Modal Masses Estimation in OMA by a Consecutive Mass Change Method.

Size: px
Start display at page:

Download "Modal Masses Estimation in OMA by a Consecutive Mass Change Method."

Transcription

1 Modal Masses Estiation in OMA by a Consecutive Mass Change Method. F. Pelayo University of Oviedo, Departent of Construction and Manufacturing Engineering, Gijón, Spain M. López-Aenlle University of Oviedo, Departent of Construction and Manufacturing Engineering, Gijón, Spain P. Reynolds. University of Sheffield, Departent of Civil and Structural Engineering, Sheffield. UK. A. Fernández-Canteli University of Oviedo, Departent of Construction and Manufacturing Engineering, Gijón, Spain ABSTRACT: Mode shapes in operational odal analysis (OMA) cannot be ass noralized since input forces are unknown, so that, if ass noralized ode shapes are needed the odal asses or scaling factors ust be estiated. A ethod for obtaining the odal asses in OMA is to odify the dynaic behavior of the structure by changing the ass or the stiffness and then using the odal paraeters of both the original and odified structure. In recent years, ass odification has been used and several expressions for the known ass change ethod have been developed, where a well distributed array of asses is usually needed for obtaining good accuracy. In this work a new ass change approach based on perforing several individual ass changes is presented and validated by experiental tests. This ethod requires only a sall nuber of asses that are located at different points in each individual experient and then the results of the individual test are cobined to estiate the scaling factors. 1 INTRODUCTION Operational odal analysis (OMA) ake uses of the natural or operational dynaic loads applied to the structure. This is an iportant advantage in large structures (Magalhaes et al. 2008), where the use of artificial excitation devices ay be expensive or ipractical (Brincker et al. 2003). Another advantage is that the odal tests can be perfored with the structure in its noral operation, so that vehicles and echanical systes can be tested in their in service condition (Parloo et al. 2003). When easureents are perfored in the lab, artificial devices ust be used in a proper way in order to reproduce a ulti input rando loading (Fernández et al. 2009). A drawback in output only analysis is that the ode shapes can not be ass noralized since input loads are unknown, so unity noralization is generally used (Brincker et al. 2003). In those applications where the FRF atrix of the structure is required, the scaling factors (or odal asses) ust be estiated. A ethod to estiate the scaling factors is to odify the dynaic behaviour of the structure by changing the stiffness, the ass (Aenlle et al. 2005, Parloo et al. 2001, Parloo et al. 2003) or both (Khatibi et al. 2009) and then perfor operational odal testing and analysis on both the original and the odified structure. The scaling factors can then be estiated using the odal paraeters of both structures. A siple and easily controlled ethod of odifying the dynaic behaviour of a structure is to change its ass. In recent years, soe different approaches (Aenlle et al. 2005b, Bernal 2004) and strategies (Aenlle et al. 2009) have been proposed based on the ass change ethod, which is relatively easy to use in sall structures where a large nuber of sall asses can easily be attached to the structure. However it has iportant liitations in ediu and large structures where several asses of large agnitude are needed. Moreover, if several odes are going to be scaled siultaneously, ore asses should be used.

2 2 IOMAC'11 4 th International Operational Modal Analysis Conference In this work a consecutive ass change ethod is presented, which consists of perforing different individual ass changes using a sall nuber of asses, which are attached to the structure at different locations in each experient. Then, the results for each location are cobined to estiate the scaling factors. The ethod is validated by experiental tests carried out on a 15 tonne prestressed concrete slab. 2 THEORY 2.1 Direct Mass Change Method The ass noralized ode shape,, and the arbitrary scaled ode shape,, corresponding to the ode, are related by the expression: where is the scaling factor. The scaling factor is a real or coplex nuber in case of real or coplex odes, respectively. The Mass Change Method consists of relating the odal paraeters (obtained by OMA) of both the original and the odified structure (figure 1). The odification is carried out by attaching asses to points on the structure where the ode shapes of the unodified structure are known. The user selects the nuber, the agnitude and the locations of the asses (Aenlle et al. 2009). In order to facilitate the ass odification and the calculation of the scaling factors, luped asses are often used, so that the ass change atrix becoes, in general, diagonal. A general expression for estiating the scaling factor of the ode shape is given by: (1) (2) where and are the natural frequencies of the original and odified structure, respectively, the ass change atrix and the ode shape. In Eq. (2), the unodified and odified ode shapes can be used which eans that this equation presents several alternatives (Aenlle et al. 2005b). However if large odifications in the ode shapes are expected the expression proposed by Bernal (2004) is recoended (Fernández et al. 2010), i.e.: (3) where ters are obtained fro the projection atrix. The basis of this approach is to introduce the projection of the odified ode shapes in the original ones. 2.2 The consecutive Mass Change Method The ass odification in the traditional ass change ethod, denoted here as direct ass change ethod, has generally been applied in only one step, i.e., by attaching all asses siultaneously at several points on the structure. The key idea of the consecutive ass change ethod is to use several sets of individual ass changes to estiate the scaling factors. Thus, instead of attaching asses siultaneously, the consecutive ass change ethod consists of perforing a series of consecutive ass odifications attaching a reduced nuber of asses,, ( ) so that the su of all the consecutive ass changes is, theoretically, equal to the direct ass change. The ethod is shown scheatically in Fig. 1.

3 3 Original Structure DOF 3 DOF 2 Individual Mass Change DOF 1 Original Structure DOF 3 Consecutive Mass Change Method DOF 2 DOF = ~ Original Structure DOF 3 DOF 2 Direct Mass Change Method DOF 1 Figure 1 : Relation between Direct and Consecutive Mass Change ethods (exaple with 3 asses). The consecutive ass change ethod proposed in this work is derived fro the Bernal equation. To illustrate the ethod, a siple case of three consecutive ass changes is used to derived equations and then the generalization to asses is presented. Taking into account that the scaling factor of the original structure is constant, we can establish the following relations for the scaling factor of the ode shape: (4) where supercripts 1, 2 and 3, represent the three consecutive individual ass changes (see Fig 1), superscript 123 eans that the three asses are attached siultaneously to the structure (direct ass change ethod), is the square frequency ratio and subscripts 0 and 1 indicate the original or odified structure, respectively. If the relation between odified and original ode shapes, e.g. is introduced, the denoinators of each individual ass change can be expressed as: (5) Taking into account that the denoinator of Eq. (4) corresponding to the direct ass change ethod is given by: (6) If only the diagonal ters of the atrix shapes are expressed as: (Bernal 2004) are considered, the odified ode

4 4 IOMAC'11 4 th International Operational Modal Analysis Conference (7) Now, if Eq. (6) is substituted in Eq. (4) using the relations (7), it is obtained that: (8) Fro which the following relation between the direct and individual square frequency ratios is inferred: On the other hand, fro the sensitivity equations of ode shapes (Aenlle et al. 2005, Parloo et al. 2003), it is inferred that the following approxiation can be applied in case of sall changes: Finally, if Eqs. (9) and (10) are substituted in Eq. (4), the relation between the individual and the direct case is: (9) (10) (11) which generalized to ass changes leads to: (12) Fro Eqs. (11) and (12), it can inferred that both the direct and consecutive ass change ethods should provide the sae results. However, larger uncertainty is expected in the consecutive ass change ethod because ore experiental tests ust be carried out with less asses, so that the frequency shift obtained in each individual experient is saller (Aenlle et al. 2009). One advantage of the consecutive ass change ethod is that only a few asses are needed in each experiental test and that total agnitude is less than that used in direct ass change ethod. On the other hand, ore experiental tests are needed and the asses ust be oved in each experient to different DOF s.

5 5 3 EXPERIMENTAL VERIFICATION 3.1 Structure and Equipent The structure tested was a siply supported in situ cast post tensioned slab strip of span Its total length was 11.2, including 0.2 overhangs over the knife edge supports. It had a width of 2, depth of and a weight of approxiately 15 tonnes. In the operational odal analysis 21 Honeywell QA750 acceleroeters were used. They were located at degrees of freedo (DOF s) 4 to 24, as indicated in Fig. 2, and were installed on levelled Perspex base plates. For digital data acquisition, a Data Physics DP730 spectru analyzer (Mobilyzer II) with 24 input channels and 4 output channels (24 bit resolution) was used. The spectru analyser was controlled by a laptop PC connected to it via an Ethernet connection. The sapling rate and acquisition tie used in each odal test were 128 Hz and 15 inutes, respectively Shaker Shaker Figure 2: Concrete slab strip diensions and location of easureent DOF s (1 27). Since the abient excitation level is too low for testing (the slab is in a very quiet lab), artificial excitation was required during the tests. Due to the fact that there are not coupled or repeated odes (Herlfunsen et al. 2005), two APS Dynaics Model 113 shakers, located at DOF s 15 and 19, were used as a source of excitation, even though fixed loads are not recoended for OMA. The slab was driven with uncorrelated rando signals fro both shakers with the sae excitation level for all the experients. 3.2 Experiental Results 1.35 For the concrete slab strip the first four odes are considered for the analysis. The first, second and fourth odes are bending of the slab strip, whereas the third ode is torsional. For this structure, the odal paraeters were estiated by classical (Ewins 1984) and operational odal analysis with Enhanced Frequency Doain Decoposition (EFDD) (Brincker et al. 2007) and the Stochastic Subspace Identification (SSI) (Peeters and Roeck 2001, Van Overschee and De Moor 1996) both techniques ipleented in the ARTeMIS Extractor software. In classical odal analysis (CMA) the odal paraeters were estiated fro the frequency response function (FRF) data calculated using the excitation and response tie histories with the sae configuration of shakers and acceleroeters, as that used in OMA analysis, that is, shakers located at DOF s 15 and 19 and acceleroeters located at DOF s 4 to 24, respectively. The ME scopeves software was used in a Multiple Input/Multiple Output (MIMO) analysis with two inputs and 21 outputs to obtain the odal paraeters fro FRF data. The FRFs of soe channels (MIMO analysis) and the EFDD singular value decoposition (OMA) are presented in Fig. 3.

6 6 IOMAC'11 4 th International Operational Modal Analysis Conference Figure 3 : FRFs (left) and Singular Value Decoposition (right) for the Slab. The natural frequencies are presented in Table 1, fro which it can be inferred that a good agreeent existed between the results provided by CMA and OMA. Tabla 1 : Natural frequencies in the slab strip. Mode 1 (bending) 2 (bending) 3 (torsion) 4 (bending) Hz Hz Hz Hz CMA FRFs OMA EFDD SSI The ass odification was carried out placing 25 kg steel ass blocks on the top surface of the slab strip (in groups of 100 kg) in each individual experient. To reduce the uncertainty of the results, a study of the ass change strategy was carried out previously to the odal test. The best strategies can be obtained constructing a location strategy table (Aenlle et al. 2009), using the ode shape atrix of the original structure. The ass change strategies used in the easureents are presented in Table 2. Strategies Strategy: 1 Mass attached Kg Table 2 : Mass strategies for the concrete slab strip. DOF s with ass Test X X Test X X Test X X Test X X Test X X Test X X Test X X Strategy: 2 Test X X Test X X Test X X The frequency shifts,, obtained fro the EFDD identification technique, for each individual ass location, are presented in Table 3.

7 7 Table 3 : Frequency shifts in the slab strip for each consecutive ass experient (EFDD). Mode (%) Masses attached to DOF s Table 3 confirs that asses attached to DOF s near to antinodes of the corresponding odes, provide the largest. Moreover larger frequency shifts are obtained for the torsional ode (ode nuber 3 in Table 3) due to the lower odal ass associated with this ode copared with the bending ode. The scaling factors obtained using Eq. (12) for both strategies (1 and 2) are presented in Table 4. To estiate the accuracy of the results, the scaling factors were also deterined fro FRFs with CMA and by the direct ass change ethod using 21 asses located at DOF s 4 to 24 (50 kg at each DOF). In CMA the ode shapes obtained fro FRFs data are ass noralized. The scaling factors were estiated using Eq. (1) so that the ode shapes were also noralized with the largest coponent of each ode shape equal to unity. Table 2 : Estiated scaling factors of the slab strip. Method Mode FRFs (CMA) Direct ass change ethod (21 Masses) Consecutive ass change ethod (Strategy 1) Consecutive ass change ethod (Strategy 2) If the results obtained by CMA fro the FRFs and the direct and consecutive ass change ethods are copared, it can be seen that they provide siilar results except for the ode, which has an error of approxiately 12%. A likely reason for this error is the not optial location of the shaker used in the CMA. For other odes, the error between the consecutive ass change ethod and the FRFs (CMA) is less than 3%. If the consecutive ass change ethod (Strategy 1) and the direct ass change ethod are copared, Table 5 shows that the results of both ethods provide approxiately the sae accuracy for all the odes considered in the analysis, with the largest discrepancy of 2.25% for the ode. As regards the consecutive ass change ethod with Strategy 2, the results are a little less accurate than Strategy 1 due to the less refined ass change strategy. The largest errors correspond with the ode (8% error) and the ode (7% error). CONCLUSIONS A new ethod for scaling ode shapes in operational odal analysis, which consists of perforing different individual ass changes using a sall nuber of asses, which are attached to the structure at different locations in each experient, has been proposed and validated. The accuracy of the ethod is siilar to that obtained with other ethods, such as the direct ass change ethod or classical odal analysis. This ethod has any potential benefits for application in ediu and large structures, because only a sall nuber of asses, located at different DOF s in each experient, are needed in the tests.

8 8 IOMAC'11 4 th International Operational Modal Analysis Conference ACKNOWLEDGEMENTS The partial econoic support given by the Spanish Ministry of Education through the project BIA C02-01and the European Social Fund (grant BES ) is gratefully appreciated. Special thanks also go to Dr Donald Nyawako fro the University of Sheffield for his support in the experiental part of this work. REFERENCES Magalhaes F., Caetano E., and Cunha A Online identification of the odal paraeters of a long span archbridge. Mechanical Systes and Signal Processing. Brincker, R., Ventura, C. and Andersen, P Why output-only odal testing is a desirable tool for a wide range of practical applications. In Proceedings of the International Modal Analysis Conference(IMACXXI). paper 265. Parloo E., Guillaue P., Anthonis J., Heylen W., and Swevers N Modelling of sprayer boo dynaics by eans of axiu likelihood identification techniques,part1: A coparison of input output and output-only odal testing. Biosyste Engineering, 85(2): Fernández P., Aenlle M. L., Brincker R., and Canteli A.F Artificial excitation in operational odal analysis. In Proc. of the International Modal Analysis Conference (IOMAC) III, (0): Aenlle M. L., Brincker R., and Canteli A. F Soe ethods to deterine scaled ode shapes in natural input odal analysis. In Proc. Of the International Modal Analysis Conference (IMAC) XXIII. Parloo E., Verboven P., Cuillae P., and Overeire M. V Sensitivity-based ass noralization of ode shape estiates fro output-only data. Proc. Int. Conf. on Structural Syste Identification, pages Parloo E., Guillaue P., Anthonis J., Heylen W., and Swevers N Modelling of sprayer boo dynaics by eans of axiu likelihood identification techniques, part 2: Sensitivity-based ode shape noralisation. Biosyste Engineering, 85(2): Khatibi M.M., Ashory M.R., and Malekjafarian A Scaling of ode shapes using ass-stiffness change ethod. In Proc. of the International Modal Analysis Conference (IOMAC) III, pages Aenlle M. L., Brincker R., Canteli A. F., and Villa L. M. 2005b. Scaling factor estiation by the ass change ethod. Proc. Of the International Operational Modal Analysis Conference (IOMAC). Bernal D Modal scaling fro known ass perturbation. Journal of Engineering Mechanics, 130(9):1083. López-Aenlle M., Fernández P., Brincker R., and Fernández-Canteli A Scaling factor estiation using an optiized ass-change strategy. Mechanical Systes and Signal Processing. Fernández P., Reynolds P., and López-Aenlle M Experiental evaluation of ass change approaches for scaling factors estiation. Proc. of the IMAC XXVIII. Herlfunsen, H., Andersen, P., Gade, S. and Møller N Identification techniques for operational odal analysis - an overview and practical experiencies. In Proc. Of the International Operational Modal Analysis Conference (IOMAC). Ewins D. J. (1984) Modal Testing_ Theory and Practice. Research Studies Press LTD and John Wiley & Sons INC. Brincker R., Andersen P., and Jacobsen N. J Autoated frequency doain decoposition for operational odal analysis. In Proceedings of Th e25th International Modal Analysis Conference(IMAC). Peeters B. and De Roeck G Stochastic syste identification for operational odal analysis_ a review. Journal of Dynaic Systes Measureent and Control Transactions of the ASME, 4(123): Van Overschee P. and De Moor B Subspace Identification for Linear Systes: Theory, Ipleentation & Applications. Dordrecht, Netherlands, Kluwer Acadeic Publishers.

Solving the Damage Localization Problem in Structural Health Monitoring Using Techniques in Pattern Classification

Solving the Damage Localization Problem in Structural Health Monitoring Using Techniques in Pattern Classification Solving the Daage Localization Proble in Structural Health Monitoring Using Techniques in Pattern Classification CS 9 Final Project Due Dec. 4, 007 Hae Young Noh, Allen Cheung, Daxia Ge Introduction Structural

More information

Clustering. Cluster Analysis of Microarray Data. Microarray Data for Clustering. Data for Clustering

Clustering. Cluster Analysis of Microarray Data. Microarray Data for Clustering. Data for Clustering Clustering Cluster Analysis of Microarray Data 4/3/009 Copyright 009 Dan Nettleton Group obects that are siilar to one another together in a cluster. Separate obects that are dissiilar fro each other into

More information

Identifying Converging Pairs of Nodes on a Budget

Identifying Converging Pairs of Nodes on a Budget Identifying Converging Pairs of Nodes on a Budget Konstantina Lazaridou Departent of Inforatics Aristotle University, Thessaloniki, Greece konlaznik@csd.auth.gr Evaggelia Pitoura Coputer Science and Engineering

More information

COMPUTER GENERATED HOLOGRAMS Optical Sciences 627 W.J. Dallas (Monday, August 23, 2004, 12:38 PM) PART III: CHAPTER ONE DIFFUSERS FOR CGH S

COMPUTER GENERATED HOLOGRAMS Optical Sciences 627 W.J. Dallas (Monday, August 23, 2004, 12:38 PM) PART III: CHAPTER ONE DIFFUSERS FOR CGH S COPUTER GEERATED HOLOGRAS Optical Sciences 67 W.J. Dallas (onday, August 3, 004, 1:38 P) PART III: CHAPTER OE DIFFUSERS FOR CGH S Part III: Chapter One Page 1 of 8 Introduction Hologras for display purposes

More information

A Model Free Automatic Tuning Method for a Restricted Structured Controller. by using Simultaneous Perturbation Stochastic Approximation

A Model Free Automatic Tuning Method for a Restricted Structured Controller. by using Simultaneous Perturbation Stochastic Approximation 28 Aerican Control Conference Westin Seattle Hotel, Seattle, Washington, USA June -3, 28 WeC9.5 A Model Free Autoatic Tuning Method for a Restricted Structured Controller by Using Siultaneous Perturbation

More information

Real Time Displacement Measurement of an image in a 2D Plane

Real Time Displacement Measurement of an image in a 2D Plane International Journal of Scientific Research Engineering & Technology (IJSRET), ISSN 2278 0882 Volue 5, Issue 3, March 2016 176 Real Tie Displaceent Measureent of an iage in a 2D Plane Abstract Prashant

More information

The optimization design of microphone array layout for wideband noise sources

The optimization design of microphone array layout for wideband noise sources PROCEEDINGS of the 22 nd International Congress on Acoustics Acoustic Array Systes: Paper ICA2016-903 The optiization design of icrophone array layout for wideband noise sources Pengxiao Teng (a), Jun

More information

Detection of Outliers and Reduction of their Undesirable Effects for Improving the Accuracy of K-means Clustering Algorithm

Detection of Outliers and Reduction of their Undesirable Effects for Improving the Accuracy of K-means Clustering Algorithm Detection of Outliers and Reduction of their Undesirable Effects for Iproving the Accuracy of K-eans Clustering Algorith Bahan Askari Departent of Coputer Science and Research Branch, Islaic Azad University,

More information

Geo-activity Recommendations by using Improved Feature Combination

Geo-activity Recommendations by using Improved Feature Combination Geo-activity Recoendations by using Iproved Feature Cobination Masoud Sattari Middle East Technical University Ankara, Turkey e76326@ceng.etu.edu.tr Murat Manguoglu Middle East Technical University Ankara,

More information

Using Imperialist Competitive Algorithm in Optimization of Nonlinear Multiple Responses

Using Imperialist Competitive Algorithm in Optimization of Nonlinear Multiple Responses International Journal of Industrial Engineering & Production Research Septeber 03, Volue 4, Nuber 3 pp. 9-35 ISSN: 008-4889 http://ijiepr.iust.ac.ir/ Using Iperialist Copetitive Algorith in Optiization

More information

Evaluation of a multi-frame blind deconvolution algorithm using Cramér-Rao bounds

Evaluation of a multi-frame blind deconvolution algorithm using Cramér-Rao bounds Evaluation of a ulti-frae blind deconvolution algorith using Craér-Rao bounds Charles C. Beckner, Jr. Air Force Research Laboratory, 3550 Aberdeen Ave SE, Kirtland AFB, New Mexico, USA 87117-5776 Charles

More information

A Hybrid Network Architecture for File Transfers

A Hybrid Network Architecture for File Transfers JOURNAL OF IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, VOL. 6, NO., JANUARY 9 A Hybrid Network Architecture for File Transfers Xiuduan Fang, Meber, IEEE, Malathi Veeraraghavan, Senior Meber,

More information

Depth Estimation of 2-D Magnetic Anomalous Sources by Using Euler Deconvolution Method

Depth Estimation of 2-D Magnetic Anomalous Sources by Using Euler Deconvolution Method Aerican Journal of Applied Sciences 1 (3): 209-214, 2004 ISSN 1546-9239 Science Publications, 2004 Depth Estiation of 2-D Magnetic Anoalous Sources by Using Euler Deconvolution Method 1,3 M.G. El Dawi,

More information

A Novel Fast Constructive Algorithm for Neural Classifier

A Novel Fast Constructive Algorithm for Neural Classifier A Novel Fast Constructive Algorith for Neural Classifier Xudong Jiang Centre for Signal Processing, School of Electrical and Electronic Engineering Nanyang Technological University Nanyang Avenue, Singapore

More information

Derivation of an Analytical Model for Evaluating the Performance of a Multi- Queue Nodes Network Router

Derivation of an Analytical Model for Evaluating the Performance of a Multi- Queue Nodes Network Router Derivation of an Analytical Model for Evaluating the Perforance of a Multi- Queue Nodes Network Router 1 Hussein Al-Bahadili, 1 Jafar Ababneh, and 2 Fadi Thabtah 1 Coputer Inforation Systes Faculty of

More information

Feature Selection to Relate Words and Images

Feature Selection to Relate Words and Images The Open Inforation Systes Journal, 2009, 3, 9-13 9 Feature Selection to Relate Words and Iages Wei-Chao Lin 1 and Chih-Fong Tsai*,2 Open Access 1 Departent of Coputing, Engineering and Technology, University

More information

Image Filter Using with Gaussian Curvature and Total Variation Model

Image Filter Using with Gaussian Curvature and Total Variation Model IJECT Vo l. 7, Is s u e 3, Ju l y - Se p t 016 ISSN : 30-7109 (Online) ISSN : 30-9543 (Print) Iage Using with Gaussian Curvature and Total Variation Model 1 Deepak Kuar Gour, Sanjay Kuar Shara 1, Dept.

More information

TALLINN UNIVERSITY OF TECHNOLOGY, INSTITUTE OF PHYSICS 17. FRESNEL DIFFRACTION ON A ROUND APERTURE

TALLINN UNIVERSITY OF TECHNOLOGY, INSTITUTE OF PHYSICS 17. FRESNEL DIFFRACTION ON A ROUND APERTURE 7. FRESNEL DIFFRACTION ON A ROUND APERTURE. Objective Exaining diffraction pattern on a round aperture, deterining wavelength of light source.. Equipent needed Optical workbench, light source, color filters,

More information

Relief shape inheritance and graphical editor for the landscape design

Relief shape inheritance and graphical editor for the landscape design Relief shape inheritance and graphical editor for the landscape design Egor A. Yusov Vadi E. Turlapov Nizhny Novgorod State University after N. I. Lobachevsky Nizhny Novgorod Russia yusov_egor@ail.ru vadi.turlapov@cs.vk.unn.ru

More information

ELEVATION SURFACE INTERPOLATION OF POINT DATA USING DIFFERENT TECHNIQUES A GIS APPROACH

ELEVATION SURFACE INTERPOLATION OF POINT DATA USING DIFFERENT TECHNIQUES A GIS APPROACH ELEVATION SURFACE INTERPOLATION OF POINT DATA USING DIFFERENT TECHNIQUES A GIS APPROACH Kulapraote Prathuchai Geoinforatics Center, Asian Institute of Technology, 58 Moo9, Klong Luang, Pathuthani, Thailand.

More information

On the Computation and Application of Prototype Point Patterns

On the Computation and Application of Prototype Point Patterns On the Coputation and Application of Prototype Point Patterns Katherine E. Tranbarger Freier 1 and Frederic Paik Schoenberg 2 Abstract This work addresses coputational probles related to the ipleentation

More information

A Trajectory Splitting Model for Efficient Spatio-Temporal Indexing

A Trajectory Splitting Model for Efficient Spatio-Temporal Indexing A Trajectory Splitting Model for Efficient Spatio-Teporal Indexing Slobodan Rasetic Jörg Sander Jaes Elding Mario A. Nasciento Departent of Coputing Science University of Alberta Edonton, Alberta, Canada

More information

Generating Mechanisms for Evolving Software Mirror Graph

Generating Mechanisms for Evolving Software Mirror Graph Journal of Modern Physics, 2012, 3, 1050-1059 http://dx.doi.org/10.4236/jp.2012.39139 Published Online Septeber 2012 (http://www.scirp.org/journal/jp) Generating Mechaniss for Evolving Software Mirror

More information

Shortest Path Determination in a Wireless Packet Switch Network System in University of Calabar Using a Modified Dijkstra s Algorithm

Shortest Path Determination in a Wireless Packet Switch Network System in University of Calabar Using a Modified Dijkstra s Algorithm International Journal of Engineering and Technical Research (IJETR) ISSN: 31-869 (O) 454-4698 (P), Volue-5, Issue-1, May 16 Shortest Path Deterination in a Wireless Packet Switch Network Syste in University

More information

Carving Differential Unit Test Cases from System Test Cases

Carving Differential Unit Test Cases from System Test Cases Carving Differential Unit Test Cases fro Syste Test Cases Sebastian Elbau, Hui Nee Chin, Matthew B. Dwyer, Jonathan Dokulil Departent of Coputer Science and Engineering University of Nebraska - Lincoln

More information

Vito R. Gervasi, Adam Schneider, Joshua Rocholl the Milwaukee School of Engineering, Milwaukee, Wisconsin

Vito R. Gervasi, Adam Schneider, Joshua Rocholl the Milwaukee School of Engineering, Milwaukee, Wisconsin GEOMETRY AND PROCEDURE FOR BENCHMARKING SFF AND HYBRID FABRICATION PROCESS RESOLUTION Vito R. Gervasi, Ada Schneider, Joshua Rocholl the Milwaukee School of Engineering, Milwaukee, Wisconsin ABSTRACT Since

More information

Summary. Reconstruction of data from non-uniformly spaced samples

Summary. Reconstruction of data from non-uniformly spaced samples Is there always extra bandwidth in non-unifor spatial sapling? Ralf Ferber* and Massiiliano Vassallo, WesternGeco London Technology Center; Jon-Fredrik Hopperstad and Ali Özbek, Schluberger Cabridge Research

More information

Galois Homomorphic Fractal Approach for the Recognition of Emotion

Galois Homomorphic Fractal Approach for the Recognition of Emotion Galois Hooorphic Fractal Approach for the Recognition of Eotion T. G. Grace Elizabeth Rani 1, G. Jayalalitha 1 Research Scholar, Bharathiar University, India, Associate Professor, Departent of Matheatics,

More information

Structural Balance in Networks. An Optimizational Approach. Andrej Mrvar. Faculty of Social Sciences. University of Ljubljana. Kardeljeva pl.

Structural Balance in Networks. An Optimizational Approach. Andrej Mrvar. Faculty of Social Sciences. University of Ljubljana. Kardeljeva pl. Structural Balance in Networks An Optiizational Approach Andrej Mrvar Faculty of Social Sciences University of Ljubljana Kardeljeva pl. 5 61109 Ljubljana March 23 1994 Contents 1 Balanced and clusterable

More information

AGV PATH PLANNING BASED ON SMOOTHING A* ALGORITHM

AGV PATH PLANNING BASED ON SMOOTHING A* ALGORITHM International Journal of Software Engineering & Applications (IJSEA), Vol.6, No.5, Septeber 205 AGV PATH PLANNING BASED ON SMOOTHING A* ALGORITHM Xie Yang and Cheng Wushan College of Mechanical Engineering,

More information

OPTIMAL COMPLEX SERVICES COMPOSITION IN SOA SYSTEMS

OPTIMAL COMPLEX SERVICES COMPOSITION IN SOA SYSTEMS Key words SOA, optial, coplex service, coposition, Quality of Service Piotr RYGIELSKI*, Paweł ŚWIĄTEK* OPTIMAL COMPLEX SERVICES COMPOSITION IN SOA SYSTEMS One of the ost iportant tasks in service oriented

More information

EE 364B Convex Optimization An ADMM Solution to the Sparse Coding Problem. Sonia Bhaskar, Will Zou Final Project Spring 2011

EE 364B Convex Optimization An ADMM Solution to the Sparse Coding Problem. Sonia Bhaskar, Will Zou Final Project Spring 2011 EE 364B Convex Optiization An ADMM Solution to the Sparse Coding Proble Sonia Bhaskar, Will Zou Final Project Spring 20 I. INTRODUCTION For our project, we apply the ethod of the alternating direction

More information

Short Papers. Crosstalk in VLSI Interconnections

Short Papers. Crosstalk in VLSI Interconnections IEEE TRANSACTIONS ON COPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTES, VOL. 8, NO. 2, DECEBER 999 87 Short Papers Crosstalk in VLSI Interconnections Ashok Vittal, Lauren Hui Chen, algorzata arek-sadowska,

More information

Spectral Clustering with Two Views

Spectral Clustering with Two Views Spectral Clustering with Two Views Virginia R. de Sa Departent of Cognitive Science, 55 University of California, San Diego 95 Gilan Dr. La Jolla, CA 993-55 desa@ucsd.edu Abstract In this paper we develop

More information

Homework 1. An Introduction to Neural Networks

Homework 1. An Introduction to Neural Networks Hoework An Introduction to Neural Networks -785: Introduction to Deep Learning Spring 09 OUT: January 4, 09 DUE: February 6, 09, :59 PM Start Here Collaboration policy: You are expected to coply with the

More information

Computer Aided Drafting, Design and Manufacturing Volume 26, Number 2, June 2016, Page 13

Computer Aided Drafting, Design and Manufacturing Volume 26, Number 2, June 2016, Page 13 Coputer Aided Drafting, Design and Manufacturing Volue 26, uber 2, June 2016, Page 13 CADDM 3D reconstruction of coplex curved objects fro line drawings Sun Yanling, Dong Lijun Institute of Mechanical

More information

Energy-Efficient Disk Replacement and File Placement Techniques for Mobile Systems with Hard Disks

Energy-Efficient Disk Replacement and File Placement Techniques for Mobile Systems with Hard Disks Energy-Efficient Disk Replaceent and File Placeent Techniques for Mobile Systes with Hard Disks Young-Jin Ki School of Coputer Science & Engineering Seoul National University Seoul 151-742, KOREA youngjk@davinci.snu.ac.kr

More information

Intelligent Robotic System with Fuzzy Learning Controller and 3D Stereo Vision

Intelligent Robotic System with Fuzzy Learning Controller and 3D Stereo Vision Recent Researches in Syste Science Intelligent Robotic Syste with Fuzzy Learning Controller and D Stereo Vision SHIUH-JER HUANG Departent of echanical Engineering National aiwan University of Science and

More information

AN APPROACH ON BIMODAL BIOMETRIC SYSTEMS

AN APPROACH ON BIMODAL BIOMETRIC SYSTEMS AN APPROACH ON BIODAL BIOETRIC SYSTES Eugen LUPU, Siina EERICH Technical University of Cluj-Napoca, 26-28 Baritiu str. Cluj-Napoca phone: +40-264-40-266; fax: +40-264-592-055; e-ail: Eugen.Lupu @co.utcluj.ro

More information

POSITION-PATCH BASED FACE HALLUCINATION VIA LOCALITY-CONSTRAINED REPRESENTATION. Junjun Jiang, Ruimin Hu, Zhen Han, Tao Lu, and Kebin Huang

POSITION-PATCH BASED FACE HALLUCINATION VIA LOCALITY-CONSTRAINED REPRESENTATION. Junjun Jiang, Ruimin Hu, Zhen Han, Tao Lu, and Kebin Huang IEEE International Conference on ultiedia and Expo POSITION-PATCH BASED FACE HALLUCINATION VIA LOCALITY-CONSTRAINED REPRESENTATION Junjun Jiang, Ruiin Hu, Zhen Han, Tao Lu, and Kebin Huang National Engineering

More information

A Study of the Relationship Between Support Vector Machine and Gabriel Graph

A Study of the Relationship Between Support Vector Machine and Gabriel Graph A Study of the Relationship Between Support Vector Machine and Gabriel Graph Wan Zhang and Irwin King {wzhang, king}@cse.cuhk.edu.hk Departent of Coputer Science & Engineering The Chinese University of

More information

Research on a Kind of QoS-Sensitive Semantic Web Services Composition Method Based on Genetic Algorithm

Research on a Kind of QoS-Sensitive Semantic Web Services Composition Method Based on Genetic Algorithm roceedings of the 7th International Conference on Innovation & Manageent 893 Research on a Kind of QoS-Sensitive Seantic Web Services Coposition Method Based on Genetic Algorith Cao Hongjiang, Nie Guihua,

More information

Utility-Based Resource Allocation for Mixed Traffic in Wireless Networks

Utility-Based Resource Allocation for Mixed Traffic in Wireless Networks IEEE IFOCO 2 International Workshop on Future edia etworks and IP-based TV Utility-Based Resource Allocation for ixed Traffic in Wireless etworks Li Chen, Bin Wang, Xiaohang Chen, Xin Zhang, and Dacheng

More information

Automatic Die Inspection for Post-sawing LED Wafers

Automatic Die Inspection for Post-sawing LED Wafers Proceedings of the 009 IEEE International Conference on Systes, Man, and Cybernetics San Antonio, TX, USA - ctober 009 Autoatic Die Inspection for Post-sawing ED Wafers Chuan-Yu Chang 1, Chun-Hsi i, Yung-Chi

More information

Designing High Performance Web-Based Computing Services to Promote Telemedicine Database Management System

Designing High Performance Web-Based Computing Services to Promote Telemedicine Database Management System Designing High Perforance Web-Based Coputing Services to Proote Teleedicine Database Manageent Syste Isail Hababeh 1, Issa Khalil 2, and Abdallah Khreishah 3 1: Coputer Engineering & Inforation Technology,

More information

Theoretical Analysis of Local Search and Simple Evolutionary Algorithms for the Generalized Travelling Salesperson Problem

Theoretical Analysis of Local Search and Simple Evolutionary Algorithms for the Generalized Travelling Salesperson Problem Theoretical Analysis of Local Search and Siple Evolutionary Algoriths for the Generalized Travelling Salesperson Proble Mojgan Pourhassan ojgan.pourhassan@adelaide.edu.au Optiisation and Logistics, The

More information

Feature Based Registration for Panoramic Image Generation

Feature Based Registration for Panoramic Image Generation IJCSI International Journal of Coputer Science Issues, Vol. 10, Issue 6, No, Noveber 013 www.ijcsi.org 13 Feature Based Registration for Panoraic Iage Generation Kawther Abbas Sallal 1, Abdul-Mone Saleh

More information

Operation principles of the curvature gauge

Operation principles of the curvature gauge Operation principles of the curvature gauge Y.Z. HE AND A. DJODJEVICH Departent of Manufacturing Engineering and Engineering Manageent City University of Hong Kong Tat Chee Avenue, Kowloon HONG KONG (CHINA)

More information

An Efficient Approach for Content Delivery in Overlay Networks

An Efficient Approach for Content Delivery in Overlay Networks An Efficient Approach for Content Delivery in Overlay Networks Mohaad Malli, Chadi Barakat, Walid Dabbous Projet Planète, INRIA-Sophia Antipolis, France E-ail:{alli, cbarakat, dabbous}@sophia.inria.fr

More information

NON-RIGID OBJECT TRACKING: A PREDICTIVE VECTORIAL MODEL APPROACH

NON-RIGID OBJECT TRACKING: A PREDICTIVE VECTORIAL MODEL APPROACH NON-RIGID OBJECT TRACKING: A PREDICTIVE VECTORIAL MODEL APPROACH V. Atienza; J.M. Valiente and G. Andreu Departaento de Ingeniería de Sisteas, Coputadores y Autoática Universidad Politécnica de Valencia.

More information

Shape Optimization of Quad Mesh Elements

Shape Optimization of Quad Mesh Elements Shape Optiization of Quad Mesh Eleents Yufei Li 1, Wenping Wang 1, Ruotian Ling 1, and Changhe Tu 2 1 The University of Hong Kong 2 Shandong University Abstract We study the proble of optiizing the face

More information

HIGH PERFORMANCE PRE-SEGMENTATION ALGORITHM FOR SONAR IMAGES

HIGH PERFORMANCE PRE-SEGMENTATION ALGORITHM FOR SONAR IMAGES HIGH PERFORMANCE PRE-SEGMENTATION ALGORITHM FOR SONAR IMAGES Benjain Lehann*, Konstantinos Siantidis*, Dieter Kraus** *ATLAS ELEKTRONIK GbH Sebaldsbrücker Heerstraße 235 D-28309 Breen, GERMANY Eail: benjain.lehann@atlas-elektronik.co

More information

A Broadband Spectrum Sensing Algorithm in TDCS Based on ICoSaMP Reconstruction

A Broadband Spectrum Sensing Algorithm in TDCS Based on ICoSaMP Reconstruction MATEC Web of Conferences 73, 03073(08) https://doi.org/0.05/atecconf/087303073 SMIMA 08 A roadband Spectru Sensing Algorith in TDCS ased on I Reconstruction Liu Yang, Ren Qinghua, Xu ingzheng and Li Xiazhao

More information

IMAGE MOSAICKING FOR ESTIMATING THE MOTION OF AN UNDERWATER VEHICLE. Rafael García, Xevi Cufí and Lluís Pacheco

IMAGE MOSAICKING FOR ESTIMATING THE MOTION OF AN UNDERWATER VEHICLE. Rafael García, Xevi Cufí and Lluís Pacheco IMAGE MOSAICKING FOR ESTIMATING THE MOTION OF AN UNDERWATER VEHICLE Rafael García, Xevi Cufí and Lluís Pacheco Coputer Vision and Robotics Group Institute of Inforatics and Applications, University of

More information

Reconstruction of Time Series using Optimal Ordering of ICA Components

Reconstruction of Time Series using Optimal Ordering of ICA Components Reconstruction of Tie Series using Optial Ordering of ICA Coponents Ar Goneid and Abear Kael Departent of Coputer Science & Engineering, The Aerican University in Cairo, Cairo, Egypt e-ail: goneid@aucegypt.edu

More information

Querying Uncertain Data with Aggregate Constraints

Querying Uncertain Data with Aggregate Constraints Querying Uncertain Data with Aggregate Constraints Mohan Yang 1,2, Haixun Wang 1, Haiquan Chen 3, Wei-Shinn Ku 3 1 Microsoft Research Asia, Beijing, China 2 Shanghai Jiao Tong University, Shanghai, China

More information

Multi Packet Reception and Network Coding

Multi Packet Reception and Network Coding The 2010 Military Counications Conference - Unclassified Progra - etworking Protocols and Perforance Track Multi Packet Reception and etwork Coding Aran Rezaee Research Laboratory of Electronics Massachusetts

More information

Predicting x86 Program Runtime for Intel Processor

Predicting x86 Program Runtime for Intel Processor Predicting x86 Progra Runtie for Intel Processor Behra Mistree, Haidreza Haki Javadi, Oid Mashayekhi Stanford University bistree,hrhaki,oid@stanford.edu 1 Introduction Progras can be equivalent: given

More information

THE rounding operation is performed in almost all arithmetic

THE rounding operation is performed in almost all arithmetic This is the author's version of an article that has been published in this journal. Changes were ade to this version by the publisher prior to publication. The final version of record is available at http://dx.doi.org/.9/tvlsi.5.538

More information

Efficient Learning of Generalized Linear and Single Index Models with Isotonic Regression

Efficient Learning of Generalized Linear and Single Index Models with Isotonic Regression Efficient Learning of Generalized Linear and Single Index Models with Isotonic Regression Sha M. Kakade Microsoft Research and Wharton, U Penn skakade@icrosoft.co Varun Kanade SEAS, Harvard University

More information

GROUND VEHICLE ATTITUDE ESTIMATION THROUGH MAGNETIC-INERTIAL SENSOR FUSION

GROUND VEHICLE ATTITUDE ESTIMATION THROUGH MAGNETIC-INERTIAL SENSOR FUSION F16-VDCF-4 GROUND VEHICLE ATTITUDE ESTIMATION THROUGH MAGNETIC-INERTIAL SENSOR FUSION 1 Hwang, Yoonjin * ; 1 Seibu, Choi 1 Korea Advanced Institute of Science and Technology, S. Korea KEYWORDS Vehicle

More information

An Automatic Method for Summary Evaluation Using Multiple Evaluation Results by a Manual Method

An Automatic Method for Summary Evaluation Using Multiple Evaluation Results by a Manual Method An Autoatic Method for Suary Evaluation Using Multiple Evaluation Results by a Manual Method Hidetsugu Nanba Faculty of Inforation Sciences, Hiroshia City University 3-4-1 Ozuka, Hiroshia, 731-3194 Japan

More information

Image hiding with an improved genetic algorithm and an optimal pixel adjustment process

Image hiding with an improved genetic algorithm and an optimal pixel adjustment process Eighth International Conference on Intelligent Systes Design and Applications Iage hiding with an iproved genetic algorith and an optial pixel adjustent process Lin-Yu Tseng Yung-Kuan Chan Yu-An Ho Yen-Ping

More information

A wireless sensor network for visual detection and classification of intrusions

A wireless sensor network for visual detection and classification of intrusions A wireless sensor network for visual detection and classification of intrusions ANDRZEJ SLUZEK 1,3, PALANIAPPAN ANNAMALAI 2, MD SAIFUL ISLAM 1 1 School of Coputer Engineering, 2 IntelliSys Centre Nanyang

More information

Defining and Surveying Wireless Link Virtualization and Wireless Network Virtualization

Defining and Surveying Wireless Link Virtualization and Wireless Network Virtualization 1 Defining and Surveying Wireless Link Virtualization and Wireless Network Virtualization Jonathan van de Belt, Haed Ahadi, and Linda E. Doyle The Centre for Future Networks and Counications - CONNECT,

More information

Scheduling Parallel Real-Time Recurrent Tasks on Multicore Platforms

Scheduling Parallel Real-Time Recurrent Tasks on Multicore Platforms IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, VOL., NO., NOV 27 Scheduling Parallel Real-Tie Recurrent Tasks on Multicore Platfors Risat Pathan, Petros Voudouris, and Per Stenströ Abstract We

More information

A Fast Multi-Objective Genetic Algorithm for Hardware-Software Partitioning In Embedded System Design

A Fast Multi-Objective Genetic Algorithm for Hardware-Software Partitioning In Embedded System Design A Fast Multi-Obective Genetic Algorith for Hardware-Software Partitioning In Ebedded Syste Design 1 M.Jagadeeswari, 2 M.C.Bhuvaneswari 1 Research Scholar, P.S.G College of Technology, Coibatore, India

More information

AN INTEGRATED APPROACH TO MUSIC BOUNDARY DETECTION

AN INTEGRATED APPROACH TO MUSIC BOUNDARY DETECTION 10th International Society for Music Inforation Retrieval Conference (ISMIR 2009) AN INTEGRATED APPROACH TO MUSIC BOUNDARY DETECTION Min-Yian Su, Yi-Hsuan Yang, Yu-Ching Lin, Hoer Chen National Taiwan

More information

Performance Analysis of RAID in Different Workload

Performance Analysis of RAID in Different Workload Send Orders for Reprints to reprints@benthascience.ae 324 The Open Cybernetics & Systeics Journal, 2015, 9, 324-328 Perforance Analysis of RAID in Different Workload Open Access Zhang Dule *, Ji Xiaoyun,

More information

An Optimization Clustering Algorithm Based on Texture Feature Fusion for Color Image Segmentation

An Optimization Clustering Algorithm Based on Texture Feature Fusion for Color Image Segmentation Algoriths 2015, 8, 234-247; doi:10.3390/a8020234 Article OPEN ACCESS algoriths ISSN 1999-4893 www.dpi.co/journal/algoriths An Optiization Clustering Algorith Based on Texture Feature Fusion for Color Iage

More information

A Low-Cost Multi-Failure Resilient Replication Scheme for High Data Availability in Cloud Storage

A Low-Cost Multi-Failure Resilient Replication Scheme for High Data Availability in Cloud Storage 216 IEEE 23rd International Conference on High Perforance Coputing A Low-Cost Multi-Failure Resilient Replication Schee for High Data Availability in Cloud Storage Jinwei Liu* and Haiying Shen *Departent

More information

KS3 Maths Progress Delta 2-year Scheme of Work

KS3 Maths Progress Delta 2-year Scheme of Work KS3 Maths Progress Delta 2-year Schee of Work See the spreadsheet for the detail. Essentially this is an express route through our higher-ability KS3 Maths Progress student books Delta 1, 2 and 3 as follows:

More information

A Periodic Dynamic Load Balancing Method

A Periodic Dynamic Load Balancing Method 2016 3 rd International Conference on Engineering Technology and Application (ICETA 2016) ISBN: 978-1-60595-383-0 A Periodic Dynaic Load Balancing Method Taotao Fan* State Key Laboratory of Inforation

More information

Boosted Detection of Objects and Attributes

Boosted Detection of Objects and Attributes L M M Boosted Detection of Objects and Attributes Abstract We present a new fraework for detection of object and attributes in iages based on boosted cobination of priitive classifiers. The fraework directly

More information

Design Optimization of Mixed Time/Event-Triggered Distributed Embedded Systems

Design Optimization of Mixed Time/Event-Triggered Distributed Embedded Systems Design Optiization of Mixed Tie/Event-Triggered Distributed Ebedded Systes Traian Pop, Petru Eles, Zebo Peng Dept. of Coputer and Inforation Science, Linköping University {trapo, petel, zebpe}@ida.liu.se

More information

THE rapid growth and continuous change of the real

THE rapid growth and continuous change of the real IEEE TRANSACTIONS ON SERVICES COMPUTING, VOL. 8, NO. 1, JANUARY/FEBRUARY 2015 47 Designing High Perforance Web-Based Coputing Services to Proote Teleedicine Database Manageent Syste Isail Hababeh, Issa

More information

Research on the Influence of Several Factors on Clustering Results using Different Algorithms

Research on the Influence of Several Factors on Clustering Results using Different Algorithms Send Orders for Reprints to reprints@benthascience.ae The Open Cybernetics & Systeics Journal, 2015, 9, 1099-1106 1099 Open Access Research on the Influence of Several Factors on Clustering Results using

More information

EFFICIENT VIDEO SEARCH USING IMAGE QUERIES A. Araujo1, M. Makar2, V. Chandrasekhar3, D. Chen1, S. Tsai1, H. Chen1, R. Angst1 and B.

EFFICIENT VIDEO SEARCH USING IMAGE QUERIES A. Araujo1, M. Makar2, V. Chandrasekhar3, D. Chen1, S. Tsai1, H. Chen1, R. Angst1 and B. EFFICIENT VIDEO SEARCH USING IMAGE QUERIES A. Araujo1, M. Makar2, V. Chandrasekhar3, D. Chen1, S. Tsai1, H. Chen1, R. Angst1 and B. Girod1 1 Stanford University, USA 2 Qualco Inc., USA ABSTRACT We study

More information

DKD-R 4-2 Calibration of Devices and Standards for Roughness Metrology Sheet 2: Calibration of the vertical measuring system of stylus instruments

DKD-R 4-2 Calibration of Devices and Standards for Roughness Metrology Sheet 2: Calibration of the vertical measuring system of stylus instruments DKD-R 4- Calibration of Devices and Standards for Roughness Metrology Sheet : Calibration of the vertical easuring syste of stylus instruents DKD-R 4- Sheet.7 DKD-R 4- Calibration of Devices and Standards

More information

A Method of Generating Multi-Scale Disc-Like Distributions for NDT Registration Algorithm

A Method of Generating Multi-Scale Disc-Like Distributions for NDT Registration Algorithm International Journal of Mechanical Engineering and Robotics Research Vol. 5, o., January 06 A Method of Generating Multi-Scale Disc-Like Distributions for D Registration Algorith Hyunki Hong and Beohee

More information

The Internal Conflict of a Belief Function

The Internal Conflict of a Belief Function The Internal Conflict of a Belief Function Johan Schubert Abstract In this paper we define and derive an internal conflict of a belief function We decopose the belief function in question into a set of

More information

A Discrete Spring Model to Generate Fair Curves and Surfaces

A Discrete Spring Model to Generate Fair Curves and Surfaces A Discrete Spring Model to Generate Fair Curves and Surfaces Atsushi Yaada Kenji Shiada 2 Tootake Furuhata and Ko-Hsiu Hou 2 Tokyo Research Laboratory IBM Japan Ltd. LAB-S73 623-4 Shiotsurua Yaato Kanagawa

More information

An Ad Hoc Adaptive Hashing Technique for Non-Uniformly Distributed IP Address Lookup in Computer Networks

An Ad Hoc Adaptive Hashing Technique for Non-Uniformly Distributed IP Address Lookup in Computer Networks An Ad Hoc Adaptive Hashing Technique for Non-Uniforly Distributed IP Address Lookup in Coputer Networks Christopher Martinez Departent of Electrical and Coputer Engineering The University of Texas at San

More information

Efficient Estimation of Inclusion Coefficient using HyperLogLog Sketches

Efficient Estimation of Inclusion Coefficient using HyperLogLog Sketches Efficient Estiation of Inclusion Coefficient using HyperLogLog Sketches Azade Nazi, Bolin Ding, Vivek Narasayya, Surajit Chaudhuri Microsoft Research {aznazi, bolind, viveknar, surajitc}@icrosoft.co ABSTRACT

More information

Simulated Sensor Reading. Heading. Y [m] local minimum ; m. local maximum ; M. discontinuity ; D. connection ; c X [m]

Simulated Sensor Reading. Heading. Y [m] local minimum ; m. local maximum ; M. discontinuity ; D. connection ; c X [m] Localization based on Visibility Sectors using Range Sensors Sooyong Lee y Nancy. Aato Jaes Fellers Departent of Coputer Science Texas A& University College Station, TX 7784 fsooyong,aato,jpf938g@cs.tau.edu

More information

Image Processing for fmri John Ashburner. Wellcome Trust Centre for Neuroimaging, 12 Queen Square, London, UK.

Image Processing for fmri John Ashburner. Wellcome Trust Centre for Neuroimaging, 12 Queen Square, London, UK. Iage Processing for fmri John Ashburner Wellcoe Trust Centre for Neuroiaging, 12 Queen Square, London, UK. Contents * Preliinaries * Rigid-Body and Affine Transforations * Optiisation and Objective Functions

More information

A CRYPTANALYTIC ATTACK ON RC4 STREAM CIPHER

A CRYPTANALYTIC ATTACK ON RC4 STREAM CIPHER A CRYPTANALYTIC ATTACK ON RC4 STREAM CIPHER VIOLETA TOMAŠEVIĆ, SLOBODAN BOJANIĆ 2 and OCTAVIO NIETO-TALADRIZ 2 The Mihajlo Pupin Institute, Volgina 5, 000 Belgrade, SERBIA AND MONTENEGRO 2 Technical University

More information

( ) ( ) ( ) ( ), Main Menu

( ) ( ) ( ) ( ), Main Menu Anti-alias optial interpolation with priors Ali Özbek*, Schluberger; Massiiliano Vassallo, WesternGeco; A. Keal Özdeir, WesternGeco; Daniele Molteni 1, WesternGeco; Yaşar Keal Alp 2, Schluberger. Suary

More information

Oblivious Routing for Fat-Tree Based System Area Networks with Uncertain Traffic Demands

Oblivious Routing for Fat-Tree Based System Area Networks with Uncertain Traffic Demands Oblivious Routing for Fat-Tree Based Syste Area Networks with Uncertain Traffic Deands Xin Yuan Wickus Nienaber Zhenhai Duan Departent of Coputer Science Florida State University Tallahassee, FL 3306 {xyuan,nienaber,duan}@cs.fsu.edu

More information

A Novel 2D Texture Classifier For Gray Level Images

A Novel 2D Texture Classifier For Gray Level Images 2012, TextRoad Publication ISSN 2090-4304 Journal of Basic and Applied Scientific Research www.textroad.co A Novel 2D Texture Classifier For Gray Level Iages B.S. Mousavi 1 Young Researchers Club, Zahedan

More information

I-0 Introduction. I-1 Introduction. Objectives: Quote:

I-0 Introduction. I-1 Introduction. Objectives: Quote: I-0 Introduction Objectives: Explain necessity of parallel/ultithreaded algoriths Describe different fors of parallel processing Present coonly used architectures Introduce a few basic ters Coents: Try

More information

Automatic Graph Drawing Algorithms

Automatic Graph Drawing Algorithms Autoatic Graph Drawing Algoriths Susan Si sisuz@turing.utoronto.ca Deceber 7, 996. Ebeddings of graphs have been of interest to theoreticians for soe tie, in particular those of planar graphs and graphs

More information

TensorFlow and Keras-based Convolutional Neural Network in CAT Image Recognition Ang LI 1,*, Yi-xiang LI 2 and Xue-hui LI 3

TensorFlow and Keras-based Convolutional Neural Network in CAT Image Recognition Ang LI 1,*, Yi-xiang LI 2 and Xue-hui LI 3 2017 2nd International Conference on Coputational Modeling, Siulation and Applied Matheatics (CMSAM 2017) ISBN: 978-1-60595-499-8 TensorFlow and Keras-based Convolutional Neural Network in CAT Iage Recognition

More information

Preprocessing I: Within Subject John Ashburner

Preprocessing I: Within Subject John Ashburner Preprocessing I: Within Subject John Ashburner Pre-processing Overview Statistics or whatever fmri tie-series Anatoical MRI Teplate Soothed Estiate Spatial Nor Motion Correct Sooth Coregister 11 21 31

More information

Data Acquisition of Obstacle Shapes for Fish Robots

Data Acquisition of Obstacle Shapes for Fish Robots Proceedings of the 2nd WEA International Conference on Dynaical ystes and Control, Bucharest, oania, October -17, 6 Data Acquisition of Obstacle hapes for Fish obots EUNG Y. NA, DAEJUNG HIN, JIN Y. KIM,

More information

Global Optimization of Transmitter Placement in Wireless Communication Systems

Global Optimization of Transmitter Placement in Wireless Communication Systems Global Optiization of Transitter Placeent in Wireless Counication Systes J. He, A. Verstak, L. T. Watson, T. S. Rappaport, C. R. Anderson, N. Raakrishnan, C. A. Shaffer, W. H. Tranter, K. Bae, J. Jiang

More information

COMPARISON OF ANT COLONY OPTIMIZATION & PARTICLE SWARM OPTIMIZATION IN GRID ENVIRONMENT

COMPARISON OF ANT COLONY OPTIMIZATION & PARTICLE SWARM OPTIMIZATION IN GRID ENVIRONMENT COMPARISON OF ANT COLONY OPTIMIZATION & PARTICLE SWARM OPTIMIZATION IN GRID ENVIRONMENT B.BOOBA 1 Dr. T.V.GOPAL 2 1 Research Scholar, Assist. Professor(Sl.Gr),Departent of Coputer Applications, Easwari

More information

5-DOF Manipulator Simulation based on MATLAB- Simulink methodology

5-DOF Manipulator Simulation based on MATLAB- Simulink methodology 5-DOF Manipulator Siulation based on MATLAB- Siulink ethodology Velarde-Sanchez J.A., Rodriguez-Gutierrez S.A., Garcia-Valdovinos L.G., Pedraza-Ortega J.C., PICYT-CIDESI, CIDIT-Facultad de Inforatica,

More information

Flucs: Artificial Lighting & Daylighting. IES Virtual Environment

Flucs: Artificial Lighting & Daylighting. IES Virtual Environment Flucs: Artificial Lighting & Daylighting IES Virtual Environent Contents 1. General Description of the FLUCS Interface... 6 1.1. Coon Controls... 6 1.2. Main Application Window... 6 1.3. Other Windows...

More information

On computing global similarity in images

On computing global similarity in images On coputing global siilarity in iages S Ravela and R Manatha Coputer Science Departent University of Massachusetts, Aherst, MA 01003 Eail: ravela,anatha @csuassedu Abstract The retrieval of iages based

More information