Kinematics Programming for Cooperating Robotic Systems

Size: px
Start display at page:

Download "Kinematics Programming for Cooperating Robotic Systems"

Transcription

1 Kinematic Programming for Cooperating Robotic Sytem Critiane P. Tonetto, Carlo R. Rocha, Henrique Sima, Altamir Dia Federal Univerity of Santa Catarina, Mechanical Engineering Department, P.O. Box 476, Univerity Campu, Trindade, Florianópoli-SC, Brazil, {cri.tonetto, ima, Abtract. Thi paper preent the kinematic programming for Cooperative Robotic Sytem (CRS), baed on crew theory approach. It include a ytematic for modeling and programming robotic ytem compoed by any number of robot (not necearily identical), working cooperatively to perform different tak. In order to illutrate the application of the ytematic, an example of CRS including four robot i preented. The kinematic computation of a CRS i made through the crew theory approach and it tool, like the Davie method and Aur virtual chain. Keyword: Cooperative Robotic Sytem, Tak Programming, Kinematic, Modeling Sytematic. Introduction Some indutrial tak need to ue more than one robot to perform ome tak, ince one ingle robot may not complete them alone. So, a Cooperative Robotic Sytem (CRS, in hort) can be applied to a tak or et of tak that preent ome complexitie to be performed by a ingle robot. Some example of cooperative robot tak include load haring, aembling of part and part reorientation while having another operation over it. Since a CRS i compoed by more than one robot, it i neceary to deal with many variable and their interrelationhip for the robot programming. Many reearcher have been tudying the application of more than one robot for tak execution. Lewi [] introduce the relative Jacobian concept baed on the Denavit-Hartenberg convention for two robot. In Tzafeta [2] the ytem i compoed by three identical robot that need to move an object from one poition to another. Dourado [3] tudie the differential invere kinematic baed on the crew theory for CRS. Owen, Croft and Benhabib [4] applied the relative Jacobian developed by Lewi [] in a ytem compoed by two planar robot. The cooperative Jacobian concept i introduced by Ribeiro and Martin [5], developed uing the Denavit-Hartenberg convention or the crew theory aociated with the Davie method. Alo, Ribeiro and Martin [5] propoe the cooperative Jacobian for ytem compoed by an arbitrary number of robot for tak execution. Some pecific cae olution for CRS are found in the literature, but no ytematical and general approache are applied for the kinematic computation and CRS programming.

2 9 C. P. Tonetto et al. In thi paper, an approach for the CRS programming i propoed. It alo preent a general view of the programming proce (which i detailed in [6], [7] and [8]). Thi novel ytematical approach intend to eae the programming proce for cooperating robot while performing indutrial tak. Thi paper i divided in five ection. In Section 2 the main contribution of thi work i highlighted. In ection 3 it i preented a brief urvey of the baic theory for the kinematic computation. In ection 4 the CRS concept i analyzed, decribing the ytematic applied to cooperative robotic. Finally, concluion are ummarized. 2 Contribution to Value Creation Some quetion appeared in the modeling and computing kinematic proce of CRS. In the firt place, how to generalize the addition of an arbitrary number of robot in the ytem. Secondly, how different phyical tructure influence the programming tak and other variable in the ytem, and, alo, how to combine different number and type of joint in order to perform one or more tak. Third, ince the main purpoe of the robot programming proce i to have all tak completed, how to include them in the ytematic the tak pecification(). To program a CRS it i needed to know two main component: robot and tak [8]. Thoe et of data are better divided into three main environment: the robotic tructure, the tak environment and the differential kinematic. Thee environment make poible to plit and evaluate robot data and tak eparately, allowing to know in advance how the programming change when the number of robot and tak increae in the ytem configuration. Let take a baic tructure for compoe a CRS, a a function of the number of robot, and aociated to a way of adding the Aur virtual kinematic chain. It give an initial knowledge over the complexity growth of the kinematic chain reolution involved in the CRS compoition. Such ytematic i expanible and allow to olve general problem of CRS, like colliion avoidance in the workpace of robot and tak a well a to imulate relative diplacement of the robot bae, when neceary in the ytem. The trategy to olve the CRS programming allow to imulate CRS compoed by any number of robot and tak. It give flexibility to the ytem and allow parameter change, uch a the initial configuration, robot poitioning, which robot will perform a tak, among other. All CRS programming logic and trategie propoed in thi paper are baed on the crew theory, graph theory, the Davie method and the Aur virtual chain. Thee tool are briefly decribed in the next ection.

3 Kinematic Programming for Cooperating Robotic Sytem 9 3 Bae Theory for the CRS Programming 3. Screw Theory The methodology preented for kinematic computation of CRS i baed on the crew theory. In thi theory, a crew $ i a geometric element defined by a directed line in pace and by a calar parameter h, that define the crew pitch [9]. One crew can be decompoed in a magnitude q& and it normalized axi $ˆ : i $ = $ˆq& where = oi i + hi $ˆ () and alo, i i an unitary vector with the direction of the axi related to the tranlation and rotation of the crew diplacement. The oi vector define the poition of the i vector related to a fixed coordinate ytem, h i the crew pitch and oi i i the cro product of oi and i vector. Now, the crew can be adapted to each type of body motion. When the movement i a rotation, the crew tep i null (h=), and Equation () lead to $ˆ revolute. Moreover, when the movement i a tranlation, Equation () lead to $ˆ tranlation. i $ˆ revolute = ; tranlation = oi i i $ˆ (2) So, the crew movement decription may be ued to define the differential diplacement between two bodie related to a reference coordinate ytem (baed on Chale theorem and on Mozzi theorem). More detail of the crew theory and it application can be found in the following work: [9], [] and []. 3.2 Succeive Screw Method Thi method can be extended to compute the crew due to the action of a body in another and a well a it coupling among them. The complete approach i preented in the reearch of Tai [2], where he deduce the equation that model the rigid body diplacement by uing the Chale Theorem. Alo, Tai [2] preent the Rodrigue matrix, written to evaluate the diplacement of a rigid body in the pace. So, the Rodrigue matrix i given by:

4 92 C. P. Tonetto et al. co+ co in, = co+ in co+ co in co in co+ in co in co+ By uing the crew diplacement concept for the kinematic analyi, the crew diplacement of n ucceive crew diplacement i jut the premultiplication of the tranformation matrix, given by: (3) A r = A A 2 A 3... A n (4) In thi way, the poition of the manipulator end-effector can be computed, while the robot joint move, by uing the crew evaluation procedure. In other word, the ucceive crew technique can be extended over the axi of the joint in order to calculate the robot effector poe. For the CRS, the crew technique i employed to etablih the influence of each one of the joint over the other, and, thu, to get the and o variable that include uch influence. 3.3 Aur Virtual Chain and Graph Theory Another tool to tudy CRS i the Aur virtual chain. The Aur virtual chain, when added to a CRS, help to analyze the diplacement of a kinematic chain or even to impoe deired movement to a kinematic chain, a decribed before. By definition, a virtual chain i a kinematic chain compoed by virtual link and joint, that can be added to a real kinematic chain without changing the main behavior of a real chain [3]. The virtual chain hould be ued to decribe the relationhip among robot link, tak and part in the cenario of CRS planning. Alo, a CRS can be better repreented by uing graph theory, to viualize and compute interrelation between bae, robot and tak. Such relationhip, repreented by graph, can be ummarized in a circuit matrix B. Thi matrix B i a way to decribe the preence of each edge in the graph mehe. The matrix i aembled o that each row i reerved to one meh of the graph and each column to one edge. Each element of the matrix i defined a:, if the edge i not preent on the meh;, if the edge i on the meh and on the ame direction of the circuit (arbitrary choen, but contant); -, if the edge i on the meh, but in the oppoite direction of the circuit. Together, Aur virtual chain and graph theory are very helpful to build the interrelationhip in a CRS tudy.

5 Kinematic Programming for Cooperating Robotic Sytem Davie Method The Davie method i a way to compute and relate the joint velocitie magnitude of a cloe virtual chain. The method i an adaptation of the Kirchhoff circuit law and tate that the um of the relative peed between kinematic pair throughout any cloed kinematic chain i null []: n i= $ i n = i= $ˆ q& = Nq& = (5) i i in which n i the number of joint of the ytem and N i the network matrix containing the normalized crew. To tudy the kinematic chain behavior it i better to claify the ytem joint a primary N p and econdary N. Thu, the Equation 5 can be written a: q& [ N MN p ] L = Nq& = N pq& p (6) q& p If N i invertible, the magnitude of the econdary joint the following equation: q & p p q& can be computed by = N N q& (7) By ubtituting N, N p and q& on Equation 7, the econdary joint velocitie magnitude turn to be decribed a a function of the primary joint. 4 Repreentation of the CRS The CRS compoition i baed on everal factor related to the tak, and thoe aociated to the available robot to perform them. Alo, other important factor that ha to be conidered i the environment in which the robot are located, like their phyical arrangement around the tak to be performed and the global workpace where the tak will be performed. In thi ection a cooperative tak example will be preented, in which the CRS i compoed by four robot and one compoed tak. The CRS tak programming ha fixed and variable data input. So, the CRS ytem i compoed by the robot: ABB IRB 662, ABB IRB 6, ABB IRB 4 and ABB IRB 2. Their data are preented on the Table and 2. On thee table the value of and o for each joint are decribed. Thi information i ued a input for the robot kinematic programming computation. It i important to notice that the firt joint of the ABB IRB 662 robot i a primatic joint. The tak will be performed by two poitioning robot, one inpection robot, and the lat robot mut follow a trajectory deigned to be painted (write a word - the UFSC

6 94 C. P. Tonetto et al. acronym) over the part. Table. Robot data: ABB IRB 662 and IRB 6 IRB 662 IRB 6 Joint o (mm) o (mm) (,,) (,, ) (,,) (,, ) 2 (,,) (,, 46) (,,) (5,, 486.5) 3 (,,) (,, 37) (,,) (5,, 96.5) 4 (,,) (245,, 565) (,,) (45,, 96.5) 5 (,,) (88,, 565) (,,) (75,, 96.5) 6 (,,) (76,, 565) (,,) (75,, 96.5) Table 2. Robot data: ABB IRB 4 and IRB 2 IRB 4 IRB 2 Joint o (mm) o (mm) (,,) (,, ) (,,) (,, ) 2 (,,) (7,, 352) (,,) (,, 292) 3 (,,) (7,, 72) (,,) (,, 632) 4 (,,) (26,, 72) (,,) (56,, 632) 5 (,,) (45,, 72) (,,) (36,, 632) 6 (,,) (45,, 72) (,,) (374,, 632) In the Fig. i depicted the configuration of the ytem on the left and the graph repreentation with virtual chain addition (CV i ymbol) on the right. In thi example ytem, five PPPS type of virtual chain were added. Thee virtual chain are patial and the name PPPS mean that they are compoed by three primatic and one pherical joint. The CV virtual chain define the part movement, related to the fixed coordinate ytem, and the CV i, with i=, 2, 3, 4, decribe the movement of the end- effector related to the part. Fig.. Cooperative Robotic Sytem and it graph repreentation The deired part movement given by CV virtual chain ha a trajectory defined by

7 Kinematic Programming for Cooperating Robotic Sytem 95 following value: CV =(2, t, 77,,, ) where <t<4.8. The CV virtual chain decribe the movement of the IRB 662 robot end-effector, relative to the part. Thi movement i defined a the et of point, joined into a trajectory, planned o that it can be ued to paint the UFSC acronym over the part. The CV 2 i related to the inpection procedure, and the IRB 6 robot i deignated for thi tak. The inpection i given by the following trajectory: CV 2 =(, 5+5t, 2,,, ) with <t<4.8, relative to the part origin. The CV 3 and CV 4 virtual chain define the movement of the IRB 2 and IRB 4 end-effector. Since thee robot are poitioning robot, the end-effector i fixed on the part, thu leading to null trajectorie for CV 3 and CV 4. On Table 3 the poition of the bae relative to the fixed coordinate ytem and the joint initial configuration for each robot are hown. Table 3. Robot bae poition and joint initial configuration Robot Bae poition (mm) Joint initial configuration (rad) IRB 662 (,-38,) (,.52, -.52,,.57, ) IRB 6 (22,, 4) (.6,, 3.4,, -.52, ) IRB 4 (4, 5, 2) (-,52,.26,,, -.26, ) IRB 2 (4, -, 25) (.52,.26,,, -.26, ) The circuit matrix B i: h = h2 h3 h4 (8) The matrix column are preented in compreed form. For example, the CV column refer to the ix joint of the PPPS virtual chain. The normalized crew matrix D i: = $ $ $ $ $ $ $ $ $ (9) The multiplication of D and B reult in the network matrix N: N=D diag{b i } () where B i i the vector extracted from the i th row of the B matrix. The CRS network matrix N i given by:

8 96 C. P. Tonetto et al. $ $ = $ $ $ $ $ $ $ $ $ $ where $ˆ CVi i a 6 6 ized matrix, including the normalized crew of the virtual chain, with $ i =,,2,3,4; and $ˆ Ri i a 6 6 ized matrix including the normalized crew relative to the robot joint. The network matrix i plit into primary matrix N p and econdary matrix N : () $ $ = $ $ $ $ $ $ (2) $ = $ $ $ (3) The value of q&, q q&, N and N p defined above are replaced on Equation 7 and o, p the velocitie magnitude of the robot joint are computed, a a function of the velocitie magnitude defined for each robot end-effector. Fig. 2 how the robot while performing the deignated tak, in four different moment, and a top view of the ytem. Fig. 2. Robot performing the tak cooperatively A movie of the imulation i available on the youtube channel:

9 Kinematic Programming for Cooperating Robotic Sytem 97 The joint poition for each one of the robot are preented in the Fig. 3, with the time a the horizontal axi (<t<4.8). For the IRB 662, only four joint are ued, while the 4th and 6th joint value remain null, howing that for thi tak and initial configuration they weren t neceary. The requirement of joint according to tak and initial configuration i an intereting topic for further reearche. Fig. 3. The joint poition for each robot 5 Concluion Planning tak in cooperative robotic ytem require more knowledge about the tak and how to compoe the robotic environment where it will be performed. The propoed methodology for the CRS kinematic computation allow to combine different configuration between robot and part to be teted. In thi paper one example of application wa preented. If one or more robot are added or removed from the ytem, the programming proce i the ame a preented, changing only the tak pecification and the N matrix, ince it wa repreented by the graph and by the normalized crew matrix, it compoition i eaily changed. The network matrix will have different number of row and column according to the number of robot in the ytem. The off-line imulation reult are important for CRS programming, epecially when everal robot are included, leading to a great number of parameter to be analyzed. Becaue of thee characteritic, it i very hard to implement a real tak without previou imulation. The analytical evaluation could not reult in practical reult, due to the great number of variable and it inter-dependence. By uing imulation, it i poible to have a complete view of the ytem behavior, to detect

10 98 C. P. Tonetto et al. and analyze ingularitie, colliion and to enhance the performance of the tak when it i finally performing the tak. Furthermore, the theory preented in thi paper can be applied to CRS compoed by other kind of robot, uch a: mobile robot, parallel robot and manipulator. Beide that, it i poible to imulate the ytem looking for colliion avoidance of defined joint to obtacle of the environment, while the CRS i performing tak. A deeper performance analyi of the ytem i an intereting reearch field, evaluating which of the available parameter can be adjuted in order to enhance the tak performance. Reference. Lewi, C.L.: Trajectory generation for two robot cooperating to perform a tak. Proc. IEEE International Conference on Robotic and Automation. 2, (996) 2. Tzafeta C.S., Prokopiou P.A, Tzafeta S.G.: Path Planning and Control of a Cooperative Three-Robot Sytem Manipulating Large Object. Journal of Intelligent and Robotic Sytem. 22, 99-6 (998) 3. Dourado A.O.: Cinemática de Robô Cooperativo. UFSC. Florianópoli-SC, Brazil (25) 4. Owen W.S., Croft E.A., Benhabib B.: A multi-arm robotic ytem for optimal culpting. Robotic and Computer-Integrated Manufacturing , Elevier Ltd (25) 5. Ribeiro L.P., Martin D.: Screw-baed relative Jacobian for manipulator cooperating in a tak uing Aur virtual chain. In: Proceeding of 2th International Congre of Mechanical Engineering. ABCM, Brazil (29) 6. Tonetto C.P., Dia A.: Trajectory Planning with redundant cooperative robotic ytem. In: Proceeding of 2th International Congre of Mechanical Engineering. ABCM, Brazil (29) 7. Tonetto C.P., Dia A.: The crew theory applied to compute the kinematic of multi-robot ytem in cooperative tak.in: Proceeding of the 2th International Conference on Flexible Automation and Intelligent Manufacturing. California State Univerity, Eat Bay, (2) 8. Tonetto C.P., Rocha C.R., Dia A.: Simulation of Multi-robot Cooperative Sytem programming baed on a three environment definition In: Proceeding of the 2th Mechatronic Forum Biennial International Conference. Swi Federal Intitute of Technology, Zurich, Switzerland (2) 9. Hunt K.K.: Don t cro-thread the crew. A Sympoium Commemorating the Legacy, Work, and Life of Sir Robert Stawell Ball Upon the th Anniverary of A Treatie on the Theory of Screw (2). Davie T.H.: Kirchhoff circulation law applied to multi-loop kinematic chain. Mechanim and Machine Theory, vol. 6, pp (98). Rocha C.R., Tonetto C.P., Dia A.: A comparion between the Denavit-Hartenberg and the crew-baed method ued in kinematic modeling of robot manipulator. Robotic and Computer-Integrated Manufacturing. In: Conference paper of Flexible Automation and Intelligent Manufacturing. vol. 27, pp (2) 2. Tai Lung-Wen,: Robot Analyi: The Mechanic of Serial and Parallel Manipulator. Jonh Wiley & Son, INC (999) 3.Campo A., Guenther R., Martin D.: Differential Kinematic of Serial Manipulator Uing Virtual Chain. Brazilian Society of Mechanical Science and Engineering. ABCM. vol. XXVII, pp (25)

KINEMATICS PROGRAMMING FOR TWO COOPERATING ROBOTS PERFORMING TASKS

KINEMATICS PROGRAMMING FOR TWO COOPERATING ROBOTS PERFORMING TASKS KINEMATICS PROGRAMMING FOR TWO COOPERATING ROBOTS PERFORMING TASKS Cristiane Pescador Tonetto Universidade Federal do Espírito Santo cris.tonetto@gmail.com Carlos Rodrigues Rocha Instituto Federal de Educação,

More information

SCREW-BASED RELATIVE JACOBIAN FOR MANIPULATORS COOPERATING IN A TASK

SCREW-BASED RELATIVE JACOBIAN FOR MANIPULATORS COOPERATING IN A TASK ABCM Symposium Series in Mechatronics - Vol. 3 - pp.276-285 Copyright c 2008 by ABCM SCREW-BASED RELATIVE JACOBIAN FOR MANIPULATORS COOPERATING IN A TASK Luiz Ribeiro, ribeiro@ime.eb.br Raul Guenther,

More information

Motion Control (wheeled robots)

Motion Control (wheeled robots) 3 Motion Control (wheeled robot) Requirement for Motion Control Kinematic / dynamic model of the robot Model of the interaction between the wheel and the ground Definition of required motion -> peed control,

More information

Universität Augsburg. Institut für Informatik. Approximating Optimal Visual Sensor Placement. E. Hörster, R. Lienhart.

Universität Augsburg. Institut für Informatik. Approximating Optimal Visual Sensor Placement. E. Hörster, R. Lienhart. Univerität Augburg à ÊÇÅÍÆ ËÀǼ Approximating Optimal Viual Senor Placement E. Hörter, R. Lienhart Report 2006-01 Januar 2006 Intitut für Informatik D-86135 Augburg Copyright c E. Hörter, R. Lienhart Intitut

More information

SCREW-BASED RELATIVE JACOBIAN FOR MANIPULATORS COOPERATING IN A TASK USING ASSUR VIRTUAL CHAINS

SCREW-BASED RELATIVE JACOBIAN FOR MANIPULATORS COOPERATING IN A TASK USING ASSUR VIRTUAL CHAINS Copyright Proceedings 2010 of COBEM by ABCM 2009 Copyright 2009 by ABCM 20th International Congress of Mechanical Engineering November 15-20, 2009, Gramado, RS, Brazil SCREW-BASED RELATIVE JACOBIAN FOR

More information

Representations and Transformations. Objectives

Representations and Transformations. Objectives Repreentation and Tranformation Objective Derive homogeneou coordinate tranformation matrice Introduce tandard tranformation - Rotation - Tranlation - Scaling - Shear Scalar, Point, Vector Three baic element

More information

REVERSE KINEMATIC ANALYSIS OF THE SPATIAL SIX AXIS ROBOTIC MANIPULATOR WITH CONSECUTIVE JOINT AXES PARALLEL

REVERSE KINEMATIC ANALYSIS OF THE SPATIAL SIX AXIS ROBOTIC MANIPULATOR WITH CONSECUTIVE JOINT AXES PARALLEL Proceeding of the ASME 007 International Deign Engineering Technical Conference & Computer and Information in Engineering Conference IDETC/CIE 007 September 4-7, 007 La Vega, Nevada, USA DETC007-34433

More information

Modeling of underwater vehicle s dynamics

Modeling of underwater vehicle s dynamics Proceeding of the 11th WEA International Conference on YTEM, Agio Nikolao, Crete Iland, Greece, July 23-25, 2007 44 Modeling of underwater vehicle dynamic ANDRZEJ ZAK Department of Radiolocation and Hydrolocation

More information

Planning of scooping position and approach path for loading operation by wheel loader

Planning of scooping position and approach path for loading operation by wheel loader 22 nd International Sympoium on Automation and Robotic in Contruction ISARC 25 - September 11-14, 25, Ferrara (Italy) 1 Planning of cooping poition and approach path for loading operation by wheel loader

More information

Advanced Encryption Standard and Modes of Operation

Advanced Encryption Standard and Modes of Operation Advanced Encryption Standard and Mode of Operation G. Bertoni L. Breveglieri Foundation of Cryptography - AES pp. 1 / 50 AES Advanced Encryption Standard (AES) i a ymmetric cryptographic algorithm AES

More information

CENTER-POINT MODEL OF DEFORMABLE SURFACE

CENTER-POINT MODEL OF DEFORMABLE SURFACE CENTER-POINT MODEL OF DEFORMABLE SURFACE Piotr M. Szczypinki Iintitute of Electronic, Technical Univerity of Lodz, Poland Abtract: Key word: Center-point model of deformable urface for egmentation of 3D

More information

See chapter 8 in the textbook. Dr Muhammad Al Salamah, Industrial Engineering, KFUPM

See chapter 8 in the textbook. Dr Muhammad Al Salamah, Industrial Engineering, KFUPM Goal programming Objective of the topic: Indentify indutrial baed ituation where two or more objective function are required. Write a multi objective function model dla a goal LP Ue weighting um and preemptive

More information

An Approach to a Test Oracle for XML Query Testing

An Approach to a Test Oracle for XML Query Testing An Approach to a Tet Oracle for XML Query Teting Dae S. Kim-Park, Claudio de la Riva, Javier Tuya Univerity of Oviedo Computing Department Campu of Vieque, /n, 33204 (SPAIN) kim_park@li.uniovi.e, claudio@uniovi.e,

More information

Keywords Cloud Computing, Service Level Agreements (SLA), CloudSim, Monitoring & Controlling SLA Agent, JADE

Keywords Cloud Computing, Service Level Agreements (SLA), CloudSim, Monitoring & Controlling SLA Agent, JADE Volume 5, Iue 8, Augut 2015 ISSN: 2277 128X International Journal of Advanced Reearch in Computer Science and Software Engineering Reearch Paper Available online at: www.ijarce.com Verification of Agent

More information

UC Berkeley International Conference on GIScience Short Paper Proceedings

UC Berkeley International Conference on GIScience Short Paper Proceedings UC Berkeley International Conference on GIScience Short Paper Proceeding Title A novel method for probabilitic coverage etimation of enor network baed on 3D vector repreentation in complex urban environment

More information

[N309] Feedforward Active Noise Control Systems with Online Secondary Path Modeling. Muhammad Tahir Akhtar, Masahide Abe, and Masayuki Kawamata

[N309] Feedforward Active Noise Control Systems with Online Secondary Path Modeling. Muhammad Tahir Akhtar, Masahide Abe, and Masayuki Kawamata he 32nd International Congre and Expoition on Noie Control Engineering Jeju International Convention Center, Seogwipo, Korea, Augut 25-28, 2003 [N309] Feedforward Active Noie Control Sytem with Online

More information

Integrated Single-arm Assembly and Manipulation Planning using Dynamic Regrasp Graphs

Integrated Single-arm Assembly and Manipulation Planning using Dynamic Regrasp Graphs Proceeding of The 2016 IEEE International Conference on Real-time Computing and Robotic June 6-9, 2016, Angkor Wat, Cambodia Integrated Single-arm Aembly and Manipulation Planning uing Dynamic Regrap Graph

More information

A System Dynamics Model for Transient Availability Modeling of Repairable Redundant Systems

A System Dynamics Model for Transient Availability Modeling of Repairable Redundant Systems International Journal of Performability Engineering Vol., No. 3, May 05, pp. 03-. RAMS Conultant Printed in India A Sytem Dynamic Model for Tranient Availability Modeling of Repairable Redundant Sytem

More information

An Intro to LP and the Simplex Algorithm. Primal Simplex

An Intro to LP and the Simplex Algorithm. Primal Simplex An Intro to LP and the Simplex Algorithm Primal Simplex Linear programming i contrained minimization of a linear objective over a olution pace defined by linear contraint: min cx Ax b l x u A i an m n

More information

How to. write a paper. The basics writing a solid paper Different communities/different standards Common errors

How to. write a paper. The basics writing a solid paper Different communities/different standards Common errors How to write a paper The baic writing a olid paper Different communitie/different tandard Common error Reource Raibert eay My grammar point Article on a v. the Bug in writing Clarity Goal Conciene Calling

More information

Quadrilaterals. Learning Objectives. Pre-Activity

Quadrilaterals. Learning Objectives. Pre-Activity Section 3.4 Pre-Activity Preparation Quadrilateral Intereting geometric hape and pattern are all around u when we tart looking for them. Examine a row of fencing or the tiling deign at the wimming pool.

More information

Compressed Sensing Image Processing Based on Stagewise Orthogonal Matching Pursuit

Compressed Sensing Image Processing Based on Stagewise Orthogonal Matching Pursuit Senor & randucer, Vol. 8, Iue 0, October 204, pp. 34-40 Senor & randucer 204 by IFSA Publihing, S. L. http://www.enorportal.com Compreed Sening Image Proceing Baed on Stagewie Orthogonal Matching Puruit

More information

LinkGuide: Towards a Better Collection of Hyperlinks in a Website Homepage

LinkGuide: Towards a Better Collection of Hyperlinks in a Website Homepage Proceeding of the World Congre on Engineering 2007 Vol I LinkGuide: Toward a Better Collection of Hyperlink in a Webite Homepage A. Ammari and V. Zharkova chool of Informatic, Univerity of Bradford anammari@bradford.ac.uk,

More information

Laboratory Exercise 6

Laboratory Exercise 6 Laboratory Exercie 6 Adder, Subtractor, and Multiplier The purpoe of thi exercie i to examine arithmetic circuit that add, ubtract, and multiply number. Each type of circuit will be implemented in two

More information

On successive packing approach to multidimensional (M-D) interleaving

On successive packing approach to multidimensional (M-D) interleaving On ucceive packing approach to multidimenional (M-D) interleaving Xi Min Zhang Yun Q. hi ankar Bau Abtract We propoe an interleaving cheme for multidimenional (M-D) interleaving. To achieved by uing a

More information

Routing Definition 4.1

Routing Definition 4.1 4 Routing So far, we have only looked at network without dealing with the iue of how to end information in them from one node to another The problem of ending information in a network i known a routing

More information

SIMIT 7. Component Type Editor (CTE) User manual. Siemens Industrial

SIMIT 7. Component Type Editor (CTE) User manual. Siemens Industrial SIMIT 7 Component Type Editor (CTE) Uer manual Siemen Indutrial Edition January 2013 Siemen offer imulation oftware to plan, imulate and optimize plant and machine. The imulation- and optimizationreult

More information

A Study of a Variable Compression Ratio and Displacement Mechanism Using Design of Experiments Methodology

A Study of a Variable Compression Ratio and Displacement Mechanism Using Design of Experiments Methodology A Study of a Variable Compreion Ratio and Diplacement Mechanim Uing Deign of Experiment Methodology Shugang Jiang, Michael H. Smith, Maanobu Takekohi Abtract Due to the ever increaing requirement for engine

More information

Edits in Xylia Validity Preserving Editing of XML Documents

Edits in Xylia Validity Preserving Editing of XML Documents dit in Xylia Validity Preerving diting of XML Document Pouria Shaker, Theodore S. Norvell, and Denni K. Peter Faculty of ngineering and Applied Science, Memorial Univerity of Newfoundland, St. John, NFLD,

More information

Distributed Packet Processing Architecture with Reconfigurable Hardware Accelerators for 100Gbps Forwarding Performance on Virtualized Edge Router

Distributed Packet Processing Architecture with Reconfigurable Hardware Accelerators for 100Gbps Forwarding Performance on Virtualized Edge Router Ditributed Packet Proceing Architecture with Reconfigurable Hardware Accelerator for 100Gbp Forwarding Performance on Virtualized Edge Router Satohi Nihiyama, Hitohi Kaneko, and Ichiro Kudo Abtract To

More information

ES205 Analysis and Design of Engineering Systems: Lab 1: An Introductory Tutorial: Getting Started with SIMULINK

ES205 Analysis and Design of Engineering Systems: Lab 1: An Introductory Tutorial: Getting Started with SIMULINK ES05 Analyi and Deign of Engineering Sytem: Lab : An Introductory Tutorial: Getting Started with SIMULINK What i SIMULINK? SIMULINK i a oftware package for modeling, imulating, and analyzing dynamic ytem.

More information

Refining SIRAP with a Dedicated Resource Ceiling for Self-Blocking

Refining SIRAP with a Dedicated Resource Ceiling for Self-Blocking Refining SIRAP with a Dedicated Reource Ceiling for Self-Blocking Mori Behnam, Thoma Nolte Mälardalen Real-Time Reearch Centre P.O. Box 883, SE-721 23 Väterå, Sweden {mori.behnam,thoma.nolte}@mdh.e ABSTRACT

More information

xy-monotone path existence queries in a rectilinear environment

xy-monotone path existence queries in a rectilinear environment CCCG 2012, Charlottetown, P.E.I., Augut 8 10, 2012 xy-monotone path exitence querie in a rectilinear environment Gregory Bint Anil Mahehwari Michiel Smid Abtract Given a planar environment coniting of

More information

A Practical Model for Minimizing Waiting Time in a Transit Network

A Practical Model for Minimizing Waiting Time in a Transit Network A Practical Model for Minimizing Waiting Time in a Tranit Network Leila Dianat, MASc, Department of Civil Engineering, Sharif Univerity of Technology, Tehran, Iran Youef Shafahi, Ph.D. Aociate Profeor,

More information

ANALYSIS OF THE FIRST LAYER IN WEIGHTLESS NEURAL NETWORKS FOR 3_DIMENSIONAL PATTERN RECOGNITION

ANALYSIS OF THE FIRST LAYER IN WEIGHTLESS NEURAL NETWORKS FOR 3_DIMENSIONAL PATTERN RECOGNITION ANALYSIS OF THE FIRST LAYER IN WEIGHTLESS NEURAL NETWORKS FOR 3_DIMENSIONAL PATTERN RECOGNITION A. Váque-Nava * Ecuela de Ingeniería. CENTRO UNIVERSITARIO MEXICO. DIVISION DE ESTUDIOS SUPERIORES J. Figueroa

More information

Variable Resolution Discretization in the Joint Space

Variable Resolution Discretization in the Joint Space Variable Reolution Dicretization in the Joint Space Chritopher K. Monon, David Wingate, and Kevin D. Seppi {c,wingated,keppi}@c.byu.edu Computer Science, Brigham Young Univerity Todd S. Peteron peterto@uvc.edu

More information

SLA Adaptation for Service Overlay Networks

SLA Adaptation for Service Overlay Networks SLA Adaptation for Service Overlay Network Con Tran 1, Zbigniew Dziong 1, and Michal Pióro 2 1 Department of Electrical Engineering, École de Technologie Supérieure, Univerity of Quebec, Montréal, Canada

More information

A Multi-objective Genetic Algorithm for Reliability Optimization Problem

A Multi-objective Genetic Algorithm for Reliability Optimization Problem International Journal of Performability Engineering, Vol. 5, No. 3, April 2009, pp. 227-234. RAMS Conultant Printed in India A Multi-objective Genetic Algorithm for Reliability Optimization Problem AMAR

More information

FPGA Implementation of Closed Loop Control of Pan Tilt Mechanism

FPGA Implementation of Closed Loop Control of Pan Tilt Mechanism IJCTA, 9(39), 206, pp. 295-302 International Science Pre Cloed Loop Control of Soft Switched Forward Converter Uing Intelligent Controller 295 FPGA Implementation of Cloed Loop Control of Pan Tilt Mechanim

More information

Maximum Feedrate Interpolator for Multi-axis CNC Machining with Jerk Constraints

Maximum Feedrate Interpolator for Multi-axis CNC Machining with Jerk Constraints Maximum Feedrate Interpolator for Multi-axi CNC Machining with Jerk Contraint Xavier Beudaert, Sylvain Lavernhe, Chritophe Tournier To cite thi verion: Xavier Beudaert, Sylvain Lavernhe, Chritophe Tournier.

More information

Mirror shape recovery from image curves and intrinsic parameters: Rotationally symmetric and conic mirrors. Abstract. 2. Mirror shape recovery

Mirror shape recovery from image curves and intrinsic parameters: Rotationally symmetric and conic mirrors. Abstract. 2. Mirror shape recovery Mirror hape recovery from image curve and intrinic parameter: Rotationally ymmetric and conic mirror Nuno Gonçalve and Helder Araújo Λ Intitute of Sytem and Robotic Univerity of Coimbra Pinhal de Marroco

More information

NUMERICAL MODELING ON THE DAMPING CONTROL OF TLD STRUCTURE

NUMERICAL MODELING ON THE DAMPING CONTROL OF TLD STRUCTURE 4th International Conference on Earthquake Engineering Taipei, Taiwan October 12-13, 2006 Paper No. 183 NUMERICAL MODELING ON THE DAMPING CONTROL OF TLD STRUCTURE Han jun 1, Li Yingmin 2, Liu Liping 3,

More information

A METHOD OF REAL-TIME NURBS INTERPOLATION WITH CONFINED CHORD ERROR FOR CNC SYSTEMS

A METHOD OF REAL-TIME NURBS INTERPOLATION WITH CONFINED CHORD ERROR FOR CNC SYSTEMS Vietnam Journal of Science and Technology 55 (5) (017) 650-657 DOI: 10.1565/55-518/55/5/906 A METHOD OF REAL-TIME NURBS INTERPOLATION WITH CONFINED CHORD ERROR FOR CNC SYSTEMS Nguyen Huu Quang *, Banh

More information

Chapter S:II (continued)

Chapter S:II (continued) Chapter S:II (continued) II. Baic Search Algorithm Sytematic Search Graph Theory Baic State Space Search Depth-Firt Search Backtracking Breadth-Firt Search Uniform-Cot Search AND-OR Graph Baic Depth-Firt

More information

A Novel Grey-RSS Navigation System Design for Mobile Robots

A Novel Grey-RSS Navigation System Design for Mobile Robots A vel Grey-RSS Navigation Sytem Deign for Mobile Robot Albert Wen-Long Yao*,, Hin-Te Liao, and Shiou-De Chen Department of Mechanical and Automation Engineering, National Kaohiung Firt Univerity of Science

More information

Loop Forming Snake-like Robot ACM-R7 and Its Serpenoid Oval Control

Loop Forming Snake-like Robot ACM-R7 and Its Serpenoid Oval Control The 21 IEEE/RSJ International Conference on Intelligent Robot and Sytem October 18-22, 21, Taipei, Taiwan Loop Forming Snake-like Robot ACM-R7 and It Serpenoid Oval Control Taro Ohahi, Hiroya Yamada and

More information

ROBOT WELDING TRAJECTORY PLANNING USING SCREW THEORY

ROBOT WELDING TRAJECTORY PLANNING USING SCREW THEORY ROBOT WELDING TRAJECTORY PLANNING USING SCREW THEORY Renato Ventura Bayan Henriques Federal University of Rio Grande do Sul, Osvaldo Aranha 103, 90035-190, Porto Alegre - RS rventura@ece.ufrgs.br Carlos

More information

Drawing Lines in 2 Dimensions

Drawing Lines in 2 Dimensions Drawing Line in 2 Dimenion Drawing a traight line (or an arc) between two end point when one i limited to dicrete pixel require a bit of thought. Conider the following line uperimpoed on a 2 dimenional

More information

Laboratory Exercise 6

Laboratory Exercise 6 Laboratory Exercie 6 Adder, Subtractor, and Multiplier The purpoe of thi exercie i to examine arithmetic circuit that add, ubtract, and multiply number. Each circuit will be decribed in Verilog and implemented

More information

AUTOMATIC TEST CASE GENERATION USING UML MODELS

AUTOMATIC TEST CASE GENERATION USING UML MODELS Volume-2, Iue-6, June-2014 AUTOMATIC TEST CASE GENERATION USING UML MODELS 1 SAGARKUMAR P. JAIN, 2 KHUSHBOO S. LALWANI, 3 NIKITA K. MAHAJAN, 4 BHAGYASHREE J. GADEKAR 1,2,3,4 Department of Computer Engineering,

More information

Cutting Stock by Iterated Matching. Andreas Fritsch, Oliver Vornberger. University of Osnabruck. D Osnabruck.

Cutting Stock by Iterated Matching. Andreas Fritsch, Oliver Vornberger. University of Osnabruck. D Osnabruck. Cutting Stock by Iterated Matching Andrea Fritch, Oliver Vornberger Univerity of Onabruck Dept of Math/Computer Science D-4909 Onabruck andy@informatikuni-onabrueckde Abtract The combinatorial optimization

More information

Building a Compact On-line MRF Recognizer for Large Character Set using Structured Dictionary Representation and Vector Quantization Technique

Building a Compact On-line MRF Recognizer for Large Character Set using Structured Dictionary Representation and Vector Quantization Technique 202 International Conference on Frontier in Handwriting Recognition Building a Compact On-line MRF Recognizer for Large Character Set uing Structured Dictionary Repreentation and Vector Quantization Technique

More information

New Structural Decomposition Techniques for Constraint Satisfaction Problems

New Structural Decomposition Techniques for Constraint Satisfaction Problems New Structural Decompoition Technique for Contraint Satifaction Problem Yaling Zheng and Berthe Y. Choueiry Contraint Sytem Laboratory Univerity of Nebraka-Lincoln Email: yzheng choueiry@ce.unl.edu Abtract.

More information

Shortest Paths with Single-Point Visibility Constraint

Shortest Paths with Single-Point Visibility Constraint Shortet Path with Single-Point Viibility Contraint Ramtin Khoravi Mohammad Ghodi Department of Computer Engineering Sharif Univerity of Technology Abtract Thi paper tudie the problem of finding a hortet

More information

A User-Attention Based Focus Detection Framework and Its Applications

A User-Attention Based Focus Detection Framework and Its Applications A Uer-Attention Baed Focu Detection Framework and It Application Chia-Chiang Ho, Wen-Huang Cheng, Ting-Jian Pan, Ja-Ling Wu Communication and Multimedia Laboratory, Department of Computer Science and Information

More information

Hassan Ghaziri AUB, OSB Beirut, Lebanon Key words Competitive self-organizing maps, Meta-heuristics, Vehicle routing problem,

Hassan Ghaziri AUB, OSB Beirut, Lebanon Key words Competitive self-organizing maps, Meta-heuristics, Vehicle routing problem, COMPETITIVE PROBABIISTIC SEF-ORGANIZING MAPS FOR ROUTING PROBEMS Haan Ghaziri AUB, OSB Beirut, ebanon ghaziri@aub.edu.lb Abtract In thi paper, we have applied the concept of the elf-organizing map (SOM)

More information

Performance of a Robust Filter-based Approach for Contour Detection in Wireless Sensor Networks

Performance of a Robust Filter-based Approach for Contour Detection in Wireless Sensor Networks Performance of a Robut Filter-baed Approach for Contour Detection in Wirele Senor Network Hadi Alati, William A. Armtrong, Jr., and Ai Naipuri Department of Electrical and Computer Engineering The Univerity

More information

Analysis of the results of analytical and simulation With the network model and dynamic priority Unchecked Buffer

Analysis of the results of analytical and simulation With the network model and dynamic priority Unchecked Buffer International Reearch Journal of Applied and Baic Science 218 Available online at www.irjab.com ISSN 2251-838X / Vol, 12 (1): 49-53 Science Explorer Publication Analyi of the reult of analytical and imulation

More information

Laboratory Exercise 6

Laboratory Exercise 6 Laboratory Exercie 6 Adder, Subtractor, and Multiplier The purpoe of thi exercie i to examine arithmetic circuit that add, ubtract, and multiply number. Each circuit will be decribed in VHL and implemented

More information

Operational Semantics Class notes for a lecture given by Mooly Sagiv Tel Aviv University 24/5/2007 By Roy Ganor and Uri Juhasz

Operational Semantics Class notes for a lecture given by Mooly Sagiv Tel Aviv University 24/5/2007 By Roy Ganor and Uri Juhasz Operational emantic Page Operational emantic Cla note for a lecture given by Mooly agiv Tel Aviv Univerity 4/5/7 By Roy Ganor and Uri Juhaz Reference emantic with Application, H. Nielon and F. Nielon,

More information

Design of a Stewart Platform for General Machining Using Magnetic Bearings

Design of a Stewart Platform for General Machining Using Magnetic Bearings eign of a Stewart Platform for eneral Machining Uing Magnetic earing Jeff Pieper epartment of Mechanical and Manufacturing Engineering Univerity of algary algary lberta anada N N4 pieper@ucalgary.ca Preented

More information

3-D Visualization of a Gene Regulatory Network: Stochastic Search for Layouts

3-D Visualization of a Gene Regulatory Network: Stochastic Search for Layouts 3-D Viualization of a Gene Regulatory Network: Stochatic Search for Layout Naoki Hooyama Department of Electronic Engineering, Univerity of Tokyo, Japan hooyama@iba.k.u-tokyo.ac.jp Abtract- In recent year,

More information

A Load Balancing Model based on Load-aware for Distributed Controllers. Fengjun Shang, Wenjuan Gong

A Load Balancing Model based on Load-aware for Distributed Controllers. Fengjun Shang, Wenjuan Gong 4th International Conference on Machinery, Material and Computing Technology (ICMMCT 2016) A Load Balancing Model baed on Load-aware for Ditributed Controller Fengjun Shang, Wenjuan Gong College of Compute

More information

Implementation of a momentum-based distance metric for motion graphs. Student: Alessandro Di Domenico (st.no ), Supervisor: Nicolas Pronost

Implementation of a momentum-based distance metric for motion graphs. Student: Alessandro Di Domenico (st.no ), Supervisor: Nicolas Pronost Implementation of a momentum-baed ditance metric for motion graph Student: Aleandro Di Domenico (t.no 3775682), Supervior: Nicola Pronot April 3, 2014 Abtract Thi report preent the procedure and reult

More information

(12) Patent Application Publication (10) Pub. No.: US 2011/ A1

(12) Patent Application Publication (10) Pub. No.: US 2011/ A1 (19) United State US 2011 0316690A1 (12) Patent Application Publication (10) Pub. No.: US 2011/0316690 A1 Siegman (43) Pub. Date: Dec. 29, 2011 (54) SYSTEMAND METHOD FOR IDENTIFYING ELECTRICAL EQUIPMENT

More information

Increasing Throughput and Reducing Delay in Wireless Sensor Networks Using Interference Alignment

Increasing Throughput and Reducing Delay in Wireless Sensor Networks Using Interference Alignment Int. J. Communication, Network and Sytem Science, 0, 5, 90-97 http://dx.doi.org/0.436/ijcn.0.50 Publihed Online February 0 (http://www.scirp.org/journal/ijcn) Increaing Throughput and Reducing Delay in

More information

Trajectory Generation and Control of a 9 axis CNC Micromachining Center

Trajectory Generation and Control of a 9 axis CNC Micromachining Center Trajectory Generation and Control of a 9 axi CNC Micromachining Center A. Yuen, Y. Altinta (1)* Manufacturing Automation Laboratory, Department of Mechanical Engineering, The Univerity of Britih Columbia,

More information

3D SMAP Algorithm. April 11, 2012

3D SMAP Algorithm. April 11, 2012 3D SMAP Algorithm April 11, 2012 Baed on the original SMAP paper [1]. Thi report extend the tructure of MSRF into 3D. The prior ditribution i modified to atify the MRF property. In addition, an iterative

More information

First Analysis and Experiments in Aerial Manipulation Using Fully Actuated Redundant Robot Arm

First Analysis and Experiments in Aerial Manipulation Using Fully Actuated Redundant Robot Arm 203 IEEE/RSJ International Conference on Intelligent Robot and Sytem (IROS) November 3-7, 203. Tokyo, Japan irt Analyi and Experiment in Aerial Manipulation Uing ully Actuated Redundant Robot Arm elix

More information

Simulation of Rover Locomotion on Sandy Terrain - Modeling, Verification and Validation

Simulation of Rover Locomotion on Sandy Terrain - Modeling, Verification and Validation Simulation of Rover Locomotion on Sandy Terrain - Modeling, Verification and Validation Rainer Krenn, Gerd Hirzinger German Aeropace Center, DLR, Intitute of Robotic and Mechatronic Oberpfaffenhofen, D-82234

More information

Anisotropic filtering on normal field and curvature tensor field using optimal estimation theory

Anisotropic filtering on normal field and curvature tensor field using optimal estimation theory Aniotropic filtering on normal field and curvature tenor field uing optimal etimation theory Min Liu Yuhen Liu and Karthik Ramani Purdue Univerity, Wet Lafayette, Indiana, USA Email: {liu66 liu28 ramani}@purdue.edu

More information

New DSP to measure acoustic efficiency of road barriers. Part 2: Sound Insulation Index

New DSP to measure acoustic efficiency of road barriers. Part 2: Sound Insulation Index New DSP to meaure acoutic efficiency of road barrier. Part 2: Sound Inulation Index LAMBERTO TRONCHIN 1, KRISTIAN FABBRI 1, JELENA VASILJEVIC 2 1 DIENCA CIARM, Univerity of Bologna, Italy 2 Univerity of

More information

Service and Network Management Interworking in Future Wireless Systems

Service and Network Management Interworking in Future Wireless Systems Service and Network Management Interworking in Future Wirele Sytem V. Tountopoulo V. Stavroulaki P. Demeticha N. Mitrou and M. Theologou National Technical Univerity of Athen Department of Electrical Engineering

More information

Image authentication and tamper detection using fragile watermarking in spatial domain

Image authentication and tamper detection using fragile watermarking in spatial domain International Journal of Advanced Reearch in Computer Engineering & Technology (IJARCET) Volume 6, Iue 7, July 2017, ISSN: 2278 1323 Image authentication and tamper detection uing fragile watermarking

More information

Chapter 13 Non Sampling Errors

Chapter 13 Non Sampling Errors Chapter 13 Non Sampling Error It i a general aumption in the ampling theory that the true value of each unit in the population can be obtained and tabulated without any error. In practice, thi aumption

More information

Focused Video Estimation from Defocused Video Sequences

Focused Video Estimation from Defocused Video Sequences Focued Video Etimation from Defocued Video Sequence Junlan Yang a, Dan Schonfeld a and Magdi Mohamed b a Multimedia Communication Lab, ECE Dept., Univerity of Illinoi, Chicago, IL b Phyical Realization

More information

AN ALGORITHM FOR RESTRICTED NORMAL FORM TO SOLVE DUAL TYPE NON-CANONICAL LINEAR FRACTIONAL PROGRAMMING PROBLEM

AN ALGORITHM FOR RESTRICTED NORMAL FORM TO SOLVE DUAL TYPE NON-CANONICAL LINEAR FRACTIONAL PROGRAMMING PROBLEM RAC Univerity Journal, Vol IV, No, 7, pp 87-9 AN ALGORITHM FOR RESTRICTED NORMAL FORM TO SOLVE DUAL TYPE NON-CANONICAL LINEAR FRACTIONAL PROGRAMMING PROLEM Mozzem Hoain Department of Mathematic Ghior Govt

More information

Keywords: Defect detection, linear phased array transducer, parameter optimization, phased array ultrasonic B-mode imaging testing.

Keywords: Defect detection, linear phased array transducer, parameter optimization, phased array ultrasonic B-mode imaging testing. Send Order for Reprint to reprint@benthamcience.ae 488 The Open Automation and Control Sytem Journal, 2014, 6, 488-492 Open Acce Parameter Optimization of Linear Phaed Array Tranducer for Defect Detection

More information

Aspects of Formal and Graphical Design of a Bus System

Aspects of Formal and Graphical Design of a Bus System Apect of Formal and Graphical Deign of a Bu Sytem Tiberiu Seceleanu Univerity of Turku, Dpt. of Information Technology Turku, Finland tiberiu.eceleanu@utu.fi Tomi Weterlund Turku Centre for Computer Science

More information

Analyzing Hydra Historical Statistics Part 2

Analyzing Hydra Historical Statistics Part 2 Analyzing Hydra Hitorical Statitic Part Fabio Maimo Ottaviani EPV Technologie White paper 5 hnode HSM Hitorical Record The hnode i the hierarchical data torage management node and ha to perform all the

More information

Performance Evaluation of an Advanced Local Search Evolutionary Algorithm

Performance Evaluation of an Advanced Local Search Evolutionary Algorithm Anne Auger and Nikolau Hanen Performance Evaluation of an Advanced Local Search Evolutionary Algorithm Proceeding of the IEEE Congre on Evolutionary Computation, CEC 2005 c IEEE Performance Evaluation

More information

Domain-Specific Modeling for Rapid System-Wide Energy Estimation of Reconfigurable Architectures

Domain-Specific Modeling for Rapid System-Wide Energy Estimation of Reconfigurable Architectures Domain-Specific Modeling for Rapid Sytem-Wide Energy Etimation of Reconfigurable Architecture Seonil Choi 1,Ju-wookJang 2, Sumit Mohanty 1, Viktor K. Praanna 1 1 Dept. of Electrical Engg. 2 Dept. of Electronic

More information

Study on Automatic Spray of Distribution Boom System of Truck- Mounted Concrete Pump

Study on Automatic Spray of Distribution Boom System of Truck- Mounted Concrete Pump The Open Mechanical Engineering Journal, 2008, 2, 84-92 84 Open Acce Study on Automatic Spray of Ditribution Boom Sytem of Truck- Mounted Concrete Pump Shu-Wen Zhou, Li-Xin Guo * and Si-Qi Zhang College

More information

Comparison of Methods for Horizon Line Detection in Sea Images

Comparison of Methods for Horizon Line Detection in Sea Images Comparion of Method for Horizon Line Detection in Sea Image Tzvika Libe Evgeny Gerhikov and Samuel Koolapov Department of Electrical Engineering Braude Academic College of Engineering Karmiel 2982 Irael

More information

Data Mining with Linguistic Thresholds

Data Mining with Linguistic Thresholds Int. J. Contemp. Math. Science, Vol. 7, 22, no. 35, 7-725 Data Mining with Linguitic Threhold Tzung-Pei Hong Department of Electrical Engineering National Univerity of Kaohiung Kaohiung, Taiwan, R.O.C.

More information

Laboratory Exercise 6

Laboratory Exercise 6 Laboratory Exercie 6 Adder, Subtractor, and Multiplier a a The purpoe of thi exercie i to examine arithmetic circuit that add, ubtract, and multiply number. Each b c circuit will be decribed in Verilog

More information

Development of an atmospheric climate model with self-adapting grid and physics

Development of an atmospheric climate model with self-adapting grid and physics Intitute of Phyic Publihing Journal of Phyic: Conference Serie 16 (2005) 353 357 doi:10.1088/1742-6596/16/1/049 SciDAC 2005 Development of an atmopheric climate model with elf-adapting grid and phyic Joyce

More information

USING ARTIFICIAL NEURAL NETWORKS TO APPROXIMATE A DISCRETE EVENT STOCHASTIC SIMULATION MODEL

USING ARTIFICIAL NEURAL NETWORKS TO APPROXIMATE A DISCRETE EVENT STOCHASTIC SIMULATION MODEL USING ARTIFICIAL NEURAL NETWORKS TO APPROXIMATE A DISCRETE EVENT STOCHASTIC SIMULATION MODEL Robert A. Kilmer Department of Sytem Engineering Unite State Military Acaemy Wet Point, NY 1996 Alice E. Smith

More information

This article appeared in a journal published by Elsevier. The attached copy is furnished to the author for internal non-commercial research and

This article appeared in a journal published by Elsevier. The attached copy is furnished to the author for internal non-commercial research and Thi article appeared in a journal publihed by Elevier. The attached copy i furnihed to the author for internal non-commercial reearch and education ue, including for intruction at the author intitution

More information

Computer Arithmetic Homework Solutions. 1 An adder for graphics. 2 Partitioned adder. 3 HDL implementation of a partitioned adder

Computer Arithmetic Homework Solutions. 1 An adder for graphics. 2 Partitioned adder. 3 HDL implementation of a partitioned adder Computer Arithmetic Homework 3 2016 2017 Solution 1 An adder for graphic In a normal ripple carry addition of two poitive number, the carry i the ignal for a reult exceeding the maximum. We ue thi ignal

More information

x y z Design variable positions A

x y z Design variable positions A COMMUNICATIONS IN NUMERICAL METHODS IN ENGINEERING Commun. Numer. Meth. Engng 2001 00:1{7 [Verion: 2000/03/22 v1.0] A tabilied peudo-hell approach for urface parametriation in CFD deign problem O. Soto,R.Lohner

More information

The Association of System Performance Professionals

The Association of System Performance Professionals The Aociation of Sytem Performance Profeional The Computer Meaurement Group, commonly called CMG, i a not for profit, worldwide organization of data proceing profeional committed to the meaurement and

More information

Topics. Lecture 37: Global Optimization. Issues. A Simple Example: Copy Propagation X := 3 B > 0 Y := 0 X := 4 Y := Z + W A := 2 * 3X

Topics. Lecture 37: Global Optimization. Issues. A Simple Example: Copy Propagation X := 3 B > 0 Y := 0 X := 4 Y := Z + W A := 2 * 3X Lecture 37: Global Optimization [Adapted from note by R. Bodik and G. Necula] Topic Global optimization refer to program optimization that encompa multiple baic block in a function. (I have ued the term

More information

Modeling the Effect of Mobile Handoffs on TCP and TFRC Throughput

Modeling the Effect of Mobile Handoffs on TCP and TFRC Throughput Modeling the Effect of Mobile Handoff on TCP and TFRC Throughput Antonio Argyriou and Vijay Madietti School of Electrical and Computer Engineering Georgia Intitute of Technology Atlanta, Georgia 3332 25,

More information

A Boyer-Moore Approach for. Two-Dimensional Matching. Jorma Tarhio. University of California. Berkeley, CA Abstract

A Boyer-Moore Approach for. Two-Dimensional Matching. Jorma Tarhio. University of California. Berkeley, CA Abstract A Boyer-Moore Approach for Two-Dimenional Matching Jorma Tarhio Computer Science Diviion Univerity of California Berkeley, CA 94720 Abtract An imple ublinear algorithm i preented for two-dimenional tring

More information

INVERSE DYNAMIC SIMULATION OF A HYDRAULIC DRIVE WITH MODELICA. α Cylinder chamber areas ratio... σ Viscous friction coefficient

INVERSE DYNAMIC SIMULATION OF A HYDRAULIC DRIVE WITH MODELICA. α Cylinder chamber areas ratio... σ Viscous friction coefficient Proceeding of the ASME 2013 International Mechanical Engineering Congre & Expoition IMECE2013 November 15-21, 2013, San Diego, California, USA IMECE2013-63310 INVERSE DYNAMIC SIMULATION OF A HYDRAULIC

More information

Image Morphing Using Deformation Techniques

Image Morphing Using Deformation Techniques Image Morphing Uing Deformation Technique Seung-Yong Lee, Kyung-Yong Chwa, Jame Hahn, and Sung Yong Shin Department of Computer Science Korea Advanced Intitute of Science and Technology 373-1 Kuong-dong

More information

Aalborg Universitet. Published in: Proceedings of the Working Conference on Advanced Visual Interfaces

Aalborg Universitet. Published in: Proceedings of the Working Conference on Advanced Visual Interfaces Aalborg Univeritet Software-Baed Adjutment of Mobile Autotereocopic Graphic Uing Static Parallax Barrier Paprocki, Martin Marko; Krog, Kim Srirat; Kritofferen, Morten Bak; Krau, Martin Publihed in: Proceeding

More information

Computing C-space Entropy for View Planning

Computing C-space Entropy for View Planning Computing C-pace Entropy for View Planning for a Generic Range Senor Model Pengpeng Wang (pwangf@c.fu.ca) Kamal Gupta (kamal@c.fu.ca) Robotic Lab School of Engineering Science Simon Fraer Univerity Burnaby,

More information

Testing Structural Properties in Textual Data: Beyond Document Grammars

Testing Structural Properties in Textual Data: Beyond Document Grammars Teting Structural Propertie in Textual Data: Beyond Document Grammar Felix Saaki and Jen Pönninghau Univerity of Bielefeld, Germany Abtract Schema language concentrate on grammatical contraint on document

More information