate system exst where the descrtons are not so comlex? Whch mact have symmetres? (mass and geometry) DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

51 Transformaton of nerta tensor DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

52 The nerta tensor Transformaton of nerta tensor I d r h r r r d S m S dt can ultmately be descrbed n an arbtrary coordnate system. Hereby I defnes the nerta vector wth resect to the mass center of the -th rgd body n the q-th coordnate system. For the two coordnate systems and j follows: h I h I j j j D j t j h D h j j I D I j j j DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

53 Transformaton of nerta tensor II I D I j j j D j t j I D I D j t j j Tensor transformaton I D I D j t j j DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

54 Parallel Axs Theorem (Stener) DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

55 Parallel axs theorem I F d m = d ρ v Translaton from O to O mantanng constant orentaton r P r S I r r O dm S O r r r S O r S S r r r S DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

56 Parallel axs theorem II I r r r r dm Multlcaton O S S I r r r r r r r r O S S S S S S S S dm r r dm r r dm r r dm r r dm I r r dm r r dm r dm r r r dm O S S S S I r r dm r r O S S dm r 1 S S m r dm 0 DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

57 Parallel axs theorem III I r r dm r r dm IS o S S dm r r I I r r dm O S S S DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

58 Robot Dynamcs r m S P m S 1 6D Pose r d Inertal- Frame dm center of gravty and mass S 6D S 0 6D 6D S -1 Inertal- Frame -th body-fxed coordnate system S Interta tensor dm 6D 6D I r r q q S I I r r dm O S S S j t I D j I D j M ω I ω I ω S S S dm DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

59 Rotaton Matrx and Tlde Oerator ~ r' D r t r' D r D r t t -1 D D D D E t -1 1 D D D D DD -1 0 z y ω z 0 x y x 0 D D r ' D r D r t I r r dm DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

60 Knetc Energy DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

61 Knetc Energy I Alyng the conservaton of energy rncle, mostly the dfferent system models can be couled va scalar quanttes, thus resultng n an overall descrton. Hence, the analyss of the knetc energy stored n a rgd body s useful. Hereby t becomes obvous that a descrton wth resect to the mass center of the rgd body makes sense. z = h( x, y) E 1 2 m v 2 d E v dm z ( xy, ) B 1 = g( x, y) d E 1 q t q vp v 2 P d DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

62 Knetc Energy II d E 1 q t q vp vp d Integraton 2 1 q t q E P P d 2 v v q q q q v v r P S 1 ( q q q t S ) ( q q q v r vs r ) d 2 E 1 1 v v d v r d q t q q t q q S S S q q t q 1 q q t q q S d r v r r d 2 2 DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

63 Knetc Energy III The thrd and fourth term dsaear, snce these comly wth the defnton of the mass center. 1 1 E v v r r d 2 2 q t q q q t q q S S d q t q q t q t q q S S A B B A t t t 1 1 v v d r r d a b b a v v d r r 2 2 q t q q t q t q q S S d 1 1 v v d r r d 2 2 q t q q t q t q q S S q q v S const const d d DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

64 Knetc Energy I E 1 1 v m v I 2 2 q t q q t q q S S The total knetc energy results from the sueroston of the knetc energy of the ont mass n the mass center and the knetc rotaton energy of the nerta tensor wth resect to the mass center. DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

65 Recursve Newton-Euler Equatons DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

66 Recursve Newton-Euler Equatons I The relmnary consderatons have shown that, aart from the already exstng coordnate systems, further coordnate systems are needed for the analyss of the dynamcs of a rgd body system formed by jonts. Ths s the body fxed coordnate system formed by the mass centrod axs, where by a constant dagonal nerta tensor exsts. Furthermore, these are body fxed coordnate systems n whch hyscal quanttes are derved or measured. The analyss of the dynamcs s erformed assumng coordnate system of the bodes, as well as other body related rncal axs and sensor coordnate systems. Hereby S k s the descrbng nertal coordnate system, S H the rncal axs coordnate system, S K or S the body or jont coordnate systems resectvely and S B the measurement or observer coordnate system. DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

67 Recursve Newton-Euler Equatons II 6D 6D -ter -th Körer body T S 6D k ω S H k v S 6D S K -1 T H S -1 O -1 m S + I k r OS S K k k F M, -1, -1 k r O-1 k r S k g k r O S k k r O F M k k, +1, +1 DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

68 Recursve Newton-Euler Equatons III In ractce t s arorate to exress the further coordnate systems or the oses needed for the analyss of the dynamcs wth resect to the body coordnate systems. Thus, the followng oses are needed for the bodes: H 6 B 6 := Pose from rncal axs to body coordnate system := Pose from measurement to body coordnate system 1 6 K K K 1 := Pose from ( 1) to the -th body coordnate system Hence, the nerta tensor of the -th rgd body s reduced to dagonal form wth three arameters I 1, I 2 and I 3. The gravtatonal vector k g s gven n the nertal coordnate system S k. DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

69 Recursve Newton-Euler Equatons I Inertal generalzed forces F * S m v S M I ω ω I ω * S S S Equlbrum of forces and torques n the -th body coordnate system F F F m g 0 * S, 1, 1 ~ ~ * S, 1, 1 ( OS ), 1 OS 1,1 M M M r r F r F 0 The negatve sgn s a result of Newton s 2nd law. The equlbrum of forces leads the dynamc analyss to the rncle of equlbrum of the statc analyss, thus resultng n the negatve sgn for the dynamc terms. DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

70 Recursve Newton-Euler Equatons Generalzed forces of the (+1)-th rgd body F F F m g 0 * S, 1 1, ~ ~ * S, 1 1, ( OS ), 1 OS 1,1 M M M r r F r F 0 Accordng to the defnton of torque M rf, the vector sum of all lever arms must be couled wth the force vector n ooste drecton, hence resultng n a negatve sgn. From Newton s 3rd law follows: t t t t t F M F M, q q, t DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

71 Recursve Newton-Euler Equatons I S K -2 slt + k k F M -1-1 k k F S M S -1 S K -th Body T + +1= S k r T k r S k k F M S K k k F M slt S +1 S S w S k -th Lnk k g ( +1)-th Lnk k k F M +... S K +1 DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

72 Isolatng the (-1)-th generalzed force results n the recursvely descendng transformaton: * F,, 1 F 1, m g FS g D g k k ~ ~ * M, 1 M 1, ( r ros ) F, 1 ros F 1, MS Generalzed forces n the (-1)-th jont coordnate system F Recursve Newton-Euler Equatons II D F 1 1, 1, 1 M D M 1 1, 1, 1 The systems of equatons can be calculated from the endeffector recursvely. Provded the generalzed veloctes cancel out, these equatons are dentcal to the ones for the statc analyss. DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

73 Jont Loads and Elastcty DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

74 Jont loads and elastcty I The generalzed jont loads are the rojectons of the generalzed forces onto the corresondng jont axs. Hereby t s necessary to dfferentate between rotaton and lnear axes: M t t F e e wth { x, y, z} for rotaton axes for lnear axes Torson srng srng The rojectons of the generalzed forces to whch no actuator drven degree of freedom exst lead to jont loads. Generally, the generalzed force vector s decomosed nto jont and drve forces. The drve forces are generally known as actve forces. DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

75 Jont loads and elastcty II 6D 6D Rgd Body S 6D 6D Torson Srng S -1 DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

76 Jont loads and elastctes III At ths level the dfferental equatons of the drves can be ntegrated relatvely smle nto the system descrton. For ths urose, the equlbrum of forces A 0 can be used, whereby defnes the drve force. A The ntegraton of damng factors over M e d t D t F e d t for rotaton axes for lnear axes s also ossble, enablng a descrton of the mechancs as well as drves n the sense of a mechatronc system. DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

77 Jont loads and elastctes I These equatons can be used to descrbe the generalzed statc and dynamc forces of an oen knematc chan. In connecton wth the elastcty model, the dstortons of the seral robot model under the nfluence of statc and dynamc generalzed forces can be modeled. Ths allows the mrovement of the control of the statc and dynamc ose behavour. The advantage of ths s the ablty to dentfy the arameters of the elastcty model by statc measurement. Ths leads to the fact that dentfcaton of statc and dynamc arameters can be searated, whch favours the generally used mnmzaton rocedures. DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

78 Generalzed Coordnates DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

79 Generalzed coordnates I Sx locaton coordnates of a ose are necessary to descrbe the movement of a rgd body. Gven N rgd bodes, 6 N ose coordnates are needed for the locaton descrton. The overall system thus has 6 N degrees of freedom. In the resence of mechancal lnks between bodes or the envronment, the number of degrees of freedom reduces deendng on the tye of jont. Every rohbted degree of freedom results n generalzed reacton forces n the lnk. Hereby the constructve Desgn of the lnk determnes the number of geometrcal restrctons. These are usually tme-constant. DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

80 Generalzed coordnates II Aart from these geometrcal restrctons, other constrants may occur, whch defne coulngs between the generalzed veloctes (translatonal and angular veloctes). If the veloctes can be ntegrated, they can be dealt wth as geometrc restrctons or constrants. These constrants are called holonomc constrants. Generally, tme-varyng constrants may also be assumed, whch are then called rheonomc constrants. DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

81 Generalzed coordnates III Locaton vector of generalzed coordnate t... N q q, 1 qn N B f Locaton descrton w w w r (, ) O ro q t D w t D ( q, ) 3 33 B rgd bodes wth f degrees of freedom The bound generalzed coordnates dsaear uon dfferentatng, thus enablng the descrton of a system wth f degrees of freedom. w ndcates the world coordnate system (CS). The q as a suerscrt may lead to confuson wth the elements of the generalzed coordnate. DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

82 Generalzed coordnates elocty behavour I w w (, ) 3 ro ro q t total dfferental O N w w Ok r r O k k1 qk t w d r ( q, t) ( q, t) d q dt dervatve w d r ( q, t) r d r vo ( q, t) ( q, t) dt q dt t w N w w O O qk O k1 k N w w O r O ( q, t) qk r k1 qk t DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

83 Generalzed coordnates elocty behavour II w Matrx notaton r v q q q w w (, ) O O t r t O w w r O r w w O 3N JT q, JT, { x, y, z} t q k DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

84 Generalzed coordnates elocty behavour III w D w t D ( q, ) 33 Matrx notaton D w w w ω ( q, t) q q d t d w w w d w 3N JR q, JR, { x, y, z} t q k DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

85 Generalzed coordnates elocty behavour I w q D k w D w d q k w D t w D w d t Elements are column-vectors of the Jacobean matrx, whch exresses the angular veloctes assumng tme-varyng constrants. Gven a multbody system wth tme-constant (holonomc constrants), ths vector vanshes. DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

86 Generalzed coordnates Acceleraton behavour I w w w ro r ao( q, t) vo( q, t) q t t q t w w w (, ) r r r ao q t q q t q q t t t O O O O w r O w w q JT q v t q v a q v q J q q v q w w w O w O (, t) O(, t) T O O Sum and roduct rule w w ro r t q q t w w ro v t q q O O DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

87 Generalzed coordnates Acceleraton behavour II d t w w w ω( q, t) JR q w w w w w ( q, t) ω( q, t) JR q q q DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

88 Knetc Energy DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

89 Knetc Energy I E 1 1 v m v I 2 2 t t S S I D I D w w w t I w The nerta tensor s unlke tme-nvarant I 1 1 E v m v D I D 2 2 t t w w t S S DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

90 Knetc Energy II Generalzed velocty vector w w vs Jv Jω q E 1 2 t m t w w w w w t w JvS q JvS q Jω q D I D Jω q I 1 2 t w t w t w t w w t w q JvS m JvS q q Jω D I D Jω q I 1 2 t w t w t w t w w t w q JvS m JvS q q Jω D I D Jω q I DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

91 Knetc Energy III E 1 2 t w t w t w t w w t w q JvS m JvS q q Jω D I D Jω q I 1 2 t w E q M q M J m J q q J D I D J w w t w t w t w w t w vs vs ω ω I DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

92 Knetc Energy I The nertal mass matrx contans the Jacobean matrx of the oen unbranched knematc chan, hence t beng deendant of the confguraton. Ths matrx s symmetrc and ostve defnte. The quadratc form of the matrx results n the knetc energy always beng ostve. Elsewse a wrong system model s at hand. DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

93 Potental Energy DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

94 Potental Energy The otental energy of the oen unbranched knematc chan can be descrbed by the sum of all otental energes of the rgd bodes: E P w t w m g rs DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

95 Lagrange Equatons DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

96 Energy W =? F δr r δw F t δr r + δr DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

97 Lagrange Equatons I Accordng to the d Alembert s rncal, the dfferental work of all mass onts m, r over the vrtual moton r vansh. t δ δw m r F δr 0 Hereby only such movements satsfyng the constrants should be ermtted. In ths way, the decomoston nto reacton, drve and effectve force can be avoded. Usng generalzed coordnates the movement can smly be selected: r δr δq q DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

98 Lagrange Equatons II t δw m r F δr 0 t v t r δw m r F δq q q Wanted: r t v q v t v q r v v δr q q q δq Dervatve of velocty squared t 2 t v t v t v v v v v v 2 v q q q q q DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

99 Lagrange Equatons I t 2 t v t v t v v v v v v 2 v q q q q q v q r 2 t 2 v q r q v q 2 t r v 2 v t q t q DR PD Dr.-Ing. habl. Jörg Wollnack t 2 t v A B A B A B v r r r r v t q t q t q q t q r v t t 2 v v q q Term Isolatng 2nd term Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

100 Lagrange Equatons v 1 v v v v q 2 t q q t 2 t t δw m r F δr t t r δw m v v v F δq 2 t q q q Commutatve summaton and dfferentaton oerators t t δw m v m v v F r δq t q 2 q 2 q t m v m v F r δq t q 2 q 2 q DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

101 Lagrange Equatons I Knetc energy of mass ont 1 T m v 2 2 Total knetc energy of system T T r t δw T T F δq 0 t q q q Snce the vrtual dslacements are ndeendent of each other, the equaton can only be satsfed for vrtual dslacements, f the followng necessary condton s fulflled: T T Q Q F t k kk{1,..., f } k 0, k k t qk qk qk r DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

102 Lagrange Equaton of Moton DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

103 Lagrange Equaton of Moton I Lagrange equaton of moton L L Qk, L EK E t q q k k Dfference of knetc and otental energy E K und E P defned resectvely. P DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

104 Lagrange Equaton of Moton II In a multbody system wth rgd body comonents, nstead of mass dfferental mass elements and nstead of sum ntegrals over rgd body volumes, one obtans: T 1 2 m v I 2 t k k Sk k Sk k k The generalzed forces actng on a rgd body consttute of forces F k and torques M k. Snce the reacton forces and torques do not contrbute to the vrtual work done, the can be neglected, thus resultng n: t rk t sk Qk Fek Mek q q k k k DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

105 Lagrange Equaton of Moton III The actve forces can consst of conservatve and nonconservatve forces. Whle non-conservatve forces (e.g. frcton, flow forces) alter the total energy, conservatve forces do not result n nterchange between knetc and otental energy. DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

106 General Form of Equaton of Moton DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

107 General Form of Equaton of Moton I Knetc and otental energy Partal dervatve w.r.t. 1 L m q q m w t w j j S q q 2, j 1 2, j L g r m q q m g r m q j j w t w j j S q q j q t w t w q M q m g rs m q q m g r, j w t w j j S q w t w m g rs 0 DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

108 General Form of Equaton of Moton II Partal dervatve w.r.t. t L m j q j t q j t q m m q t t j j j j j j q m m q j j j j t j t m j k m q j k q k m L q q m q t q q j j k j j j k k j mj q k q j m j q j j, k qk j DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

109 General Form of Equaton of Moton III 1 L m q q m q q q g r w t w j j k Sk 2, j k 1 2 m q q g r, j j w t w j mk Sk q k q Snce the artal dervatve of the mass center vector s dentcal to the Jacobean matrx, t follows: q 1 m L q q m g J 2, j j w t w j k k q k DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

110 General Form of Equaton of Moton I L L Q t q q k k k mj L q q m q t q q j, k 1 m L q q m g J q 2, j k k j j j j j w t w j k k q k m 1 m g j j w t w qk q j m j q j q q j mk J k Q j, k qk j 2, j q k m 1 m j j w t w m j q j qk q j q q j mk J k Q j j, k qk 2, j q k g DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

111 General Form of Equaton of Moton m 1 m g j j w t w m j q j qk q j mk J k Q j j, k qk 2 q k The frst term of ths equaton defnes the nertal forces, the second term reresents the Corols and centrfugal forces, whereas the thrd term descrbes the effects to gravty. The balance has to result n the generalzed force of the corresondng generalzed coordnate n the sense of ths aquvalence statement. DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

112 General Form of Equaton of Moton I m 1 m g j j w t w m j q j qk q j mk J k Q j j, k qk 2 q k Mq G Q Sorted by forces and torque usng the Jacobean matrces M( q) q h( q, q) k g( q), drve M M J M dag{ E,..., E, I,..., I } m1 m 1,...,,,..., 1 1 J J J J J t t t t T T R R DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

113 Soluton to lnearzed Equaton of Moton DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

114 Soluton to Equaton of Moton I Equaton of moton wth f degrees of freedom M y D y K y f det M y M D y M K y M f Searatng y y M D y M K y M f Introducng of states y y 0 E y y M K M D y M f z A z f z DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

115 Soluton to Equaton of Moton II d z dt A z fz d z A z dtf z dt Total dfferental Integraton z() t t t d z A z dt f dt z t t z t t z( t) A z dt fz dt z t 0 0 t 0 DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

116 Soluton to Equaton of Moton III Lnear aroxmaton z( t ) z( t ) z( t ) ( t t ) R z A z f z z( t ) z( t ) A( t ) z( t ) f ( t ) ( t t ) R( t, t ) z Intal condton z( t ) z 0 0 s known Recurson z( t ) z( t 1) A( t 1) z( t 1) f z ( t 1) ( t t 1), {1,..., I} DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

117 Soluton to Equaton of Moton I The tme-dfferences t t 1 are to be chosen so the resdual terms R( t, t 1) become suffcently small to cancel out. An mrovement of the numercal ntegraton can be acheved usng the Runge-Kutta-method. Hereby the tme-nterval s beng subdvded to acheve a better redcton of the followng state. DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

118 END DR PD Dr.-Ing. habl. Jörg Wollnack Prof. Dr.-Ing. habl. Hermann Löddng Prof. Dr.-Ing. Wolfgang Hntze

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