Motion accuracy of NC machine tools

Size: px
Start display at page:

Download "Motion accuracy of NC machine tools"

Transcription

1 otion accurac of NC machine tools ARIN DOINA, STANCIU IOAN, ARIN DAN IHAIL Dnamics Sstems Deartment Institute of Solid echanics-romanian Academ 15, Constantin ille Street, Bucharest, 1141 S.C. Turbomecanica S.A. 224, Iuliu aniu Street, Bucharest S.C. Aerofina S.A. 5, Fabrica de glucoza Street, Bucharest ROANIA Abstract: odern CNC machines have two rincial sstems: the cutting sstem and feeding sstem. Work iece accurac is the overall outcome of cutting and feeding sstems. This aer investigate the contour errors (circular and square corner ath) on the bases of a comlete CNC sstem, that includes all grou of functions in CNC machining. Traector lanning, traector tracking, the cutting rocess and the machine structure are established. The deendence of contour errors on traector rofile (ath), feed-rate, cutting deth and frequenc resonse of the table sstem are investigated as well. Ke-Words: High seed machining; Tracking control; otion accurac; Contour errors; Traector measurement; Structure. 1 Introduction In order to fulfill the requirements of modern industr, the accurac of multi-axes machines has been one of the rincial concerns in their design and imlementation. The qualit of workiece in terms of contour accurac is the outcome of cutting, feeding and machine structure dnamics. Surface finish have been studied from the ersective of cutting dnamics while contour accurac has been studied from the ersective of tracking control, but both need to be considered from the combined ersective of cutting, feeding and machine structure eseciall for milling rocess [2]. Scientific researchers examined cutting rocess dnamics with reference to the combined cutting force and machine tool sindle. Cutting force model for milling rocess develoed based uon tool geometrics, work materials and other factors, and these models hel to redict forces and determine otimal cutting arameters [1], [5]. One factor has remained unexamined the deviation due to feeding errors. The feed drive errors results from imerfection of machine control sstem. Control strategies used for NC machine tools are Feed Forward Control, Cross Couling Control and Otimal Control. Otimal Control is further broken down into Predictive Control (Generalized Predictive Control GPC), Adative Control and Learning Control. Feed forward control is oen loo comensation; it does not use ast or current ath error information in calculating command signals, nor does it address issues with coordinated motion. As a result, feed forward techniques resond oorl in the resence of disturbances or modeling inaccuracies. Cross-couled control (CCC) was develoed b Koren [4]. This method switched the focus of controllers from maintaining each axis at its target osition, to minimizing ath error. CCC estimates the oint on the target ath and uses this to determine the error for each axis. This error signal is than used in combination with an one of a number of controllers to control the coordinated osition. Otimal controllers create a command sequence that otimizes sstem erformance. Ticall, this is the minimization of the difference between target and redicted outut. GPC and its variations reresent advanced otimal control. GPC is comutationall intense for servo control. However, as comutational ower increases, these issues ma disaear [7]. Cutting dnamics, tracking control and contour accurac acquire new asects of investigation in the era of high-seed cutting. The aim of the aer is to examine accurac of contours (circular and linear ath - square corner analses) as an ensemble of cutting, feeding and machine structure dnamics. ISBN: ISSN

2 2 Dnamics of milling rocess Two structures imortantl contribute to the cutting dnamics: the sindle sstem (fig.1) and the feeding sstem (fig.2). The sindle and feeding table were modeled b a second order sstem in the X and Y directions. The equations for tool/sindle sstem are X & + C X& + K X F, (1) tx t tx t tx t Y & + C Y& + K Y F. (2) t t t t t t In milling rocess are imlicated two axes for realizing the workiece ath. These axis are structured identicall, one of them (X axis) is illustrated in fig. 2. The equations for feeding sstem are Fig.1. Dnamic model for sindle sstem. Fig. 2. Dnamic model for feed drive sstem. X & + C X& + K X F, (3) wx w wx w wx w Y & + C Y& + K Y F. (4) w w w w w where: t, C t and K t reresent tool mass, daming and stiffness, resectivel; X t and Y t are the dislacements of the tool in X - and Y - directions, resectivel, and F(t) is the cutting force. w, C w and K w are table mass, daming and stiffness, resectivel. x x The formation of cutting force and the excitation of the machine structure b the cutting force contribute to the cutting dnamics. The dnamic model of the milling cutter used in this aer is assumed to be a sstem with two modes of vibration in two erendicular directions, X and Y, and the feed direction is along the X-axis. The milling sstem under consideration shown in fig. 1, where the X and Y coordinate sstem is fixed with resect to the machine tool structure and its axes are aligned with the rincial modes of oscillation. This is a common characteristic of the sindle tool assembl, which is the most flexible art of a tical milling machine. The milling cutter has n teeth, which are assumed to be equall saced. The dnamics of the milling sstem can be given b equations (1) and (2). In order to exress cutting force F(t) the rotating coordinate sstem u v is used. Referring to the sstem, an tooth of the milling cutter can be view as a single oint cutting tool, thus the redictive machining theor established for turning can now be used. For tooth number () which is the instantaneous angular immersion φ measured clockwise from the negative Y-axis at a articular instant, the milling force comonents on it,, P P, which are in P1 2, 3 the tangential, radial and axial directions resectivel, can be calculated from the corresonding chi load, cutting conditions, and tool geometr b using the single-oint cutter mechanics as above mentioned. The total cutting forces of the cutter can be determined using the following equations Fx F F F x ( P 1 ( P 1 where the immersion angle cos φ sin φ + P 2 + P 2 sin φ ) cos φ ) (5) φ varies with time as φ Ωt ; Fx and F are the comonents of the cutting force alied on the th tooth. 3 Tracking control In order to imrove servo controller s erformances, various control techniques were alied to CNC machine tools in the ast ears. CCP is the structure of the cross-couled recomensation method in which a velocit recomensation gain K v is used to generate a feedback ISBN: ISSN

3 re-comensation loo. One feature of CCP is that it imlements secific traector strateg for each target traector. For linear feeding along the ath OB, the contour error ε is the shortest distance between the actual tool osition P and the target ath (fig.3). The velocit comensation V k ( V k K v ε ) tries to ush the tool back into the target ath. After the velocit is modified, the tool takes on a velocit vector, which is a vector combination of the required tangential velocit V t and the modifing velocit V k triggered b the contour error. The comonents of the re-comensated velocit are V V + V V cos α K ε sin α (6) x tx kx t V V + V V sin α + K ε cos α (7) t k t where α is the angle between the tangent of the instantaneous traector and the X axis. The comonents of the osition error are the differences between the comonents of the monitored actual osition (X, Y ) and those of the desired osition (X f, Y f ). ε X sin α Y cos α (8) v v 2 ε R R R X + Y (9) After the re-comensation, the tool adots a velocit vector, which is the vector combination of 2 Fig.4. Circular tracking using CCP. the original tangential velocit V t along the traector and the modifing velocitv k, which tries to ush the tool back into the right traector. b ( Y / R) + K vε( X R) ( X / R) + K ε( Y R) Vx Vbx + Vkx V / (1) V Vb + Vk Vb v / (11) 4 Exeriments 4.1 Exerimental set u ikromat 9A is the machine tool used for the exeriments. The exerimental sstem used in this stud: comuter with acquisition laque DAQ 5, amlifier model 48B21 and three accelerometers te PCB 353B33 mounted on the table (fig. 5). The samling frequenc is 12 Hz er channel. Fig.3. Linear tracking using CCP. Recentl, it has been reorted that the accurac of a linear motion around a square corner can be regarded as an imortant index to evaluate the erformance of NC machine tools. Thus, as an alication, the linear motion traectories containing a square corner will be resented in section 4. A circular traector (fig. 4) along the arc ABC is the target contour of machining; P is the actual tool osition and R is the distance between P and the origin of coordinates. The contour error ε is calculated from Fig. 5. Exerimental set-u. ISBN: ISSN

4 Fig. 6. Test iece ath. Workieces are made of aluminum allo; the cutter is a three-edge-high-seed steel milling tool with a diameter of 5 mm. The traectories are circular and linear with continuous ath. Cutting conditions were set as follows: sindle seed 14 rm; different feed rates for finish milling; axial deth of cut,5 mm and radial width of cut 1 mm. Test iece for erformance tests of continuous ath controlled milling machines is the well-known work iece NAS 913 reresented a circular contour and a square (fig. 6). 4.2 Sstem analsis An imact hammer excited the table and the signals from accelerometers were collected and analzed. This te of measurement is used to make a modal model of the structure, which can than be used to redict the behavior of the structure under given circumstances. The resonse of the sstem measured in the same oint on the three directions (X, Y, Z) of the machine tool are resented in fig. 7. Fig. 8. Amlitude-frequenc characteristics. Using FFT analses, the frequenc resonse of the table sstem were illustrate in fig.8. The eak of the frequenc is to 52 Hz. Higher harmonic comes to 156 Hz. Beside eigenvalue frequenc can be seen another two frequencies at 22 Hz and 33 Hz. Fig. 7. Shock resonse at imact hammer. 4.3 Square corner error In order to examine the effects of feed rates, the linear motion traectories containing a square corner were machined with different feed rates and measured with a control machine, Zeiss. The error around the measured corner is defined with three arameters, a, b and δ, as illustrated in fig. 9. The relationshi between the federate and the values of a, b and δ is resented in fig. 1. Obviousl, the values of these arameters are well roortional to the feed rate. Fig. 11 shows the measurement results and in this figure it can be ISBN: ISSN

5 found that the error shaes near the corner are ver similar to one another following the feed direction. Fig. 9. Parameters a, b, δ of corner error. Fig. 1. Relationshi between the feed rate and the arameters of corner error. Fig. 11 easurement results of a square corner. The cause of corner errors while aroaching a corner was examined in this aer. The feed rate (acceleration) data with resect to different ositions in the traector were recorded using accelerometers for each axis that articiate to interolation (X and Y-axes of the machine tool). From figure 12 the increasing and reducing rocesses in feed seed near the corner are clearl observed. Fig. 12. Vibrations on X and Y axis during the cutting rocess with feed rate 2 mm/min. While aroaching the corner, the seed is reduced along the first linear motion. With a little dela, the second linear motion starts. Because of the inertia of the driving sstem, increasing the seed to a secified value for the second motion and reducing the seed to zero for the first motion instantaneousl are imossible. Therefore, if no dwell between both linear movements has been secified, there is a overla between the seed reducing rocess of the first motion and the seed increasing rocess of the second motion around the corner. As a result, the overla effect caused the corner error. In other words, in order to obtain a shar shae, it is necessar to secif a dwell action at the corner in NC contour manufacturing with a high feed rate. The new generation of machine tools has in NC rograms secials functions (for examle G 61 and G 62) for correcting error corner. ISBN: ISSN

6 In the same time, it can be observe that acceleration amlitudes increase or decrease when the direction of feeding is change because the values and directions of cutting forces are changed and rigidit of the mechanical comonents of feed drive sstem are varing caused b re-loaded. Tracking error were evaluated along a square corner test ath (scale is 1:1) for finish milling with 2 mm/min feed rate and illustrated in fig. 13. Fig. 13. Tracking error for square corner 4.4 Contour error for circular ath In order to examine the contour error for the circular traector (fig. 6) four workieces was machined with different feed rates. The vibrations, which aear during the milling rocess, are reresented in fig. 14. Fig. 14. Vibro-record for feed rate 15 mm/min during the cutting rocess. Fig. 15. Profilograms for circular traectories; a) feed rate 15 mm/min; b) feed rate 3 mm/min. In fig. 15 are illustrated roundness and radial errors motion measurement under different feed rates. In the first case the circularit is 9 µm, in the second case the circularit is 12 µm. We can observe that the errors are bigger when feed rate increase. 5 Conclusion The aer investigated the contour errors on the bases of a comlete CNC sstem. The feed drive errors results from imerfection of machine tools control sstem. Tracking errors is equivalent to assuming erfect feeding, hence leaving the variation of cutting forces and its consequences due to this cause unchecked. It was determined that contour errors increased with feed rate, at a rate that escalates with curvature. Feed drive errors were evaluated along a square corner ath. The exerimental results verif that the cause of corner errors in contour manufacturing is due to the increase and reduction in feed seed near the connection osition between two linear motions to form the corner. The aroach roosed in this aer reresents a new wa of understanding CNC machining. References: [1] Altintas, Y., Engin, S., Generalized odelling of echanics and Dnamics of illing Cutters, Annals of CIRP, 5(1) (21), [2] Cheng, Y.., Chin, J. H., achining contour errors as ensembles of cutting, feeding and machine structure effects, International Journal of achine Tools & anufacture,43 (23), [3] Kim,.S., Chung, S.C., A sstematic aroach to design high-erformance feed drive sstems, International Journal of achine Tools & anufacture,45 (25), [4] Koren,Y., Variable gain cross-couling controller for contouring, Annals of CIRP, 4 (1) (1991), [5] Li, H., Li, X., odelling and simulation of chatter in milling using a redictive force model, International Journal of achine Tools & anufacture,4 (2), [6] arin, D., Errors of three-axis machining center, Toics in Alied echanics, vol III, Editura Academiei Române, 26, [7] Renton, D., Elbestawi,.A., High seed servo control of multi-axis machine tools, International Journal of achine Tools & anufacture,4 (2), ISBN: ISSN

CALCULATION METHOD OF MILLING CONTACT AREA FOR BALL-END MILLING TOOL WITH TOOL INCLINATION ANGLE

CALCULATION METHOD OF MILLING CONTACT AREA FOR BALL-END MILLING TOOL WITH TOOL INCLINATION ANGLE U.P.B. Sci. Bull., Series D, Vol. 76, Iss. 3, 214 ISSN 1454-2358 CALCULATION METHOD OF MILLING CONTACT AREA FOR BALL-END MILLING TOOL WITH TOOL INCLINATION ANGLE Yishu HAO 1, Guoqing TANG 2, Meng ZHANG

More information

Research on Inverse Dynamics and Trajectory Planning for the 3-PTT Parallel Machine Tool

Research on Inverse Dynamics and Trajectory Planning for the 3-PTT Parallel Machine Tool 06 International Conference on aterials, Information, echanical, Electronic and Comuter Engineering (IECE 06 ISBN: 978--60595-40- Research on Inverse Dynamics and rajectory Planning for the 3-P Parallel

More information

An Efficient Coding Method for Coding Region-of-Interest Locations in AVS2

An Efficient Coding Method for Coding Region-of-Interest Locations in AVS2 An Efficient Coding Method for Coding Region-of-Interest Locations in AVS2 Mingliang Chen 1, Weiyao Lin 1*, Xiaozhen Zheng 2 1 Deartment of Electronic Engineering, Shanghai Jiao Tong University, China

More information

Matlab Virtual Reality Simulations for optimizations and rapid prototyping of flexible lines systems

Matlab Virtual Reality Simulations for optimizations and rapid prototyping of flexible lines systems Matlab Virtual Reality Simulations for otimizations and raid rototying of flexible lines systems VAMVU PETRE, BARBU CAMELIA, POP MARIA Deartment of Automation, Comuters, Electrical Engineering and Energetics

More information

Sensitivity Analysis for an Optimal Routing Policy in an Ad Hoc Wireless Network

Sensitivity Analysis for an Optimal Routing Policy in an Ad Hoc Wireless Network 1 Sensitivity Analysis for an Otimal Routing Policy in an Ad Hoc Wireless Network Tara Javidi and Demosthenis Teneketzis Deartment of Electrical Engineering and Comuter Science University of Michigan Ann

More information

Earthenware Reconstruction Based on the Shape Similarity among Potsherds

Earthenware Reconstruction Based on the Shape Similarity among Potsherds Original Paer Forma, 16, 77 90, 2001 Earthenware Reconstruction Based on the Shae Similarity among Potsherds Masayoshi KANOH 1, Shohei KATO 2 and Hidenori ITOH 1 1 Nagoya Institute of Technology, Gokiso-cho,

More information

IEEE Coyright Notice Personal use of this material is ermitted. However, ermission to rerint/reublish this material for advertising or romotional uroses or for creating new collective works for resale

More information

An Efficient and Highly Accurate Technique for Periodic Planar Scanner Calibration with the Antenna Under Test in Situ

An Efficient and Highly Accurate Technique for Periodic Planar Scanner Calibration with the Antenna Under Test in Situ An Efficient and Highly Accurate echnique for Periodic Planar Scanner Calibration with the Antenna Under est in Situ Scott Pierce I echnologies 1125 Satellite Boulevard, Suite 100 Suwanee, Georgia 30024

More information

MATHEMATICAL MODELING OF COMPLEX MULTI-COMPONENT MOVEMENTS AND OPTICAL METHOD OF MEASUREMENT

MATHEMATICAL MODELING OF COMPLEX MULTI-COMPONENT MOVEMENTS AND OPTICAL METHOD OF MEASUREMENT MATHEMATICAL MODELING OF COMPLE MULTI-COMPONENT MOVEMENTS AND OPTICAL METHOD OF MEASUREMENT V.N. Nesterov JSC Samara Electromechanical Plant, Samara, Russia Abstract. The rovisions of the concet of a multi-comonent

More information

Issues in the Blending of Curves for the Manufacture of Sculptured Surfaces

Issues in the Blending of Curves for the Manufacture of Sculptured Surfaces Fourth LACCEI International Latin American and Caribbean Conference for Engineering and Technology (LACCET 26) Breaking Frontiers and Barriers in Engineering: Education, Research and Practice 2-23 June

More information

TRANSVERSAL LASER ROAD PROFILER

TRANSVERSAL LASER ROAD PROFILER Nonconventional Technologies Review Romania, December, 014 014 Romanian Association of Nonconventional Technologies TRANSVERSAL LASER ROAD PROFILER M. N. Tautan 1, S. Miclos, D. Savastru 3 and A. Stoica

More information

arxiv: v1 [cs.mm] 18 Jan 2016

arxiv: v1 [cs.mm] 18 Jan 2016 Lossless Intra Coding in with 3-ta Filters Saeed R. Alvar a, Fatih Kamisli a a Deartment of Electrical and Electronics Engineering, Middle East Technical University, Turkey arxiv:1601.04473v1 [cs.mm] 18

More information

Improving Trust Estimates in Planning Domains with Rare Failure Events

Improving Trust Estimates in Planning Domains with Rare Failure Events Imroving Trust Estimates in Planning Domains with Rare Failure Events Colin M. Potts and Kurt D. Krebsbach Det. of Mathematics and Comuter Science Lawrence University Aleton, Wisconsin 54911 USA {colin.m.otts,

More information

Stereo Disparity Estimation in Moment Space

Stereo Disparity Estimation in Moment Space Stereo Disarity Estimation in oment Sace Angeline Pang Faculty of Information Technology, ultimedia University, 63 Cyberjaya, alaysia. angeline.ang@mmu.edu.my R. ukundan Deartment of Comuter Science, University

More information

Learning Motion Patterns in Crowded Scenes Using Motion Flow Field

Learning Motion Patterns in Crowded Scenes Using Motion Flow Field Learning Motion Patterns in Crowded Scenes Using Motion Flow Field Min Hu, Saad Ali and Mubarak Shah Comuter Vision Lab, University of Central Florida {mhu,sali,shah}@eecs.ucf.edu Abstract Learning tyical

More information

This document is downloaded from DR-NTU, Nanyang Technological University Library, Singapore.

This document is downloaded from DR-NTU, Nanyang Technological University Library, Singapore. This document is downloaded from DR-NTU, Nanyang Technological University Library, Singaore. Title Automatic Robot Taing: Auto-Path Planning and Maniulation Author(s) Citation Yuan, Qilong; Lembono, Teguh

More information

AUTOMATIC GENERATION OF HIGH THROUGHPUT ENERGY EFFICIENT STREAMING ARCHITECTURES FOR ARBITRARY FIXED PERMUTATIONS. Ren Chen and Viktor K.

AUTOMATIC GENERATION OF HIGH THROUGHPUT ENERGY EFFICIENT STREAMING ARCHITECTURES FOR ARBITRARY FIXED PERMUTATIONS. Ren Chen and Viktor K. inuts er clock cycle Streaming ermutation oututs er clock cycle AUTOMATIC GENERATION OF HIGH THROUGHPUT ENERGY EFFICIENT STREAMING ARCHITECTURES FOR ARBITRARY FIXED PERMUTATIONS Ren Chen and Viktor K.

More information

Use of Multivariate Statistical Analysis in the Modelling of Chromatographic Processes

Use of Multivariate Statistical Analysis in the Modelling of Chromatographic Processes Use of Multivariate Statistical Analysis in the Modelling of Chromatograhic Processes Simon Edwards-Parton 1, Nigel itchener-hooker 1, Nina hornhill 2, Daniel Bracewell 1, John Lidell 3 Abstract his aer

More information

Robust Motion Estimation for Video Sequences Based on Phase-Only Correlation

Robust Motion Estimation for Video Sequences Based on Phase-Only Correlation Robust Motion Estimation for Video Sequences Based on Phase-Only Correlation Loy Hui Chien and Takafumi Aoki Graduate School of Information Sciences Tohoku University Aoba-yama 5, Sendai, 98-8579, Jaan

More information

METHOD OF LANDSLIDE MEASUREMENT BY GROUND BASED LIDAR

METHOD OF LANDSLIDE MEASUREMENT BY GROUND BASED LIDAR METHOD OF LANDSLIDE MEASUREMENT BY GROUND BASED LIDAR Ryo INADA* and Masataka TAKAGI** Kochi University of Technology, Kami-shi, Kochi, 782-8502, Jaan *135082@gs.kochi-tech.ac.j **takagi.masataka@kochi-tech.ac.j

More information

A Parallel Algorithm for Constructing Obstacle-Avoiding Rectilinear Steiner Minimal Trees on Multi-Core Systems

A Parallel Algorithm for Constructing Obstacle-Avoiding Rectilinear Steiner Minimal Trees on Multi-Core Systems A Parallel Algorithm for Constructing Obstacle-Avoiding Rectilinear Steiner Minimal Trees on Multi-Core Systems Cheng-Yuan Chang and I-Lun Tseng Deartment of Comuter Science and Engineering Yuan Ze University,

More information

A GPU Heterogeneous Cluster Scheduling Model for Preventing Temperature Heat Island

A GPU Heterogeneous Cluster Scheduling Model for Preventing Temperature Heat Island A GPU Heterogeneous Cluster Scheduling Model for Preventing Temerature Heat Island Yun-Peng CAO 1,2,a and Hai-Feng WANG 1,2 1 School of Information Science and Engineering, Linyi University, Linyi Shandong,

More information

Privacy Preserving Moving KNN Queries

Privacy Preserving Moving KNN Queries Privacy Preserving Moving KNN Queries arxiv:4.76v [cs.db] 4 Ar Tanzima Hashem Lars Kulik Rui Zhang National ICT Australia, Deartment of Comuter Science and Software Engineering University of Melbourne,

More information

FINITE ELEMENT MODELING OF HIGH-THROUGHPUT DRILLING OF TI-6AL-4V

FINITE ELEMENT MODELING OF HIGH-THROUGHPUT DRILLING OF TI-6AL-4V FINITE ELEMENT MODELING OF HIGH-THROUGHPUT DRILLING OF TI-6AL-4V Rui Li and Albert J. Shih Deartment of Mechanical Engineering University of Michigan Ann Arbor, Michigan KEYWORDS Finite Element Modeling,

More information

10 File System Mass Storage Structure Mass Storage Systems Mass Storage Structure Mass Storage Structure FILE SYSTEM 1

10 File System Mass Storage Structure Mass Storage Systems Mass Storage Structure Mass Storage Structure FILE SYSTEM 1 10 File System 1 We will examine this chater in three subtitles: Mass Storage Systems OERATING SYSTEMS FILE SYSTEM 1 File System Interface File System Imlementation 10.1.1 Mass Storage Structure 3 2 10.1

More information

Document downloaded from: This paper must be cited as:

Document downloaded from:   This paper must be cited as: Document downloaded from: htt://hdl.handle.net/151/56 This aer must be cited as: Rovira Cardete A.; Roda Buch A.; Marshall M.; Brunskill H.; Lewis R. (11). Eerimental and numerical modelling of wheel rail

More information

Numerical simulation of potential and viscous ocean waves

Numerical simulation of potential and viscous ocean waves Numerical simulation of otential and viscous ocean waves Dr. Wei Bai ostdoctoral Research ssociate Deartment of Comuting and Mathematics Manchester Metroolitan University otential waves Introduction econd-order

More information

Extracting Optimal Paths from Roadmaps for Motion Planning

Extracting Optimal Paths from Roadmaps for Motion Planning Extracting Otimal Paths from Roadmas for Motion Planning Jinsuck Kim Roger A. Pearce Nancy M. Amato Deartment of Comuter Science Texas A&M University College Station, TX 843 jinsuckk,ra231,amato @cs.tamu.edu

More information

Interactive Image Segmentation

Interactive Image Segmentation Interactive Image Segmentation Fahim Mannan (260 266 294) Abstract This reort resents the roject work done based on Boykov and Jolly s interactive grah cuts based N-D image segmentation algorithm([1]).

More information

Learning Robust Locality Preserving Projection via p-order Minimization

Learning Robust Locality Preserving Projection via p-order Minimization Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence Learning Robust Locality Preserving Projection via -Order Minimization Hua Wang, Feiing Nie, Heng Huang Deartment of Electrical

More information

A STUDY ON CALIBRATION OF DIGITAL CAMERA

A STUDY ON CALIBRATION OF DIGITAL CAMERA A STUDY ON CALIBRATION OF DIGITAL CAMERA Ryuji Matsuoka a, *, Kiyonari Fukue a, Kohei Cho a, Haruhisa Shimoda a, Yoshiaki Matsumae a, Kenji Hongo b, Seiju Fujiwara b a Tokai University Research & Information

More information

Robot Path and End-Effector Orientation Planning Using Augmented Reality

Robot Path and End-Effector Orientation Planning Using Augmented Reality Available online at www.sciencedirect.com Procedia CIRP 3 (2012 ) 191 196 45 th CIRP Conference on Manufacturing Systems 2012 Robot Path and End-Effector Orientation Planning Using Augmented Reality H.C.

More information

Face Recognition Using Legendre Moments

Face Recognition Using Legendre Moments Face Recognition Using Legendre Moments Dr.S.Annadurai 1 A.Saradha Professor & Head of CSE & IT Research scholar in CSE Government College of Technology, Government College of Technology, Coimbatore, Tamilnadu,

More information

Grouping of Patches in Progressive Radiosity

Grouping of Patches in Progressive Radiosity Grouing of Patches in Progressive Radiosity Arjan J.F. Kok * Abstract The radiosity method can be imroved by (adatively) grouing small neighboring atches into grous. Comutations normally done for searate

More information

AN ANALYTICAL MODEL DESCRIBING THE RELATIONSHIPS BETWEEN LOGIC ARCHITECTURE AND FPGA DENSITY

AN ANALYTICAL MODEL DESCRIBING THE RELATIONSHIPS BETWEEN LOGIC ARCHITECTURE AND FPGA DENSITY AN ANALYTICAL MODEL DESCRIBING THE RELATIONSHIPS BETWEEN LOGIC ARCHITECTURE AND FPGA DENSITY Andrew Lam 1, Steven J.E. Wilton 1, Phili Leong 2, Wayne Luk 3 1 Elec. and Com. Engineering 2 Comuter Science

More information

3D RECONSTRUCTION OF ROADS AND TREES FOR CITY MODELLING

3D RECONSTRUCTION OF ROADS AND TREES FOR CITY MODELLING 3D RECONSTRUCTION OF ROADS AND TREES FOR CITY MODELLING George Vosselman Deartment of Geodesy, Delft University of Technology, Thijsseweg 11, NL-2629 JA Delft, The Netherlands g.vosselman@geo.tudelft.nl

More information

Improved Image Super-Resolution by Support Vector Regression

Improved Image Super-Resolution by Support Vector Regression Proceedings of International Joint Conference on Neural Networks, San Jose, California, USA, July 3 August 5, 0 Imroved Image Suer-Resolution by Suort Vector Regression Le An and Bir Bhanu Abstract Suort

More information

FAST TRAJECTORY GENERATION USING BEZIER CURVES

FAST TRAJECTORY GENERATION USING BEZIER CURVES FAST TRAJECTORY GENERATION USING BEZIER CURVES Melissa Fiter 1 1 School of Comuter Science and Software Engineering, The Universit of Western Australia ABSTRACT: Man real world alications require the coeistence

More information

MULTI-CAMERA SURVEILLANCE WITH VISUAL TAGGING AND GENERIC CAMERA PLACEMENT. Jian Zhao and Sen-ching S. Cheung

MULTI-CAMERA SURVEILLANCE WITH VISUAL TAGGING AND GENERIC CAMERA PLACEMENT. Jian Zhao and Sen-ching S. Cheung MULTI-CAMERA SURVEILLANCE WITH VISUAL TAGGING AND GENERIC CAMERA PLACEMENT Jian Zhao and Sen-ching S. Cheung University of Kentucky Center for Visualization and Virtual Environment 1 Quality Street, Suite

More information

Effects of fiber cladding on UV beams and fringe patterns in side-exposure FBG writing

Effects of fiber cladding on UV beams and fringe patterns in side-exposure FBG writing University of Wollongong Research Online Faculty of Informatics - Paers (Archive) Faculty of Engineering and Information Sciences Effects of fiber cladding on UV beams and fringe atterns in side-exosure

More information

GENERIC PILOT AND FLIGHT CONTROL MODEL FOR USE IN SIMULATION STUDIES

GENERIC PILOT AND FLIGHT CONTROL MODEL FOR USE IN SIMULATION STUDIES AIAA Modeling and Simulation Technologies Conference and Exhibit 5-8 August 22, Monterey, California AIAA 22-4694 GENERIC PILOT AND FLIGHT CONTROL MODEL FOR USE IN SIMULATION STUDIES Eric N. Johnson *

More information

Mining Association rules with Dynamic and Collective Support Thresholds

Mining Association rules with Dynamic and Collective Support Thresholds Mining Association rules with Dynamic and Collective Suort Thresholds C S Kanimozhi Selvi and A Tamilarasi Abstract Mining association rules is an imortant task in data mining. It discovers the hidden,

More information

Dynamic Signature Verification System Using Statistics Analysis

Dynamic Signature Verification System Using Statistics Analysis Dr. S.A Daramola et. al. / (IJCSE International Journal on Comuter Science and Engineering Vol. 0 o. 07 00 466-470 Dnamic Signature Verification Sstem Using Statistics Analsis Dr. S.A Daramola and Prof..S

More information

EVALUATION OF PENALTY FUNCTIONS FOR SEMI-GLOBAL MATCHING COST AGGREGATION

EVALUATION OF PENALTY FUNCTIONS FOR SEMI-GLOBAL MATCHING COST AGGREGATION International Archives of the Photogrammetr, Remote Sensing and Satial Information Sciences, Volume XXXIX-B3, 212 XXII ISPRS Congress, 25 August 1 Setember 212, Melbourne, Australia EVALUATION OF PENALTY

More information

TIME DOMAIN MODELING OF COMPLIANT WORKPIECE MILLING

TIME DOMAIN MODELING OF COMPLIANT WORKPIECE MILLING TIME DOMAIN MODELING OF COMPLIANT WORKPIECE MILLING Mark A. Rubeo and Tony L. Schmitz Mechanical Engineering and Engineering Science University of North Carolina at Charlotte Charlotte, NC INTRODUCTION

More information

Signature File Hierarchies and Signature Graphs: a New Index Method for Object-Oriented Databases

Signature File Hierarchies and Signature Graphs: a New Index Method for Object-Oriented Databases Signature File Hierarchies and Signature Grahs: a New Index Method for Object-Oriented Databases Yangjun Chen* and Yibin Chen Det. of Business Comuting University of Winnieg, Manitoba, Canada R3B 2E9 ABSTRACT

More information

A Novel Iris Segmentation Method for Hand-Held Capture Device

A Novel Iris Segmentation Method for Hand-Held Capture Device A Novel Iris Segmentation Method for Hand-Held Cature Device XiaoFu He and PengFei Shi Institute of Image Processing and Pattern Recognition, Shanghai Jiao Tong University, Shanghai 200030, China {xfhe,

More information

Parametric Optimization in WEDM of WC-Co Composite by Neuro-Genetic Technique

Parametric Optimization in WEDM of WC-Co Composite by Neuro-Genetic Technique Parametric Otimization in WEDM of WC-Co Comosite by Neuro-Genetic Technique P. Saha*, P. Saha, and S. K. Pal Abstract The resent work does a multi-objective otimization in wire electro-discharge machining

More information

Efficient Processing of Top-k Dominating Queries on Multi-Dimensional Data

Efficient Processing of Top-k Dominating Queries on Multi-Dimensional Data Efficient Processing of To-k Dominating Queries on Multi-Dimensional Data Man Lung Yiu Deartment of Comuter Science Aalborg University DK-922 Aalborg, Denmark mly@cs.aau.dk Nikos Mamoulis Deartment of

More information

Identity-sensitive Points-to Analysis for the Dynamic Behavior of JavaScript Objects

Identity-sensitive Points-to Analysis for the Dynamic Behavior of JavaScript Objects Identity-sensitive Points-to Analysis for the Dynamic Behavior of JavaScrit Objects Shiyi Wei and Barbara G. Ryder Deartment of Comuter Science, Virginia Tech, Blacksburg, VA, USA. {wei,ryder}@cs.vt.edu

More information

A simulated Linear Mixture Model to Improve Classification Accuracy of Satellite. Data Utilizing Degradation of Atmospheric Effect

A simulated Linear Mixture Model to Improve Classification Accuracy of Satellite. Data Utilizing Degradation of Atmospheric Effect A simulated Linear Mixture Model to Imrove Classification Accuracy of Satellite Data Utilizing Degradation of Atmosheric Effect W.M Elmahboub Mathematics Deartment, School of Science, Hamton University

More information

GRAPH CUT OPTIMIZATION FOR THE MUMFORD-SHAH MODEL

GRAPH CUT OPTIMIZATION FOR THE MUMFORD-SHAH MODEL GRAPH CUT OPTIMIZATION FOR THE MUMFORD-SHAH MODEL Noha El Zehiry 1,2, Steve Xu 2, Prasanna Sahoo 2 and Adel Elmaghraby 1 1 Deartment of Comuter Engineering and Comuter Science, University of Louisville,

More information

EVALUATION OF THE ACCURACY OF A LASER SCANNER-BASED ROLL MAPPING SYSTEM

EVALUATION OF THE ACCURACY OF A LASER SCANNER-BASED ROLL MAPPING SYSTEM EVALUATION OF THE ACCURACY OF A LASER SCANNER-BASED ROLL MAPPING SYSTEM R.S. Radovanovic*, W.F. Teskey*, N.N. Al-Hanbali** *University of Calgary, Canada Deartment of Geomatics Engineering rsradova@ucalgary.ca

More information

Swift Template Matching Based on Equivalent Histogram

Swift Template Matching Based on Equivalent Histogram Swift emlate Matching ased on Equivalent istogram Wangsheng Yu, Xiaohua ian, Zhiqiang ou * elecommunications Engineering Institute Air Force Engineering University Xi an, PR China *corresonding author:

More information

P Z. parametric surface Q Z. 2nd Image T Z

P Z. parametric surface Q Z. 2nd Image T Z Direct recovery of shae from multile views: a arallax based aroach Rakesh Kumar. Anandan Keith Hanna Abstract Given two arbitrary views of a scene under central rojection, if the motion of oints on a arametric

More information

A 2D Random Walk Mobility Model for Location Management Studies in Wireless Networks Abstract: I. Introduction

A 2D Random Walk Mobility Model for Location Management Studies in Wireless Networks Abstract: I. Introduction A D Random Walk Mobility Model for Location Management Studies in Wireless Networks Kuo Hsing Chiang, RMIT University, Melbourne, Australia Nirmala Shenoy, Information Technology Deartment, RIT, Rochester,

More information

Equality-Based Translation Validator for LLVM

Equality-Based Translation Validator for LLVM Equality-Based Translation Validator for LLVM Michael Ste, Ross Tate, and Sorin Lerner University of California, San Diego {mste,rtate,lerner@cs.ucsd.edu Abstract. We udated our Peggy tool, reviously resented

More information

IMS Network Deployment Cost Optimization Based on Flow-Based Traffic Model

IMS Network Deployment Cost Optimization Based on Flow-Based Traffic Model IMS Network Deloyment Cost Otimization Based on Flow-Based Traffic Model Jie Xiao, Changcheng Huang and James Yan Deartment of Systems and Comuter Engineering, Carleton University, Ottawa, Canada {jiexiao,

More information

An empirical analysis of loopy belief propagation in three topologies: grids, small-world networks and random graphs

An empirical analysis of loopy belief propagation in three topologies: grids, small-world networks and random graphs An emirical analysis of looy belief roagation in three toologies: grids, small-world networks and random grahs R. Santana, A. Mendiburu and J. A. Lozano Intelligent Systems Grou Deartment of Comuter Science

More information

Face Recognition Based on Wavelet Transform and Adaptive Local Binary Pattern

Face Recognition Based on Wavelet Transform and Adaptive Local Binary Pattern Face Recognition Based on Wavelet Transform and Adative Local Binary Pattern Abdallah Mohamed 1,2, and Roman Yamolskiy 1 1 Comuter Engineering and Comuter Science, University of Louisville, Louisville,

More information

A Fast Image Restoration Method Based on an Improved Criminisi Algorithm

A Fast Image Restoration Method Based on an Improved Criminisi Algorithm A Fast Image Restoration Method Based on an Imroved Algorithm Yue Chi1, Ning He2*, Qi Zhang1 Beijing Key Laboratory of Information Services Engineering, Beijing Union University, Beijing 100101, China.

More information

Depth Estimation for 2D to 3D Football Video Conversion

Depth Estimation for 2D to 3D Football Video Conversion International Research Journal of Alied and Basic Sciences 2013 Available online at www.irjabs.com ISSN 2251-838X / Vol, 6 (4): 475-480 Science Exlorer ublications Deth Estimation for 2D to 3D Football

More information

A Petri net-based Approach to QoS-aware Configuration for Web Services

A Petri net-based Approach to QoS-aware Configuration for Web Services A Petri net-based Aroach to QoS-aware Configuration for Web s PengCheng Xiong, YuShun Fan and MengChu Zhou, Fellow, IEEE Abstract With the develoment of enterrise-wide and cross-enterrise alication integration

More information

Chapter 8: Adaptive Networks

Chapter 8: Adaptive Networks Chater : Adative Networks Introduction (.1) Architecture (.2) Backroagation for Feedforward Networks (.3) Jyh-Shing Roger Jang et al., Neuro-Fuzzy and Soft Comuting: A Comutational Aroach to Learning and

More information

Skip List Based Authenticated Data Structure in DAS Paradigm

Skip List Based Authenticated Data Structure in DAS Paradigm 009 Eighth International Conference on Grid and Cooerative Comuting Ski List Based Authenticated Data Structure in DAS Paradigm Jieing Wang,, Xiaoyong Du,. Key Laboratory of Data Engineering and Knowledge

More information

THE COMPARISON OF DRAINAGE NETWORK EXTRACTION BETWEEN SQUARE AND HEXAGONAL GRID-BASED DEM

THE COMPARISON OF DRAINAGE NETWORK EXTRACTION BETWEEN SQUARE AND HEXAGONAL GRID-BASED DEM The International Archives of the Photogrammetry, Remote Sensing and Satial Information Sciences, Volume XLII-4, 208 ISPRS TC IV Mid-term Symosium 3D Satial Information Science The Engine of Change, 5

More information

Collective Communication: Theory, Practice, and Experience. FLAME Working Note #22

Collective Communication: Theory, Practice, and Experience. FLAME Working Note #22 Collective Communication: Theory, Practice, and Exerience FLAME Working Note # Ernie Chan Marcel Heimlich Avi Purkayastha Robert van de Geijn Setember, 6 Abstract We discuss the design and high-erformance

More information

An Image Inpainting Approach Based on the Poisson Equation

An Image Inpainting Approach Based on the Poisson Equation An mage nainting Aroach Based on the Poisson Equation Xiaowei Shao, Zhengkai Liu, Houqiang Li Deartment of Electronic Engineering and nformation Science Universit of Science and Technolog of China sw@mail.ustc.edu.cn,

More information

3D Surface Simplification Based on Extended Shape Operator

3D Surface Simplification Based on Extended Shape Operator 3D Surface Simlification Based on Extended Shae Oerator JUI-LIG TSEG, YU-HSUA LI Deartment of Comuter Science and Information Engineering, Deartment and Institute of Electrical Engineering Minghsin University

More information

A DEA-bases Approach for Multi-objective Design of Attribute Acceptance Sampling Plans

A DEA-bases Approach for Multi-objective Design of Attribute Acceptance Sampling Plans Available online at htt://ijdea.srbiau.ac.ir Int. J. Data Enveloment Analysis (ISSN 2345-458X) Vol.5, No.2, Year 2017 Article ID IJDEA-00422, 12 ages Research Article International Journal of Data Enveloment

More information

A Texture Based Matching Approach for Automated Assembly of Puzzles

A Texture Based Matching Approach for Automated Assembly of Puzzles A Texture Based Matching Aroach for Automated Assembly of Puzzles Mahmut amil Saırolu 1, Aytül Erçil Sabancı University 1 msagiroglu@su.sabanciuniv.edu, aytulercil@sabanciuniv.edu Abstract The uzzle assembly

More information

Measuring and modeling per-element angular visibility in multiview displays

Measuring and modeling per-element angular visibility in multiview displays Measuring and modeling er-element angular visibility in multiview dislays Atanas Boev, Robert Bregovic, Atanas Gotchev Deartment of Signal Processing, Tamere University of Technology, Tamere, Finland firstname.lastname@tut.fi

More information

Image Segmentation Using Topological Persistence

Image Segmentation Using Topological Persistence Image Segmentation Using Toological Persistence David Letscher and Jason Fritts Saint Louis University Deartment of Mathematics and Comuter Science {letscher, jfritts}@slu.edu Abstract. This aer resents

More information

Implementations of Partial Document Ranking Using. Inverted Files. Wai Yee Peter Wong. Dik Lun Lee

Implementations of Partial Document Ranking Using. Inverted Files. Wai Yee Peter Wong. Dik Lun Lee Imlementations of Partial Document Ranking Using Inverted Files Wai Yee Peter Wong Dik Lun Lee Deartment of Comuter and Information Science, Ohio State University, 36 Neil Ave, Columbus, Ohio 4321, U.S.A.

More information

Wide angle light scattering & Complex Optical filters: Modelization and Characterization

Wide angle light scattering & Complex Optical filters: Modelization and Characterization Wide angle light scattering & Comlex Otical filters: Modelization and Characterization Myriam Zerrad, Michel Lequime and Claude Amra Institut Fresnel CNRSTI UMR 6133, Aix-Marseille Universités, Ecole Centrale

More information

A NN Image Classification Method Driven by the Mixed Fitness Function

A NN Image Classification Method Driven by the Mixed Fitness Function Comuter and Information Science November, 2009 A NN Image Classification Method Driven by the Mixed Fitness Function Shan Gai, Peng Liu, Jiafeng Liu & Xianglong Tang School of Comuter Science and Technology,

More information

CS 229 Final Project: Single Image Depth Estimation From Predicted Semantic Labels

CS 229 Final Project: Single Image Depth Estimation From Predicted Semantic Labels CS 229 Final Project: Single Image Deth Estimation From Predicted Semantic Labels Beyang Liu beyangl@cs.stanford.edu Stehen Gould sgould@stanford.edu Prof. Dahne Koller koller@cs.stanford.edu December

More information

FLIGHT CONTROL BY MEANS OF ARTIFICIAL INTELIGENCE

FLIGHT CONTROL BY MEANS OF ARTIFICIAL INTELIGENCE FLIGHT CONTROL BY MEANS OF ARTIFICIAL INTELIGENCE Ing. Michal Turčaník, PhD. NAO Litovský Mikuláš, 031 01 Abstract Nonlinear redictable sstems can be controlled b recurrent neural networks (RNN). Recurrent

More information

Truth Trees. Truth Tree Fundamentals

Truth Trees. Truth Tree Fundamentals Truth Trees 1 True Tree Fundamentals 2 Testing Grous of Statements for Consistency 3 Testing Arguments in Proositional Logic 4 Proving Invalidity in Predicate Logic Answers to Selected Exercises Truth

More information

Autonomic Physical Database Design - From Indexing to Multidimensional Clustering

Autonomic Physical Database Design - From Indexing to Multidimensional Clustering Autonomic Physical Database Design - From Indexing to Multidimensional Clustering Stehan Baumann, Kai-Uwe Sattler Databases and Information Systems Grou Technische Universität Ilmenau, Ilmenau, Germany

More information

Detection of Occluded Face Image using Mean Based Weight Matrix and Support Vector Machine

Detection of Occluded Face Image using Mean Based Weight Matrix and Support Vector Machine Journal of Comuter Science 8 (7): 1184-1190, 2012 ISSN 1549-3636 2012 Science Publications Detection of Occluded Face Image using Mean Based Weight Matrix and Suort Vector Machine 1 G. Nirmala Priya and

More information

Short Papers. Symmetry Detection by Generalized Complex (GC) Moments: A Close-Form Solution 1 INTRODUCTION

Short Papers. Symmetry Detection by Generalized Complex (GC) Moments: A Close-Form Solution 1 INTRODUCTION 466 IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE VOL 2 NO 5 MAY 999 Short Paers Symmetry Detection by Generalized Comlex (GC) Moments: A Close-Form Solution Dinggang Shen Horace HS I

More information

Experiments on Patent Retrieval at NTCIR-4 Workshop

Experiments on Patent Retrieval at NTCIR-4 Workshop Working Notes of NTCIR-4, Tokyo, 2-4 June 2004 Exeriments on Patent Retrieval at NTCIR-4 Worksho Hironori Takeuchi Λ Naohiko Uramoto Λy Koichi Takeda Λ Λ Tokyo Research Laboratory, IBM Research y National

More information

Analysis and Design of a 3-DOF Flexure-based Zero-torsion Parallel Manipulator for Nano-alignment Applications

Analysis and Design of a 3-DOF Flexure-based Zero-torsion Parallel Manipulator for Nano-alignment Applications 211 IEEE International Conference on Robotics and Automation Shanghai International Conference Center May 9-1, 211, Shanghai, China Analysis and Design of a -DOF Flexure-based Zero-torsion Parallel Maniulator

More information

EE678 Application Presentation Content Based Image Retrieval Using Wavelets

EE678 Application Presentation Content Based Image Retrieval Using Wavelets EE678 Alication Presentation Content Based Image Retrieval Using Wavelets Grou Members: Megha Pandey megha@ee. iitb.ac.in 02d07006 Gaurav Boob gb@ee.iitb.ac.in 02d07008 Abstract: We focus here on an effective

More information

Collective communication: theory, practice, and experience

Collective communication: theory, practice, and experience CONCURRENCY AND COMPUTATION: PRACTICE AND EXPERIENCE Concurrency Comutat.: Pract. Exer. 2007; 19:1749 1783 Published online 5 July 2007 in Wiley InterScience (www.interscience.wiley.com)..1206 Collective

More information

OMNI: An Efficient Overlay Multicast. Infrastructure for Real-time Applications

OMNI: An Efficient Overlay Multicast. Infrastructure for Real-time Applications OMNI: An Efficient Overlay Multicast Infrastructure for Real-time Alications Suman Banerjee, Christoher Kommareddy, Koushik Kar, Bobby Bhattacharjee, Samir Khuller Abstract We consider an overlay architecture

More information

Submission. Verifying Properties Using Sequential ATPG

Submission. Verifying Properties Using Sequential ATPG Verifying Proerties Using Sequential ATPG Jacob A. Abraham and Vivekananda M. Vedula Comuter Engineering Research Center The University of Texas at Austin Austin, TX 78712 jaa, vivek @cerc.utexas.edu Daniel

More information

A BICRITERION STEINER TREE PROBLEM ON GRAPH. Mirko VUJO[EVI], Milan STANOJEVI] 1. INTRODUCTION

A BICRITERION STEINER TREE PROBLEM ON GRAPH. Mirko VUJO[EVI], Milan STANOJEVI] 1. INTRODUCTION Yugoslav Journal of Oerations Research (00), umber, 5- A BICRITERIO STEIER TREE PROBLEM O GRAPH Mirko VUJO[EVI], Milan STAOJEVI] Laboratory for Oerational Research, Faculty of Organizational Sciences University

More information

Efficient Parallel Hierarchical Clustering

Efficient Parallel Hierarchical Clustering Efficient Parallel Hierarchical Clustering Manoranjan Dash 1,SimonaPetrutiu, and Peter Scheuermann 1 Deartment of Information Systems, School of Comuter Engineering, Nanyang Technological University, Singaore

More information

Effect of Different Particle Shapes on the Modelling of Woven Fabric Filtration

Effect of Different Particle Shapes on the Modelling of Woven Fabric Filtration ISSN 1746-7659, England, UK Journal of Information and Comuting Science Vol., No., 007,. 111-118 Effect of Different Particle Shaes on the Modelling of Woven Fabric Filtration M.A. Nazarboland 1, X. Chen

More information

A Model-Adaptable MOSFET Parameter Extraction System

A Model-Adaptable MOSFET Parameter Extraction System A Model-Adatable MOSFET Parameter Extraction System Masaki Kondo Hidetoshi Onodera Keikichi Tamaru Deartment of Electronics Faculty of Engineering, Kyoto University Kyoto 66-1, JAPAN Tel: +81-7-73-313

More information

A Method to Determine End-Points ofstraight Lines Detected Using the Hough Transform

A Method to Determine End-Points ofstraight Lines Detected Using the Hough Transform RESEARCH ARTICLE OPEN ACCESS A Method to Detere End-Points ofstraight Lines Detected Using the Hough Transform Gideon Kanji Damaryam Federal University, Lokoja, PMB 1154, Lokoja, Nigeria. Abstract The

More information

J. Parallel Distrib. Comput.

J. Parallel Distrib. Comput. J. Parallel Distrib. Comut. 71 (2011) 288 301 Contents lists available at ScienceDirect J. Parallel Distrib. Comut. journal homeage: www.elsevier.com/locate/jdc Quality of security adatation in arallel

More information

An Indexing Framework for Structured P2P Systems

An Indexing Framework for Structured P2P Systems An Indexing Framework for Structured P2P Systems Adina Crainiceanu Prakash Linga Ashwin Machanavajjhala Johannes Gehrke Carl Lagoze Jayavel Shanmugasundaram Deartment of Comuter Science, Cornell University

More information

The Research on Curling Track Empty Value Fill Algorithm Based on Similar Forecast

The Research on Curling Track Empty Value Fill Algorithm Based on Similar Forecast Research Journal of Alied Sciences, Engineering and Technology 6(8): 1472-1478, 2013 ISSN: 2040-7459; e-issn: 2040-7467 Maxwell Scientific Organization, 2013 Submitted: October 31, 2012 Acceted: January

More information

PREDICTING LINKS IN LARGE COAUTHORSHIP NETWORKS

PREDICTING LINKS IN LARGE COAUTHORSHIP NETWORKS PREDICTING LINKS IN LARGE COAUTHORSHIP NETWORKS Kevin Miller, Vivian Lin, and Rui Zhang Grou ID: 5 1. INTRODUCTION The roblem we are trying to solve is redicting future links or recovering missing links

More information

Objectives. Part 1: Implement Friction Compensation.

Objectives. Part 1: Implement Friction Compensation. ME 446 Laboratory # Inverse Dynamics Joint Control Reort is due at the beginning of your lab time the week of Aril 9 th. One reort er grou. Lab sessions will be held the weeks of March th, March 6 th,

More information

Figure 8.1: Home age taken from the examle health education site (htt:// Setember 14, 2001). 201

Figure 8.1: Home age taken from the examle health education site (htt://  Setember 14, 2001). 201 200 Chater 8 Alying the Web Interface Profiles: Examle Web Site Assessment 8.1 Introduction This chater describes the use of the rofiles develoed in Chater 6 to assess and imrove the quality of an examle

More information

Space-efficient Region Filling in Raster Graphics

Space-efficient Region Filling in Raster Graphics "The Visual Comuter: An International Journal of Comuter Grahics" (submitted July 13, 1992; revised December 7, 1992; acceted in Aril 16, 1993) Sace-efficient Region Filling in Raster Grahics Dominik Henrich

More information