Trajectory Generation and Control of a 9 axis CNC Micromachining Center

Size: px
Start display at page:

Download "Trajectory Generation and Control of a 9 axis CNC Micromachining Center"

Transcription

1 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, Vancouver, BC, V6T 1Z4, Canada A novel 9-axi micro-machine i preented. The machine ha three linear motor driven major axe and a magnetically levitated rotary table with ix degree of freedom. The table can rotate freely with pitch, roll, and yaw and three linear hort troke motion. The major drive bring the tool to the vicinity of target location while the magnetically levitated table poition the machine accurately. All nine drive are controlled imultaneouly by conidering the redundant kinematic of the machine without aturating the troke limit. Simulation and experiment how the generated reference command do not violate the limit of the feed drive, and i ufficiently accurate. Micro machining, Multi-axi, Redundant, Kinematic, Trajectory 1. Introduction There ha been a growing interet in the development of multi-axi micromachining center with preciion poitioning capability due to the miniaturization of engineering component [1] []. Sample application include micro-impeller, micro electromechanical device, urface texturing and micro-die and mold [3]. The conventional machine with erial kinematic configuration lead to accumulated inertia on the main carriage which reduce the bandwidth hence the tracking accuracy. The frictional contact at the drive lead to poor poitioning accuracy, and the ue of air bearing to reduce the friction can be cotly and diturbance tiffne may uffer. It i preferred to have a machine with multiple degree of freedom (DOF) to acce variou part feature with a minimum number of et up, and reduce the frictional contact a much a poible to achieve preciion poitioning at high feed peed. Kinematically redundant machine tool have been introduced to improve the acceible work area and enhance the preciion poitioning with exce drive [4]. Takeuchi et. al [5] uggeted frictionle aerotatic drive to improve the poitioning accuracy, and added a 6 th axi to a 5-axi machine to micro-mill miniature part with complex hape [6]. Lu and Uman preented a frictionle, magnetically levitated high peed table with 6 DOF with a large planar workpace [7]. The ame magnetic levitation principle ha been ued in deigning a rotary table with 6 DOF [8], and integrated to a 3 axi micro-machine to create a 9 DOF micro-machine preented in thi paper. The three axi Carteian gantry machine ha a granite tructure for thermal tability. Although multi-axi machine tool exit in the field of micro-manufacturing, very few have redundant degree of freedom a the configuration preented here. Choi et. al [9] preent a imilar configuration, however it rotation about the C-axi i limited, retricting it poible poitioning capabilitie. The combined ue of the rotary table preented in [8], and it increaed poitioning capabilitie, particularly in the C-axi, make the preented novel 9DOF machine capable of machining miniature feature, free form urface, and urface texture with a variety of micro geometrie. Though it i poible to manufacture complex part with a 5-axi machine, 4 additional axe provide capabilitie uch a geometric and tracking error compenation, or increaing the bandwidth of a redundant axe. The fundamental challenge are how to generate 5 axi tool path trajectory with mooth velocity, acceleration and jerk uing 4 extra, redundant drive without aturating any of the actuator troke, velocity, acceleration, and jerk limit, which are challenge that have not been fully addreed. Though work exit for planning trajectorie with toolpath limit [10] and configuration without redundancy [11] [1], feed planning for redundant configuration ha yet to be addreed. Thi paper preent a novel 9 degree of freedom machine tool including the trajectory generation algorithm and control trategy that allow imultaneou motion on all drive without aturating them. The propoed algorithm are experimentally demontrated on a patial helical path.. Overview of the 9-axi Micro-machine Tool The 9-axi micro-machine tool conit of a main, three axi Carteian machine body carrying a magnetically levitated table with 6 DOF a hown in Figure 1. The main drive are magnetically driven linear motor with x, y, and z peak force of 364N, 580N, and 458N, and continuou force of 91N, 145N, and 73N repectively. Each axi i capable of moving along the Carteian axe x, y, z with a troke of 100mm with an interpolator upported encoder reolution of 40nm. Air bearing upported direct driven Ficher pindle with 00,000 rev/min i mounted on the z axi of the machine. The rotary table i magnetically driven a hown in [8], where the mover conit of a circular Halbach magnet array and the tator i a circular printed circuit board (PCB). Actuation i achieved by paing current through copper coil in the PCB, which create an oppoing magnetic force to the magnet in the mover. The rotary table ha a troke limit of 100μm in the x, y, and z axe, and 0.5 degree in the A and B axe, and unlimited rotation in the C axi. The tranlational axe have a reolution of 0nm while the rotational axe have a reolution of 0.6µrad. Since the table i non-contact, problem aociated with traditional rotary table, uch a friction and backlah, are eliminated [8]. Figure 1. UBC MAL 9-axi micromaching center and the kinematic chain The magnetic actuator i fatened to the top of the -Y axe of the micro-mill a hown in Figure 1. The rotary table i configured o that the tranlational axe of the rotary table are parallel with the tranlational axe of micro-mill. With 3 DOF from the micro-mill and 6 DOF from the rotary table, the micromachining center ha 9 DOF. The micro-machine i controlled by a ingle dspace DS1103 realtime computer. The real-time computer provide three PWM channel and three encoder channel to the micro-mill for current command and poition feedback, repectively. For the rotary table, 4 encoder channel, four analog-to-digital channel, and 8 digital-to-analog channel are required. The 4 encoder channel meaure 4 tranlational location of the rotary table, providing olution for the x, y, and C poition of the rotary table. The 4 analog-to-digital channel interface

2 with 4 capacitance probe that meaure the height of 4 different location of the rotary table, thu olving for the z, A, and B, poition of the rotary table. The 8 digital-to-analog channel are needed to control the 4, three-phae linear amplifier to actuate the rotary table. A a reult, 7 encoder channel, 3 PWM channel, 8 digital-to-analog converter, and 4 analog-to-digital converter are ued to control the whole machine. Since the machine ha more DOF than neceary, a trajectory generation trategy ha been developed o that the generated poition command correpond to the deired tooltip poition and orientation. Furthermore, given the different dynamic of the micro-mill and rotary table, control trategie have been developed for the different drive. The machine i controlled by an in-houe developed, modular, open architecture CNC running on real-time MATLAB upported dspace digital ignal proceing board. 3. Trajectory Generation for the 9-axi Micro-machine Tool The poition of a micro-end mill attached to the pindle can be repreented by it Carteian coordinate P = [P x P y P z ] T and orientation O = [O i O j O k ] T vector with repect to the workpiece. Since the micromachining center ha more DOF than neceary, the relative motion between the tool and workpiece need to be delivered by imultaneouly controlling 9 drive poition, q = [x c y c z c x f y f z f a f b f c f ] T, while reolving the infinite combination of drive poition poible. The ubcript c and f indicate axe on the micro-mill and rotary table, repectively. Furthermore, the poition command mut be cheduled o the limit of the drive are not violated while travering the deired path a fat a poible Forward Kinematic: Given the tool poition (t t p ) and tool orientation (t t o ) in the tool coordinate ytem pecified in NC tool path, the poition and orientation of the tool with repect to the workpiece can be evaluated from the drive poition with the following homogenou tranformation, p P O [ 1 0 ] = H(q) [t o t t t 1 0 ] (1) where H(q) i the coordinate tranformation matrix from the tool coordinate ytem to the workpiece coordinate ytem. The invere of the coordinate tranformation from the bae coordinate ytem to the workpiece i given a: c bf c cf c bf cf b f x c + x f c af cf + c af c cf H(q) b c cf af bf af bf c bf af y cf c + y f w = af cf c cf af + c af c cf bf c af bf c af bf z f cf [ ] where x c y c z c x f y f z f a f b f c f are the drive command of the machine. The trigonometric term are hortened for brevity a follow: c af = co a f, af = in a f, c bf = co b f, bf = in b f, c cf = co c f and cf = in c f. The tranformation from the bae coordinate ytem to the tool: () H(q) b t = [ ] (3) z c where z c i the z axi command of the machine. The tranformation matrix H(q) i evaluated a (Figure 1): H(q) = (H(q) w b ) 1 H(q) t b (4) A a reult, the tooltip poition P(q) and tool axi orientation O(q) are expreed by the poition of all 9 drive pecified in vector (q). 3.. Invere Kinematic: The cutter location command given in the NC program are mapped to the drive uing the invere kinematic, which are olved at the differential level with the Jacobian matrix (J(q)) of the 9 axi micro-machine. The Jacobian (J(q)) i obtained by taking the derivative of P(q) and O(q) from Eq. (1) with repect to the drive poition a hown: J(q) = dp x dp x dx c dc f do k do k [ dx c dc f ] The Jacobian map the differential motion change of the drive to the differential change of the tool poition (dr) a: (5) dr = J(q)dq (6) where R = [P() O()] T i a vector with the deired poition and orientation of the tool a a function of the diplacement () along the toolpath. The tool poition (P()) and orientation (O()) are jerk continuou pline a decribed in [13]. If dr i known, then dq can be found baed on the method propoed in [14]. Firt, the Moore- Penroe peudoinvere of the Jacobian i found a: J (q) = J(q) T (J(q)J(q) T ) 1 (7) Since the deired tool poition and orientation are pecified a a function of diplacement, dr/d can be found analytically. The differential of the drive poition with repect to diplacement dq/d i found from Eq. (7) a [15]: dq d = J (q) dr d α(i J(q)T J (q) T ) φ(q) (8) which lead to many olution of dq/d becaue of extra redundant drive of the machine. Only one feaible olution, which give the lowet motion of all drive to reach target poition without violating the troke limit of the micro-machine and rotary table, need to be identified. The firt term of Eq. (8), J (q)(dr/d) give the minimum average movement of all drive to travel d [16]. The econd term of Eq. (8) guarantee the avoidance of aturating the troke limit of all drive by electing the cot function φ(q) a follow [15]. with the gradient: φ(q) = x c + y c + + c f (9) x c,max φ(q) = [ x c x c,max y c,max y, c y c,max,, c f,max T c f ] c f,max (10) α i a weight factor between the lowet movement of all drive (i.e. firt part of Eq. (8)) and troke limit avoidance (i.e. econd part of Eq. (8)), and mut be iteratively earched to atify all troke limit for all egment along the path. From Eq. (9) and Eq. (10) it can be een that deviation from the center of the drive are penalized. The olution attempt to keep the drive poition centered without violating the troke limit. In hort, all 9 drive move to achieve a 5 axi tool path, without exceeding the hort troke limit of the

3 magnetically rotary table. From the geometric derivative, dq/d, the correponding drive poition can be found by uing a numerical integration cheme uch a the forward Euler integration a follow, q[n + 1] = q[n] + dq[n] d (11) where i a uniform diplacement interval on the toolpath and n indicate the n th interval of command generation. A olution for Eq. (8) and Eq. (11) will alway be poible ince there are no contraint on the geometric derivative The reult of thi algorithm are axe command q, cheduled at fixed toolpath diplacement interval. Thi information can then be ued with a feed optimization trategy which take thi a an input [11] [1] and plan the tangential feedrate, o the limit of the ervo drive are not violated. 4. Control of the 9 drive of the machine The linear motor of the 3-axi micro-mill and the magnetically actuated free floating ma of the 6-axi rotary table are controlled independently a follow: 4.1. Linear Motor Control: The open loop tranfer function between the poition () and applied magnetic force (F) can be modelled by the following rigid body dynamic: F = 1 M + B (1) where M i the ma of the mover and B i the vicou friction from the guideway with roller bearing contact. A proportional poition controller cacaded with a proportional-integral velocity controller i ued to control the linear drive at the initial development of the machine. The cloed loop tranfer function of the axi poition () i derived for a given reference poition command ( R ) a: K p K v + K p K vi = R M 3 + (B + K v ) (13) + (K vi + K p K v ) + K p K vi where K p i the poition controller gain, K v i the velocity controller gain and K vi i the gain of the integral velocity controller. The gain are elected o the velocity loop and poition loop ha a bandwidth of 60Hz and 0Hz, repectively. The performance i further increaed with a feed-forward controller to compenate for the non-linear tatic friction of the drive. 4.. Rotary Table Control: The rotary table i a free floating ma, and it tranfer function between the poition () and applied magnetic force (F) which can be modelled a follow F = 1 (14) m where m i the ma of the mover in the tranlational axe and the moment of inertia in the rotational axe. Since the phae of the tranfer function hown in Eq. i -180 degree, phae ha been added with the following lead-lag controller at the deired bandwidth, C() = F = K (1 + αt 1 + T ) (15) where K adjut the croover frequency, α adjut the amount of phae to be added, and T adjut the frequency at which the phae i added. Thee value are elected to add 60 degree of phae at a croover frequency of 100 Hz, reulting in a bandwidth of approximately 100 Hz. Furthermore, to remove DC error, an integrator (I() = 1 + ω i /) i cacaded with the lead-lag controller. The gain of the integrator, ω i, i elected to be 10Hz o it dynamic do not affect the dynamic of the lead-lag controller. Uing the lead-lag controller and integrator, the axe of the rotary table have the following cloed loop tranfer function: KαT + K(1 + ω i αt) + Kω i = (16) R MT 4 + M 3 + KαT + K(1 + ω i αt) + Kω i 5. Simulation and Experimental Reult Simulation and experiment have been performed to validate the propoed kinematic and control model. The control parameter, ma, and friction of each of the axe are hown in Error! Reference ource not found.. A helical tool path ha been ued to tet the machine. The imulated toolpath and correponding tool poition command are in Figure. The experimental tracking error of all axe are hown in Figure 3 and the accuracy of the machine, a meaured by a laer interferometer, i hown in Table. The tracking error of the micromill axe are within 10μm. The tracking error of the rotary table are 00nm in tranlation and 0μrad in rotation, with the exception of the pike in the C-axi tracking error at.3 econd, where a direction change occur. The propoed trajectory generation algorithm i ued with a feedrate optimization trategy [11] to enure the planned trajectory doe not violate any drive limit. Figure 4 how the computed jerk of the reference command. The jerk hit the limit, indicating the algorithm attempt to optimize the feed profile, but doe not violate the limit. A it can be een, the trajectory generation algorithm can be ued uccefully with exiting optimization trategie to generate movement profile o the 9-axi machine tay within it limit.

4 Table 1. Control parameter of the 9-axi machine Axi PPl Parameter Vicou Inertia K p K v K vi Friction x c kg 7.6 kg y c kg kg z c kg 17.6 kg Lead Lag Parameter Vicou Axi Inertia K Friction x f, y f, z f α = kg.3 kg a T = f, b f kg mm 0 kg mm ω i = 6.83 c f kg mm 0 kg mm Figure 4. Spatial toolpath and poition and orientation command. Figure. Experimental Tracking error of all axe of the micro-machine Table. Laer accuracy tet for 9-axi machine Micromill Accuracy Rotary Table Accuracy x c 3.9 μm x f 0.6 μm y f 0.3 μm y c 5.1 μm z f 3.9 μm a f 0. mrad z c 0.1 μm b f 0. mrad 1.3 mrad 6. Concluion A novel 9-axi micromachining center ha been preented. The 9- axi micromachining center conit of a micro-mill with three linear, large troke axe, and a 6 DOF magnetically actuated rotary table with three linear and three rotational degree of freedom. The fundamental challenge i to deliver a 5 axi tool path by moving all 9 drive with different troke and acceleration limit imultaneouly. The propoed novel geometric trajectory generation algorithm i able to handle the redundant drive without aturating any of the 9 drive. The algorithm optimize the velocitie of redundant drive, i.e. x axi of the mill with a long troke (100mm) and x axi of the rotary table c f Figure 3. Computed jerk of tranlational and rotational reference command with a hort troke (0.mm), o that both move but poition the tool at the deired location. The preliminary deign, kinematic and control method allowed the full operation of the novel micro-machine in real time. The reearcher are currently invetigating new dual-axi control method with improved bandwidth and trajectory generation, while minimizing the diturbance caued by micro-milling force. The metrology of the machine will be developed to compenate it volumetric accuracy. The machine will be ued in micro-end milling of miniature feature and texture. Acknowledgement: Thi reearch ha been upported by National Science and Engineering Council of Canada, Dicovery Grant NSERC Reference [1] Byrne, G., Dornfeld, D., Denkena, B., 003, Advancing Cutting Technology, CIRP Annal - Manufacturing Technology, 5: [] Dornfeld, D., Min, S., Takeuchi, Y., 006, Recent Advance in Mechanical Micromachining, CIRP Annal - Manufacturing Technology, 55: [3] Pier, J., 009, Turbohaft Setup, Internet: [Mar. 1, 016]. [4] Halevi, Y., Carpanzano, E., Montalbano, G., Koren, Y., 011, Minimum energy control of redundant actuation machine tool, CIRP Annal - Manufacturing Technology, 60: [5] Takeuchi, Y., Sakaida, Y., Sawada, K., Sata, T., 000, Development of a 5-Axi Control Ultrapreciion Milling Machine for Micromachining Baed on Non-Friction Servomechanim, CIRP Annal - Manufacturing Technology, 49: [6] Takeuchi, Y., Yoneyama, Y., Ihida, T., Kawai, T., 009, 6-Axi control ultrapreciion microgrooving on culptured urface with non-rotational cutting tool, CIRP Annal - Manufacturing Technology, 58: [7] Lu,., Uman, I.U.-R., 01, 6D direct-drive technology for planar motion tage, CIRP Annal - Manufacturing Technology, 61: [8] Lu,., Dyck, M., Altinta, Y., 015, Magnetically levitated ix degree of freedom rotary table, CIRP Annal - Manufacturing Technology, 64: [9] Choi, Y.-M., Gweon, D.-G., 011, A High-Preciion Dual-Servo Stage Uing Halbach Linear Active Magnetic Bearing, IEEE/ASME Tranaction on Mechatronic, 16: [10] Erkorkmaz, K., Altinta, Y., 001, High peed CNC ytem deign. Part I: jerk limited trajectory generation and quintic pline interpolation, International Journal of Machine Tool and Manufacture, 41: [11] Sencer, B., Altinta, Y., Croft, E., 008, Feed optimization for five-axi CNC machine tool with drive contraint, International Journal of Machine Tool and Manufacture, 48: [1] Dong, J., Ferreira, P.-M., Stori, J.-A., 007, Feed-rate optimization with jerk contraint for generating minimum-time trajectorie, International Journal of Machine Tool and Manufacture, 47: [13] Yuen, A., Zhang, K., Altinta, Y., 013, Smooth trajectory generation for five-axi machine tool, International Journal of Machine Tool and Manufacture, 71: [14] Whitney, D., 1969, Reolved Motion Rate Control of Manipulator and Human Prothee, IEEE Tranaction on Man-Machine Sytem, 10: [15] Liegeoi, A., 1977, Automatic Superviory Control of the Configuration and Behavior of Multibody Mechanim, IEEE Tranaction on Sytem, Man and Cybernetic, 7: [16] Klein, C., Huang, C.-H., 1983, Review of peudoinvere control for ue with kinematically redundant manipulator, IEEE Tranaction on Sytem, Man and Cybernetic, 13:45-50.

5

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

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

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

Kinematics Programming for Cooperating Robotic Systems

Kinematics Programming for Cooperating Robotic Systems 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,

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

CONTROL RAPID PROTOTYPING OF REDUNDANTLY ACTUATED PARALLEL KINEMATICAL MACHINE

CONTROL RAPID PROTOTYPING OF REDUNDANTLY ACTUATED PARALLEL KINEMATICAL MACHINE CONROL RAPID PROOYPING OF REDUNDANLY ACUAED PARALLEL KINEMAICAL MACHINE Michael Valášek, Zbyněk Šika, Jan Zavřel, omáš Skopec, Pavel Steinbauer CU in Prague, Faculty of Mechanical Engineering Abtract Reunantly

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

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

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

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

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

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

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

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

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

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 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

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

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

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

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

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

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

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

A Linear Interpolation-Based Algorithm for Path Planning and Replanning on Girds *

A Linear Interpolation-Based Algorithm for Path Planning and Replanning on Girds * Advance in Linear Algebra & Matrix Theory, 2012, 2, 20-24 http://dx.doi.org/10.4236/alamt.2012.22003 Publihed Online June 2012 (http://www.scirp.org/journal/alamt) A Linear Interpolation-Baed Algorithm

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

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

Analytical Redundancy and Fuzzy Inference in AUV Fault Detection and Compensation

Analytical Redundancy and Fuzzy Inference in AUV Fault Detection and Compensation Analytical Redundancy and Fuzzy Inference in AUV Fault Detection and Compenation A. J. Healey Profeor and Director Center for AUV Reearch Naval Potgraduate School Monterey, CA 93953 healey@me.np.navy.mil

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

Stochastic Search and Graph Techniques for MCM Path Planning Christine D. Piatko, Christopher P. Diehl, Paul McNamee, Cheryl Resch and I-Jeng Wang

Stochastic Search and Graph Techniques for MCM Path Planning Christine D. Piatko, Christopher P. Diehl, Paul McNamee, Cheryl Resch and I-Jeng Wang Stochatic Search and Graph Technique for MCM Path Planning Chritine D. Piatko, Chritopher P. Diehl, Paul McNamee, Cheryl Rech and I-Jeng Wang The John Hopkin Univerity Applied Phyic Laboratory, Laurel,

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

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

DAROS: Distributed User-Server Assignment And Replication For Online Social Networking Applications

DAROS: Distributed User-Server Assignment And Replication For Online Social Networking Applications DAROS: Ditributed Uer-Server Aignment And Replication For Online Social Networking Application Thuan Duong-Ba School of EECS Oregon State Univerity Corvalli, OR 97330, USA Email: duongba@eec.oregontate.edu

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

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

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

(12) United States Patent

(12) United States Patent (12) United State Patent USOO9423281B2 (10) Patent No.: US 9.423,281 B2 Agrawal et al. (45) Date of Patent: Aug. 23, 2016 (54) SELF-CALIBRATING SINGLE TRACK USPC... 702/150 ABSOLUTE ROTARY ENCODER See

More information

( ) subject to m. e (2) L are 2L+1. = s SEG SEG Las Vegas 2012 Annual Meeting Page 1

( ) subject to m. e (2) L are 2L+1. = s SEG SEG Las Vegas 2012 Annual Meeting Page 1 A new imultaneou ource eparation algorithm uing frequency-divere filtering Ying Ji*, Ed Kragh, and Phil Chritie, Schlumberger Cambridge Reearch Summary We decribe a new imultaneou ource eparation algorithm

More information

1Introduction CHAPTER ONE IN THIS CHAPTER. APEX Drive Description and Block Diagram. ➀ Introduction 1

1Introduction CHAPTER ONE IN THIS CHAPTER. APEX Drive Description and Block Diagram. ➀ Introduction 1 CHAPTER ONE Introduction IN THIS CHAPTER Introduction APE Drive Decription and Block Diagram ➀ Introduction INTRODUCTION Thi uer guide decribe three product. APE0 Servo Drive 6A peak, 8A continuou; phae

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

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

Tracking High Speed Skater by Using Multiple Model

Tracking High Speed Skater by Using Multiple Model Vol. 2, No. 26 Tracing High Speed Sater by Uing Multiple Model Guojun Liu & Xianglong Tang School of Computer Science & Engineering Harbin Intitute of Technology Harbin 5000, China E-mail: hitliu@hit.edu.cn

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

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

Multi-Target Tracking In Clutter

Multi-Target Tracking In Clutter Multi-Target Tracking In Clutter John N. Sander-Reed, Mary Jo Duncan, W.B. Boucher, W. Michael Dimmler, Shawn O Keefe ABSTRACT A high frame rate (0 Hz), multi-target, video tracker ha been developed and

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

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

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

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

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

Motivation: Level Sets. Input Data Noisy. Easy Case Use Marching Cubes. Intensity Varies. Non-uniform Exposure. Roger Crawfis

Motivation: Level Sets. Input Data Noisy. Easy Case Use Marching Cubes. Intensity Varies. Non-uniform Exposure. Roger Crawfis Level Set Motivation: Roger Crawfi Slide collected from: Fan Ding, Charle Dyer, Donald Tanguay and Roger Crawfi 4/24/2003 R. Crawfi, Ohio State Univ. 109 Eay Cae Ue Marching Cube Input Data Noiy 4/24/2003

More information

3D MODELLING WITH LINEAR APPROACHES USING GEOMETRIC PRIMITIVES

3D MODELLING WITH LINEAR APPROACHES USING GEOMETRIC PRIMITIVES MAKARA, TEKNOLOGI, VOL. 9, NO., APRIL 5: 3-35 3D MODELLING WITH LINEAR APPROACHES USING GEOMETRIC PRIMITIVES Mochammad Zulianyah Informatic Engineering, Faculty of Engineering, ARS International Univerity,

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

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

Dynamically Reconfigurable Neuron Architecture for the Implementation of Self- Organizing Learning Array

Dynamically Reconfigurable Neuron Architecture for the Implementation of Self- Organizing Learning Array Dynamically Reconfigurable Neuron Architecture for the Implementation of Self- Organizing Learning Array Januz A. Starzyk,Yongtao Guo, and Zhineng Zhu School of Electrical Engineering & Computer Science

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

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

Interface Tracking in Eulerian and MMALE Calculations

Interface Tracking in Eulerian and MMALE Calculations Interface Tracking in Eulerian and MMALE Calculation Gabi Luttwak Rafael P.O.Box 2250, Haifa 31021,Irael Interface Tracking in Eulerian and MMALE Calculation 3D Volume of Fluid (VOF) baed recontruction

More information

Multiestimation-Based Adaptive Control of Robotic Manipulators With Applications to Master Slave Tandems

Multiestimation-Based Adaptive Control of Robotic Manipulators With Applications to Master Slave Tandems Multietimation-Baed Adaptive Control of Robotic Manipulator With Application to Mater Slave andem A. IBEAS and M. de la SEN Intituto de Invetigación y Dearrollo de Proceo Facultad de Ciencia Campu de Leioa

More information

TAM 212 Worksheet 3. Solutions

TAM 212 Worksheet 3. Solutions Name: Group member: TAM 212 Workheet 3 Solution The workheet i concerned with the deign of the loop-the-loop for a roller coater ytem. Old loop deign: The firt generation of loop wa circular, a hown below.

More information

Laboratory Exercise 2

Laboratory Exercise 2 Laoratory Exercie Numer and Diplay Thi i an exercie in deigning cominational circuit that can perform inary-to-decimal numer converion and inary-coded-decimal (BCD) addition. Part I We wih to diplay on

More information

Adaptive Beam Director for a Tiled Fiber Array

Adaptive Beam Director for a Tiled Fiber Array Adaptive Beam Director for a Tiled Fiber Array Mikhail A. Vorontov Intelligent Optic Laboratory, Computational and Information Science Directorate, U.S. Army Reearch Laboratory, 2800 Powder Mill Road,

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

w w w. a j e r. o r g Page 98 Montreal, Canada) Corresponding Author: Essa Abrahim Abdulgader Saleem

w w w. a j e r. o r g Page 98 Montreal, Canada) Corresponding Author: Essa Abrahim Abdulgader Saleem American Journal of Engineering Reearch (AJER) e-issn: 2320-0847 p-issn : 2320-0936 Volume-6, Iue-10, pp-98-107 www.ajer.org Reearch Paper Open Acce Multi-objective optimization of multi-tate reliability

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

A New Approach to Pipeline FFT Processor

A New Approach to Pipeline FFT Processor A ew Approach to Pipeline FFT Proceor Shouheng He and Mat Torkelon Department of Applied Electronic, Lund Univerity S- Lund, SWEDE email: he@tde.lth.e; torkel@tde.lth.e Abtract A new VLSI architecture

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

A Fast Association Rule Algorithm Based On Bitmap and Granular Computing

A Fast Association Rule Algorithm Based On Bitmap and Granular Computing A Fat Aociation Rule Algorithm Baed On Bitmap and Granular Computing T.Y.Lin Xiaohua Hu Eric Louie Dept. of Computer Science College of Information Science IBM Almaden Reearch Center San Joe State Univerity

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

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

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

How to Select Measurement Points in Access Point Localization

How to Select Measurement Points in Access Point Localization Proceeding of the International MultiConference of Engineer and Computer Scientit 205 Vol II, IMECS 205, March 8-20, 205, Hong Kong How to Select Meaurement Point in Acce Point Localization Xiaoling Yang,

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

Dark-field Tomography: Modeling and Reconstruction

Dark-field Tomography: Modeling and Reconstruction Dark-field Tomography: Modeling and Recontruction W. Cong, F. Pfeiffer, M. Bech, O. Bunk, C. David, and G. Wang Abtract: Dark-field image are formed by mall-angle cattering of x-ray photon. The mall-angle

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

mapping reult. Our experiment have revealed that for many popular tream application, uch a networking and multimedia application, the number of VC nee

mapping reult. Our experiment have revealed that for many popular tream application, uch a networking and multimedia application, the number of VC nee Reolving Deadlock for Pipelined Stream Application on Network-on-Chip Xiaohang Wang 1,2, Peng Liu 1 1 Department of Information Science and Electronic Engineering, Zheiang Univerity Hangzhou, Zheiang,

More information

Source Code (C) Phantom Support Sytem Generic Front-End Compiler BB CFG Code Generation ANSI C Single-threaded Application Phantom Call Identifier AEB

Source Code (C) Phantom Support Sytem Generic Front-End Compiler BB CFG Code Generation ANSI C Single-threaded Application Phantom Call Identifier AEB Code Partitioning for Synthei of Embedded Application with Phantom André C. Nácul, Tony Givargi Department of Computer Science Univerity of California, Irvine {nacul, givargi@ic.uci.edu ABSTRACT In a large

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

Markov Random Fields in Image Segmentation

Markov Random Fields in Image Segmentation Preented at SSIP 2011, Szeged, Hungary Markov Random Field in Image Segmentation Zoltan Kato Image Proceing & Computer Graphic Dept. Univerity of Szeged Hungary Zoltan Kato: Markov Random Field in Image

More information

Modelling the impact of cyber attacks on the traffic control centre of an urban automobile transport system by means of enhanced cybersecurity

Modelling the impact of cyber attacks on the traffic control centre of an urban automobile transport system by means of enhanced cybersecurity Modelling the impact of cyber attack on the traffic control centre of an urban automobile tranport ytem by mean of enhanced cyberecurity Yoana Ivanova 1,* 1 Bulgarian Academy of Science, Intitute of ICT,

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

IMPROVED JPEG DECOMPRESSION OF DOCUMENT IMAGES BASED ON IMAGE SEGMENTATION. Tak-Shing Wong, Charles A. Bouman, and Ilya Pollak

IMPROVED JPEG DECOMPRESSION OF DOCUMENT IMAGES BASED ON IMAGE SEGMENTATION. Tak-Shing Wong, Charles A. Bouman, and Ilya Pollak IMPROVED DECOMPRESSION OF DOCUMENT IMAGES BASED ON IMAGE SEGMENTATION Tak-Shing Wong, Charle A. Bouman, and Ilya Pollak School of Electrical and Computer Engineering Purdue Univerity ABSTRACT We propoe

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

Mechanical Design and Kinematics Analysis of a Hydraulically Actuated Manipulator

Mechanical Design and Kinematics Analysis of a Hydraulically Actuated Manipulator Send Order for Reprint to reprint@benthamcience.net The Open Mechanical Engineering Journal 0 8 7-7 Open Acce Mechanical Deign and Kinematic Anali of a Hdraulicall Actuated Manipulator Xuewen Rong Rui

More information

SIMIT 7. Profinet IO Gateway. User Manual

SIMIT 7. Profinet IO Gateway. User Manual SIMIT 7 Profinet IO Gateway Uer Manual Edition January 2013 Siemen offer imulation oftware to plan, imulate and optimize plant and machine. The imulation- and optimizationreult are only non-binding uggetion

More information

Research Article A Comparison between Position-Based and Image-Based Dynamic Visual Servoings in the Control of a Translating Parallel Manipulator

Research Article A Comparison between Position-Based and Image-Based Dynamic Visual Servoings in the Control of a Translating Parallel Manipulator Journal of Robotic Volume 212, Article ID 13954, 11 page doi:1.1155/212/13954 Reearch Article A Comparion between Poition-Baed and Image-Baed Dynamic Viual Servoing in the Control of a Tranlating Parallel

More information

An Active Stereo Vision System Based on Neural Pathways of Human Binocular Motor System

An Active Stereo Vision System Based on Neural Pathways of Human Binocular Motor System Journal of Bionic Engineering 4 (2007) 185 192 An Active Stereo Viion Sytem Baed on Neural Pathway of Human Binocular Motor Sytem Yu-zhang Gu 1, Makoto Sato 2, Xiao-lin Zhang 2 1. Department of Advanced

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

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

(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

A Handover Scheme for Mobile WiMAX Using Signal Strength and Distance

A Handover Scheme for Mobile WiMAX Using Signal Strength and Distance A Handover Scheme for Mobile WiMAX Uing Signal Strength and Ditance Mary Alatie, Mjumo Mzyece and Anih Kurien Department of Electrical Engineering/French South African Intitute of Technology (F SATI) Thwane

More information

E-APPLAB #1

E-APPLAB #1 E-APPLAB-93-069850 #1 Ultrafat tomography experiment etup at D-1 Beamline at CHESS The experiment etup conit of three major part: x-ray ource, injection chambe and detecto a hown chematically in Fig. EPAPS1a.

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

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

Software Shaders in Interactive Environments Using Relief Impostors

Software Shaders in Interactive Environments Using Relief Impostors Software Shader in Interactive Environment Uing Relief Impotor ESTEBAN WALTER GONZALEZ CLUA BRUNO FEIJÓ MARCELO DREUX, FRANCISCO FONSECA ICAD/IGame/ViionLab, Department of Computer Science, PUC-Rio {eteban,

More information

A NEW APPROACH IN MEASURING OF THE ROUGHNESS FOR SURFACE CONSTITUTED WITH MACHINING PROCESS BY MATERIAL REMOVAL

A NEW APPROACH IN MEASURING OF THE ROUGHNESS FOR SURFACE CONSTITUTED WITH MACHINING PROCESS BY MATERIAL REMOVAL International Journal of Mechanical and Production Engineering Reearch and Development (IJMPERD) ISSN 49-689 Vol. 3, Iue, Mar 3, 4-5 TJPRC Pvt. Ltd. A NEW APPROACH IN MEASURING OF THE ROUGHNESS FOR SURFACE

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

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

ML85C. Data Sheet. Press fit monitoring module. Special features. Block. diagram PLC. B en

ML85C. Data Sheet. Press fit monitoring module. Special features. Block. diagram PLC. B en ML85C Pre fit monitoring module Special feature Data Sheet Meaurement and evaluation ytem for force/diplacement coure in fitting procee Graphical repreentation of the procee with zoom function Immediate

More information