Nonlinear Effects in Stiffness Modeling of Robotic Manipulators

Size: px
Start display at page:

Download "Nonlinear Effects in Stiffness Modeling of Robotic Manipulators"

Transcription

1 A. Pashkevch, A. Klmchk D. Chablatonlnear effect n stffness modelng of robotc manpulators, In: Proceedngs of Internatonal Conference on Computer and Automaton echnology (ICCA 29), Vence, Italy, 29, World Academy of Scence, Engneerng and echnology 58 (29) Nonlnear Effects n Stffness Modelng of Robotc Manpulators A. Pashkevch, A. Klmchk and D. Chablat Abstract he paper focuses on the enhanced stffness modelng of robotc manpulators by takng nto account nfluence of the external force/torue actng upon the end pont. It mplements the vrtual jont technue that descrbes the complance of manpulator elements by a set of localzed sx-dmensonal sprngs separated by rgd lnks and perfect jonts. In contrast to the conventonal formulaton, whch s vald for the unloaded mode and small dsplacements, the proposed approach mplctly assumes that the loadng leads to the non-neglgble changes of the manpulator posture and correspondng amendment of the Jacoban. he developed numercal technue allows computng the statc eulbrum and relevant force/torue reacton of the manpulator for any gven dsplacement of the end-effector. hs enables desgner detectng essentally nonlnear effects n elastc behavor of manpulator, smlar to the bucklng of beam elements. It s also proposed the lnearzaton procedure that s based on the nverson of the dedcated matrx composed of the stffness parameters of the vrtual sprngs and the Jacobans/Hessans of the actve and passve jonts. he developed technue s llustrated by an applcaton example that deals wth the stffness analyss of a parallel manpulator of the Orthoglde famly. Keywords Robotc manpulators, Stffness model, Loaded modeonlnear effects, Bucklng, Orthoglde manpulator I. INRODUCION Current trends n mechancal desgn of robotc manpulators are targeted at essental reducton of movng masses, n order to acheve hgh dynamc performances wth relatvely small actuators and low energy consumpton. hs motvates usng advanced knematcal archtectures (Orthoglde, Isoglde, Delta, etc.) and lght-weght materals, as well as mnmzaton of cross-sectons of all crtcal elements. he prmary constrant for such mnmzaton s the mechancal stffness of the manpulator, whch s drectly related wth the robot accuracy defned by the desgn specfcatons. In robotc lterature, the manpulator stffness s usually A. Pashkevch s wth the Department Automatue et Productue, Ecole des Mnes de Nantes, 4 rue Alfred-Kastlerantes 4437 rance and Insttut de Recherches en Communcatons et Cybernétues de Nantes, rue de la No, 4432 Nantes, rance, (phone: fax: e- mal: Anatol.Pashkevch@emn.fr). A. Klmchk s wth the Department Automatue et Productue, Ecole des Mnes de Nantes, 4 rue Alfred-Kastlerantes 4437 rance and Insttut de Recherches en Communcatons et Cybernétues de Nantes, rue de la No, 4432 Nantes, rance, (e-mal: Alexandr.Klmchk@emn.fr). D. Chablat s wth Insttut de Recherches en Communcatons et Cybernétues de Nantes, rue de la No, 4432 Nantes, rance, (e-mal: Damen.Chablat@rccyn.ec-nantes.fr). evaluated by a lnear model, whch defnes the statc response to the external force/torue, assumng that the complant deflectons are small and the statc preloadng s nsgnfcant. However, n many practcal applcatons (such as mllng, for nstance), the preloadng s essental and conventonal stffness modelng technues must be used wth great cauton. Moreover, for the manpulators wth lght-weght lnks, there s a potental danger of bucklng phenomena that s known from general theory of elastc stablty []. Hence, the exstng stffness modelng technues for hgh-performance robotc manpulators must be revsed, n order to add ablty of detectng non-lnear effects and avod structural falures caused by the preloadng. he exstng approaches for the manpulator stffness modelng may be roughly dvded nto three man groups: the nte Element Analyss (EA) [2], the matrx structural analyss (SMA) [3], and the vrtual jont method (VJM) that s often called the lumped modelng [4]. he most accurate of them s the nte Element Analyss, whch allows modelng lnks and jonts wth ts true dmenson and shape. However t s usually appled at the fnal desgn stage because of the hgh computatonal expenses reured for the repeated remeshng of the complcated 3D structure over the whole workspace. he SMA also ncorporates the man deas of the EA, but operates wth rather large elements 3D flexble beams that are presented n the manpulator structure. hs leads obvously to the reducton of the computatonal expenses, but does not provde clear physcal relatons reured for the parametrc stffness analyss. And fnally, the VJM method s based on the expanson of the tradtonal rgd model by addng the vrtual jonts (localzed sprngs), whch descrbe the elastc deformatons of the lnks, jonts and actuators. he VJM technue s wdely used at the pre-desgn stage and wll be extended n ths paper for the case of the preloaded manpulators. It should be noted, that there are a number of varatons and smplfcatons of the VJM, whch dffer n modelng assumptons and numercal technues. Recent modfcaton of ths method allows to extend t to the over-constraned manpulator and to apply t at any workspace pont, ncludng the sngular ones [5] []. Besdes, to take nto account real shape of the manpulator components, the stffness parameters may be evaluated usng the EA modelng. he latter provded the EA-accuracy throughout the whole workspace wthout exhaustve remeshng reured for the classcal EA.

2 At present, there s very lmted number of publcaton that drectly addressed the problem of the stffness modelng for preloaded manpulators. he most essental results were obtaned n [7], [8] where the stffness matrx was computed takng nto account the change n the manpulator confguraton due to the preloadng. However, the problem of fndng the correspondng loaded eulbrum was omtted, so the Jacoban and Hessan were computed n a tradtonal way,.e. for the neghborhood of the unloaded eulbrum. he latter yelded essental computatonal smplfcaton but also mposed essental lmtatons, not allowng detectng the bucklng and other non-lner effects. hs paper presents a complete soluton of the consdered problem, takng nto account nfluence of the external force/torue on the manpulator confguraton as well as on ts Jacoban and Hessan. It mplements the vrtual jont technue that descrbes the complance of the manpulator elements by a set of localzed sx-dmensonal sprngs separated by rgd lnks and perfect jonts. he remander of the paper s organzed as follows. Secton 2 defnes the research problem and presents the knetostatc model of the manpulator. In Secton 3, t s proposed a numercal algorthm for computng of the loaded statc eulbrum. Secton 4 focuses on the stffness matrx evaluaton. And fnally, Secton 5 contans a numercal example that llustrates the nonlnear effects n the stffness behavor of manpulators. II. PROBLEM SAEMEN Let us consder a parallel manpulator whch conssts of a fxed base, several dentcal knematc chans and a moble platform. ypcal examples of such knematcs (g. ) are the 3-PUU translatonal parallel knematc machne [9], Delta parallel robot [], Orthoglde parallel manpulator [] and others [2] [3]. (a) (b) g. Knematcs of typcal parallel manpulators: (a) Orthoglde manpulator, (b) Par 2 atronk manpulator o evaluate the manpulator stffness, let us apply the VJM method that assumes that the tradtonal rgd model s expended by addng vrtual jonts, whch descrbe stffness of the actuator and lnks. hus, each chan of the manpulator can be descrbed by a seuence of the followng typcal elements: (a) a rgd lnk between the manpulator base and actuatng jont descrbed by the constant homogenous transformaton matrx Base (b) the -d.o.f. actuatng jonts defnng three translatonal and three rotatonal actuator coordnates, whch are descrbed by the homogenous matrx functon Ac ( a, a ) where a s the actve jont coordnates and a are the vrtual sprngs coordnate of the actuator (c) the -d.o.f. manpulator chan defnng by the rgd lnks, vrtual and passve jonts coordnates, whch descrbes by the homogenous matrx functon Chan ( c, c ) where c and c are the vectors, whch collects all passve and vrtual jonts coordnates of the chan respectvely (d) a rgd lnk from the last lnk to the end-effector, descrbed by the homogenous matrx transformaton ool. Hence, the end-effector poston may be computed by seuental multplcaton of the above homogenous matrces, so the knematc model of a separate chan may wrtten as (, ) (, ) () Base Ac a a Chan c c ool hs expresson ncludes both tradtonal geometrc varables (passve and actve jont coordnates) and stffness varables (vrtual jont coordnates). Explct poston and orentaton of the end-effector can by extracted from the matrx [4], so fnally the knematc model can be rewrtten as t g(, ) (2) where g s the geometry functon whch depends of the passve ( ) and vrtual jont ( ) coordnates, the vectors (, 2,..., ) n ncludes all passve jont coordnates, the vector (, 2,..., ) m collects all vrtual jont coordnates, n s the number of passve jons, m s the number of vrtual jonts. o evaluate the manpulator ablty to respond to external forces and torues, t s necessary to ntroduce addtonal euatons that defne the vrtual jont reactons to the correspondng sprng deformatons. or analytcal convenence, correspondng expressons may be collected n a sngle matrx euaton τ K (3) where ( τ,, τ,2,..., τ, m ) vrtual jont reactons, dag (,,,2,...,,m ) τ s the aggregated vector of the K K K K s the aggregated sprng stffness matrx of the sze m m, and, K s the sprng stffness matrx of the correspondng lnk. Smlarly, one can defne the aggregated vector of the passve

3 jont reactons ( τ,, τ,2,..., τn, ) τ but, n ths case, all ts components must be eual to zero τ. In general case, the desred stffness model s defned by a non-lner relaton Δt f ( ) (4) that descrbes resstance of a mechansm to deformatons Δt caused by an external force/torue []. It should be noted that the mappng Δt s strctly mathematcally defned and physcally tractable n all cases, ncludng underconstraned knematcs and sngular confguratons of the manpulator. However, the converse s not true. In engneerng practce, functon f (...) s usually lnearzed n the neghborhood of the statc eulbrum (, ) correspondng to the end-effector poston t and external loadng. or the unloaded mode,.e. when and the stffness model s expressed by a smple relaton K ( Δt, ) (5) where K s stffness matrx and the vector (, 2,..., ) n defnes the eulbrum confguraton correspondng to the end-effector locaton t, n accordance wth the manpulator geometry. However, for the loaded mode, stffness model have to be defned n the neghborhood of the statc eulbrum that corresponds to another manpulator confguraton (, ), whch s caused by external forces. In ths case, the stffness model descrbes the relaton between the ncrements of the force δ and the poston δt δ K (, t ) δ () where Δ + and + Δ denote the new poston of the manpulator, Δ and Δ are the devatons of the passve jont and vrtual sprng coordnates. Hence, the problem of the stffness modelng n the loaded mode may be dvded nto two seuental subtasks: () fndng the statc eulbrum for the loaded confguraton and () lnearzaton of relevant force/poston relatons n the neghborhood of ths eulbrum. Let us consder these two sub-problems conseuently. III. SAIC EQUILIBRIUM OR HE LOADED MODE Let us assume that, due to the external force, the endeffector of the manpulator s relocated from the ntal (unloaded) poston t P(, ) to a new poston t P(, ), whch satsfes the condton of the mechancal eulbrum. Here s computed va the nverse knematc and s eual to zero (snce there are no external loadng n the sprngs),, are passve and vrtual jont coordnate n the loaded mode respectvely. or rather small dsplacement Δt t t, a new poston of the end-effector t Δ P( + Δ, + ) may be expressed as t Δ t + J Δ + (7) where J and J are the knematc Jacobans wth respect to the coordnates,, whch may be computed from () analytcally or sem-analytcally, usng the factorzaton technue []. However, n general case, the stffness model s hghly non-lnear and computng (, ) reures some addtonal efforts. or computatonal reasons, let us consder the dual problem that deals wth determnng the external force and the manpulator confguraton (, ) that correspond to the output poston t. Let us assume that the jonts gve small, arbtrary vrtual dsplacements Δ n the eulbrum neghborhood. Accordng to the prncple of vrtual dsplacements, the vrtual work of the external force appled to the end-effector along the correspondng dsplacement Δt J Δ + J Δ s eual to the sum ( ) ( ) JΔ + J Δ. Snce the passve jonts do not produce the force/torue reactons, the vrtual work ncludes only one component τ Δ (the mnus sgn takes nto account the force-dsplacement drectons for the vrtual sprng). In the statc eulbrum, the total vrtual work of all forces s eual to zero for any vrtual dsplacement, therefore the eulbrum condtons may be wrtten as J τ J akng nto account (3), the latter can be rewrtten as J K J It s evdent that there s no general method for analytcal soluton of ths system and t s reured to apply numercal technues. o derve the numercal algorthm, let us lnearze the knematc euaton n the neghborhood of the current poston (, ) t ( J, ) + (, ) ( J ) + (, ) ( ) () P + + and rewrte the statc eulbrum euatons as (8) (9)

4 J (, ) K + + J (, ) + () hs leads to a lnear algebrac system of euatons wth respect to ( +, +, + ) J(, ) + J+ (, ) + t f (, J ) + (, ) J + (, ) + (, ) + K J+ J (, ) + whch gves the followng teratve scheme + J (, ) (, ) (, ) K J J + J (, ) t f (, J) + (, ) J + (, ) K J (, ) + + (2) (3) where the startng pont (, ) can be chosen usng the nonloaded confguraton, and computed va the nverse knematcs. As follows from computatonal experments, for typcal values of deformatons the proposed teratve algorthm possesses rather good convergence (3-5 teratons are usually enough). However, n the case of bucklng or n the area of multple eulbrums, the problem of convergence becomes rather crtcal and hghly depends on the ntal guess. o overcome ths problem, the value of the jont varables (, ) computed at each teratons were dsturbed by addng small random nose. urther enhancement of ths algorthm may be based on the full-scale Newton-Raphson technue (.e. lnearzaton of the statc eulbrum euatons n addton to the knematc one), ths obvously ncreases computatonal expenses but potentally mproves convergence. IV. SINESS MODEL OR HE LOADED MODE After the statc eulbrum correspondng to the external loadng s found, the force-dsplacement relatons may be lnearzed. o compute the desred stffness matrx, let us assume that the manpulator was moved from the confguraton ( t,,,) to the confguraton ( + δ, + t δ, + t δ, + δ ) and both of the satsfy the eulbrums euatons,.e. J K J (4) and ( + δ) ( J + δj ) K ( + δ ) ( δ) ( J δj) + + (5) where δ J (, ) and δ J (, ) are the dfferentals of the Jacobans due to changes n (, ). Let us also lnearze the geometrc model (5) n the neghborhood of (, ) δt J (, ) δ + J (, ) δ, () After relevant transformaton and neglectng hgh-order small terms, euatons (4), (5) may be rewrtten as J (, ) δ H+,( ) δ H+,( ) δ K δ J (, ) δ H+,( ) δ H+,( ) δ (7) where H, H, H, H,are the Hessan matrces of the scalar functon g(, ). hs allows to apply substtuton for δ and to obtan system of two matrx euatons wth unknowns δ and δ J + k J J J k H δ δt + + J H k J H H k H δ, (8) whch determne stffness model for the case of the loaded eulbrum. Here k ( ) K H. herefore, for a separate knematc chan, the desred stffness matrx K defnng the dsplacement-to-force mappng (4) n the neghborhood of the loaded confguraton can be computed by drect nverson of the matrx n the lefthand sde of (8) and extractng from t the left-upper sub-matrx. Let us note that the matrx (8) can be computed and nverted for any confguraton (ncludng sngular ones). Besdes, the proposed technue takes nto account both elastc deformatons n the vrtual sprngs and unrestrcted knematcs motons due to the passve jonts. In the case of mult-chan manpulator, the desred matrx can be computed n by smple summaton K K., where K corresponds to the -th chan. hs follows from the superposton prncple, snce the total external force correspondng to the end-effector dsplacement δt (the same for each knematc chans) can be expressed as the sum of the partal forces.

5 V. ILLUSRAIVE EXAMPLE (a) Posture A A. Knetostatc model Let us llustrate the proposed technue by stffness analyss of a translatonal manpulator of the Orthoglde famly presented n g.. or ths manpulator, each knematc chan conssts of a foot, a knematc parallelogram wth two axes and two bars, and an end-effector. (g. 2). oot (b) Posture B Bar Passve jonts ool oot 2 3 Bar Axs (c) Posture C End-effector g 2 Chan of the Orthoglde manpulator As follows from a separate study, the rgdty of the parallelogram axes s hgh compared to the bar and the foot. or the remanng elements, the complance matrces (.e. the nverses of the correspondng stffness matrces) were dentfed usng the EA-based methodology and specal accuracy mprovement tools proposed by the authors [5]. Numercal values for these matrces are k oot k Bar (9) (2) or ths analyss, the knematc parallelogram was replaced by a bar element wth double stffness and there were consdered several typcal postures presented n g 3. or such approxmaton, the knematc model of the manpulator chan s expressed as base x ( R a ) V( Root ) y ( ) z ( 2) ( L) V( R ) R( ) ( ) x Lnk z 3 y 4 ool (2) 4 g 3 ypcal postures of the Orthoglde knematc chan where base, ool are constant transformatons matrces (the matrx base ncludes also the foot transformaton) a, oot, Lnk are the vrtual jont coordnates of the actuator, the foot and the lnk respectvely. V (...) s the homogeneous matrx-functon of the vrtual sprngs, whch depends on sx varables and can be descrbed va the multplcaton of elementary transformatons as V( x, y, z, ϕx, ϕy, ϕz) ( ) ( ) ( ) R ( ) R ( ) R ( ) x x y y z z x ϕx y ϕy z ϕz (22) where x, y, z, Rx, Ry, R z are elementary homogeneous transformaton matrces. or ths case study, the Jacoban and Hessan matrces were computed sem-analytcally, va dfferentaton of the model (2). B. Stffness modelng he stffness modelng experments were carred out for four typcal postures presented n g 3 and ABLE I. Durng the stffness modelng, the end-effector of the knematc chan was dsplaced n the range between and 4 mm wth the step. mm, startng from the unloaded confguraton. he statc eulbrum and correspondng force were determned for each dsplacement usng the teratve algorthm presented n Secton 3. Besdes, the stffness matrx was computed for each case. he stffness model was computed seuentally from small to hgh dsplacement, usng prevous state as a startng one for the next step. he force-dsplacement relatonshp for each posture present on the g 4

6 ABLE I CONIGURAIONS O HE MANIPULAOR CHAIN Confguraton Pos. A (g 3, a) Pos. B (g 3, b) / / Pos. C (g 3, c) / / Pos. D / / / / K 3228 K (a) K 8.5 K (c) K 3 K (b) K 2. K g 4 orce-dsplacement relatonshp of the Orthoglde chan: a) Pos. A b) Pos. B c) Pos. C d) Pos. D (d) he obtaned results show that the stffness model of the consdered knematc chan s sgnfcantly nonlnear and essentally depends on both the posture of the manpulator chan and the external force. In partcular, applyng the force about 2 kn leads to the bucklng effect and consderable reducton of the stffness (by 5 tmes, see ABLE I). After the bucklng, even nsgnfcant ncrease of the external force causes very essental deflectons of the knematc chan and correspondng postng errors. Hence, the developed technue allowed detectng some uncommon behavor of the robotc manpulators whch was prevously not reported n robotc lterature. hese phenomena are drectly related to the robot accuracy must be obvously taken nto account durng desgn and analyss. ACKNOWLEDGMEN he work presented n ths paper was partally funded by the Regon Pays de la Lore, rance and by the EU commsson (project NEX). REERENCES [] S. moshenko and J. N. Gooder, heory of elastcty, 3d ed.ew York: McGraw-Hll, 97. [2] G. Pras, W.L. Cleghorn and J.K. Mlls. Dynamc fnte-element analyss of a planar hgh-speed, hgh-precson parallel manpulator wth flexble lnks. Mechansm and Machne heory, vol. 4(7), pp , 25. [3]. Majou, C. Gosseln, P. Wenger, D. Chablat, Parametrc stffness analyss of the Orthoglde, Mechansm and Machne heory, vol. 42, pp [4] C.M. Gosseln, Stffness mappng for parallel manpulators, IEEE ransactons on Robotcs and Automaton, vol., pp , 99. [5] A. Pashkevch, D. Chablat, and P. Wenger, Stffness analyss of 3-d.o.f. overconstraned translatonal parallel manpulators, IEEE Internatonal Conference on Robotcs and Automaton, pp , 28. [] A. Pashkevch, D. Chablat, P. Wenger, Stffness analyss of overconstraned parallel manpulators, Mechansm and Machne heory, vol. 44, pp , 28 [7] Alc, G., Shrnzadeh, B., 25, Enhanced stffness modelng, dentfcaton and characterzaton for robot manpulators, IEEE ransactons on Robotcs vol. 2/4, pp , 25. [8] C. Quennouelle and C. M. Gosseln, Stffness Matrx of Complant Parallel Mechansms, Sprnger Advances n Robot Knematcs: Analyss and Desgn, pp , 28 [9] Y. L and Q. Xu, Stffness analyss for a 3-PUU parallel knematc machne, Mechansm and Machne heory, vol. 43, no. 2, pp. 8-2, 28. [] R. Clavel, DELA, a fast robot wth parallel geometry, Proceedngs, of the 8th Internatonal Symposum of Robotc Manpulators, IR Publcaton, pp. 9, 988. [] D. Chablat and P. Wenger, Archtecture Optmzaton of a 3-DO Parallel Mechansm for Machnng Applcatons, the Orthoglde, IEEE ransactons on Robotcs and Automaton, vol. 9, no. 3, pp. 43-4, 23. [2] R. Vertechy, V. Parent-Castell. Statc and Stffness Analyses of a Class of Over-Constraned Parallel Manpulators wth Legs of ype US and UPS, In: Proceedngs of IEEE Internatonal Conference on Robotcs and Automaton (ICRA), pp. 5 57, 27. [3] O. Company, S. Krut,. Perrot. Modellng and Prelmnary Desgn Issues of a 4-Axs Parallel Machne for Heavy Parts Handlng. Journal of Multbody Dynamcs, 2 (22), pp. -. [4] Steven M. LaValle, Plannng Algorthms, Cambrdge Unversty Press 2 [5] A. Pashkevch, A. Klmchk, D. Chablat, Ph. Wenger, Accuracy Improvement for Stffness Modelng of Parallel Manpulators In: Proceedngs of 42nd CIRP Conference on Manufacturng Systems, June 29 ABLE II INLUENCE O HE EXERNAL LOADING ON HE SINESS O HE MANIPULAOR CHAIN Posture K /m Bucklng Large deformatons K /m cr Δ cr, mm K 2 /m Δ, mm K 3 /m Posture A Posture B Posture C Posture D K s the stffness for the unloaded mode, K s the stffness before the bucklng, K 2 s the stffness after the bucklng, K 3 s the stffness for the large deformatons, cr s the crtcal force for the bucklng, s the force for the large deformatons, Δ cr s the deformaton n the bucklng mode, Δ s the large deformaton value.

Stiffness Analysis Of Multi-Chain Parallel Robotic Systems

Stiffness Analysis Of Multi-Chain Parallel Robotic Systems Stffness Analyss Of Mult-Chan Parallel Robotc Systems Anatol Pashevch*, Damen Chablat** Phlppe Wenger*** *Ecole des Mnes de Nantes, Nantes, France, (e-mal: anatol.pashevch@emn.fr ** Insttut de Recherches

More information

Stiffness Analysis of 3-d.o.f. Overconstrained Translational Parallel Manipulators

Stiffness Analysis of 3-d.o.f. Overconstrained Translational Parallel Manipulators 008 IEEE Internatonal Conference on Robotcs and Automaton Pasadena, CA, USA, May 19-, 008 Stffness Analyss of -d.o.f. Overconstraned ranslatonal Parallel Manpulators Anatoly Pashevch, Damen Chablat, Phlppe

More information

An Algorithm to Solve the Inverse Kinematics Problem of a Robotic Manipulator Based on Rotation Vectors

An Algorithm to Solve the Inverse Kinematics Problem of a Robotic Manipulator Based on Rotation Vectors An Algorthm to Solve the Inverse Knematcs Problem of a Robotc Manpulator Based on Rotaton Vectors Mohamad Z. Al-az*, Mazn Z. Othman**, and Baker B. Al-Bahr* *AL-Nahran Unversty, Computer Eng. Dep., Baghdad,

More information

COMPOSITE BEAM WITH WEAK SHEAR CONNECTION SUBJECTED TO THERMAL LOAD

COMPOSITE BEAM WITH WEAK SHEAR CONNECTION SUBJECTED TO THERMAL LOAD COMPOSITE BEAM WITH WEAK SHEAR CONNECTION SUBJECTED TO THERMAL LOAD Ákos Jósef Lengyel, István Ecsed Assstant Lecturer, Professor of Mechancs, Insttute of Appled Mechancs, Unversty of Mskolc, Mskolc-Egyetemváros,

More information

Finite Element Modelling of truss/cable structures

Finite Element Modelling of truss/cable structures Pet Schreurs Endhoven Unversty of echnology Department of Mechancal Engneerng Materals echnology November 3, 214 Fnte Element Modellng of truss/cable structures 1 Fnte Element Analyss of prestressed structures

More information

Advanced Mechanical Elements

Advanced Mechanical Elements May 3, 08 Advanced Mechancal Elements (Lecture 7) Knematc analyss and moton control of underactuated mechansms wth elastc elements - Moton control of underactuated mechansms constraned by elastc elements

More information

Second Order Analysis

Second Order Analysis Second Order Analyss In the prevous classes we looked at a method that determnes the load correspondng to a state of bfurcaton equlbrum of a perfect frame by egenvalye analyss The system was assumed to

More information

A New Concept of Modular Parallel Mechanism for Machining Applications

A New Concept of Modular Parallel Mechanism for Machining Applications Submtted to ICRA A New Concept of Modular arallel Mechansm for Machnng Applcatons Damen Chablat and hlppe Wenger Insttut de Recherche en Communcatons et Cybernétque de Nantes, rue de la Noë, 44 Nantes,

More information

MEV442 Introduction to Robotics Module 2. Dr. Santhakumar Mohan Assistant Professor Mechanical Engineering National Institute of Technology Calicut

MEV442 Introduction to Robotics Module 2. Dr. Santhakumar Mohan Assistant Professor Mechanical Engineering National Institute of Technology Calicut MEV442 Introducton to Robotcs Module 2 Dr. Santhakumar Mohan Assstant Professor Mechancal Engneerng Natonal Insttute of Technology Calcut Jacobans: Veloctes and statc forces Introducton Notaton for tme-varyng

More information

COMPENSATION OF TOOL DEFLECTION IN ROBOTIC-BASED MILLING

COMPENSATION OF TOOL DEFLECTION IN ROBOTIC-BASED MILLING OMPENSAION O OOL DELEION IN ROBOI-BASED MILLING Alexandr Klmchk 1,2, Dmtry Bondarenko 2,3, Anatol Pashkevch 1,2, Sebasten Brot 2, Benôt uret 2,4 1 Ecole des Mnes de Nantes, 4 rue Alfred-Kastler, 4437 Nantes,

More information

Iterative General Dynamic Model for Serial-Link Manipulators

Iterative General Dynamic Model for Serial-Link Manipulators EEL6667: Knematcs, Dynamcs and Control of Robot Manpulators 1. Introducton Iteratve General Dynamc Model for Seral-Lnk Manpulators In ths set of notes, we are gong to develop a method for computng a general

More information

The Optimal Design of Three Degree-of-Freedom Parallel Mechanisms for Machining Applications

The Optimal Design of Three Degree-of-Freedom Parallel Mechanisms for Machining Applications Submtted to ICAR D. Chablat h. Wenger F. Majou he Optmal Desgn of hree Degree-of-Freedom arallel Mechansms for Machnng Applcatons Damen Chablat - hlppe Wenger Félx Majou Insttut de Recherche en Communcatons

More information

Transfer Functions. Convenient representation of a linear, dynamic model. A transfer function (TF) relates one input and one output: ( ) system

Transfer Functions. Convenient representation of a linear, dynamic model. A transfer function (TF) relates one input and one output: ( ) system Transfer Functons Convenent representaton of a lnear, dynamc model. A transfer functon (TF) relates one nput and one output: x t X s y t system Y s The followng termnology s used: x y nput output forcng

More information

A Multi-Axis Force Measurement System for a Space Docking Mechanism

A Multi-Axis Force Measurement System for a Space Docking Mechanism 3rd Internatonal Conference on Materal, Mechancal and Manufacturng Engneerng (IC3ME 215) A Mult-Axs orce Measurement System for a Space Dockng Mechansm Gangfeng Lu a*, Changle L b and Zenghu Xe c Buldng

More information

DYNAMIC MODELING AND PATH PLANNING OF FLEXIBLE-LINK MANIPULATORS

DYNAMIC MODELING AND PATH PLANNING OF FLEXIBLE-LINK MANIPULATORS Int. J. Mech. Eng. & Rob. Res. M Nazemzadeh et al., Research Paper ISSN 78 9 www.merr.com ol., No., Aprl IJMERR. All Rghts Reserved DYNAMIC MODELING AND PAH PLANNING OF FLEXIBLE-LINK MANIPULAORS M Nazemzadeh

More information

Indeterminate pin-jointed frames (trusses)

Indeterminate pin-jointed frames (trusses) Indetermnate pn-jonted frames (trusses) Calculaton of member forces usng force method I. Statcal determnacy. The degree of freedom of any truss can be derved as: w= k d a =, where k s the number of all

More information

CHAPTER 5 NUMERICAL EVALUATION OF DYNAMIC RESPONSE

CHAPTER 5 NUMERICAL EVALUATION OF DYNAMIC RESPONSE CHAPTER 5 NUMERICAL EVALUATION OF DYNAMIC RESPONSE Analytcal soluton s usually not possble when exctaton vares arbtrarly wth tme or f the system s nonlnear. Such problems can be solved by numercal tmesteppng

More information

THE EFFECT OF TORSIONAL RIGIDITY BETWEEN ELEMENTS ON FREE VIBRATIONS OF A TELESCOPIC HYDRAULIC CYLINDER SUBJECTED TO EULER S LOAD

THE EFFECT OF TORSIONAL RIGIDITY BETWEEN ELEMENTS ON FREE VIBRATIONS OF A TELESCOPIC HYDRAULIC CYLINDER SUBJECTED TO EULER S LOAD Journal of Appled Mathematcs and Computatonal Mechancs 7, 6(3), 7- www.amcm.pcz.pl p-issn 99-9965 DOI:.75/jamcm.7.3. e-issn 353-588 THE EFFECT OF TORSIONAL RIGIDITY BETWEEN ELEMENTS ON FREE VIBRATIONS

More information

Numerical Heat and Mass Transfer

Numerical Heat and Mass Transfer Master degree n Mechancal Engneerng Numercal Heat and Mass Transfer 06-Fnte-Dfference Method (One-dmensonal, steady state heat conducton) Fausto Arpno f.arpno@uncas.t Introducton Why we use models and

More information

Note 10. Modeling and Simulation of Dynamic Systems

Note 10. Modeling and Simulation of Dynamic Systems Lecture Notes of ME 475: Introducton to Mechatroncs Note 0 Modelng and Smulaton of Dynamc Systems Department of Mechancal Engneerng, Unversty Of Saskatchewan, 57 Campus Drve, Saskatoon, SK S7N 5A9, Canada

More information

Analysis of Dynamic Cross Response between Spindles in a Dual Spindle Type Multi-Functional Turning Machine

Analysis of Dynamic Cross Response between Spindles in a Dual Spindle Type Multi-Functional Turning Machine Journal of Power and Energy Engneerng, 2013, 1, 20-24 http://dx.do.org/10.4236/jpee.2013.17004 Publshed Onlne December 2013 (http://www.scrp.org/journal/jpee) Analyss of Dynamc Cross Response between Spndles

More information

Design and Analysis of Landing Gear Mechanic Structure for the Mine Rescue Carrier Robot

Design and Analysis of Landing Gear Mechanic Structure for the Mine Rescue Carrier Robot Sensors & Transducers 214 by IFSA Publshng, S. L. http://www.sensorsportal.com Desgn and Analyss of Landng Gear Mechanc Structure for the Mne Rescue Carrer Robot We Juan, Wu Ja-Long X an Unversty of Scence

More information

Professor Terje Haukaas University of British Columbia, Vancouver The Q4 Element

Professor Terje Haukaas University of British Columbia, Vancouver  The Q4 Element Professor Terje Haukaas Unversty of Brtsh Columba, ancouver www.nrsk.ubc.ca The Q Element Ths document consders fnte elements that carry load only n ther plane. These elements are sometmes referred to

More information

ELASTIC WAVE PROPAGATION IN A CONTINUOUS MEDIUM

ELASTIC WAVE PROPAGATION IN A CONTINUOUS MEDIUM ELASTIC WAVE PROPAGATION IN A CONTINUOUS MEDIUM An elastc wave s a deformaton of the body that travels throughout the body n all drectons. We can examne the deformaton over a perod of tme by fxng our look

More information

ADAMS Theory in a Nutshell for Class ME543 Department of Mechanical Engineering The University of Michigan Ann Arbor March 22, 2001

ADAMS Theory in a Nutshell for Class ME543 Department of Mechanical Engineering The University of Michigan Ann Arbor March 22, 2001 ADAMS heory n a Nutshell for Class ME543 Department of Mechancal Engneerng he Unversty of Mchgan Ann Arbor March, Dan Negrut dnegr@adams.com Brett Harrs bharrs@adams.com Defntons, Notatons, Conventons.

More information

Chapter 5. Solution of System of Linear Equations. Module No. 6. Solution of Inconsistent and Ill Conditioned Systems

Chapter 5. Solution of System of Linear Equations. Module No. 6. Solution of Inconsistent and Ill Conditioned Systems Numercal Analyss by Dr. Anta Pal Assstant Professor Department of Mathematcs Natonal Insttute of Technology Durgapur Durgapur-713209 emal: anta.bue@gmal.com 1 . Chapter 5 Soluton of System of Lnear Equatons

More information

Physics 5153 Classical Mechanics. D Alembert s Principle and The Lagrangian-1

Physics 5153 Classical Mechanics. D Alembert s Principle and The Lagrangian-1 P. Guterrez Physcs 5153 Classcal Mechancs D Alembert s Prncple and The Lagrangan 1 Introducton The prncple of vrtual work provdes a method of solvng problems of statc equlbrum wthout havng to consder the

More information

Modeling and Simulation of a Hexapod Machine Tool for the Dynamic Stability Analysis of Milling Processes. C. Henninger, P.

Modeling and Simulation of a Hexapod Machine Tool for the Dynamic Stability Analysis of Milling Processes. C. Henninger, P. Smpack User Meetng 27 Modelng and Smulaton of a Heapod Machne Tool for the Dynamc Stablty Analyss of Mllng Processes C. Hennnger, P. Eberhard Insttute of Engneerng project funded by the DFG wthn the framework

More information

In this section is given an overview of the common elasticity models.

In this section is given an overview of the common elasticity models. Secton 4.1 4.1 Elastc Solds In ths secton s gven an overvew of the common elastcty models. 4.1.1 The Lnear Elastc Sold The classcal Lnear Elastc model, or Hooean model, has the followng lnear relatonshp

More information

An efficient algorithm for multivariate Maclaurin Newton transformation

An efficient algorithm for multivariate Maclaurin Newton transformation Annales UMCS Informatca AI VIII, 2 2008) 5 14 DOI: 10.2478/v10065-008-0020-6 An effcent algorthm for multvarate Maclaurn Newton transformaton Joanna Kapusta Insttute of Mathematcs and Computer Scence,

More information

coordinates. Then, the position vectors are described by

coordinates. Then, the position vectors are described by Revewng, what we have dscussed so far: Generalzed coordnates Any number of varables (say, n) suffcent to specfy the confguraton of the system at each nstant to tme (need not be the mnmum number). In general,

More information

CHAPTER 6. LAGRANGE S EQUATIONS (Analytical Mechanics)

CHAPTER 6. LAGRANGE S EQUATIONS (Analytical Mechanics) CHAPTER 6 LAGRANGE S EQUATIONS (Analytcal Mechancs) 1 Ex. 1: Consder a partcle movng on a fxed horzontal surface. r P Let, be the poston and F be the total force on the partcle. The FBD s: -mgk F 1 x O

More information

Structure and Drive Paul A. Jensen Copyright July 20, 2003

Structure and Drive Paul A. Jensen Copyright July 20, 2003 Structure and Drve Paul A. Jensen Copyrght July 20, 2003 A system s made up of several operatons wth flow passng between them. The structure of the system descrbes the flow paths from nputs to outputs.

More information

APPENDIX F A DISPLACEMENT-BASED BEAM ELEMENT WITH SHEAR DEFORMATIONS. Never use a Cubic Function Approximation for a Non-Prismatic Beam

APPENDIX F A DISPLACEMENT-BASED BEAM ELEMENT WITH SHEAR DEFORMATIONS. Never use a Cubic Function Approximation for a Non-Prismatic Beam APPENDIX F A DISPACEMENT-BASED BEAM EEMENT WITH SHEAR DEFORMATIONS Never use a Cubc Functon Approxmaton for a Non-Prsmatc Beam F. INTRODUCTION { XE "Shearng Deformatons" }In ths appendx a unque development

More information

PHYS 705: Classical Mechanics. Calculus of Variations II

PHYS 705: Classical Mechanics. Calculus of Variations II 1 PHYS 705: Classcal Mechancs Calculus of Varatons II 2 Calculus of Varatons: Generalzaton (no constrant yet) Suppose now that F depends on several dependent varables : We need to fnd such that has a statonary

More information

829. An adaptive method for inertia force identification in cantilever under moving mass

829. An adaptive method for inertia force identification in cantilever under moving mass 89. An adaptve method for nerta force dentfcaton n cantlever under movng mass Qang Chen 1, Mnzhuo Wang, Hao Yan 3, Haonan Ye 4, Guola Yang 5 1,, 3, 4 Department of Control and System Engneerng, Nanng Unversty,

More information

Lecture Note 3. Eshelby s Inclusion II

Lecture Note 3. Eshelby s Inclusion II ME340B Elastcty of Mcroscopc Structures Stanford Unversty Wnter 004 Lecture Note 3. Eshelby s Incluson II Chrs Wenberger and We Ca c All rghts reserved January 6, 004 Contents 1 Incluson energy n an nfnte

More information

The Two-scale Finite Element Errors Analysis for One Class of Thermoelastic Problem in Periodic Composites

The Two-scale Finite Element Errors Analysis for One Class of Thermoelastic Problem in Periodic Composites 7 Asa-Pacfc Engneerng Technology Conference (APETC 7) ISBN: 978--6595-443- The Two-scale Fnte Element Errors Analyss for One Class of Thermoelastc Problem n Perodc Compostes Xaoun Deng Mngxang Deng ABSTRACT

More information

Inductance Calculation for Conductors of Arbitrary Shape

Inductance Calculation for Conductors of Arbitrary Shape CRYO/02/028 Aprl 5, 2002 Inductance Calculaton for Conductors of Arbtrary Shape L. Bottura Dstrbuton: Internal Summary In ths note we descrbe a method for the numercal calculaton of nductances among conductors

More information

Technical Report TR05

Technical Report TR05 Techncal Report TR05 An Introducton to the Floatng Frame of Reference Formulaton for Small Deformaton n Flexble Multbody Dynamcs Antono Recuero and Dan Negrut May 11, 2016 Abstract Ths techncal report

More information

STATIC ANALYSIS OF TWO-LAYERED PIEZOELECTRIC BEAMS WITH IMPERFECT SHEAR CONNECTION

STATIC ANALYSIS OF TWO-LAYERED PIEZOELECTRIC BEAMS WITH IMPERFECT SHEAR CONNECTION STATIC ANALYSIS OF TWO-LERED PIEZOELECTRIC BEAMS WITH IMPERFECT SHEAR CONNECTION Ákos József Lengyel István Ecsed Assstant Lecturer Emertus Professor Insttute of Appled Mechancs Unversty of Mskolc Mskolc-Egyetemváros

More information

Modeling of Dynamic Systems

Modeling of Dynamic Systems Modelng of Dynamc Systems Ref: Control System Engneerng Norman Nse : Chapters & 3 Chapter objectves : Revew the Laplace transform Learn how to fnd a mathematcal model, called a transfer functon Learn how

More information

Mathematical Preparations

Mathematical Preparations 1 Introducton Mathematcal Preparatons The theory of relatvty was developed to explan experments whch studed the propagaton of electromagnetc radaton n movng coordnate systems. Wthn expermental error the

More information

Inner Product. Euclidean Space. Orthonormal Basis. Orthogonal

Inner Product. Euclidean Space. Orthonormal Basis. Orthogonal Inner Product Defnton 1 () A Eucldean space s a fnte-dmensonal vector space over the reals R, wth an nner product,. Defnton 2 (Inner Product) An nner product, on a real vector space X s a symmetrc, blnear,

More information

Spin-rotation coupling of the angularly accelerated rigid body

Spin-rotation coupling of the angularly accelerated rigid body Spn-rotaton couplng of the angularly accelerated rgd body Loua Hassan Elzen Basher Khartoum, Sudan. Postal code:11123 E-mal: louaelzen@gmal.com November 1, 2017 All Rghts Reserved. Abstract Ths paper s

More information

The Finite Element Method

The Finite Element Method The Fnte Element Method GENERAL INTRODUCTION Read: Chapters 1 and 2 CONTENTS Engneerng and analyss Smulaton of a physcal process Examples mathematcal model development Approxmate solutons and methods of

More information

4DVAR, according to the name, is a four-dimensional variational method.

4DVAR, according to the name, is a four-dimensional variational method. 4D-Varatonal Data Assmlaton (4D-Var) 4DVAR, accordng to the name, s a four-dmensonal varatonal method. 4D-Var s actually a drect generalzaton of 3D-Var to handle observatons that are dstrbuted n tme. The

More information

Module 3: Element Properties Lecture 1: Natural Coordinates

Module 3: Element Properties Lecture 1: Natural Coordinates Module 3: Element Propertes Lecture : Natural Coordnates Natural coordnate system s bascally a local coordnate system whch allows the specfcaton of a pont wthn the element by a set of dmensonless numbers

More information

2. PROBLEM STATEMENT AND SOLUTION STRATEGIES. L q. Suppose that we have a structure with known geometry (b, h, and L) and material properties (EA).

2. PROBLEM STATEMENT AND SOLUTION STRATEGIES. L q. Suppose that we have a structure with known geometry (b, h, and L) and material properties (EA). . PROBEM STATEMENT AND SOUTION STRATEGIES Problem statement P, Q h ρ ρ o EA, N b b Suppose that we have a structure wth known geometry (b, h, and ) and materal propertes (EA). Gven load (P), determne the

More information

Geometric and elastostatic calibration of robotic manipulator using partial pose measurements

Geometric and elastostatic calibration of robotic manipulator using partial pose measurements Geometrc and elastostatc calbraton of robotc manpulator usng partal pose measurements Alexandr Klmchk, Yer Wu, Stéphane Caro, Benot Furet, Anatol Pashkevch To cte ths verson: Alexandr Klmchk, Yer Wu, Stéphane

More information

College of Computer & Information Science Fall 2009 Northeastern University 20 October 2009

College of Computer & Information Science Fall 2009 Northeastern University 20 October 2009 College of Computer & Informaton Scence Fall 2009 Northeastern Unversty 20 October 2009 CS7880: Algorthmc Power Tools Scrbe: Jan Wen and Laura Poplawsk Lecture Outlne: Prmal-dual schema Network Desgn:

More information

Some modelling aspects for the Matlab implementation of MMA

Some modelling aspects for the Matlab implementation of MMA Some modellng aspects for the Matlab mplementaton of MMA Krster Svanberg krlle@math.kth.se Optmzaton and Systems Theory Department of Mathematcs KTH, SE 10044 Stockholm September 2004 1. Consdered optmzaton

More information

χ x B E (c) Figure 2.1.1: (a) a material particle in a body, (b) a place in space, (c) a configuration of the body

χ x B E (c) Figure 2.1.1: (a) a material particle in a body, (b) a place in space, (c) a configuration of the body Secton.. Moton.. The Materal Body and Moton hyscal materals n the real world are modeled usng an abstract mathematcal entty called a body. Ths body conssts of an nfnte number of materal partcles. Shown

More information

Time-Varying Systems and Computations Lecture 6

Time-Varying Systems and Computations Lecture 6 Tme-Varyng Systems and Computatons Lecture 6 Klaus Depold 14. Januar 2014 The Kalman Flter The Kalman estmaton flter attempts to estmate the actual state of an unknown dscrete dynamcal system, gven nosy

More information

An Interactive Optimisation Tool for Allocation Problems

An Interactive Optimisation Tool for Allocation Problems An Interactve Optmsaton ool for Allocaton Problems Fredr Bonäs, Joam Westerlund and apo Westerlund Process Desgn Laboratory, Faculty of echnology, Åbo Aadem Unversty, uru 20500, Fnland hs paper presents

More information

DUE: WEDS FEB 21ST 2018

DUE: WEDS FEB 21ST 2018 HOMEWORK # 1: FINITE DIFFERENCES IN ONE DIMENSION DUE: WEDS FEB 21ST 2018 1. Theory Beam bendng s a classcal engneerng analyss. The tradtonal soluton technque makes smplfyng assumptons such as a constant

More information

Study on Active Micro-vibration Isolation System with Linear Motor Actuator. Gong-yu PAN, Wen-yan GU and Dong LI

Study on Active Micro-vibration Isolation System with Linear Motor Actuator. Gong-yu PAN, Wen-yan GU and Dong LI 2017 2nd Internatonal Conference on Electrcal and Electroncs: echnques and Applcatons (EEA 2017) ISBN: 978-1-60595-416-5 Study on Actve Mcro-vbraton Isolaton System wth Lnear Motor Actuator Gong-yu PAN,

More information

VIBRATION FATIGUE DESIGN METHODOLOGY OF A LARGE SCALE HEAVY DUTY ROBOT

VIBRATION FATIGUE DESIGN METHODOLOGY OF A LARGE SCALE HEAVY DUTY ROBOT ICSV14 Carns Australa 9-12 July, 2007 VIBRATION FATIGUE DESIGN METHODOLOGY OF A LARGE SCALE HEAVY DUTY ROBOT Jong Hw Seo 1, Jae Chul Hwang 1, Yong Won Cho 1, Dong Il Km 1, Hong Jae Ym 2 1 Robotcs Technology

More information

CSci 6974 and ECSE 6966 Math. Tech. for Vision, Graphics and Robotics Lecture 21, April 17, 2006 Estimating A Plane Homography

CSci 6974 and ECSE 6966 Math. Tech. for Vision, Graphics and Robotics Lecture 21, April 17, 2006 Estimating A Plane Homography CSc 6974 and ECSE 6966 Math. Tech. for Vson, Graphcs and Robotcs Lecture 21, Aprl 17, 2006 Estmatng A Plane Homography Overvew We contnue wth a dscusson of the major ssues, usng estmaton of plane projectve

More information

The Study of Teaching-learning-based Optimization Algorithm

The Study of Teaching-learning-based Optimization Algorithm Advanced Scence and Technology Letters Vol. (AST 06), pp.05- http://dx.do.org/0.57/astl.06. The Study of Teachng-learnng-based Optmzaton Algorthm u Sun, Yan fu, Lele Kong, Haolang Q,, Helongang Insttute

More information

PHYS 705: Classical Mechanics. Newtonian Mechanics

PHYS 705: Classical Mechanics. Newtonian Mechanics 1 PHYS 705: Classcal Mechancs Newtonan Mechancs Quck Revew of Newtonan Mechancs Basc Descrpton: -An dealzed pont partcle or a system of pont partcles n an nertal reference frame [Rgd bodes (ch. 5 later)]

More information

NMT EE 589 & UNM ME 482/582 ROBOT ENGINEERING. Dr. Stephen Bruder NMT EE 589 & UNM ME 482/582

NMT EE 589 & UNM ME 482/582 ROBOT ENGINEERING. Dr. Stephen Bruder NMT EE 589 & UNM ME 482/582 NMT EE 589 & UNM ME 48/58 ROBOT ENGINEERING Dr. Stephen Bruder NMT EE 589 & UNM ME 48/58 7. Robot Dynamcs 7.5 The Equatons of Moton Gven that we wsh to fnd the path q(t (n jont space) whch mnmzes the energy

More information

Accuracy Analysis of General Parallel Manipulators with Joint Clearance

Accuracy Analysis of General Parallel Manipulators with Joint Clearance 007 IEEE Internatonal Conference on Robotcs and Automaton Roma, Italy, 10-14 Aprl 007 WeC6. Accuracy Analyss of General Parallel Manpulators wth Jont Clearance Jan Meng, ongjun Zhang, Tnghua Zhang, Hong

More information

Study on Non-Linear Dynamic Characteristic of Vehicle. Suspension Rubber Component

Study on Non-Linear Dynamic Characteristic of Vehicle. Suspension Rubber Component Study on Non-Lnear Dynamc Characterstc of Vehcle Suspenson Rubber Component Zhan Wenzhang Ln Y Sh GuobaoJln Unversty of TechnologyChangchun, Chna Wang Lgong (MDI, Chna [Abstract] The dynamc characterstc

More information

Inexact Newton Methods for Inverse Eigenvalue Problems

Inexact Newton Methods for Inverse Eigenvalue Problems Inexact Newton Methods for Inverse Egenvalue Problems Zheng-jan Ba Abstract In ths paper, we survey some of the latest development n usng nexact Newton-lke methods for solvng nverse egenvalue problems.

More information

Free vibration analysis of a hermetic capsule by pseudospectral method

Free vibration analysis of a hermetic capsule by pseudospectral method Journal of Mechancal Scence and echnology 6 (4) (0) 0~05 wwwsprngerlnkcom/content/78-494x DOI 0007/s06-0-06-y Free vbraton analyss of a hermetc capsule by pseudospectral method Jnhee ee * Department of

More information

1 Derivation of Point-to-Plane Minimization

1 Derivation of Point-to-Plane Minimization 1 Dervaton of Pont-to-Plane Mnmzaton Consder the Chen-Medon (pont-to-plane) framework for ICP. Assume we have a collecton of ponts (p, q ) wth normals n. We want to determne the optmal rotaton and translaton

More information

Some Comments on Accelerating Convergence of Iterative Sequences Using Direct Inversion of the Iterative Subspace (DIIS)

Some Comments on Accelerating Convergence of Iterative Sequences Using Direct Inversion of the Iterative Subspace (DIIS) Some Comments on Acceleratng Convergence of Iteratve Sequences Usng Drect Inverson of the Iteratve Subspace (DIIS) C. Davd Sherrll School of Chemstry and Bochemstry Georga Insttute of Technology May 1998

More information

Grover s Algorithm + Quantum Zeno Effect + Vaidman

Grover s Algorithm + Quantum Zeno Effect + Vaidman Grover s Algorthm + Quantum Zeno Effect + Vadman CS 294-2 Bomb 10/12/04 Fall 2004 Lecture 11 Grover s algorthm Recall that Grover s algorthm for searchng over a space of sze wors as follows: consder the

More information

Canonical transformations

Canonical transformations Canoncal transformatons November 23, 2014 Recall that we have defned a symplectc transformaton to be any lnear transformaton M A B leavng the symplectc form nvarant, Ω AB M A CM B DΩ CD Coordnate transformatons,

More information

Adjoint Methods of Sensitivity Analysis for Lyapunov Equation. Boping Wang 1, Kun Yan 2. University of Technology, Dalian , P. R.

Adjoint Methods of Sensitivity Analysis for Lyapunov Equation. Boping Wang 1, Kun Yan 2. University of Technology, Dalian , P. R. th World Congress on Structural and Multdscplnary Optmsaton 7 th - th, June 5, Sydney Australa Adjont Methods of Senstvty Analyss for Lyapunov Equaton Bopng Wang, Kun Yan Department of Mechancal and Aerospace

More information

Markov Chain Monte Carlo Lecture 6

Markov Chain Monte Carlo Lecture 6 where (x 1,..., x N ) X N, N s called the populaton sze, f(x) f (x) for at least one {1, 2,..., N}, and those dfferent from f(x) are called the tral dstrbutons n terms of mportance samplng. Dfferent ways

More information

Chapter - 2. Distribution System Power Flow Analysis

Chapter - 2. Distribution System Power Flow Analysis Chapter - 2 Dstrbuton System Power Flow Analyss CHAPTER - 2 Radal Dstrbuton System Load Flow 2.1 Introducton Load flow s an mportant tool [66] for analyzng electrcal power system network performance. Load

More information

ECE559VV Project Report

ECE559VV Project Report ECE559VV Project Report (Supplementary Notes Loc Xuan Bu I. MAX SUM-RATE SCHEDULING: THE UPLINK CASE We have seen (n the presentaton that, for downlnk (broadcast channels, the strategy maxmzng the sum-rate

More information

A Hybrid Variational Iteration Method for Blasius Equation

A Hybrid Variational Iteration Method for Blasius Equation Avalable at http://pvamu.edu/aam Appl. Appl. Math. ISSN: 1932-9466 Vol. 10, Issue 1 (June 2015), pp. 223-229 Applcatons and Appled Mathematcs: An Internatonal Journal (AAM) A Hybrd Varatonal Iteraton Method

More information

The Analysis of Coriolis Effect on a Robot Manipulator

The Analysis of Coriolis Effect on a Robot Manipulator Internatonal Journal of Innovatons n Engneerng and echnology (IJIE) he Analyss of Corols Effect on a Robot Manpulator Pratap P homas Assstant Professor Department of Mechancal Engneerng K G Reddy college

More information

Report on Image warping

Report on Image warping Report on Image warpng Xuan Ne, Dec. 20, 2004 Ths document summarzed the algorthms of our mage warpng soluton for further study, and there s a detaled descrpton about the mplementaton of these algorthms.

More information

On a direct solver for linear least squares problems

On a direct solver for linear least squares problems ISSN 2066-6594 Ann. Acad. Rom. Sc. Ser. Math. Appl. Vol. 8, No. 2/2016 On a drect solver for lnear least squares problems Constantn Popa Abstract The Null Space (NS) algorthm s a drect solver for lnear

More information

Physics 5153 Classical Mechanics. Principle of Virtual Work-1

Physics 5153 Classical Mechanics. Principle of Virtual Work-1 P. Guterrez 1 Introducton Physcs 5153 Classcal Mechancs Prncple of Vrtual Work The frst varatonal prncple we encounter n mechancs s the prncple of vrtual work. It establshes the equlbrum condton of a mechancal

More information

One Dimensional Axial Deformations

One Dimensional Axial Deformations One Dmensonal al Deformatons In ths secton, a specfc smple geometr s consdered, that of a long and thn straght component loaded n such a wa that t deforms n the aal drecton onl. The -as s taken as the

More information

The Geometry of Logit and Probit

The Geometry of Logit and Probit The Geometry of Logt and Probt Ths short note s meant as a supplement to Chapters and 3 of Spatal Models of Parlamentary Votng and the notaton and reference to fgures n the text below s to those two chapters.

More information

NON LINEAR ANALYSIS OF STRUCTURES ACCORDING TO NEW EUROPEAN DESIGN CODE

NON LINEAR ANALYSIS OF STRUCTURES ACCORDING TO NEW EUROPEAN DESIGN CODE October 1-17, 008, Bejng, Chna NON LINEAR ANALYSIS OF SRUCURES ACCORDING O NEW EUROPEAN DESIGN CODE D. Mestrovc 1, D. Czmar and M. Pende 3 1 Professor, Dept. of Structural Engneerng, Faculty of Cvl Engneerng,

More information

EVALUATION OF THE VISCO-ELASTIC PROPERTIES IN ASPHALT RUBBER AND CONVENTIONAL MIXES

EVALUATION OF THE VISCO-ELASTIC PROPERTIES IN ASPHALT RUBBER AND CONVENTIONAL MIXES EVALUATION OF THE VISCO-ELASTIC PROPERTIES IN ASPHALT RUBBER AND CONVENTIONAL MIXES Manuel J. C. Mnhoto Polytechnc Insttute of Bragança, Bragança, Portugal E-mal: mnhoto@pb.pt Paulo A. A. Perera and Jorge

More information

Normally, in one phase reservoir simulation we would deal with one of the following fluid systems:

Normally, in one phase reservoir simulation we would deal with one of the following fluid systems: TPG4160 Reservor Smulaton 2017 page 1 of 9 ONE-DIMENSIONAL, ONE-PHASE RESERVOIR SIMULATION Flud systems The term sngle phase apples to any system wth only one phase present n the reservor In some cases

More information

DETERMINATION OF TEMPERATURE DISTRIBUTION FOR ANNULAR FINS WITH TEMPERATURE DEPENDENT THERMAL CONDUCTIVITY BY HPM

DETERMINATION OF TEMPERATURE DISTRIBUTION FOR ANNULAR FINS WITH TEMPERATURE DEPENDENT THERMAL CONDUCTIVITY BY HPM Ganj, Z. Z., et al.: Determnaton of Temperature Dstrbuton for S111 DETERMINATION OF TEMPERATURE DISTRIBUTION FOR ANNULAR FINS WITH TEMPERATURE DEPENDENT THERMAL CONDUCTIVITY BY HPM by Davood Domr GANJI

More information

Chapter Eight. Review and Summary. Two methods in solid mechanics ---- vectorial methods and energy methods or variational methods

Chapter Eight. Review and Summary. Two methods in solid mechanics ---- vectorial methods and energy methods or variational methods Chapter Eght Energy Method 8. Introducton 8. Stran energy expressons 8.3 Prncpal of statonary potental energy; several degrees of freedom ------ Castglano s frst theorem ---- Examples 8.4 Prncpal of statonary

More information

NON-CENTRAL 7-POINT FORMULA IN THE METHOD OF LINES FOR PARABOLIC AND BURGERS' EQUATIONS

NON-CENTRAL 7-POINT FORMULA IN THE METHOD OF LINES FOR PARABOLIC AND BURGERS' EQUATIONS IJRRAS 8 (3 September 011 www.arpapress.com/volumes/vol8issue3/ijrras_8_3_08.pdf NON-CENTRAL 7-POINT FORMULA IN THE METHOD OF LINES FOR PARABOLIC AND BURGERS' EQUATIONS H.O. Bakodah Dept. of Mathematc

More information

A New Refinement of Jacobi Method for Solution of Linear System Equations AX=b

A New Refinement of Jacobi Method for Solution of Linear System Equations AX=b Int J Contemp Math Scences, Vol 3, 28, no 17, 819-827 A New Refnement of Jacob Method for Soluton of Lnear System Equatons AX=b F Naem Dafchah Department of Mathematcs, Faculty of Scences Unversty of Gulan,

More information

Modal Strain Energy Decomposition Method for Damage Detection of an Offshore Structure Using Modal Testing Information

Modal Strain Energy Decomposition Method for Damage Detection of an Offshore Structure Using Modal Testing Information Thrd Chnese-German Jont Symposum on Coastal and Ocean Engneerng Natonal Cheng Kung Unversty, Tanan November 8-16, 2006 Modal Stran Energy Decomposton Method for Damage Detecton of an Offshore Structure

More information

MMA and GCMMA two methods for nonlinear optimization

MMA and GCMMA two methods for nonlinear optimization MMA and GCMMA two methods for nonlnear optmzaton Krster Svanberg Optmzaton and Systems Theory, KTH, Stockholm, Sweden. krlle@math.kth.se Ths note descrbes the algorthms used n the author s 2007 mplementatons

More information

Formulas for the Determinant

Formulas for the Determinant page 224 224 CHAPTER 3 Determnants e t te t e 2t 38 A = e t 2te t e 2t e t te t 2e 2t 39 If 123 A = 345, 456 compute the matrx product A adj(a) What can you conclude about det(a)? For Problems 40 43, use

More information

Convexity preserving interpolation by splines of arbitrary degree

Convexity preserving interpolation by splines of arbitrary degree Computer Scence Journal of Moldova, vol.18, no.1(52), 2010 Convexty preservng nterpolaton by splnes of arbtrary degree Igor Verlan Abstract In the present paper an algorthm of C 2 nterpolaton of dscrete

More information

High resolution entropy stable scheme for shallow water equations

High resolution entropy stable scheme for shallow water equations Internatonal Symposum on Computers & Informatcs (ISCI 05) Hgh resoluton entropy stable scheme for shallow water equatons Xaohan Cheng,a, Yufeng Ne,b, Department of Appled Mathematcs, Northwestern Polytechncal

More information

SCALARS AND VECTORS All physical quantities in engineering mechanics are measured using either scalars or vectors.

SCALARS AND VECTORS All physical quantities in engineering mechanics are measured using either scalars or vectors. SCALARS AND ECTORS All phscal uanttes n engneerng mechancs are measured usng ether scalars or vectors. Scalar. A scalar s an postve or negatve phscal uantt that can be completel specfed b ts magntude.

More information

We are IntechOpen, the world s leading publisher of Open Access books Built by scientists, for scientists. International authors and editors

We are IntechOpen, the world s leading publisher of Open Access books Built by scientists, for scientists. International authors and editors We are IntechOpen, the world s leadng publsher of Open Access books Bult by scentsts, for scentsts 4, 6, M Open access books avalable Internatonal authors and edtors Downloads Our authors are among the

More information

General displacement arch-cantilever element method for stress analysis of arch dam

General displacement arch-cantilever element method for stress analysis of arch dam Water Scence and Engneerng, 009, (): 3-4 do:0.388/j.ssn.674-370.009.0.004 http://kkb.hhu.edu.cn e-mal: wse@hhu.edu.cn General dsplacement arch-cantlever element method for stress analyss of arch dam Hao

More information

Week3, Chapter 4. Position and Displacement. Motion in Two Dimensions. Instantaneous Velocity. Average Velocity

Week3, Chapter 4. Position and Displacement. Motion in Two Dimensions. Instantaneous Velocity. Average Velocity Week3, Chapter 4 Moton n Two Dmensons Lecture Quz A partcle confned to moton along the x axs moves wth constant acceleraton from x =.0 m to x = 8.0 m durng a 1-s tme nterval. The velocty of the partcle

More information

EEE 241: Linear Systems

EEE 241: Linear Systems EEE : Lnear Systems Summary #: Backpropagaton BACKPROPAGATION The perceptron rule as well as the Wdrow Hoff learnng were desgned to tran sngle layer networks. They suffer from the same dsadvantage: they

More information

On an Extension of Stochastic Approximation EM Algorithm for Incomplete Data Problems. Vahid Tadayon 1

On an Extension of Stochastic Approximation EM Algorithm for Incomplete Data Problems. Vahid Tadayon 1 On an Extenson of Stochastc Approxmaton EM Algorthm for Incomplete Data Problems Vahd Tadayon Abstract: The Stochastc Approxmaton EM (SAEM algorthm, a varant stochastc approxmaton of EM, s a versatle tool

More information

A PROCEDURE FOR SIMULATING THE NONLINEAR CONDUCTION HEAT TRANSFER IN A BODY WITH TEMPERATURE DEPENDENT THERMAL CONDUCTIVITY.

A PROCEDURE FOR SIMULATING THE NONLINEAR CONDUCTION HEAT TRANSFER IN A BODY WITH TEMPERATURE DEPENDENT THERMAL CONDUCTIVITY. Proceedngs of the th Brazlan Congress of Thermal Scences and Engneerng -- ENCIT 006 Braz. Soc. of Mechancal Scences and Engneerng -- ABCM, Curtba, Brazl,- Dec. 5-8, 006 A PROCEDURE FOR SIMULATING THE NONLINEAR

More information