WORKSPACE OPTIMIZATION OF ORIENTATIONAL 3-LEGGED UPS PARALLEL PLATFORMS

Size: px
Start display at page:

Download "WORKSPACE OPTIMIZATION OF ORIENTATIONAL 3-LEGGED UPS PARALLEL PLATFORMS"

Transcription

1 Proceedngs of DETC 02 ASME 2002 Desgn Engneerng Techncal Conferences and Computers and Informaton n Engneerng Conference Montreal, Canada, September 29-October 2, 2002 DETC2002/MECH WORKSPACE OPTIMIZATION OF ORIENTATIONAL 3-LEGGED UPS PARALLEL PLATFORMS Mrcea Badescu, Jeremy Morman and Constantnos Mavrods Robotcs and Mechatroncs Laboratory, Department of Mechancal and Aerospace Engneerng Rutgers Unversty, The State Unversty of New Jersey 98 Brett Rd, Pscataway, NJ, Tel: , Fax: , WEBPAGE: E-mal: badescum@jove.rutgers.edu, mavro@jove.rutgers.edu ABSTRACT In ths paper the workspace optmzaton of an orentatonal 3-legged parallel platform wth unversal (U), prsmatc (P) and sphercal (S) jonts at each leg s performed. The workspace s parameterzed usng four desgn parameters that span a large range of values. In ths paper both the unconstraned and the constraned workspaces (.e. workspace wth jont lmts) are used. For the workspace of each desgn confguraton three performance ndces are calculated usng a Monte Carlo method: a) the workspace volume; b) the average of the nverse of the condton number and c) a Global Condton Index whch s a combnaton of the other ndces. A Genetc Algorthm procedure s used to determne the optmum desgn of the platform usng the Global Condton Index as the objectve functon. Plots of the workspace are presented for the optmal desgn confguraton wth and wthout jont angle lmtatons for the whole workspace and for specfc twst angles. Fnally, for the optmal desgn, t s shown that by ntroducng lmts to the unversal and sphercal jons, the platform's sotropy s mproved. Keywords: parallel platforms, optmal desgn, workspace, Genetc Algorthm, Monte Carlo method. INTRODUCTION In recent years, modular robots were ncreasngly proposed as means to develop reconfgurable and self-reparable robotc systems [1]. To perform mpromptu custom tasks, ncrease the payload to weght rato, and, n cases of emergency, self-repar, future nter-planetary robots and manpulaton systems need to ncorporate modularty and self-reconfguraton capabltes. Modular robots utlze many autonomous unts, or modules, that can be reconfgured nto a vast number of desgns. Ideally, the modules wll be homogeneous, small, and self-contaned. The robot can change from one confguraton to another by manual reassembly, or by tself. Self-reconfgurng robots adapt to a new envronment or functon by changng shape. Modules must nteract wth one another and cooperate n order to realze self-reconfguraton. Also, modular robots can repar themselves by removng and replacng faled modules. Snce one self-reconfgurable modular robot can provde the functonalty of many tradtonal mechansms, they wll be especally suted for space and planetary exploraton, where payload mass must be kept mnmum. Because they promse self-reparablty and vrtually lmtless functonalty, future selfreconfgurable modular robots are expected to be cheaper and more useful than current robot mechansms n space mssons. In ths project we nvestgate the use of 3-legged parallel platforms as jont modules of reconfgurable robots. Parallel platforms are currently beng used n many applcatons as mult-degree of freedom systems wth hgh rgdty, hgh payload to weght rato, hgh precson and low nerta [2, 3]. These propertes are also desred characterstcs for the jont modules of reconfgurable robots. Sx-legged, sx degree-offreedom (DOF) parallel platforms have been used as jont modules for reconfgurable robots n [4]. However, the hgh number of DOF, and thus the hgh number of actvely controlled jonts per module, ncreases complexty and cost. In addton, a purely 3 degree-of freedom translatonal or orentatonal moton would requre actvaton of all sx-module legs, whch means ncrease n energy consumpton. Our approach s to develop reconfgurable robots formed by a seres of 3 DOF 3-legged parallel platform modules wth purely translatonal or orentatonal moton so that they form hybrd knematc chans wth decoupled translaton and orentaton [5]. Fgure 1 shows an example of such a hybrd system. In ths example a 2-arm reconfgurable robotc system s formed from an alternatng sequence of 3 DOF orentatonal and translatonal parallel platform modules. Recently, we studed the workspace optmzaton of a 3 DOF translatonal platform 1 Copyrght 2002 by ASME

2 [6]. In ths paper we study the workspace of a 3 DOF orentatonal platform. Dfferent types of sphercal or orentatonal parallel platforms have been proposed and analyzed. Merlet descrbed several types of 2 and 3 DOF parallel platforms that can be used as wrsts / orentaton mechansms [3]. Tsa classfed the parallel platforms wth rotatonal DOF n sphercal and spatal orentaton mechansms [2, 7]. All the movng ponts of a sphercal parallel platform move on concentrc spheres. Analyss and fabrcaton of a sphercal 3 DOF platform were presented n [8]. Optmzaton of a sphercal fve bar parallel lnkage was done n [9]. Gosseln and Angeles used three desgn crtera, symmetry, workspace volume and sotropy, to optmze a 3 DOF sphercal platform [10]. workspace analyss, desgn optmzaton, or sotropy analyss have been performed yet for ths 3-UPS platform. In order to facltate the development and moton plannng of self-reconfgurable robots wth parallel platforms as modules, the robot modules need to have smlar moton and force capabltes at any one of ther two ends (fxed and movng). Ths means that the platform modules should have smlar type of motons and be able to apply the same forces regardless of whch end s used as the fxed base or the movng component. Of the varous types of sphercal / orentatonal platforms that have been proposed so far, the 3-UPS parallel platform has ths moton and force equvalence of ts two ends. Therefore, ths platform has been selected for further study n ths paper. (a) Overall Vew (b) Close-Up Vew FIGURE 1: Two-Arm Reconfgurable Robot wth 3-DOF Parallel Platform Modules. The 3-legged parallel platform wth unversal (U), prsmatc (P) and sphercal (S) jonts at each leg, wth two tetrahedral movng and fxed platforms connected through a sphercal jont s an orentatonal platform. It s composed of two tetrahedrons wth unequal equlateral trangular bases (Fgure 2). The movng tetrahedron has a smaller trangular base than the base tetrahedron. The two tetrahedrons are connected usng a sphercal jont that determnes the pont around whch the movng tetrahedron rotates. The corners of the two trangular bases are lnked usng three dentcal legs that are connected to the movng platform wth unversal jonts and to the fxed platform wth sphercal jonts. Prsmatc actuators control the length of the legs. Even though the ponts of the movng tetrahedron move on a sphere, due to the dssmlar moton of the legs the platform cannot be called sphercal [2]. The knematcs and the sngularty analyss of ths platform were studed n [2]. To the author's knowledge, no FIGURE 2: The 3-UPS Parallel Platform. In ths paper the desgn optmzaton of orentatonal 3- UPS parallel platforms wth prsmatc, unversal, and sphercal jont constrants s performed. The workspace s parameterzed usng four desgn parameters, whch are the prsmatc jont stroke, the dfference between the dstances of the center to one of the corners of the trangular plate of the base and of the movng platform, the heght of the platform n zero orentaton, and the rato of the heghts of the two tetrahedrons. For a large range of values for these desgn parameters the workspace of the correspondng 3-UPS platforms s calculated. In ths paper both the constraned and unconstraned workspaces are used. The dfference between these two s that for the constraned workspace angular unversal and sphercal jont lmts are mposed. For both workspaces of each desgn confguraton three performance ndces are calculated: a) the workspace volume; b) the average of the nverse of the condton number and c) a Global Condton Index whch s a combnaton of the other two performance ndces. For determnng the optmal desgn a Genetc Algorthm was mplemented. The Global Condton Index was chosen as the objectve functon for optmzaton. The optmzaton was performed wth and wthout mposng jont constrants. Plots of the 3-D workspace of the optmal desgns are generated. Fnally, for the optmal desgn, t s shown that by ntroducng lmts to the angles of the unversal and sphercal jonts, the sotropy of the parallel platform s mproved. MATHEMATICAL TOOLS In ths secton we present the mathematcal and knematcal tools that were used to formulate the workspace optmzaton problem. These tools nclude the drect and nverse knematcs, the platform s Jacoban matrx, ts condton number and the Global Condton Index. For the 2 Copyrght 2002 by ASME

3 drect and nverse knematcs and for the calculaton of the Jacoban matrx, we used the soluton methodology proposed n [2]. For the Global Condton Index we used the defnton ntroduced n [10]. fxed tetrahedron and has center C at the tetrahedron s tp. The pont O s the center of the base trangle. The z a axs s orented along OC. The x a axs s parallel to OA 1 and the y a axs s chosen to obtan a rght hand rectangular coordnate system. The frame B, Cx b y b z b, s rgdly connected to the movng tetrahedron and has the same center as the fxed frame, A. The pont E s the center of the base trangle of the movng tetrahedron. The z b axs s orented along the vector EC. The x b axs s parallel to the EB 1 and y b axs s chosen to obtan a rght hand rectangular coordnate system. As seen n Fgure 5, the poston vectors of ponts A and B wth respect to frames A and B respectvely, can be wrtten as: A a =[a x, a y, -h a ] T, and B b = [b x, b y, -h b ] T (1) FIGURE 3: 3-UPS Parallel Platform. The 3-UPS parallel platform conssts of a fxed tetrahedron, a movng tetrahedron and three dentcal lmbs (see Fgure 3). The tetrahedrons have equlateral trangular bases of dfferent szes (trangles A 1 A 2 A 3 and B 1 B 2 B 3 Fgure 5). The tps of the tetrahedrons are connected usng a sphercal jont. The lmbs are connected to the movng tetrahedron base wth 2- DOF unversal jonts and to the fxed tetrahedron base wth sphercal jonts. A lnear actuator controls the leg length, and forms a prsmatc jont. In Fgure 3 the sphercal jonts are marked wth S, the unversal jonts wth U, and the prsmatc actuated jont wth P. Each unversal jont s treated as two revolute jonts wth axes perpendcular to each other and ntersectng at a pont. In Fgure 4, u 4 s the unt vector along the prsmatc jont axs for leg, u 5 and u 6 are the unt vectors along the axes of the unversal jont of leg. u 7 s the CB edge of the movng tetrahedron. FIGURE 4: Jont Axes n the 3-UPS Platform. A coordnate system s chosen for each tetrahedron as shown n Fgure 5, a) and b). Frames A and B are defned for the base and movng tetrahedrons respectvely. Ther orgn s placed at the common tp of the tetrahedrons and represents the pont around whch the movng tetrahedron rotates. Ther z-axs s perpendcular to each base trangle's plane, and ther x and y- axes are n planes parallel to the base trangle's plane. The x a/b axes are orented parallel to the OA 1 and EB 1 lnes, respectvely. The frame A, Cx a y a z a, s rgdly connected to the a) Base Tetrahedron b) MovngTetrahedron FIGURE 5: Coordnate Systems. The scalar a denotes the dstance between the center, O, of the base trangle of the fxed tetrahedron and any of the corners of the base trangle. The scalar b denotes the dstance between the center, E, of the base trangle of the movng tetrahedron and any of the corners of the base trangle. The parameter c denotes the dfference between a and b. Parameter d denotes the length of leg. Subscrpt denotes one of the legs and can take the values 1, 2 or 3. Letters n bold represent three-dmensonal vectors. Superscrpt A or B on the left of a vector denotes the reference frame where ts coordnates are calculated. Superscrpt T on the rght of a vector denotes the transpose of a vector. Vector d determnes the poston of the leg (A B ) n the base coordnate system: A d =[d,xa, d,ya, d,za ] T (2) The scalar h a denotes the heght of the fxed tetrahedron and s the dstance from pont O to pont C. The scalar h b denotes the heght of the movng tetrahedron and s the dstance from pont E to pont C. The parameter h represents the total heght of the parallel platform n (0,0,0) orentaton and s equal to the sum of h a and h b. The parameter h ab s the rato between 3 Copyrght 2002 by ASME

4 h a and h b. The parameters c and h are taken as ratos to the maxmum length of the leg. The transformaton from the movng frame B to the fxed frame A can be descrbed by a 3x3 rotaton matrx A R B defned by a z-x-z (ϕ-θ-ψ) Euler rotaton. Gven that n the ntal poston (0-0-0 rotaton) the x a and x b axes concde, z a and z b, and y a and y b are n opposte drectons respectvely, the resultng rotaton matrx s gven by: A cφcψ-sφcθsψ cφsψ+sφcθcψ -sφsθ R=sφcψ+cφcθsψ B sφsψ-cφcθcψ cφsθ sθsψ -sθcψ -cθ where c represents the cosne and s the sne of the followng angle. For the drect knematcs the leg lengths d and the trangular bases' geometry are known. The three orentaton angles of the movng platform are determned from expandng the followng three scalar equatons (see [2] for more detals): (3) T d=a+b-2ab, for =1, 2, 3 (4) For the nverse knematcs the orentaton of the movng platform s known and the lmb lengths, d are calculated from the followng three equatons: 2 2 T d =± a +b -2a b, for =1,2,3 (5) The manpulator Jacoban matrx J relates the end-effector veloctes ω to the actuated jont veloctes d : Jxω= Jdd (6) For the 3-UPS platform J x and J d are gven by: ( u 1,7 u1,4 ) ( ) ( u 3,7 u3,4 ) T T Jx = u 2,7 u 2,4 J d = [] I (7) T The condton number of the Jacoban matrx s defned by Equaton (8) 1 k = J J (8) where. denotes the norm 2 of a matrx [11]. Robot manpulator confguratons where k s equal to 1 are called sotropc. In these confguratons the system s able to develop the same amount of forces and veloctes n all endeffector drectons. For hgh values of k, there are end-effector drectons where the manpulator can develop much hgher forces or veloctes than n other drectons. In many applcatons, ths s not a desrable system property because the system loses ts homogenety n force and velocty development. Confguratons n whch k has an nfnte value are sngular confguratons. In these confguratons there are drectons n space where the end-effector can ether not move or not apply forces. The manpulator can also gan extra degrees of freedom n these confguratons. Isotropy s a very local manpulator property because t changes from confguraton to confguraton. A manpulator can have good sotropy n one confguraton but poor sotropy n another confguraton. In many robot applcatons sotropy s an mportant property, and needs to be taken nto account durng the robot's desgn phase. Defnng a global sotropy ndex that wll be able to characterze the system sotropy n the whole workspace s an mportant but dffcult problem to solve. The problem s that a robotc system wll always have some sngular confguratons or confguratons wth poor sotropy. By takng a type of an average of the condton number s only a rough ndcaton of the qualty of the system global sotropy and says nothng about the magntude and number of bad sotropy confguratons. Nevertheless, n ths work we wll use global sotropy ndces based on the average of the condton number, as they are beng used n the current lterature. In ths work, three performance ndces wll be used to characterze a robotc system's workspace: a) The volume of the workspace. Obvously, usng ths performance ndex, optmal desgns correspond to maxmum workspace volume. It s obtaned by multplyng the searchng volume wth the rato of the number of ponts nsde the workspace dvded by the total number of ponts. b) The average of the nverse of the condton number. The nverse of the condton number characterzes the system's sotropy. The average of the nverse of the condton number s calculated by summng the nverse of the condton number n every pont n the workspace and then dvdng t wth the number of ponts consdered n the workspace. Optmal desgns correspond to values of the average condton number that are close to 1. c) The Global Condton Index proposed n [10]. Ths ndex, defned n Equaton (9), s the rato of the ntegral of the nverse condton numbers calculated n the whole workspace, dvded by the volume of the workspace. In realty t s calculated as the product of the sum of the nverse condton number wth the searchng volume dvded by the number of ponts n the workspace. Therefore, t s lke a combnaton of the frst two performance ndces: A 1 η =, where A = dw B k W and B= dw (9) W n whch k s the condton number at a partcular pont n the workspace W. B s the total volume of the workspace. The Global Condton Index s bounded as: 0<η< 1 (10) Isotropc systems correspond to value of η equal to 1 and systems wth bad sotropy correspond to values of η approachng zero. OPTIMIZATION ALGORITHM Based on the platform's drect knematcs, and due to the fact that all legs are equal and that the base and movng trangles are equlateral, the 3-UPS orentatonal platform workspace depends on four geometrc parameters: a) the dfference c between a and b : c =a -b ; b) the total heght of the platform consdered as the sum of the heghts of the two tetrahedra: h=h a +h b (see Fgure 5); c) the rato of the heghts of the two tetrahedra: h ab =h a /h b ; and d) the stroke of the prsmatc jont s. We consdered the followng ranges of possble values for the desgn parameters. The range of values for c s between 0.27 and Platforms wth very small values for c (.e. platforms where the 4 Copyrght 2002 by ASME

5 trangular base and movng plates are almost equal) present extra DOF (self-motons) that could not be controlled from the actuaton moton and such desgns are not acceptable. Platforms wth very large values for c have very small workspace. The total heght of the two tetrahedrons, h, has values between 0.2 and 1.0. Below 0.2 the workspace s very small and has no practcal use. Total heght equal to 1 corresponds to maxmum length. The rato of the heghts of the two tetrahedrons, h ab, was selected to vary between 0.33 and 3.0. The stroke s of the actuator s the maxmum amount of travel for each leg's prsmatc actuator. It s expressed wth a percentage value of the mnmum length of the lmb d mn whch s taken such that the maxmum length s equal to 1. The fact that the leg's maxmum length s consdered to be equal to 1 means that all lengths are normalzed wth respect to the leg's maxmum length as t s specfed from each applcaton's requrements. In ths project the range of values of the stroke of the actuators s consdered to be between 20% and 87.5%. These values were selected based on the techncal specfcatons of the majorty of commercally avalable prsmatc actuators. The mnmum value of each leg's length d mn s equal to 1/(1+s /100). So n each platform's confguraton the value of the leg length d should be between d mn and 1. Due to the fact that the plots of all three performance ndces for any value of the desgn parameters are hghly nonmonotone, a Genetc Algorthm was mplemented to determne the optmal desgn confguraton. It conssts of the followng steps: a) An ntal populaton of 100 members s randomly generated. Each member contans values for the four desgn parameters defned above. Each parameter has an eght dgt resoluton whch means that 256 dfferent values can be chosen for each parameter. b) For each populaton member the platform s geometrc parameters are calculated usng the desgn parameters. c) To determne the values of the performance ndces a Monte Carlo method was mplemented. For each confguraton wth certan values of the desgn parameters, s, c, h, and h ab, 1,728,000 orentatons of the movng tetrahedron are chosen randomly. The ϕ, θ and ψ Euler angles correspondng to a z-x-z rotaton are randomly chosen n the nterval [-180,+180 ]. d) For each orentaton the lengths of the legs are determned usng the nverse knematcs, Equaton (5). If all legs have lengths n the allowed nterval d mn <d<d max the nterference of the legs wth fxed and movng tetrahedrons s checked. Also, for the constraned workspace, the jont angles are determned and verfed f they are between mposed lmts. If the orentaton verfes all constrants, then the Jacoban condton number, k, s determned usng Equaton (8). e) For each confguraton the performance ndces are calculated usng Equatons (9) [Note: In Equaton (9) η s the global condton number, A s the average of the nverse condton number and B s the volume of the workspace]. The populaton member wth the best objectve functon s determned and saved n a fle. It wll be called the kng n further references. As the objectve functon, any one of the descrbed performance ndces can be chosen. f) A matng pool s then created from the ntal populaton selectng the members wth better objectve functon values. The frst member of the matng pool s chosen as the member wth the best value of the objectve functon (the kng). g) A crossover among the members of the matng pool s done wth a 0.45 probablty. At the end, the frst member s replaced wth the member wth the best objectve functon (the kng). h) A mutaton wth 0.05 probablty s then done over the new populaton. The frst member of the populaton s not affected (the kng). ) For the new populaton the cycle starts over. It stops when the value of the objectve functon of the kng s not mproved wth a certan relatve quantty. The unconstraned optmzaton s done wthout mposng the constrants mentoned n step d) above. RESULTS We used a program wrtten n C++ to perform the optmzaton and MATLAB to plot the workspace. We run the optmzaton program for the constraned and unconstraned workspace. FIGURE 6: Workspace of the Optmal Unconstraned Confguraton of the 3-UPS Platform. The optmal desgn for the unconstraned workspace has the followng parameter values: stroke=83.9%, c =0.602, h=0.285, and h ab = Fgure 6 shows the workspace of the optmal unconstraned confguraton. The ponts represent the postons that can be reached by the center, E, of the movng tetrahedron base. E descrbes a sphere wth the center at pont C and a radus h b. To represent the twst angle, ψ, the radus of the sphere descrbed by pont E was changed dependng on the value of the twst angle. For ψ = -180 the radus was reduced by 10% of h b and for ψ = +180 t was ncreased by 10%. A lnear dependence was used for the ntermedary values. The color wth whch the ponts were represented reflects the value of the condton number of the platform s Jacoban at the specfc pont. A value 1 of the condton number was represented wth dark blue color. Because some of the condton numbers had extremely large values (more than 100), n our representaton n MATLAB TM all condton numbers wth a value over 10 were reduced to 10 (Ths was used just for representaton but not for optmzaton). Dark red color s used to plot ponts wth large condton numbers. For the optmzaton of the constraned workspace, we mposed lmts at the varous jonts of the platform. In ths paper we present results from two dfferent schemes of jonts constrants (I and II). For the constraned workspace I, the lmts of the unversal jont angles were set at ±60 for the revolute jont that allows the leg rotaton on CEA planes and ±60 for the other revolute jont. We have to remnd that the 5 Copyrght 2002 by ASME

6 unversal jont can be treated as two revolute jonts. The lmts for the sphercal jont angles were set at ±65. The optmal desgn for the frst constraned workspace was found to have the followng values: stroke=50%, c =0.616, h=0.526, and h ab =2.85. Fgure 7.a) shows the workspace for the optmal platform desgn usng jont constrant scheme I. It can be noted, that due to the nfluence of jont constrants a stroke larger than 50% wll no further ncrease the workspace volume. Fgures 8 and 9 present the top vew of the unconstraned and constraned workspaces for 0 and 30 twst angles, respectvely. Here the effect of the workspace reducton due to the angular constrants s more obvous. a) Unconstraned Workspace a) Frst Scheme of Jont Constrants (I) b) Second Scheme of Jont Constrants (II) FIGURE 7: Workspace of the Optmal Constraned Confguraton of the 3-UPS Platform. We run the optmzaton algorthm for the second scheme of jont constrans. The lmts of the unversal jont angles were set at ±75 for the revolute jont that allows the leg rotaton on CEA planes and ±85 for the other revolute jont. The lmts for the sphercal jont angles were set the same, at ±65. The optmal desgn parameters that were obtaned are: stroke=71%, c =0.62, h=0.44 and h ab =1.75. In ths case the average value of the nverse of the condton number, k, s ncreased and the workspace volume s ncreased relatve to the prevous optmal confguraton. For the constraned workspaces I and II we used the same representaton method as for the unconstraned workspace. From the data provded by the optmzaton programs, t can be seen that the unconstraned workspace volume s less than half the constraned workspace volume. By mposng constrants on the jont angles, one can exclude not only many bad sotropy ponts, but many good sotropy ponts as well. Overall, the average value of the nverse of the condton number s ncreased, whch means that the sotropy of the platform s mproved, and the workspace volume s reduced when jont constrants are mposed. It can also be seen that the jont constrants dd not affect sgnfcantly the optmal value for the desgn parameter c. Ths means that for a better desgn, the dfference n sze between the bases of the tetrahedrons needs to be very large, ndependently of the jont constrants mposed. b) Constraned Workspace (I) c) Constraned Workspace (II) FIGURE 8: Fxed Twst of 0.0. Even though the workspaces shown n Fgures 6-9 are contnuous, not all of the ponts can be reached wth any orentaton. Ths s shown n Fgures 8-b,c) and 9-b,c). Also t can be seen that for small values of the ptch angle, ϕ, the manpulator has a bad sotropy, no matter how small the yaw angle, θ, or the twst angle, ψ, are. From Fgures 7, 8, and 9 we learn that ponts on the workspace can be reached only for certan twst angles. Also we learn that even though some ponts can be reached for a 6 Copyrght 2002 by ASME

7 large range of twst angles for some values of these we get a better sotropy. These results can be used to determne a path between two orentatons mantanng a good sotropy f the twst angle n the ntermedate postons s not crtcal. CONCLUSIONS In ths paper the desgn optmzaton of orentatonal 3- UPS parallel platforms was presented. These platforms can be used as jont modules n reconfgurable robots and the qualty of ther unconstraned and constraned workspace s an mportant desgn feature. The workspace s parameterzed usng four desgn parameters. Three workspace performance ndces are calculated as a functon of the desgn parameters. These performance ndces quantfy the workspace volume, the system sotropy and a combnaton of the prevous two propertes. The optmal desgn s determned for both stuatons wth and wthout jont lmts mposed. Dfferent desgn parameters are obtaned n the two stuatons. The paper presents the total and fxed twst unconstraned and constraned workspaces. ACKNOWLEDGMENTS Ths work was supported by a Rutgers Unversty Research Councl Grant and by NASA's Jet Propulson Laboratory. Mr. Mrcea Badescu was supported by a Teachng Assstantshp from the Department of Mechancal and Aerospace Engneerng. Mr. Jeremy Morman was supported by an NSF REU supplement. REFERENCES 1. McKee, G. and Schenker, P., Edtors, 1999, Sensor Fuson and Decentralzed Control n Robotc Systems II, SPIE Proceedngs Seres, Vol Tsa, L.-W., Robot Analyss The Mechancs of Seral and Parallel Manpulators, John Wley & Sons, New York, Merlet J.-P., Parallel Robots, Kluwer, Dordrecht, Nederland, Hamln, G. and Sanderson, A., "TETROBOT: A Modular Approach to Parallel Robotcs," IEEE Robotcs & Automaton Mag., Vol. 4, No. 1, pp Tsa, L.W. and Josh, S., "Feasblty Study of Hybrd Knematc Machnes," Proceedngs of the 2001 NSF Desgn, Manufacturng and Industral Innovaton Research Conference, Tampa, FL, January 7-10, Badescu M., Morman J. and Mavrods C., "Workspace Optmzaton of 3-UPU Parallel Platforms wth Jont Constrants," Proceedngs of the 2002 IEEE Internatonal Conference of Robotcs and Automaton, Washngton, D.C., May 11-15, Tsa, L. W., 1999, Systematc Enumeraton of Parallel Manpulators, n Parallel Knematc Machnes: Theoretcal Aspects and Industral Requrements, edted by C. R. Boer, L. Molnar-Tosatt, and K. S. Smth, Advanced Manufacturng Seres, publshed by Sprnger- Verlag, ISBN: , pp Gosseln, C., and Hamel, J., The Agle Eye: A Hgh- Performance Three-Degree-of-Freedom Camera-Orentng Devce, Proceedngs IEEE Internatonal Conference on Advanced Robotcs, Psa, Italy, 1994, pp Ouerfell, M., and Kumar, V., Optmzaton of a sphercal fve bar parallel drve lnkage, DE, Advances n Desgn Automaton, Vol. 1, 1991, pp Gosseln, C. and Angeles, J. The Optmum Knematc Desgn of a Sphercal Three-Degree-of-Freedom Parallel Manpulator, ASME J. of Mech., Transmssons, and Automaton n Desgn, Vol. 111, No. 2, 1989, pp Gosseln, C. and Angeles, J. A Global Performance Index for the Knematc Optmzaton of Robotc Manpulators, ASME J. Mech. Des., Vol. 113, No. 3, 1991, pp Chapra, S., Canale, R., Numercal Methods for Engneers: Wth Programmng and Software Applcatons, WCB/McGraw-Hll, a) - Unconstraned Workspace b) - Constraned Workspace (I) c) Constraned Workspace (II) FIGURE 9: Fxed Twst of Copyrght 2002 by ASME

ROBOT KINEMATICS. ME Robotics ME Robotics

ROBOT KINEMATICS. ME Robotics ME Robotics ROBOT KINEMATICS Purpose: The purpose of ths chapter s to ntroduce you to robot knematcs, and the concepts related to both open and closed knematcs chans. Forward knematcs s dstngushed from nverse knematcs.

More information

Pose, Posture, Formation and Contortion in Kinematic Systems

Pose, Posture, Formation and Contortion in Kinematic Systems Pose, Posture, Formaton and Contorton n Knematc Systems J. Rooney and T. K. Tanev Department of Desgn and Innovaton, Faculty of Technology, The Open Unversty, Unted Kngdom Abstract. The concepts of pose,

More information

Kinematics of pantograph masts

Kinematics of pantograph masts Abstract Spacecraft Mechansms Group, ISRO Satellte Centre, Arport Road, Bangalore 560 07, Emal:bpn@sac.ernet.n Flght Dynamcs Dvson, ISRO Satellte Centre, Arport Road, Bangalore 560 07 Emal:pandyan@sac.ernet.n

More information

Atlas Based Kinematic Optimum Design of the Stewart Parallel Manipulator

Atlas Based Kinematic Optimum Design of the Stewart Parallel Manipulator 20 CHINESE JOURNAL OF MECHANICAL ENGINEERING Vol. 28,aNo. 1,a2015 DOI: 10.3901/CJME.2014.0929.155, avalable onlne at www.sprngerlnk.com; www.cjmenet.com; www.cjmenet.com.cn Atlas Based Knematc Optmum Desgn

More information

Inverse kinematic Modeling of 3RRR Parallel Robot

Inverse kinematic Modeling of 3RRR Parallel Robot ème Congrès Franças de Mécanque Lyon, 4 au 8 Août 5 Inverse knematc Modelng of RRR Parallel Robot Ouafae HAMDOUN, Fatma Zahra BAGHLI, Larb EL BAKKALI Modelng and Smulaton of Mechancal Systems Laboratory,

More information

Sensory Redundant Parallel Mobile Mechanism

Sensory Redundant Parallel Mobile Mechanism Sensory Redundant Parallel Moble Mechansm Shraga Shoval and Moshe Shoham* Department of Industral Engneerng & Management, Academc College of Judea and Samara, Arel., *Faculty of Mechancal Engneerng, Technon,

More information

ON THE DESIGN OF LARGE SCALE REDUNDANT PARALLEL MANIPULATOR. Wu huapeng, Heikki handroos and Juha kilkki

ON THE DESIGN OF LARGE SCALE REDUNDANT PARALLEL MANIPULATOR. Wu huapeng, Heikki handroos and Juha kilkki ON THE DESIGN OF LARGE SCALE REDUNDANT PARALLEL MANIPULATOR Wu huapeng, Hekk handroos and Juha klkk Machne Automaton Lab, Lappeenranta Unversty of Technology LPR-5385 Fnland huapeng@lut.f, handroos@lut.f,

More information

R s s f. m y s. SPH3UW Unit 7.3 Spherical Concave Mirrors Page 1 of 12. Notes

R s s f. m y s. SPH3UW Unit 7.3 Spherical Concave Mirrors Page 1 of 12. Notes SPH3UW Unt 7.3 Sphercal Concave Mrrors Page 1 of 1 Notes Physcs Tool box Concave Mrror If the reflectng surface takes place on the nner surface of the sphercal shape so that the centre of the mrror bulges

More information

Lobachevsky State University of Nizhni Novgorod. Polyhedron. Quick Start Guide

Lobachevsky State University of Nizhni Novgorod. Polyhedron. Quick Start Guide Lobachevsky State Unversty of Nzhn Novgorod Polyhedron Quck Start Gude Nzhn Novgorod 2016 Contents Specfcaton of Polyhedron software... 3 Theoretcal background... 4 1. Interface of Polyhedron... 6 1.1.

More information

Parallel manipulator robots design and simulation

Parallel manipulator robots design and simulation Proceedngs of the 5th WSEAS Int. Conf. on System Scence and Smulaton n Engneerng, Tenerfe, Canary Islands, Span, December 16-18, 26 358 Parallel manpulator robots desgn and smulaton SAMIR LAHOUAR SAID

More information

SLAM Summer School 2006 Practical 2: SLAM using Monocular Vision

SLAM Summer School 2006 Practical 2: SLAM using Monocular Vision SLAM Summer School 2006 Practcal 2: SLAM usng Monocular Vson Javer Cvera, Unversty of Zaragoza Andrew J. Davson, Imperal College London J.M.M Montel, Unversty of Zaragoza. josemar@unzar.es, jcvera@unzar.es,

More information

Analysis of Continuous Beams in General

Analysis of Continuous Beams in General Analyss of Contnuous Beams n General Contnuous beams consdered here are prsmatc, rgdly connected to each beam segment and supported at varous ponts along the beam. onts are selected at ponts of support,

More information

Parallelism for Nested Loops with Non-uniform and Flow Dependences

Parallelism for Nested Loops with Non-uniform and Flow Dependences Parallelsm for Nested Loops wth Non-unform and Flow Dependences Sam-Jn Jeong Dept. of Informaton & Communcaton Engneerng, Cheonan Unversty, 5, Anseo-dong, Cheonan, Chungnam, 330-80, Korea. seong@cheonan.ac.kr

More information

3D vector computer graphics

3D vector computer graphics 3D vector computer graphcs Paolo Varagnolo: freelance engneer Padova Aprl 2016 Prvate Practce ----------------------------------- 1. Introducton Vector 3D model representaton n computer graphcs requres

More information

Analysis on the Workspace of Six-degrees-of-freedom Industrial Robot Based on AutoCAD

Analysis on the Workspace of Six-degrees-of-freedom Industrial Robot Based on AutoCAD Analyss on the Workspace of Sx-degrees-of-freedom Industral Robot Based on AutoCAD Jn-quan L 1, Ru Zhang 1,a, Fang Cu 1, Q Guan 1 and Yang Zhang 1 1 School of Automaton, Bejng Unversty of Posts and Telecommuncatons,

More information

Computational Issues in the Planning and Kinematics of Binary Robots Abstract 1. Introduction 2. Workspace Analysis and Optimization

Computational Issues in the Planning and Kinematics of Binary Robots Abstract 1. Introduction 2. Workspace Analysis and Optimization Computatonal Issues n the Plannng and Knematcs of Bnary Robots Matthew D. Lchter, Vvek A. Sujan, and Steven Dubowsky { lchter vasujan dubowsky@mt.edu } Department of Mechancal Engneerng Massachusetts Insttute

More information

Jeha Ryu* and Jongeun Cha. Jeha Ryu* is with Department of Mechatronics, Kwangju Institute of Science and Technology (K-JIST),

Jeha Ryu* and Jongeun Cha. Jeha Ryu* is with Department of Mechatronics, Kwangju Institute of Science and Technology (K-JIST), Volumetrc Error Analyss and Archtecture Optmzaton for Accuracy of HexaSldeype Parallel Manpulators Jeha Ryu* and Jongeun Cha Jeha Ryu* s wth Department of Mechatroncs, Kwangju Insttute of Scence and echnology

More information

NUMERICAL SOLVING OPTIMAL CONTROL PROBLEMS BY THE METHOD OF VARIATIONS

NUMERICAL SOLVING OPTIMAL CONTROL PROBLEMS BY THE METHOD OF VARIATIONS ARPN Journal of Engneerng and Appled Scences 006-017 Asan Research Publshng Network (ARPN). All rghts reserved. NUMERICAL SOLVING OPTIMAL CONTROL PROBLEMS BY THE METHOD OF VARIATIONS Igor Grgoryev, Svetlana

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 3,900 116,000 120M Open access books avalable Internatonal authors and edtors Downloads Our authors are

More information

PLANAR PARALLEL 3-RPR MANIPULATOR

PLANAR PARALLEL 3-RPR MANIPULATOR PLANAR PARALLEL 3-RPR MANIPULATOR Robert L. Wllams II Atul R. Josh Oho Unversty Athens, O 45701 Proceedngs of the Sxth Conference on Appled Mechansms and Robotcs Cncnnat O, December 12-15, 1999 Contact

More information

2x x l. Module 3: Element Properties Lecture 4: Lagrange and Serendipity Elements

2x x l. Module 3: Element Properties Lecture 4: Lagrange and Serendipity Elements Module 3: Element Propertes Lecture : Lagrange and Serendpty Elements 5 In last lecture note, the nterpolaton functons are derved on the bass of assumed polynomal from Pascal s trangle for the fled varable.

More information

Step-3 New Harmony vector, improvised based on the following three mechanisms: (1) random selection, (2) memory consideration, and (3)

Step-3 New Harmony vector, improvised based on the following three mechanisms: (1) random selection, (2) memory consideration, and (3) Optmal synthess of a Path Generator Lnkage usng Non Conventonal Approach Mr. Monsh P. Wasnk 1, Prof. M. K. Sonpmple 2, Prof. S. K. Undrwade 3 1 M-Tech MED Pryadarshn College of Engneerng, Nagpur 2,3 Mechancal

More information

Modeling Concave Globoidal Cam with Swinging Roller Follower: A Case Study

Modeling Concave Globoidal Cam with Swinging Roller Follower: A Case Study Modelng Concave Globodal Cam wth Swngng Roller Follower: A Case Study Nguyen Van Tuong, and Premysl Pokorny Abstract Ths paper descrbes a computer-aded desgn for desgn of the concave globodal cam wth cylndrcal

More information

DETC ANALYSIS OF THREE DEGREE OF FREEDOM 6 6 TENSEGRITY PLATFORM

DETC ANALYSIS OF THREE DEGREE OF FREEDOM 6 6 TENSEGRITY PLATFORM Proceedngs of 006 DETC: ASME 006 Desgn Engneerng Techncal Conferences and Computers and Informaton n Engneerng Conference September 0-, 006, Phladelpha, Pennsylvana, USA DETC006-990 AAYSIS OF THREE DEGREE

More information

Multiobjective Design Optimization of 3-PRR Planar Parallel Manipulators

Multiobjective Design Optimization of 3-PRR Planar Parallel Manipulators Multobjectve Desgn Optmzaton of 3-P Planar Parallel Manpulators aza Ur-ehman, Stéphane Caro, Damen Chablat, Phlppe Wenger To cte ths verson: aza Ur-ehman, Stéphane Caro, Damen Chablat, Phlppe Wenger. Multobjectve

More information

S1 Note. Basis functions.

S1 Note. Basis functions. S1 Note. Bass functons. Contents Types of bass functons...1 The Fourer bass...2 B-splne bass...3 Power and type I error rates wth dfferent numbers of bass functons...4 Table S1. Smulaton results of type

More information

Optimum Synthesis of Mechanisms For Path Generation Using a New Curvature Based Deflection Based Objective Function

Optimum Synthesis of Mechanisms For Path Generation Using a New Curvature Based Deflection Based Objective Function Proceedngs of the 6th WSEAS Internatonal Conference on Smulaton, Modellng and Optmzaton, Lsbon, Portugal, September -4, 6 67 Optmum Synthess of Mechansms For Path Generaton Usng a ew Curvature Based Deflecton

More information

Mathematical Model for Motion Control of Redundant Robot Arms

Mathematical Model for Motion Control of Redundant Robot Arms Mathematcal Model for Moton Control of Redundant Robot Arms EVGENIY KRASTEV Department of Mathematcs and Informatcs Sofa Unversty St. Klment Ohrdsky 5, James Boucher blvd., 1164 Sofa BULGARIA eck@fm.un-sofa.bg

More information

INVERSE DYNAMICS ANALYSIS AND SIMULATION OF A CLASS OF UNDER- CONSTRAINED CABLE-DRIVEN PARALLEL SYSTEM

INVERSE DYNAMICS ANALYSIS AND SIMULATION OF A CLASS OF UNDER- CONSTRAINED CABLE-DRIVEN PARALLEL SYSTEM U.P.B. Sc. Bull., Seres D, Vol. 78, Iss., 6 ISSN 454-58 INVERSE DYNAMICS ANALYSIS AND SIMULATION OF A CLASS OF UNDER- CONSTRAINED CABLE-DRIVEN PARALLEL SYSTEM We LI, Zhgang ZHAO, Guangtan SHI, Jnsong LI

More information

Support Vector Machines

Support Vector Machines /9/207 MIST.6060 Busness Intellgence and Data Mnng What are Support Vector Machnes? Support Vector Machnes Support Vector Machnes (SVMs) are supervsed learnng technques that analyze data and recognze patterns.

More information

An Optimal Algorithm for Prufer Codes *

An Optimal Algorithm for Prufer Codes * J. Software Engneerng & Applcatons, 2009, 2: 111-115 do:10.4236/jsea.2009.22016 Publshed Onlne July 2009 (www.scrp.org/journal/jsea) An Optmal Algorthm for Prufer Codes * Xaodong Wang 1, 2, Le Wang 3,

More information

Workspace Optimization of 3-Legged UPU and UPS Parallel Platforms With Joint Constraints

Workspace Optimization of 3-Legged UPU and UPS Parallel Platforms With Joint Constraints Mircea Badescu Caltech Postdoctoral Scholar, Mem. ASME e-mail: mircea.badescu@jpl.nasa.gov Constantinos Mavroidis Associate Professor, Mem. ASME e-mail: mavro@coe.neu.edu Robotics and Mechatronics Laboratory,

More information

PROBLEMS AND PROCEDURES FOR KINEMATIC DESIGN OF MANIPULATORS

PROBLEMS AND PROCEDURES FOR KINEMATIC DESIGN OF MANIPULATORS 第八屆全國機構與機器設計學術研討會 台北科技大學 2005 年 12 月 2 日 PROBLEMS AND PROCEDURES FOR KINEMATIC DESIGN OF MANIPULATORS Marco Ceccarell LARM: Laboratory of Robotcs and Mechatroncs DMSAT - Unversty of Cassno Va D Baso 43,

More information

Virtual Machine Migration based on Trust Measurement of Computer Node

Virtual Machine Migration based on Trust Measurement of Computer Node Appled Mechancs and Materals Onlne: 2014-04-04 ISSN: 1662-7482, Vols. 536-537, pp 678-682 do:10.4028/www.scentfc.net/amm.536-537.678 2014 Trans Tech Publcatons, Swtzerland Vrtual Machne Mgraton based on

More information

A mathematical programming approach to the analysis, design and scheduling of offshore oilfields

A mathematical programming approach to the analysis, design and scheduling of offshore oilfields 17 th European Symposum on Computer Aded Process Engneerng ESCAPE17 V. Plesu and P.S. Agach (Edtors) 2007 Elsever B.V. All rghts reserved. 1 A mathematcal programmng approach to the analyss, desgn and

More information

ISSN 2409-9392,,, 2017,. 30 backlashes. Ths allows conductng the cuttng process wthout the formaton of technologcal protruson between wres. Dstnctve features of a new cut shapng technology scheme are reflected

More information

Compiler Design. Spring Register Allocation. Sample Exercises and Solutions. Prof. Pedro C. Diniz

Compiler Design. Spring Register Allocation. Sample Exercises and Solutions. Prof. Pedro C. Diniz Compler Desgn Sprng 2014 Regster Allocaton Sample Exercses and Solutons Prof. Pedro C. Dnz USC / Informaton Scences Insttute 4676 Admralty Way, Sute 1001 Marna del Rey, Calforna 90292 pedro@s.edu Regster

More information

A Binarization Algorithm specialized on Document Images and Photos

A Binarization Algorithm specialized on Document Images and Photos A Bnarzaton Algorthm specalzed on Document mages and Photos Ergna Kavalleratou Dept. of nformaton and Communcaton Systems Engneerng Unversty of the Aegean kavalleratou@aegean.gr Abstract n ths paper, a

More information

XY-Theta Positioning Table with Parallel Kinematics and Unlimited Theta Rotation

XY-Theta Positioning Table with Parallel Kinematics and Unlimited Theta Rotation XY-heta Postonng able wth Parallel Knematcs and Unlmted heta Rotaton Ilan A. Bonev 1, Aleander Yu 2, Paul Zsombor-Murra 2 1 Department of Automated Manufacturng Engneerng, École de echnologe Supéreure,

More information

X- Chart Using ANOM Approach

X- Chart Using ANOM Approach ISSN 1684-8403 Journal of Statstcs Volume 17, 010, pp. 3-3 Abstract X- Chart Usng ANOM Approach Gullapall Chakravarth 1 and Chaluvad Venkateswara Rao Control lmts for ndvdual measurements (X) chart are

More information

The Structure and Dimensional Design of a Reconfigurable PKM

The Structure and Dimensional Design of a Reconfigurable PKM Internatonal Journal of Advanced Robotc Systems ARTICLE The Structure and Dmensonal Desgn of a Reconfgurable PKM Regular Paper Xaoqang Tang,*, Dengfeng Sun 2 and Zhufeng Shao The State Key Laboratory of

More information

Problem Definitions and Evaluation Criteria for Computational Expensive Optimization

Problem Definitions and Evaluation Criteria for Computational Expensive Optimization Problem efntons and Evaluaton Crtera for Computatonal Expensve Optmzaton B. Lu 1, Q. Chen and Q. Zhang 3, J. J. Lang 4, P. N. Suganthan, B. Y. Qu 6 1 epartment of Computng, Glyndwr Unversty, UK Faclty

More information

Six-axis Robot Manipulator Numerical Control Programming and Motion Simulation

Six-axis Robot Manipulator Numerical Control Programming and Motion Simulation 2016 Internatonal Conference on Appled Mechancs, Mechancal and Materals Engneerng (AMMME 2016) ISBN: 978-1-60595-409-7 S-as Robot Manpulator Numercal Control Programmng and Moton Smulaton Chen-hua SHE

More information

The Codesign Challenge

The Codesign Challenge ECE 4530 Codesgn Challenge Fall 2007 Hardware/Software Codesgn The Codesgn Challenge Objectves In the codesgn challenge, your task s to accelerate a gven software reference mplementaton as fast as possble.

More information

Cable optimization of a long span cable stayed bridge in La Coruña (Spain)

Cable optimization of a long span cable stayed bridge in La Coruña (Spain) Computer Aded Optmum Desgn n Engneerng XI 107 Cable optmzaton of a long span cable stayed brdge n La Coruña (Span) A. Baldomr & S. Hernández School of Cvl Engneerng, Unversty of Coruña, La Coruña, Span

More information

Numerical model describing optimization of fibres winding process on open and closed frame

Numerical model describing optimization of fibres winding process on open and closed frame Journal of Physcs: Conference Seres PAPER OPEN ACCESS Numercal model descrbng optmzaton of fbres wndng process on open and closed frame To cte ths artcle: M Petr et al 06 J Phys: Conf Ser 738 0094 Vew

More information

Sum of Linear and Fractional Multiobjective Programming Problem under Fuzzy Rules Constraints

Sum of Linear and Fractional Multiobjective Programming Problem under Fuzzy Rules Constraints Australan Journal of Basc and Appled Scences, 2(4): 1204-1208, 2008 ISSN 1991-8178 Sum of Lnear and Fractonal Multobjectve Programmng Problem under Fuzzy Rules Constrants 1 2 Sanjay Jan and Kalash Lachhwan

More information

DESIGN OF A HAPTIC DEVICE FOR EXCAVATOR EQUIPPED WITH CRUSHER

DESIGN OF A HAPTIC DEVICE FOR EXCAVATOR EQUIPPED WITH CRUSHER DESIGN OF A HAPTIC DEVICE FOR EXCAVATOR EQUIPPED WITH CRUSHER Kyeong Won Oh, Dongnam Km Korea Unversty, Graduate School 5Ga-1, Anam-Dong, Sungbuk-Gu, Seoul, Korea {locosk, smleast}@korea.ac.kr Jong-Hyup

More information

Wishing you all a Total Quality New Year!

Wishing you all a Total Quality New Year! Total Qualty Management and Sx Sgma Post Graduate Program 214-15 Sesson 4 Vnay Kumar Kalakband Assstant Professor Operatons & Systems Area 1 Wshng you all a Total Qualty New Year! Hope you acheve Sx sgma

More information

Lecture 5: Multilayer Perceptrons

Lecture 5: Multilayer Perceptrons Lecture 5: Multlayer Perceptrons Roger Grosse 1 Introducton So far, we ve only talked about lnear models: lnear regresson and lnear bnary classfers. We noted that there are functons that can t be represented

More information

Improvement of Spatial Resolution Using BlockMatching Based Motion Estimation and Frame. Integration

Improvement of Spatial Resolution Using BlockMatching Based Motion Estimation and Frame. Integration Improvement of Spatal Resoluton Usng BlockMatchng Based Moton Estmaton and Frame Integraton Danya Suga and Takayuk Hamamoto Graduate School of Engneerng, Tokyo Unversty of Scence, 6-3-1, Nuku, Katsuska-ku,

More information

Module Management Tool in Software Development Organizations

Module Management Tool in Software Development Organizations Journal of Computer Scence (5): 8-, 7 ISSN 59-66 7 Scence Publcatons Management Tool n Software Development Organzatons Ahmad A. Al-Rababah and Mohammad A. Al-Rababah Faculty of IT, Al-Ahlyyah Amman Unversty,

More information

The motion simulation of three-dof parallel manipulator based on VBAI and MATLAB Zhuo Zhen, Chaoying Liu* and Xueling Song

The motion simulation of three-dof parallel manipulator based on VBAI and MATLAB Zhuo Zhen, Chaoying Liu* and Xueling Song Internatonal Conference on Automaton, Mechancal Control and Computatonal Engneerng (AMCCE 25) he moton smulaton of three-dof parallel manpulator based on VBAI and MALAB Zhuo Zhen, Chaoyng Lu* and Xuelng

More information

Second Asian Symposium on Industrial Automation and Robotics BITEC, Bangkok, Thailand May 17-18, 2001

Second Asian Symposium on Industrial Automation and Robotics BITEC, Bangkok, Thailand May 17-18, 2001 Second Asan Symposum on Industral Automaton and Robotcs BITEC, Bangkok, Thaland May 7-8, 00 DEVELOPMENT OF DISASSEMBLY SUPPORT SYSTEM FOR MECHANICAL PARTS Ej ARAI, Hdefum WAKAMATSU, Akra TSUMAYA, Kech

More information

Contour Error of the 3-DoF Hydraulic Translational Parallel Manipulator. Ryszard Dindorf 1,a, Piotr Wos 2,b

Contour Error of the 3-DoF Hydraulic Translational Parallel Manipulator. Ryszard Dindorf 1,a, Piotr Wos 2,b Advanced Materals Research Vol. 874 (2014) 57-62 Onlne avalable snce 2014/Jan/08 at www.scentfc.net (2014) rans ech Publcatons, Swtzerland do:10.4028/www.scentfc.net/amr.874.57 Contour Error of the 3-DoF

More information

A New Approach For the Ranking of Fuzzy Sets With Different Heights

A New Approach For the Ranking of Fuzzy Sets With Different Heights New pproach For the ankng of Fuzzy Sets Wth Dfferent Heghts Pushpnder Sngh School of Mathematcs Computer pplcatons Thapar Unversty, Patala-7 00 Inda pushpndersnl@gmalcom STCT ankng of fuzzy sets plays

More information

Accounting for the Use of Different Length Scale Factors in x, y and z Directions

Accounting for the Use of Different Length Scale Factors in x, y and z Directions 1 Accountng for the Use of Dfferent Length Scale Factors n x, y and z Drectons Taha Soch (taha.soch@kcl.ac.uk) Imagng Scences & Bomedcal Engneerng, Kng s College London, The Rayne Insttute, St Thomas Hosptal,

More information

Inverse Kinematics (part 2) CSE169: Computer Animation Instructor: Steve Rotenberg UCSD, Spring 2016

Inverse Kinematics (part 2) CSE169: Computer Animation Instructor: Steve Rotenberg UCSD, Spring 2016 Inverse Knematcs (part 2) CSE169: Computer Anmaton Instructor: Steve Rotenberg UCSD, Sprng 2016 Forward Knematcs We wll use the vector: Φ... 1 2 M to represent the array of M jont DOF values We wll also

More information

Type-2 Fuzzy Non-uniform Rational B-spline Model with Type-2 Fuzzy Data

Type-2 Fuzzy Non-uniform Rational B-spline Model with Type-2 Fuzzy Data Malaysan Journal of Mathematcal Scences 11(S) Aprl : 35 46 (2017) Specal Issue: The 2nd Internatonal Conference and Workshop on Mathematcal Analyss (ICWOMA 2016) MALAYSIAN JOURNAL OF MATHEMATICAL SCIENCES

More information

Kinematics Modeling and Analysis of MOTOMAN-HP20 Robot

Kinematics Modeling and Analysis of MOTOMAN-HP20 Robot nd Workshop on Advanced Research and Technolog n Industr Applcatons (WARTIA ) Knematcs Modelng and Analss of MOTOMAN-HP Robot Jou Fe, Chen Huang School of Mechancal Engneerng, Dalan Jaotong Unverst, Dalan,

More information

An Optimization Approach for Path Synthesis of Four-bar Grashof Mechanisms

An Optimization Approach for Path Synthesis of Four-bar Grashof Mechanisms 5 th Natonal Conference on Machnes and Mechansms NaCoMM0-44 An Optmzaton Approach for Path Synthess of Four-bar Grashof Mechansms A.S.M.Alhajj, J.Srnvas Abstract Ths paper presents an optmzaton scheme

More information

Quality Improvement Algorithm for Tetrahedral Mesh Based on Optimal Delaunay Triangulation

Quality Improvement Algorithm for Tetrahedral Mesh Based on Optimal Delaunay Triangulation Intellgent Informaton Management, 013, 5, 191-195 Publshed Onlne November 013 (http://www.scrp.org/journal/m) http://dx.do.org/10.36/m.013.5601 Qualty Improvement Algorthm for Tetrahedral Mesh Based on

More information

Structural Optimization Using OPTIMIZER Program

Structural Optimization Using OPTIMIZER Program SprngerLnk - Book Chapter http://www.sprngerlnk.com/content/m28478j4372qh274/?prnt=true ق.ظ 1 of 2 2009/03/12 11:30 Book Chapter large verson Structural Optmzaton Usng OPTIMIZER Program Book III European

More information

LS-TaSC Version 2.1. Willem Roux Livermore Software Technology Corporation, Livermore, CA, USA. Abstract

LS-TaSC Version 2.1. Willem Roux Livermore Software Technology Corporation, Livermore, CA, USA. Abstract 12 th Internatonal LS-DYNA Users Conference Optmzaton(1) LS-TaSC Verson 2.1 Wllem Roux Lvermore Software Technology Corporaton, Lvermore, CA, USA Abstract Ths paper gves an overvew of LS-TaSC verson 2.1,

More information

Optimization of machining fixture layout for tolerance requirements under the influence of locating errors

Optimization of machining fixture layout for tolerance requirements under the influence of locating errors MultCraft Internatonal Journal of Engneerng, Scence and Technology Vol. 2, No. 1, 2010, pp. 152-162 INTERNATIONAL JOURNAL OF ENGINEERING, SCIENCE AND TECHNOLOGY www.jest-ng.com 2010 MultCraft Lmted. All

More information

Content Based Image Retrieval Using 2-D Discrete Wavelet with Texture Feature with Different Classifiers

Content Based Image Retrieval Using 2-D Discrete Wavelet with Texture Feature with Different Classifiers IOSR Journal of Electroncs and Communcaton Engneerng (IOSR-JECE) e-issn: 78-834,p- ISSN: 78-8735.Volume 9, Issue, Ver. IV (Mar - Apr. 04), PP 0-07 Content Based Image Retreval Usng -D Dscrete Wavelet wth

More information

Dynamic wetting property investigation of AFM tips in micro/nanoscale

Dynamic wetting property investigation of AFM tips in micro/nanoscale Dynamc wettng property nvestgaton of AFM tps n mcro/nanoscale The wettng propertes of AFM probe tps are of concern n AFM tp related force measurement, fabrcaton, and manpulaton technques, such as dp-pen

More information

Computer Animation and Visualisation. Lecture 4. Rigging / Skinning

Computer Animation and Visualisation. Lecture 4. Rigging / Skinning Computer Anmaton and Vsualsaton Lecture 4. Rggng / Sknnng Taku Komura Overvew Sknnng / Rggng Background knowledge Lnear Blendng How to decde weghts? Example-based Method Anatomcal models Sknnng Assume

More information

Inverse Kinematic Solution of Robot Manipulator Using Hybrid Neural Network

Inverse Kinematic Solution of Robot Manipulator Using Hybrid Neural Network Inverse Knematc Soluton of Robot Manpulator Usng Hybrd Neural Network Panchanand Jha Natonal Insttute of Technology, Department of Industral Desgn, Rourkela, Inda Emal: jha_p007@hotmal.com Bbhut B. Bswal

More information

A MOVING MESH APPROACH FOR SIMULATION BUDGET ALLOCATION ON CONTINUOUS DOMAINS

A MOVING MESH APPROACH FOR SIMULATION BUDGET ALLOCATION ON CONTINUOUS DOMAINS Proceedngs of the Wnter Smulaton Conference M E Kuhl, N M Steger, F B Armstrong, and J A Jones, eds A MOVING MESH APPROACH FOR SIMULATION BUDGET ALLOCATION ON CONTINUOUS DOMAINS Mark W Brantley Chun-Hung

More information

Range images. Range image registration. Examples of sampling patterns. Range images and range surfaces

Range images. Range image registration. Examples of sampling patterns. Range images and range surfaces Range mages For many structured lght scanners, the range data forms a hghly regular pattern known as a range mage. he samplng pattern s determned by the specfc scanner. Range mage regstraton 1 Examples

More information

Kent State University CS 4/ Design and Analysis of Algorithms. Dept. of Math & Computer Science LECT-16. Dynamic Programming

Kent State University CS 4/ Design and Analysis of Algorithms. Dept. of Math & Computer Science LECT-16. Dynamic Programming CS 4/560 Desgn and Analyss of Algorthms Kent State Unversty Dept. of Math & Computer Scence LECT-6 Dynamc Programmng 2 Dynamc Programmng Dynamc Programmng, lke the dvde-and-conquer method, solves problems

More information

Four-cable-driven parallel robot

Four-cable-driven parallel robot 2013 13th Internatonal Conference on Control, Automaton and Systems (ICCAS 2013) Oct. 20-23, 2013 n Kmdaejung Conventon Center, Gwangju, Korea Four-cable-drven parallel robot XueJun Jn 1, Dae Ik Jun 1,

More information

1 IRCCyN: UMR CNRS 6596, Ecole Centrale de Nantes, Université de Nantes, Ecole des Mines de Nantes

1 IRCCyN: UMR CNRS 6596, Ecole Centrale de Nantes, Université de Nantes, Ecole des Mines de Nantes he Knematc Analyss of a Symmetrcal hree-degree-of-freedom lanar arallel Manpulator Damen Chablat and hlppe Wenger Insttut de Recherche en Communcatons et Cybernétque de Nantes, rue de la Noë, 442 Nantes,

More information

Determining the Optimal Bandwidth Based on Multi-criterion Fusion

Determining the Optimal Bandwidth Based on Multi-criterion Fusion Proceedngs of 01 4th Internatonal Conference on Machne Learnng and Computng IPCSIT vol. 5 (01) (01) IACSIT Press, Sngapore Determnng the Optmal Bandwdth Based on Mult-crteron Fuson Ha-L Lang 1+, Xan-Mn

More information

Steps for Computing the Dissimilarity, Entropy, Herfindahl-Hirschman and. Accessibility (Gravity with Competition) Indices

Steps for Computing the Dissimilarity, Entropy, Herfindahl-Hirschman and. Accessibility (Gravity with Competition) Indices Steps for Computng the Dssmlarty, Entropy, Herfndahl-Hrschman and Accessblty (Gravty wth Competton) Indces I. Dssmlarty Index Measurement: The followng formula can be used to measure the evenness between

More information

Design and Implementation of Trainable Robotic Arm

Design and Implementation of Trainable Robotic Arm Internatonal Journal of Scence, Engneerng and Technology Research (IJSETR) Desgn and Implementaton of Tranable Robotc Arm Mo Mo Aung 1, Saw Aung Nyen Oo 2 1 Master Canddate, Department of Electronc Engneerng,

More information

Design, Simulation and Implementation of a 3-PUU Parallel Mechanism for a Macro/mini Manipulator

Design, Simulation and Implementation of a 3-PUU Parallel Mechanism for a Macro/mini Manipulator Desgn, Smulaton and Implementaton of a 3-PUU Parallel Mechansm for a Macro/mn Manpulator Zheng Ma, Aun-Neow Poo, Marcelo H. Ang Jr, Geok-Soon Hong, and Feng Huo, Abstract Parallel mechansms have the advantages

More information

Multi-posture kinematic calibration technique and parameter identification algorithm for articulated arm coordinate measuring machines

Multi-posture kinematic calibration technique and parameter identification algorithm for articulated arm coordinate measuring machines Mult-posture knematc calbraton technque and parameter dentfcaton algorthm for artculated arm coordnate measurng machnes Juan-José AGUILAR, Jorge SANTOLARIA, José-Antono YAGÜE, Ana-Crstna MAJARENA Department

More information

Head-Raising of Snake Robots Based on a Predefined Spiral Curve Method

Head-Raising of Snake Robots Based on a Predefined Spiral Curve Method Artcle Head-Rasng of Snake Robots Based on a Predefned Spral Curve Method Xaobo Zhang 1,2,3, Jnguo Lu 1,2, *, Zhaoje Ju 1,2,4 and Chenguang Yang 5 1 State Key Laboratory of Robotcs, Shenyang Insttute of

More information

Mathematics 256 a course in differential equations for engineering students

Mathematics 256 a course in differential equations for engineering students Mathematcs 56 a course n dfferental equatons for engneerng students Chapter 5. More effcent methods of numercal soluton Euler s method s qute neffcent. Because the error s essentally proportonal to the

More information

Optimization of the robot and positioner motion in a redundant fiber placement workcell

Optimization of the robot and positioner motion in a redundant fiber placement workcell Optmzaton of the robot and postoner moton n a redundant fber placement workcell Juchun Gao, Anatol ashkevch, Stéphane Caro To cte ths verson: Juchun Gao, Anatol ashkevch, Stéphane Caro. Optmzaton of the

More information

Chapter 6 Programmng the fnte element method Inow turn to the man subject of ths book: The mplementaton of the fnte element algorthm n computer programs. In order to make my dscusson as straghtforward

More information

Intra-Parametric Analysis of a Fuzzy MOLP

Intra-Parametric Analysis of a Fuzzy MOLP Intra-Parametrc Analyss of a Fuzzy MOLP a MIAO-LING WANG a Department of Industral Engneerng and Management a Mnghsn Insttute of Technology and Hsnchu Tawan, ROC b HSIAO-FAN WANG b Insttute of Industral

More information

Electrical analysis of light-weight, triangular weave reflector antennas

Electrical analysis of light-weight, triangular weave reflector antennas Electrcal analyss of lght-weght, trangular weave reflector antennas Knud Pontoppdan TICRA Laederstraede 34 DK-121 Copenhagen K Denmark Emal: kp@tcra.com INTRODUCTION The new lght-weght reflector antenna

More information

12/2/2009. Announcements. Parametric / Non-parametric. Case-Based Reasoning. Nearest-Neighbor on Images. Nearest-Neighbor Classification

12/2/2009. Announcements. Parametric / Non-parametric. Case-Based Reasoning. Nearest-Neighbor on Images. Nearest-Neighbor Classification Introducton to Artfcal Intellgence V22.0472-001 Fall 2009 Lecture 24: Nearest-Neghbors & Support Vector Machnes Rob Fergus Dept of Computer Scence, Courant Insttute, NYU Sldes from Danel Yeung, John DeNero

More information

Resolving Ambiguity in Depth Extraction for Motion Capture using Genetic Algorithm

Resolving Ambiguity in Depth Extraction for Motion Capture using Genetic Algorithm Resolvng Ambguty n Depth Extracton for Moton Capture usng Genetc Algorthm Yn Yee Wa, Ch Kn Chow, Tong Lee Computer Vson and Image Processng Laboratory Dept. of Electronc Engneerng The Chnese Unversty of

More information

A high precision collaborative vision measurement of gear chamfering profile

A high precision collaborative vision measurement of gear chamfering profile Internatonal Conference on Advances n Mechancal Engneerng and Industral Informatcs (AMEII 05) A hgh precson collaboratve vson measurement of gear chamferng profle Conglng Zhou, a, Zengpu Xu, b, Chunmng

More information

Cluster Analysis of Electrical Behavior

Cluster Analysis of Electrical Behavior Journal of Computer and Communcatons, 205, 3, 88-93 Publshed Onlne May 205 n ScRes. http://www.scrp.org/ournal/cc http://dx.do.org/0.4236/cc.205.350 Cluster Analyss of Electrcal Behavor Ln Lu Ln Lu, School

More information

REFRACTION. a. To study the refraction of light from plane surfaces. b. To determine the index of refraction for Acrylic and Water.

REFRACTION. a. To study the refraction of light from plane surfaces. b. To determine the index of refraction for Acrylic and Water. Purpose Theory REFRACTION a. To study the refracton of lght from plane surfaces. b. To determne the ndex of refracton for Acrylc and Water. When a ray of lght passes from one medum nto another one of dfferent

More information

We are IntechOpen, the first native scientific publisher of Open Access books. International authors and editors. Our authors are among the TOP 1%

We are IntechOpen, the first native scientific publisher of Open Access books. International authors and editors. Our authors are among the TOP 1% We are IntechOpen, the frst natve scentfc publsher of Open Access books 3,350 108,000 1.7 M Open access books avalable Internatonal authors and edtors Downloads Our authors are among the 151 Countres delvered

More information

Accelerating X-Ray data collection using Pyramid Beam ray casting geometries

Accelerating X-Ray data collection using Pyramid Beam ray casting geometries Acceleratng X-Ray data collecton usng Pyramd Beam ray castng geometres Amr Averbuch Guy Lfchtz Y. Shkolnsky 3 School of Computer Scence Department of Appled Mathematcs, School of Mathematcal Scences Tel

More information

SENSITIVITY ANALYSIS IN LINEAR PROGRAMMING USING A CALCULATOR

SENSITIVITY ANALYSIS IN LINEAR PROGRAMMING USING A CALCULATOR SENSITIVITY ANALYSIS IN LINEAR PROGRAMMING USING A CALCULATOR Judth Aronow Rchard Jarvnen Independent Consultant Dept of Math/Stat 559 Frost Wnona State Unversty Beaumont, TX 7776 Wnona, MN 55987 aronowju@hal.lamar.edu

More information

Real-time Joint Tracking of a Hand Manipulating an Object from RGB-D Input

Real-time Joint Tracking of a Hand Manipulating an Object from RGB-D Input Real-tme Jont Tracng of a Hand Manpulatng an Object from RGB-D Input Srnath Srdhar 1 Franzsa Mueller 1 Mchael Zollhöfer 1 Dan Casas 1 Antt Oulasvrta 2 Chrstan Theobalt 1 1 Max Planc Insttute for Informatcs

More information

Classifier Selection Based on Data Complexity Measures *

Classifier Selection Based on Data Complexity Measures * Classfer Selecton Based on Data Complexty Measures * Edth Hernández-Reyes, J.A. Carrasco-Ochoa, and J.Fco. Martínez-Trndad Natonal Insttute for Astrophyscs, Optcs and Electroncs, Lus Enrque Erro No.1 Sta.

More information

APPLICATION OF AN AUGMENTED REALITY SYSTEM FOR DISASTER RELIEF

APPLICATION OF AN AUGMENTED REALITY SYSTEM FOR DISASTER RELIEF APPLICATION OF AN AUGMENTED REALITY SYSTEM FOR DISASTER RELIEF Johannes Leebmann Insttute of Photogrammetry and Remote Sensng, Unversty of Karlsruhe (TH, Englerstrasse 7, 7618 Karlsruhe, Germany - leebmann@pf.un-karlsruhe.de

More information

UNIT 2 : INEQUALITIES AND CONVEX SETS

UNIT 2 : INEQUALITIES AND CONVEX SETS UNT 2 : NEQUALTES AND CONVEX SETS ' Structure 2. ntroducton Objectves, nequaltes and ther Graphs Convex Sets and ther Geometry Noton of Convex Sets Extreme Ponts of Convex Set Hyper Planes and Half Spaces

More information

Stitching of off-axis sub-aperture null measurements of an aspheric surface

Stitching of off-axis sub-aperture null measurements of an aspheric surface Sttchng of off-axs sub-aperture null measurements of an aspherc surface Chunyu Zhao* and James H. Burge College of optcal Scences The Unversty of Arzona 1630 E. Unversty Blvd. Tucson, AZ 85721 ABSTRACT

More information

BioTechnology. An Indian Journal FULL PAPER. Trade Science Inc.

BioTechnology. An Indian Journal FULL PAPER. Trade Science Inc. [Type text] [Type text] [Type text] ISSN : 0974-74 Volume 0 Issue BoTechnology 04 An Indan Journal FULL PAPER BTAIJ 0() 04 [684-689] Revew on Chna s sports ndustry fnancng market based on market -orented

More information

Some material adapted from Mohamed Younis, UMBC CMSC 611 Spr 2003 course slides Some material adapted from Hennessy & Patterson / 2003 Elsevier

Some material adapted from Mohamed Younis, UMBC CMSC 611 Spr 2003 course slides Some material adapted from Hennessy & Patterson / 2003 Elsevier Some materal adapted from Mohamed Youns, UMBC CMSC 611 Spr 2003 course sldes Some materal adapted from Hennessy & Patterson / 2003 Elsever Scence Performance = 1 Executon tme Speedup = Performance (B)

More information