PROPOSAL FOR AN INTRODUCTORY COURSE OF INDUSTRIAL ROBOTICS WITH MULTIDISCIPLINARY SYLLABUS

Size: px
Start display at page:

Download "PROPOSAL FOR AN INTRODUCTORY COURSE OF INDUSTRIAL ROBOTICS WITH MULTIDISCIPLINARY SYLLABUS"

Transcription

1 PROPOSAL FOR AN INTRODUCTORY COURSE OF INDUSTRIAL ROBOTICS WITH MULTIDISCIPLINARY SYLLABUS Maros Fonsea Mendes, Center of Engineering and Exat Sienes CECE, Paraná Western State University UNIOESTE Foz do Iguaçu, PR, Brazil Abstrat. All over the world the industry s and students interest by Robotis has inreased. In addition to the fasination involving the subjet, this is due to the fat that the robot manipulators an replae humans in dangerous, unhealthy and tedious tasks, in a viable eonomially and effiiently way. Thus, there is a need to expand and improve the eduation in this area, in aordane with the professional world. Several Universities are inluding a basi industrial Robotis ourse in their undergraduate and/or graduate urriula. However, most of these ourses are stritly tehnial and do not approah other important issues related to the subjet. The industrial Robotis has been evolving quikly and it is omplex and multidisiplinary. Besides Mehanial, Eletrial, Control and Computing, it also involves Prodution, Administration and Eonomy, among others. To elaborate a syllabus with all these topis with suitable depth is a hard task. Moreover, the limited time available for a semester ourse is an obstale. The paper presents a proposal of an introdutory ourse on industrial Robotis, multidisiplinary in nature, whih provides solid theoretial foundations. This is a way of trying to unify the introdution to industrial Robotis in the Universities. It desribes the prerequisites, the ourse ontent, the modalities of evaluation and the bibliographial referenes. Aording to the results of teahing it during four years for undergraduate students, the ourse has been proving to be effetive. It an be offered in the final years of undergraduate or at the beginning of graduate Engineering eduations. Keywords: Eduation, Teahing, Industrial Robotis, Roboti Manipulators. 1. INTRODUCTION With the advanes in mehanial, sensors, atuators, hardware and software tehnologies, robot manipulators have exploded in number and omplexity in the last two deades. Atually there are about one million industrial robots toiling around the world and the worldwide investments in 2007 was US$ (Guizzo, 2008). The inrease of robots in the industry has hanged the senario. Some authors onsider that the reation of flexible manufaturing systems using robots was a seond industrial revolution. Therefore, the robots have aquired great importane in Engineering eduation. It is important training the future engineers to attend the industry. Furthermore, several researhes are being developed in this area, therefore speialists are neessary. Robotis is a true multidisiplinary field that inorporates topis from many areas. Often the eduators have diffiult to over all the topis with suffiient depth. Inorporating all the topis into a single ourse is a omplex problem. The industrial Robotis ourse had began to be offered in graduation ourses. Now it is present in nearly all the undergraduation urriula in Mehanial, Eletrial and Automation Engineerings, as optional ourse. This is an ation to modernize the Engineering urriula. Moreover, the interest of students by Robotis has inreased. Thus, a way to unify the several approahes to teahing in this area should be found. The proposal presented in this artile is a ourse for the final year of undergraduation or for the first year of graduation in Engineering. Many Robotis ourses are direted for speifi appliations, so that the foundations are left out. As the ourse proposed here is an introdution, its emphasis is the theory. However a little bit of praties and appliations are introdued to inrease the students motivation. A seond ourse, more advaned, ould have more pratie. Besides, nowadays the industrial Robotis eduation fouses on Geometry, Mehanis, Eletrial, Eletronis and Computing. The ourse presented here also inludes Prodution, Administrative, Eonomial and Soial aspets. The inrease of themes provides a holisti view of the matter (Rafael, 2002). The ourse goal is to give a suffiient bakground of Robotis for the students to be used in some industrial appliations, in a relatively short amount of time. After ompleting the ourse, the students will be able to understand the origin, basi onepts and definitions of industrial robots and to understand and evaluate tehnial artiles and brohures of the area. Furthermore, they may ontinue learning and developing new knowledge. 2. COURSE The ourse presented here is taught into the Eletrial Engineering urriulum at the Paraná Western State University UNIOESTE by the Center of Engineering and Exat Sienes CECE. It was introdued in The ourse is presented in a standard format of letures. It is taught in one semester (16 weeks 64 hours / letures), with four hours per week divided into two meetings. This time is adequate to over the whole program and arry out evaluations (seminary and examination). The prerequisites are: matrix Algebra, integral and differential Calulus, lassial Physis, linear Control and some knowledge of programming.

2 As almost all Engineering ourses, the general objetive is to develop the ability to understand, organize, interpret, reason, investigate, analyze, resolve, ritiize, synthesize, reate, omplete and express (written and verbally). Furthermore, the speifi objetive is to provide initial knowledge of Robotis, involving the origin and evolution, and to present the most ommon industrial robots, the manipulators, from a onstrutive, funtional and appliations points of view. It is expeted that after the ourse, the students will have the basi knowledge neessary for industrial robot manipulators mathematial modeling, analysis and programming. The topis of the ourse, from a maro point of view, are: introdution (history of Robotis and general onepts); omponents and struture of a roboti system and of a robot manipulator; lassifiations of robot manipulators; sensors and atuators applied to Robotis; manufaturing ells using robots (appliations, features and speifiations); kinemati modeling of robot manipulators: introdution to robot manipulators Dynamis; trajetories generation; programming robots theory; introdution to position ontrol of robot manipulators. The methodology of the ourse is based on dialogued letures using blakboard and halk and audiovisual resoures. The approah is onstrutivist (Salvador, 2006). The interpretation, analysis and disussion of texts and problems (by the teaher and students, individually and in groups, inside and outside of the lassroom) are explored. Usually at the beginning of the ourse the students have no idea of the load that manipulators an lift and the preision with whih they an move, for example. Thus, at the opening of the ourse a questionnaire an be applied. It will ask for eah student to talk about the knowledge of Robotis: what is a robot; what are the areas of appliation; what are the differenes between robots and other industrial mahines; what are the maximum preision and maximum load of an industrial robot; et. This allows an initial idea of the students subjet knowledge and it an be used at the end of the ourse by the students assessing their own progress. 3. LECTURES The letures of the ourse are presented below. The items desribe in a resumed way the issues and goals of eah leture and it also suggest how teahing. During the letures it is reommended to give exerises and problems for the students, to establish the knowledge and to develop their intelletual apaity. Leture 01 Presentation The first meeting is used to present the syllabus and the eduation plan. The program, the ourse s organization, the grading proess and the important dates should be disussed. The questionnaire evaluating the students knowledge about Robotis, ited above, an also be applied in this leture. Leture 02 Introdution The origin of the words "robot" and "Robotis" is important to introdue the ourse. From this introdution the students already an see that the siene Robotis sometimes is onfused with fition. In ontrast, an offiial definition of industrial robots, suh as those given by the Robot Institute of Ameria RIA or by the International Organization for Standardization ISO must be provided. While addressing the origin of Robotis, the two prior tehnologies must be presented: remote manipulation and numerial ontrol. Then, the three generations of robots an be disussed. Leture 03 History (Chronology) The Robotis history an be presented through a detailed timeline. This leture explores both the tehnial as fition aspets. The main events should be disussed, and an be ited, for example: 1921 The first referene to the zeh word "robot" in the play RUR (Russum's Universal Robots) written by Karel Capek, whih means fored, slave or subservient labor; 1962 General Motors (plant in Trenton, New Jersey) installed its first robot Unimation, et. The hronology should follow up to the present days. Leture 04 Fixed Flexible Automations The fixed and flexible automations are introdued in this leture, giving the definitions and appliations of eah one and their major differenes. The line of disussion is the fat that the rigid automation, from the deades of 50 to 80, whih use dediated mahines for high prodution apaity, is not applied nowadays due to the very short life yle of the produts. The advantages and disadvantages of eah one, addressing tehnial and eonomi issues should be presented. The three main advantages of using robots: the reation time, debugging and resistane to obsolesene, should be emphasized. Following this, the main goals of Robotis may be shown, exploring: ost redution, produtivity inrease, losses redution, energy savings, elimination of dangerous and unhealthy ativities, improvement of prodution quality, et. Additionally, it is important to note that the robots an be used in ativities that are impossible for humans (omplex and quikly movements, manipulation of small or fragile parts, et.). The leture an be losed onluding about the main justifiations for using robot manipulators in the industry. Leture 05 Roboti System Components In this leture the omponents of a roboti system: manipulator, atuators, sensors, ontroller, drive or power supply and end effetor should be presented. A hardware and software arhiteture for a roboti system should also be shown. The arhiteture inludes: hardware, operating system, ommuniation, exeutive subsystem (adaptation, trajetory

3 generation and ontrol of servomotors) and interpreter program. Finally, the mehanial omponents of manipulators: base, links and joints, should be presented. Leture 06 Definitions and Conepts To make learer the definition of robots, the "pseudo" robots must also be presented. They are devies, alled robots by mistake, similar to robots and use some Robotis features. Can be ited: prostheses, teleoperated equipment, exoskeleton, transport mehanisms, et. In this leture the basi onepts and definitions, suh as workspae, auray, resolution, repeatability, load, maximum aeleration and speed, should also be introdued. Leture 07 Classifiation by the Manipulator Struture In this leture the manipulators are lassified based on its first three joints. They fit into one of the following ategories: artesian, ylindrial, spherial (or polar), horizontal artiulation, SCARA, vertial artiulation and anthropomorphi. The workspae and harateristis of eah one should also be presented. The wrists used to orientate the end effetor should also be presented and lassified. Usually they have three joints with two possible onfigurations: pith-yaw-roll (yxz equal to the human wrist) or roll-pith-roll (zyz spherial wrist). The last one is more used due to be simpler, but it has singularities. In this leture, drawings, preferably in perspetive (three dimensions), should be used to failitate understanding. Leture 08 Atuators The main atuators responsible for the manipulators movements should be presented, inluding gears and oupling devies. Then, they an be lassified aording to the type of movement, plae of fore/torque appliation and type of drive (soure of energy: eletrial, hydrauli or pneumati). The appliations, advantages and disadvantages of the atuators should be disussed. Leture 09 Internal Sensors The robots must interat with more peripherals than the traditional industrial mahines, so the issues related to sensors are wider. It is suggested to divide it into two groups: internal sensors (propioeptives) and external sensors (exteroeptives), in two separated letures. At the first leture an introdution is done and the separation is made. Then, the main internal sensors are presented: enoders (relative and absolute), other position sensors, tahometers, sensors of fore/torque, et. They an be ategorized by the type of information provided and by the working priniple. Leture 10 External Sensors Similarly to the last leture, here the main external sensors used in roboti systems are presented: ameras, presene sensors, position sensors, et. Leture 11 End Effetors In this leture the end effetors are presented and lassified into two broad ategories: grip (for handling or manipulation) and tools (for general work or speifi appliation). Should be lear that, the robot does not ontrol only the position and orientation, but it an also ontrol the operation of the tool in the yle of work. These two ategories may be subdivided. The grips an be: fingered, magneti, vauum sution, hooks or adhesive. The main tools used with manipulators are: drills, spray pistols, welding point, ar welding torhes and utters by water jet and laser. The teaher should disuss the appliations of eah grip and toll and how to speify them. Leture 12 Types of Movements and Classifiation by Method of Control In this leture the robots are lassified aording to the method of ontrol used: servo-ontrolled or not. Firstly the point to point and ontinuous path movements must be presented. Then, the oordination of the joints movements (sequential, oordinated and unoordinated) and trajetory generation should be disussed. Finally, a brief introdution to the position ontrol of manipulators in open loop and losed loop should be provided. Leture 13 Appliations In this leture the main appliations of robot manipulators are presented, inluding: handling and transportation of materials, assembling and disassembling, spray painting, welding, soldering, utting, milling, drilling, lassifiation and inspetion of parts, et. The tehnial speifiations of the robots for eah task should be disussed. To illustrate, real robots atalogs (data sheets) of different models and from different manufaturers may be presented. Leture 14 Administrative and Eonomi Issues In this leture the automation should be disussed onsidering administrative and eonomi issues. The following topis may be presented: prodution volumes, osts (of materials, labor, robots and tools), investments, revenue, employment, et. Several types of industries an be analyzed, suh as: automotive, eletrial and eletronis, hemial, rubber and plastis, mahinery, metal produts, ommuniations, food, preision optis and others. A simplified analysis of osts omparing prodution lines with robots and without robots an be shown. The return on investment and benefits by using robots (produt quality, redution of aidents, labor osts, et.) should be disussed too.

4 Leture 15 Soial Issues In this leture the soial issues, mainly related to employment and its onsequenes, are presented. The myth of unemployment aused by industrial automation, in partiular by the robots, and proposal of alternatives for solving the problem should be disussed. Leture 16 Robotis in Brazil This leture is used to provide an overview of Robotis in Brazil. It is important for the students to know a little of the labor market and to see the reality of the siene in the ountry. Statistial data, as the number of robots installed per year (and omparison with other ountries/regions), the main industrial users, major suppliers, perentage by appliation area, et. should be presented. The main researh being undertaken (or ompleted) in Universities and training for skilled labor (eduational institutions and manufaturers, ourses offered, et.) may also be presented. Finally, eonomi and soial questions related to Brazil an be disussed. Leture 17 On-Line Programming The robots an be programmed in several ways. It is suggested to divide the topi programming into two groups: online (learning) and off-line (languages), in two separated letures. The first leture should be used for an introdution to the theme and to do the separation proposed above. After the introdution, the on-line programming, also alled programming by learning, should be presented. Either the mehanized programming, using a portable ontrol box to ontrol the joints, suh as manual traking step by step should be explored. The advantages and disadvantages of eah kind of programming may be disussed. Leture 18 Off-Line Programming Unlike the previous leture, here the robot manipulator is not need to perform the programming. The programming an be done by textual languages, similar to omputer programming, or by graphis programming environments. The main languages should be mentioned, but is suggested to use a fititious teahing language with the basi ommands. Finally, the advantages and disadvantages may be disussed, inluding with respet to programming on-line. Leture 19 Cellular Manufaturing The basis of physial arrangement (layout) for flexible manufaturing ells using robots should be provided in this leture. This is a very important leture, beause several topis disussed in the previous letures as onepts, sensors, end effetors and programming, are grouped and used here. Leture 20 Pratie on Manufaturing Cell - I To fix the issue and enourage the reativity of students, in this leture is offered one exerise to projet a manufaturing ell with, at minimum, two robot manipulators. It is appropriate to do the exerise in groups or in pairs. The proposed problem may be the same for the entire lass or different for eah group, aording to the proposition. Leture 21 Pratie on Manufaturing Cell - II This leture is a ontinuation of the previous one. The final time of the leture is reserved to disuss the results. This leture loses the first part of the ourse. Thus, at this time the groups and themes for the seminars may be defined, whih shall inlude but not to be limited on the letures already done. Leture 22 Geometry The Kinematis is a fundamental tool in the design and ontrol of manipulators. For the kinemati modeling it is neessary a good knowledge of Geometry. However, the Geometry is taught in the first years of undergraduate programs. Therefore, a revision is neessary. It is important to fous the matter on the manipulators and to standardize the notation, as shown in Fig. 1, one it will be used from now to the end of the ourse. α i θ i θ i Figure 1 Position and Orientation of a Rigid Body Figure 2 Denavit-Hartenberg Notation The manipulator an be modeled as a system of rigid bodies (that are the links). Thus, in this leture the geometry and movement of rigid bodies, onsidering the position and orientation, are approahed. Transformations of oordinates and rotations of vetors are reviewed. As notation, a position vetor 3 1 d and a rotation matrix 3 3 R may be used. At the end of the leture the three different physial meanings of the rotation matrix R should be explored and disussed.

5 Leture 23 Euler Angles In this leture are present and define the three angles φ, θ and ψ, alled Euler angles, that uniquely determine the orientation of a oordinated system. Should be shown how to set up the rotation matrix R, that represents the three onseutive rotations assoiated with the Euler angles. The notation R ), whih means a rotation of an angle θ around the axis e onsidering the right hand rule, may be used. Leture 24 Homogeneous Transformations and Diret Kinematis Equation At the beginning of this leture the homogeneous transformation is presented. Using the position vetors, as shown at left of Eq. (1), and de rotation matrix R, the matrix form of the homogeneous transformation is obtained. e(θ x p y P = = 1 z 1 p = x y = z 1 P P = AP 1 x y = z 1 R 0 x d y z 1 1 (1) i 1 It is important to larify that this equation an be used for onseutive transformations. Using matries A i that transform from the system i to the system i 1, the position vetor P n in the system n an be transformed to P 0 in the system 0 by: P n 1 n = A1 A2L A n P. At the end, should be shown how the homogeneous transformations an be used to desribe the position and orientation of eah link of an open kinemati hain (manipulator). Denoting the displaement of the joints by q i, where: qi = θi for rotation joint and q i = di for prismati joint, the diret kinemati matrix is obtained. As example, a planar manipulator of two degrees of freedom may be modeled. Leture 25 Convention for Representation In this leture the Denavit-Hartenberg notation, based on 4 4 matrix representation of position and orientation of rigid bodies, should be introdued. The benefits, how to identify the parameters and the exeptions should be presented. Using a piture as shown in Fig. 2, it is easier to identify the parameters: - d i and α i, orresponding to the translation and the rotation of the joint i on the z axis of the joint i-1, respetively; - a i and θ i, orresponding to the translation and the rotation of the joint i+1 on the x axis of the joint i, respetively. To express the transformation of oordinates between the systems i and i-1 is advised to use an auxiliary system. It is important to disuss the results from the mathematial point of view, for example, notiing that the transformation of the system i to the system i-1 is a funtion only of the variable of the joint i. Leture 26 Examples of Kinemati Modeling In this leture examples of kinemati modeling are made. It is suggested to model, at minimum, a planar manipulator of two degrees of freedom, a spherial manipulator and a wrist. Leture 27 Inverse Kinematis This leture introdues the inverse Kinematis. The goal is to find the displaements of the joints whih drive the end effetor to a speified position and orientation. Firstly, an analytial solution should be used. To alulate the inverse position the geometri approah is used. To alulate the orientation should be explored the kinemati deoupling of the spherial wrist. The planar manipulator also may be used as example. The higher omplexity of the inverse Kinematis problem, ompared to the diret Kinematis, and the possibility of multiple solutions or no solution should be disussed. The Engineering onsiderations for the existene of solution should be presented too. An alternative to the analytial solution, the numerial, may be proposed. Leture 28 Differential Inverse Kinematis In many appliations beyond the position of the end effetor its speed is also important. This involves oordinating the joints movements. In this leture the relationship of the end effetor s speed and joints speed will be onsidered using the differential or instantaneous inverse Kinematis. The manipulator s Jaobian matrix should be introdued, showing its harateristis and desribing how it may be used. It is important to larify that the Jaobian matrix is given in terms of the joints displaements and, therefore, varies with the onfiguration of the manipulator. Leture 29 Introdution to Dynami Modeling In this leture a brief introdution to dynami modeling of robot manipulators is provided. The Newton-Euler and Lagrange approahes should be presented, in a superfiial way. It is important to make lear that the dynami behavior of the robot manipulator is omplex, sine there are several inputs and it is highly oupled and nonlinear.

6 Leture 30 Seminar - I In this meeting the seminars are presented. The presentation should be preferably publi, inviting students from other years and lasses. Thus, the work of the students is valued and the interest of other students by the Robotis may be attrated. The time for eah group may be 30 minutes (20 for presentation and 10 for disussion). Leture 31 Seminar - II This meeting is used for the presentations of seminars too. Leture 32 Final Examination In the last leture of the ourse a written test is applied. The subjet is the seond part of the ourse. 4. BIBLIOGRAPHY OF THE COURSE Considering the proposal of this artile, there is not a single book that overs the entire ontent of the ourse. Therefore, a basi book that has most of the subjet is hosen as textbook and other books, artiles and texts are used as supplements. Currently the textbook of the ourse is (Romano, 2002). As supplementary literature, espeially for the seond part of the ourse, may be adopted one of the following books: (Asada and Slotine, 1986), (Craig, 2004), (Siavio, 1995), (Spong and Vidyasagar, 1989) or (Yoshikawa, 1990). Eah one overs all the neessary material. To aid in the ontrol subjet the book (Ogata, 2003) is used. 5. GRADING The grading is done through one seminar, one test and exerises (homework). The purpose of the seminar is to make the students explore the topis presented in the letures of the first part of the ourse and to be aware of newly developing tehnologies in Robotis. Besides, after the seminar the students will be able to searh, read, understand and evaluate new literature about Robotis. It will improve the students abilities for lifelong learning and professional refletion. The grade of the seminar is 40%. The final exam is written, individually and without onsultation (losed book), onerning mainly the seond part of the ourse. The grade is 40%. During the ourse individual exerises are done, to be given to the teaher. The grade is 20%. 6. CONCLUSION This paper desribes a multidisiplinary introdutory ourse on industrial Robotis. In the first part of the ourse, history, onepts, lassifiations, programming and Prodution, Administrative, Eonomis and Soial issues are taught. In the seond part, the fous is the modeling of manipulators. During the ourse the students are required to pratie. The ourse is omplemented with elaboration of seminars, whih also greatly ontributes to the good results. The ourse provides solid theoretial foundations to analysis of industrial roboti systems. After ompleting this ourse, the students are able to start working with industrial manipulators, understanding their funtions and limitations. The proposed topis and methodology have proven to be useful. However, the proposal presented here is a base line, therefore, hanges aording to the teaher s assessment an be made. Besides, some topis ould be inluded, exluded or improved. 7. REFERENCES Asada, H. and Slotine, J.-J., Robot Analysis and Control, Ed. John Wiley Professional, New York, USA, 288 p. Craig, J.J., Introdution to Robotis, Ed. Pearson Prentie Hall, New York, USA, 408 p. Guizzo, E., deember The Rise of the Mahines, IEEE SPECTRUM Magazine, pp. 60, USA. Ogata, K., Engenharia de Controle Moderno, Ed. Pearson Eduation, São Paulo, Brazil, 800 p. Rafael, Y.R., Eduação Integral: Uma Eduação Holístia para o Séulo XXI, Ed. Artmed, São Paulo, Brasil, 270 p. Romano, V.F., Robótia Industrial: Apliação na Indústria de Manufatura e de Proessos, Ed. Edgard Blüher, São Paulo, Brasil, 280 p. Salvador, C.C., Construtivismo na Sala de Aula, Ed. Átia, São Paulo, Brazil, 224 p. Siavio, L., Modeling and Control of Robot Manipulators, Ed. MGraw Hill, New York, USA, 377 p. Spong, M.W. and Vidyasagar, M., Robot Dynamis and Control, Ed. John Willey, New York, USA, 352 p. Yoshikawa, T., 1990, Foundations of Robotis Analysis and Control, Ed. MIT Press, New York, USA, 297 p. 8. RESPONSIBILITY NOTICE The author is the only responsible for the printed material inluded in this paper.

Contributions to the cinematic and dynamic study of parallel mechanism robots with four degrees of freedom

Contributions to the cinematic and dynamic study of parallel mechanism robots with four degrees of freedom Equation Chapter Setion Forgó Zoltán, eng. hd. andidate Contributions to the inemati and dynami study of parallel mehanism robots with four degrees of freedom Abstrat of hd hesis Sientifi oordinator: Niolae

More information

Smooth Trajectory Planning Along Bezier Curve for Mobile Robots with Velocity Constraints

Smooth Trajectory Planning Along Bezier Curve for Mobile Robots with Velocity Constraints Smooth Trajetory Planning Along Bezier Curve for Mobile Robots with Veloity Constraints Gil Jin Yang and Byoung Wook Choi Department of Eletrial and Information Engineering Seoul National University of

More information

Pipelined Multipliers for Reconfigurable Hardware

Pipelined Multipliers for Reconfigurable Hardware Pipelined Multipliers for Reonfigurable Hardware Mithell J. Myjak and José G. Delgado-Frias Shool of Eletrial Engineering and Computer Siene, Washington State University Pullman, WA 99164-2752 USA {mmyjak,

More information

On - Line Path Delay Fault Testing of Omega MINs M. Bellos 1, E. Kalligeros 1, D. Nikolos 1,2 & H. T. Vergos 1,2

On - Line Path Delay Fault Testing of Omega MINs M. Bellos 1, E. Kalligeros 1, D. Nikolos 1,2 & H. T. Vergos 1,2 On - Line Path Delay Fault Testing of Omega MINs M. Bellos, E. Kalligeros, D. Nikolos,2 & H. T. Vergos,2 Dept. of Computer Engineering and Informatis 2 Computer Tehnology Institute University of Patras,

More information

Trajectory Tracking Control for A Wheeled Mobile Robot Using Fuzzy Logic Controller

Trajectory Tracking Control for A Wheeled Mobile Robot Using Fuzzy Logic Controller Trajetory Traking Control for A Wheeled Mobile Robot Using Fuzzy Logi Controller K N FARESS 1 M T EL HAGRY 1 A A EL KOSY 2 1 Eletronis researh institute, Cairo, Egypt 2 Faulty of Engineering, Cairo University,

More information

Extracting Partition Statistics from Semistructured Data

Extracting Partition Statistics from Semistructured Data Extrating Partition Statistis from Semistrutured Data John N. Wilson Rihard Gourlay Robert Japp Mathias Neumüller Department of Computer and Information Sienes University of Strathlyde, Glasgow, UK {jnw,rsg,rpj,mathias}@is.strath.a.uk

More information

Defect Detection and Classification in Ceramic Plates Using Machine Vision and Naïve Bayes Classifier for Computer Aided Manufacturing

Defect Detection and Classification in Ceramic Plates Using Machine Vision and Naïve Bayes Classifier for Computer Aided Manufacturing Defet Detetion and Classifiation in Cerami Plates Using Mahine Vision and Naïve Bayes Classifier for Computer Aided Manufaturing 1 Harpreet Singh, 2 Kulwinderpal Singh, 1 Researh Student, 2 Assistant Professor,

More information

Measurement of the stereoscopic rangefinder beam angular velocity using the digital image processing method

Measurement of the stereoscopic rangefinder beam angular velocity using the digital image processing method Measurement of the stereosopi rangefinder beam angular veloity using the digital image proessing method ROMAN VÍTEK Department of weapons and ammunition University of defense Kouniova 65, 62 Brno CZECH

More information

CA Release Automation 5.x Implementation Proven Professional Exam (CAT-600) Study Guide Version 1.1

CA Release Automation 5.x Implementation Proven Professional Exam (CAT-600) Study Guide Version 1.1 Exam (CAT-600) Study Guide Version 1.1 PROPRIETARY AND CONFIDENTIAL INFORMATION 2016 CA. All rights reserved. CA onfidential & proprietary information. For CA, CA Partner and CA Customer use only. No unauthorized

More information

The Minimum Redundancy Maximum Relevance Approach to Building Sparse Support Vector Machines

The Minimum Redundancy Maximum Relevance Approach to Building Sparse Support Vector Machines The Minimum Redundany Maximum Relevane Approah to Building Sparse Support Vetor Mahines Xiaoxing Yang, Ke Tang, and Xin Yao, Nature Inspired Computation and Appliations Laboratory (NICAL), Shool of Computer

More information

Outline: Software Design

Outline: Software Design Outline: Software Design. Goals History of software design ideas Design priniples Design methods Life belt or leg iron? (Budgen) Copyright Nany Leveson, Sept. 1999 A Little History... At first, struggling

More information

Comparative Analysis of two Types of Leg-observation-based Visual Servoing Approaches for the Control of a Five-bar Mechanism

Comparative Analysis of two Types of Leg-observation-based Visual Servoing Approaches for the Control of a Five-bar Mechanism Proeedings of Australasian Conferene on Robotis and Automation, 2-4 De 2014, The University of Melbourne, Melbourne, Australia Comparative Analysis of two Types of Leg-observation-based Visual Servoing

More information

Accommodations of QoS DiffServ Over IP and MPLS Networks

Accommodations of QoS DiffServ Over IP and MPLS Networks Aommodations of QoS DiffServ Over IP and MPLS Networks Abdullah AlWehaibi, Anjali Agarwal, Mihael Kadoh and Ahmed ElHakeem Department of Eletrial and Computer Department de Genie Eletrique Engineering

More information

PROJECT PERIODIC REPORT

PROJECT PERIODIC REPORT FP7-ICT-2007-1 Contrat no.: 215040 www.ative-projet.eu PROJECT PERIODIC REPORT Publishable Summary Grant Agreement number: ICT-215040 Projet aronym: Projet title: Enabling the Knowledge Powered Enterprise

More information

Algorithms, Mechanisms and Procedures for the Computer-aided Project Generation System

Algorithms, Mechanisms and Procedures for the Computer-aided Project Generation System Algorithms, Mehanisms and Proedures for the Computer-aided Projet Generation System Anton O. Butko 1*, Aleksandr P. Briukhovetskii 2, Dmitry E. Grigoriev 2# and Konstantin S. Kalashnikov 3 1 Department

More information

Active Compliant Motion Control for Grinding Robot

Active Compliant Motion Control for Grinding Robot Proeedings of the 17th World Congress The International Federation of Automati Control Ative Compliant Motion Control for Grinding Robot Juyi Park*, Soo Ho Kim* and Sungkwun Kim** *Daewoo Shipbuilding

More information

A DYNAMIC ACCESS CONTROL WITH BINARY KEY-PAIR

A DYNAMIC ACCESS CONTROL WITH BINARY KEY-PAIR Malaysian Journal of Computer Siene, Vol 10 No 1, June 1997, pp 36-41 A DYNAMIC ACCESS CONTROL WITH BINARY KEY-PAIR Md Rafiqul Islam, Harihodin Selamat and Mohd Noor Md Sap Faulty of Computer Siene and

More information

CA Agile Requirements Designer 2.x Implementation Proven Professional Exam (CAT-720) Study Guide Version 1.0

CA Agile Requirements Designer 2.x Implementation Proven Professional Exam (CAT-720) Study Guide Version 1.0 Exam (CAT-720) Study Guide Version 1.0 PROPRIETARY AND CONFIDENTIAL INFORMATION 2017 CA. All rights reserved. CA onfidential & proprietary information. For CA, CA Partner and CA Customer use only. No unauthorized

More information

KINEMATIC ANALYSIS OF VARIOUS ROBOT CONFIGURATIONS

KINEMATIC ANALYSIS OF VARIOUS ROBOT CONFIGURATIONS International Reearh Journal of Engineering and Tehnology (IRJET) e-in: 39-6 Volume: 4 Iue: May -7 www.irjet.net p-in: 39-7 KINEMATI ANALYI OF VARIOU ROBOT ONFIGURATION Game R. U., Davkhare A. A., Pakhale..

More information

Reading Object Code. A Visible/Z Lesson

Reading Object Code. A Visible/Z Lesson Reading Objet Code A Visible/Z Lesson The Idea: When programming in a high-level language, we rarely have to think about the speifi ode that is generated for eah instrution by a ompiler. But as an assembly

More information

Self-Adaptive Parent to Mean-Centric Recombination for Real-Parameter Optimization

Self-Adaptive Parent to Mean-Centric Recombination for Real-Parameter Optimization Self-Adaptive Parent to Mean-Centri Reombination for Real-Parameter Optimization Kalyanmoy Deb and Himanshu Jain Department of Mehanial Engineering Indian Institute of Tehnology Kanpur Kanpur, PIN 86 {deb,hjain}@iitk.a.in

More information

Learning Convention Propagation in BeerAdvocate Reviews from a etwork Perspective. Abstract

Learning Convention Propagation in BeerAdvocate Reviews from a etwork Perspective. Abstract CS 9 Projet Final Report: Learning Convention Propagation in BeerAdvoate Reviews from a etwork Perspetive Abstrat We look at the way onventions propagate between reviews on the BeerAdvoate dataset, and

More information

Cross-layer Resource Allocation on Broadband Power Line Based on Novel QoS-priority Scheduling Function in MAC Layer

Cross-layer Resource Allocation on Broadband Power Line Based on Novel QoS-priority Scheduling Function in MAC Layer Communiations and Networ, 2013, 5, 69-73 http://dx.doi.org/10.4236/n.2013.53b2014 Published Online September 2013 (http://www.sirp.org/journal/n) Cross-layer Resoure Alloation on Broadband Power Line Based

More information

Video Data and Sonar Data: Real World Data Fusion Example

Video Data and Sonar Data: Real World Data Fusion Example 14th International Conferene on Information Fusion Chiago, Illinois, USA, July 5-8, 2011 Video Data and Sonar Data: Real World Data Fusion Example David W. Krout Applied Physis Lab dkrout@apl.washington.edu

More information

Reading Object Code. A Visible/Z Lesson

Reading Object Code. A Visible/Z Lesson Reading Objet Code A Visible/Z Lesson The Idea: When programming in a high-level language, we rarely have to think about the speifi ode that is generated for eah instrution by a ompiler. But as an assembly

More information

Torpedo Trajectory Visual Simulation Based on Nonlinear Backstepping Control

Torpedo Trajectory Visual Simulation Based on Nonlinear Backstepping Control orpedo rajetory Visual Simulation Based on Nonlinear Bakstepping Control Peng Hai-jun 1, Li Hui-zhou Chen Ye 1, 1. Depart. of Weaponry Eng, Naval Univ. of Engineering, Wuhan 400, China. Depart. of Aeronautial

More information

特集 Road Border Recognition Using FIR Images and LIDAR Signal Processing

特集 Road Border Recognition Using FIR Images and LIDAR Signal Processing デンソーテクニカルレビュー Vol. 15 2010 特集 Road Border Reognition Using FIR Images and LIDAR Signal Proessing 高木聖和 バーゼル ファルディ Kiyokazu TAKAGI Basel Fardi ヘンドリック ヴァイゲル Hendrik Weigel ゲルド ヴァニーリック Gerd Wanielik This paper

More information

Naïve Bayesian Rough Sets Under Fuzziness

Naïve Bayesian Rough Sets Under Fuzziness IJMSA: Vol. 6, No. 1-2, January-June 2012, pp. 19 25 Serials Publiations ISSN: 0973-6786 Naïve ayesian Rough Sets Under Fuzziness G. GANSAN 1,. KRISHNAVNI 2 T. HYMAVATHI 3 1,2,3 Department of Mathematis,

More information

Visualization of patent analysis for emerging technology

Visualization of patent analysis for emerging technology Available online at www.sienediret.om Expert Systems with Appliations Expert Systems with Appliations 34 (28) 84 82 www.elsevier.om/loate/eswa Visualization of patent analysis for emerging tehnology Young

More information

Modeling of Wire Electrochemical Machining

Modeling of Wire Electrochemical Machining A publiation of 91 CHEMICAL ENGINEERING TRANSACTIONS VOL. 41, 214 Guest Editors: Simonetta Palmas, Mihele Masia, Annalisa Vaa Copyright 214, AIDIC Servizi S.r.l., ISBN 978-88-9568-32-7; ISSN 2283-9216

More information

HEXA: Compact Data Structures for Faster Packet Processing

HEXA: Compact Data Structures for Faster Packet Processing Washington University in St. Louis Washington University Open Sholarship All Computer Siene and Engineering Researh Computer Siene and Engineering Report Number: 27-26 27 HEXA: Compat Data Strutures for

More information

Volume 3, Issue 9, September 2013 International Journal of Advanced Research in Computer Science and Software Engineering

Volume 3, Issue 9, September 2013 International Journal of Advanced Research in Computer Science and Software Engineering Volume 3, Issue 9, September 2013 ISSN: 2277 128X International Journal of Advaned Researh in Computer Siene and Software Engineering Researh Paper Available online at: www.ijarsse.om A New-Fangled Algorithm

More information

End-effector pose estimation of the Monash Epicyclic-Parallel Manipulator through the visual observation of its legs

End-effector pose estimation of the Monash Epicyclic-Parallel Manipulator through the visual observation of its legs End-effetor pose estimation of the Monash Epiyli-Parallel Manipulator through the visual observation of its legs Alessia Vignolo,Sébastien Briot, Philippe Martinet,, Chao Chen 3 Abstrat Past researh works

More information

Optimization of Two-Stage Cylindrical Gear Reducer with Adaptive Boundary Constraints

Optimization of Two-Stage Cylindrical Gear Reducer with Adaptive Boundary Constraints 5 JOURNAL OF SOFTWARE VOL. 8 NO. 8 AUGUST Optimization of Two-Stage Cylindrial Gear Reduer with Adaptive Boundary Constraints Xueyi Li College of Mehanial and Eletroni Engineering Shandong University of

More information

Analysis and verification of multi-rotors attitude control algorithms in. Pixhawk. Fangzhen Lin 1, a

Analysis and verification of multi-rotors attitude control algorithms in. Pixhawk. Fangzhen Lin 1, a 6th International Conferene on Advaned Design and Manufaturing Engineering (ICADME 2016) Analysis and verifiation of multi-rotors attitude ontrol algorithms in Pixhawk Fangzhen Lin 1, a 1 Beihang University,

More information

CA Privileged Identity Manager r12.x (CA ControlMinder) Implementation Proven Professional Exam (CAT-480) Study Guide Version 1.5

CA Privileged Identity Manager r12.x (CA ControlMinder) Implementation Proven Professional Exam (CAT-480) Study Guide Version 1.5 Proven Professional Exam (CAT-480) Study Guide Version 1.5 PROPRIETARY AND CONFIDENTIAL INFORMATION 2016 CA. All rights reserved. CA onfidential & proprietary information. For CA, CA Partner and CA Customer

More information

Analysis of input and output configurations for use in four-valued CCD programmable logic arrays

Analysis of input and output configurations for use in four-valued CCD programmable logic arrays nalysis of input and output onfigurations for use in four-valued D programmable logi arrays J.T. utler H.G. Kerkhoff ndexing terms: Logi, iruit theory and design, harge-oupled devies bstrat: s in binary,

More information

COST PERFORMANCE ASPECTS OF CCD FAST AUXILIARY MEMORY

COST PERFORMANCE ASPECTS OF CCD FAST AUXILIARY MEMORY COST PERFORMANCE ASPECTS OF CCD FAST AUXILIARY MEMORY Dileep P, Bhondarkor Texas Instruments Inorporated Dallas, Texas ABSTRACT Charge oupled devies (CCD's) hove been mentioned as potential fast auxiliary

More information

Abstract. Key Words: Image Filters, Fuzzy Filters, Order Statistics Filters, Rank Ordered Mean Filters, Channel Noise. 1.

Abstract. Key Words: Image Filters, Fuzzy Filters, Order Statistics Filters, Rank Ordered Mean Filters, Channel Noise. 1. Fuzzy Weighted Rank Ordered Mean (FWROM) Filters for Mixed Noise Suppression from Images S. Meher, G. Panda, B. Majhi 3, M.R. Meher 4,,4 Department of Eletronis and I.E., National Institute of Tehnology,

More information

The HuMAnS toolbox, a homogenous framework for motion capture, analysis and simulation

The HuMAnS toolbox, a homogenous framework for motion capture, analysis and simulation The HuMAnS toolbox, a homogenous framework for motion apture, analysis and simulation Pierre-Brie Wieber, Florene Billet, Laurene Boissieux, Roger Pissard-Gibollet To ite this version: Pierre-Brie Wieber,

More information

Multi-Piece Mold Design Based on Linear Mixed-Integer Program Toward Guaranteed Optimality

Multi-Piece Mold Design Based on Linear Mixed-Integer Program Toward Guaranteed Optimality INTERNATIONAL CONFERENCE ON MANUFACTURING AUTOMATION (ICMA200) Multi-Piee Mold Design Based on Linear Mixed-Integer Program Toward Guaranteed Optimality Stephen Stoyan, Yong Chen* Epstein Department of

More information

CA Identity Suite 14.x Implementation Proven Professional Exam (CAT-760) Study Guide Version 1.1

CA Identity Suite 14.x Implementation Proven Professional Exam (CAT-760) Study Guide Version 1.1 Study Guide Version 1.1 PROPRIETARY AND CONFIDENTIAL INFORMATION 2018 CA. All rights reserved. CA onfidential & proprietary information. For CA, CA Partner and CA Customer use only. No unauthorized use,

More information

Cisco Collaborative Knowledge

Cisco Collaborative Knowledge Ciso Collaborative Knowledge Ciso on Ciso: How Ciso Servies Upskilled 14,400 Employees and Transformed into a Consultative, Solutions-Selling Organization. It is estimated that by 2020, roughly four out

More information

Adobe Certified Associate

Adobe Certified Associate Adobe Certified Assoiate About the Adobe Certified Assoiate (ACA) Program The Adobe Certified Assoiate (ACA) program is for graphi designers, Web designers, video prodution designers, and digital professionals

More information

CUTTING FORCES AND CONSECUTIVE DEFORMATIONS AT MILLING PARTS WITH THIN WALLS

CUTTING FORCES AND CONSECUTIVE DEFORMATIONS AT MILLING PARTS WITH THIN WALLS Proeedings of the International Conferene on Manufaturing Systems ICMaS Vol. 4, 2009, ISSN 1842-3183 University POLITEHNICA of Buharest, Mahine and Manufaturing Systems Department Buharest, Romania CUTTING

More information

Make your process world

Make your process world Automation platforms Modion Quantum Safety System Make your proess world a safer plae You are faing omplex hallenges... Safety is at the heart of your proess In order to maintain and inrease your ompetitiveness,

More information

Approximate logic synthesis for error tolerant applications

Approximate logic synthesis for error tolerant applications Approximate logi synthesis for error tolerant appliations Doohul Shin and Sandeep K. Gupta Eletrial Engineering Department, University of Southern California, Los Angeles, CA 989 {doohuls, sandeep}@us.edu

More information

A {k, n}-secret Sharing Scheme for Color Images

A {k, n}-secret Sharing Scheme for Color Images A {k, n}-seret Sharing Sheme for Color Images Rastislav Luka, Konstantinos N. Plataniotis, and Anastasios N. Venetsanopoulos The Edward S. Rogers Sr. Dept. of Eletrial and Computer Engineering, University

More information

An Alternative Approach to the Fuzzifier in Fuzzy Clustering to Obtain Better Clustering Results

An Alternative Approach to the Fuzzifier in Fuzzy Clustering to Obtain Better Clustering Results An Alternative Approah to the Fuzziier in Fuzzy Clustering to Obtain Better Clustering Results Frank Klawonn Department o Computer Siene University o Applied Sienes BS/WF Salzdahlumer Str. 46/48 D-38302

More information

CA PPM 14.x Implementation Proven Professional Exam (CAT-222) Study Guide Version 1.2

CA PPM 14.x Implementation Proven Professional Exam (CAT-222) Study Guide Version 1.2 CA PPM 14.x Implementation Proven Professional Exam (CAT-222) Study Guide Version 1.2 PROPRIETARY AND CONFIDENTIAL INFMATION 2016 CA. All rights reserved. CA onfidential & proprietary information. For

More information

Dynamic System Identification and Validation of a Quadrotor UAV

Dynamic System Identification and Validation of a Quadrotor UAV Dynami System Identifiation and Validation of a Quadrotor UAV Min Goo Yoo PG Student, Department of Aerospae Engineering, Sejong University, Seoul, Republi of Korea E-mail: mingooyoo@gmailom Sung Kyung

More information

NONLINEAR BACK PROJECTION FOR TOMOGRAPHIC IMAGE RECONSTRUCTION. Ken Sauer and Charles A. Bouman

NONLINEAR BACK PROJECTION FOR TOMOGRAPHIC IMAGE RECONSTRUCTION. Ken Sauer and Charles A. Bouman NONLINEAR BACK PROJECTION FOR TOMOGRAPHIC IMAGE RECONSTRUCTION Ken Sauer and Charles A. Bouman Department of Eletrial Engineering, University of Notre Dame Notre Dame, IN 46556, (219) 631-6999 Shool of

More information

The Mathematics of Simple Ultrasonic 2-Dimensional Sensing

The Mathematics of Simple Ultrasonic 2-Dimensional Sensing The Mathematis of Simple Ultrasoni -Dimensional Sensing President, Bitstream Tehnology The Mathematis of Simple Ultrasoni -Dimensional Sensing Introdution Our ompany, Bitstream Tehnology, has been developing

More information

Partial Character Decoding for Improved Regular Expression Matching in FPGAs

Partial Character Decoding for Improved Regular Expression Matching in FPGAs Partial Charater Deoding for Improved Regular Expression Mathing in FPGAs Peter Sutton Shool of Information Tehnology and Eletrial Engineering The University of Queensland Brisbane, Queensland, 4072, Australia

More information

A Novel Validity Index for Determination of the Optimal Number of Clusters

A Novel Validity Index for Determination of the Optimal Number of Clusters IEICE TRANS. INF. & SYST., VOL.E84 D, NO.2 FEBRUARY 2001 281 LETTER A Novel Validity Index for Determination of the Optimal Number of Clusters Do-Jong KIM, Yong-Woon PARK, and Dong-Jo PARK, Nonmembers

More information

DETECTION METHOD FOR NETWORK PENETRATING BEHAVIOR BASED ON COMMUNICATION FINGERPRINT

DETECTION METHOD FOR NETWORK PENETRATING BEHAVIOR BASED ON COMMUNICATION FINGERPRINT DETECTION METHOD FOR NETWORK PENETRATING BEHAVIOR BASED ON COMMUNICATION FINGERPRINT 1 ZHANGGUO TANG, 2 HUANZHOU LI, 3 MINGQUAN ZHONG, 4 JIAN ZHANG 1 Institute of Computer Network and Communiation Tehnology,

More information

Methods for Multi-Dimensional Robustness Optimization in Complex Embedded Systems

Methods for Multi-Dimensional Robustness Optimization in Complex Embedded Systems Methods for Multi-Dimensional Robustness Optimization in Complex Embedded Systems Arne Hamann, Razvan Rau, Rolf Ernst Institute of Computer and Communiation Network Engineering Tehnial University of Braunshweig,

More information

Chapter 2: Introduction to Maple V

Chapter 2: Introduction to Maple V Chapter 2: Introdution to Maple V 2-1 Working with Maple Worksheets Try It! (p. 15) Start a Maple session with an empty worksheet. The name of the worksheet should be Untitled (1). Use one of the standard

More information

Detection and Recognition of Non-Occluded Objects using Signature Map

Detection and Recognition of Non-Occluded Objects using Signature Map 6th WSEAS International Conferene on CIRCUITS, SYSTEMS, ELECTRONICS,CONTROL & SIGNAL PROCESSING, Cairo, Egypt, De 9-31, 007 65 Detetion and Reognition of Non-Oluded Objets using Signature Map Sangbum Park,

More information

Mining effective design solutions based on a model-driven approach

Mining effective design solutions based on a model-driven approach ata Mining VI 463 Mining effetive design solutions based on a model-driven approah T. Katsimpa 2, S. Sirmakessis 1,. Tsakalidis 1,2 & G. Tzimas 1,2 1 Researh ademi omputer Tehnology Institute, Hellas 2

More information

The Implementation of RRTs for a Remote-Controlled Mobile Robot

The Implementation of RRTs for a Remote-Controlled Mobile Robot ICCAS5 June -5, KINEX, Gyeonggi-Do, Korea he Implementation of RRs for a Remote-Controlled Mobile Robot Chi-Won Roh*, Woo-Sub Lee **, Sung-Chul Kang *** and Kwang-Won Lee **** * Intelligent Robotis Researh

More information

Automatic Physical Design Tuning: Workload as a Sequence Sanjay Agrawal Microsoft Research One Microsoft Way Redmond, WA, USA +1-(425)

Automatic Physical Design Tuning: Workload as a Sequence Sanjay Agrawal Microsoft Research One Microsoft Way Redmond, WA, USA +1-(425) Automati Physial Design Tuning: Workload as a Sequene Sanjay Agrawal Mirosoft Researh One Mirosoft Way Redmond, WA, USA +1-(425) 75-357 sagrawal@mirosoft.om Eri Chu * Computer Sienes Department University

More information

CA Unified Infrastructure Management 8.x Implementation Proven Professional Exam (CAT-540) Study Guide Version 1.1

CA Unified Infrastructure Management 8.x Implementation Proven Professional Exam (CAT-540) Study Guide Version 1.1 Management 8.x Implementation Proven Professional Exam (CAT-540) Study Guide Version 1.1 PROPRIETARY AND CONFIDENTIAL INFORMATION 2017 CA. All rights reserved. CA onfidential & proprietary information.

More information

Graph-Based vs Depth-Based Data Representation for Multiview Images

Graph-Based vs Depth-Based Data Representation for Multiview Images Graph-Based vs Depth-Based Data Representation for Multiview Images Thomas Maugey, Antonio Ortega, Pasal Frossard Signal Proessing Laboratory (LTS), Eole Polytehnique Fédérale de Lausanne (EPFL) Email:

More information

Introduction to Seismology Spring 2008

Introduction to Seismology Spring 2008 MIT OpenCourseWare http://ow.mit.edu 1.510 Introdution to Seismology Spring 008 For information about iting these materials or our Terms of Use, visit: http://ow.mit.edu/terms. 1.510 Leture Notes 3.3.007

More information

BENDING STIFFNESS AND DYNAMIC CHARACTERISTICS OF A ROTOR WITH SPLINE JOINTS

BENDING STIFFNESS AND DYNAMIC CHARACTERISTICS OF A ROTOR WITH SPLINE JOINTS Proeedings of ASME 0 International Mehanial Engineering Congress & Exposition IMECE0 November 5-, 0, San Diego, CA IMECE0-6657 BENDING STIFFNESS AND DYNAMIC CHARACTERISTICS OF A ROTOR WITH SPLINE JOINTS

More information

CleanUp: Improving Quadrilateral Finite Element Meshes

CleanUp: Improving Quadrilateral Finite Element Meshes CleanUp: Improving Quadrilateral Finite Element Meshes Paul Kinney MD-10 ECC P.O. Box 203 Ford Motor Company Dearborn, MI. 8121 (313) 28-1228 pkinney@ford.om Abstrat: Unless an all quadrilateral (quad)

More information

We don t need no generation - a practical approach to sliding window RLNC

We don t need no generation - a practical approach to sliding window RLNC We don t need no generation - a pratial approah to sliding window RLNC Simon Wunderlih, Frank Gabriel, Sreekrishna Pandi, Frank H.P. Fitzek Deutshe Telekom Chair of Communiation Networks, TU Dresden, Dresden,

More information

An Approach to Physics Based Surrogate Model Development for Application with IDPSA

An Approach to Physics Based Surrogate Model Development for Application with IDPSA An Approah to Physis Based Surrogate Model Development for Appliation with IDPSA Ignas Mikus a*, Kaspar Kööp a, Marti Jeltsov a, Yuri Vorobyev b, Walter Villanueva a, and Pavel Kudinov a a Royal Institute

More information

Chemical, Biological and Radiological Hazard Assessment: A New Model of a Plume in a Complex Urban Environment

Chemical, Biological and Radiological Hazard Assessment: A New Model of a Plume in a Complex Urban Environment hemial, Biologial and Radiologial Haard Assessment: A New Model of a Plume in a omplex Urban Environment Skvortsov, A.T., P.D. Dawson, M.D. Roberts and R.M. Gailis HPP Division, Defene Siene and Tehnology

More information

Multi-Channel Wireless Networks: Capacity and Protocols

Multi-Channel Wireless Networks: Capacity and Protocols Multi-Channel Wireless Networks: Capaity and Protools Tehnial Report April 2005 Pradeep Kyasanur Dept. of Computer Siene, and Coordinated Siene Laboratory, University of Illinois at Urbana-Champaign Email:

More information

Cluster Centric Fuzzy Modeling

Cluster Centric Fuzzy Modeling 10.1109/TFUZZ.014.300134, IEEE Transations on Fuzzy Systems TFS-013-0379.R1 1 Cluster Centri Fuzzy Modeling Witold Pedryz, Fellow, IEEE, and Hesam Izakian, Student Member, IEEE Abstrat In this study, we

More information

Unsupervised Stereoscopic Video Object Segmentation Based on Active Contours and Retrainable Neural Networks

Unsupervised Stereoscopic Video Object Segmentation Based on Active Contours and Retrainable Neural Networks Unsupervised Stereosopi Video Objet Segmentation Based on Ative Contours and Retrainable Neural Networks KLIMIS NTALIANIS, ANASTASIOS DOULAMIS, and NIKOLAOS DOULAMIS National Tehnial University of Athens

More information

Using Augmented Measurements to Improve the Convergence of ICP

Using Augmented Measurements to Improve the Convergence of ICP Using Augmented Measurements to Improve the onvergene of IP Jaopo Serafin, Giorgio Grisetti Dept. of omputer, ontrol and Management Engineering, Sapienza University of Rome, Via Ariosto 25, I-0085, Rome,

More information

Introductory Programming, IMM, DTU Systematic Software Test. Software test (afprøvning) Motivation. Structural test and functional test

Introductory Programming, IMM, DTU Systematic Software Test. Software test (afprøvning) Motivation. Structural test and functional test Introdutory Programming, IMM, DTU Systemati Software Test Peter Sestoft a Programs often ontain unintended errors how do you find them? Strutural test Funtional test Notes: Systemati Software Test, http://www.dina.kvl.dk/

More information

A Unified Subdivision Scheme for Polygonal Modeling

A Unified Subdivision Scheme for Polygonal Modeling EUROGRAPHICS 2 / A. Chalmers and T.-M. Rhyne (Guest Editors) Volume 2 (2), Number 3 A Unified Subdivision Sheme for Polygonal Modeling Jérôme Maillot Jos Stam Alias Wavefront Alias Wavefront 2 King St.

More information

Rapid, accurate particle tracking by calculation of radial symmetry centers

Rapid, accurate particle tracking by calculation of radial symmetry centers Rapid, aurate partile traing by alulation of radial symmetry enters Raghuveer Parthasarathy Supplementary Text and Figures Supplementary Figures Supplementary Figure 1 Supplementary Figure Supplementary

More information

CA Test Data Manager 4.x Implementation Proven Professional Exam (CAT-681) Study Guide Version 1.0

CA Test Data Manager 4.x Implementation Proven Professional Exam (CAT-681) Study Guide Version 1.0 Implementation Proven Professional Study Guide Version 1.0 PROPRIETARY AND CONFIDENTIAL INFORMATION 2017 CA. All rights reserved. CA onfidential & proprietary information. For CA, CA Partner and CA Customer

More information

1. The collection of the vowels in the word probability. 2. The collection of real numbers that satisfy the equation x 9 = 0.

1. The collection of the vowels in the word probability. 2. The collection of real numbers that satisfy the equation x 9 = 0. C HPTER 1 SETS I. DEFINITION OF SET We begin our study of probability with the disussion of the basi onept of set. We assume that there is a ommon understanding of what is meant by the notion of a olletion

More information

CONTROL SYSTEMS ANALYSIS & DESIGN SERVER. F. Morilla*, A. Fernández +, S. Dormido Canto*

CONTROL SYSTEMS ANALYSIS & DESIGN SERVER. F. Morilla*, A. Fernández +, S. Dormido Canto* CONTROL SYSTEMS ANALYSS & ESGN SERVER F. Morilla*, A. Fernández +, S. ormido Canto* * pto de nformátia y Automátia, UNE, Avda. Senda del Rey 9, 28040 Madrid, Spain. Phone:34-91-3987156, Fax:34-91-3986697,

More information

What are Cycle-Stealing Systems Good For? A Detailed Performance Model Case Study

What are Cycle-Stealing Systems Good For? A Detailed Performance Model Case Study What are Cyle-Stealing Systems Good For? A Detailed Performane Model Case Study Wayne Kelly and Jiro Sumitomo Queensland University of Tehnology, Australia {w.kelly, j.sumitomo}@qut.edu.au Abstrat The

More information

CA Service Desk Manager 14.x Implementation Proven Professional Exam (CAT-181) Study Guide Version 1.3

CA Service Desk Manager 14.x Implementation Proven Professional Exam (CAT-181) Study Guide Version 1.3 Exam (CAT-181) Study Guide Version 1.3 PROPRIETARY AND CONFIDENTIAL INFORMATION 2017 CA. All rights reserved. CA onfidential & proprietary information. For CA, CA Partner and CA Customer use only. No unauthorized

More information

CA Single Sign-On 12.x Proven Implementation Professional Exam (CAT-140) Study Guide Version 1.5

CA Single Sign-On 12.x Proven Implementation Professional Exam (CAT-140) Study Guide Version 1.5 Study Guide Version 1.5 PROPRIETARY AND CONFIDENTIAL INFORMATION 2018 CA. All rights reserved. CA onfidential & proprietary information. For CA, CA Partner and CA Customer use only. No unauthorized use,

More information

OFF-LINE ROBOT VISION SYSTEM PROGRAMMING USING A COMPUTER AIDED DESIGN SYSTEM S. SRIDARAN. Thesis submitted to the Faculty of the

OFF-LINE ROBOT VISION SYSTEM PROGRAMMING USING A COMPUTER AIDED DESIGN SYSTEM S. SRIDARAN. Thesis submitted to the Faculty of the OFF-LINE ROBOT VISION SYSTEM PROGRAMMING USING A COMPUTER AIDED DESIGN SYSTEM by S. SRIDARAN Thesis submitted to the Faulty of the Virginia Polytehni Institute and State University in partial fulfillment

More information

Humanoid Walking Control using the Capture Point

Humanoid Walking Control using the Capture Point Humanoid Walking Control using the Capture Point Christian Ott and Johannes Englsberger Institute of Robotis and Mehatronis German Aerospae Center (DLR e.v.) hristian.ott@dlr.de Joint torque sensing &

More information

Simulation of Crystallographic Texture and Anisotropie of Polycrystals during Metal Forming with Respect to Scaling Aspects

Simulation of Crystallographic Texture and Anisotropie of Polycrystals during Metal Forming with Respect to Scaling Aspects Raabe, Roters, Wang Simulation of Crystallographi Texture and Anisotropie of Polyrystals during Metal Forming with Respet to Saling Aspets D. Raabe, F. Roters, Y. Wang Max-Plank-Institut für Eisenforshung,

More information

arxiv: v1 [cs.db] 13 Sep 2017

arxiv: v1 [cs.db] 13 Sep 2017 An effiient lustering algorithm from the measure of loal Gaussian distribution Yuan-Yen Tai (Dated: May 27, 2018) In this paper, I will introdue a fast and novel lustering algorithm based on Gaussian distribution

More information

13.1 Numerical Evaluation of Integrals Over One Dimension

13.1 Numerical Evaluation of Integrals Over One Dimension 13.1 Numerial Evaluation of Integrals Over One Dimension A. Purpose This olletion of subprograms estimates the value of the integral b a f(x) dx where the integrand f(x) and the limits a and b are supplied

More information

A RAY TRACING SIMULATION OF SOUND DIFFRACTION BASED ON ANALYTIC SECONDARY SOURCE MODEL

A RAY TRACING SIMULATION OF SOUND DIFFRACTION BASED ON ANALYTIC SECONDARY SOURCE MODEL 19th European Signal Proessing Conferene (EUSIPCO 211) Barelona, Spain, August 29 - September 2, 211 A RAY TRACING SIMULATION OF SOUND DIFFRACTION BASED ON ANALYTIC SECONDARY SOURCE MODEL Masashi Okada,

More information

Algorithms for External Memory Lecture 6 Graph Algorithms - Weighted List Ranking

Algorithms for External Memory Lecture 6 Graph Algorithms - Weighted List Ranking Algorithms for External Memory Leture 6 Graph Algorithms - Weighted List Ranking Leturer: Nodari Sithinava Sribe: Andi Hellmund, Simon Ohsenreither 1 Introdution & Motivation After talking about I/O-effiient

More information

Multiple-Criteria Decision Analysis: A Novel Rank Aggregation Method

Multiple-Criteria Decision Analysis: A Novel Rank Aggregation Method 3537 Multiple-Criteria Deision Analysis: A Novel Rank Aggregation Method Derya Yiltas-Kaplan Department of Computer Engineering, Istanbul University, 34320, Avilar, Istanbul, Turkey Email: dyiltas@ istanbul.edu.tr

More information

MPhys Final Year Project Dissertation by Andrew Jackson

MPhys Final Year Project Dissertation by Andrew Jackson Development of software for the omputation of the properties of eletrostati eletro-optial devies via both the diret ray traing and paraxial approximation tehniques. MPhys Final Year Projet Dissertation

More information

End mills are widely used in industry for high-speed machining. End milling cutters are C H A P T E R 2

End mills are widely used in industry for high-speed machining. End milling cutters are C H A P T E R 2 C H A P T E R End Mill End mills are widely used in industry for high-speed mahining. End milling utters are multi-point milling utters with utting edges both on the fae end as well as on the periphery,

More information

A Partial Sorting Algorithm in Multi-Hop Wireless Sensor Networks

A Partial Sorting Algorithm in Multi-Hop Wireless Sensor Networks A Partial Sorting Algorithm in Multi-Hop Wireless Sensor Networks Abouberine Ould Cheikhna Department of Computer Siene University of Piardie Jules Verne 80039 Amiens Frane Ould.heikhna.abouberine @u-piardie.fr

More information

with respect to the normal in each medium, respectively. The question is: How are θ

with respect to the normal in each medium, respectively. The question is: How are θ Prof. Raghuveer Parthasarathy University of Oregon Physis 35 Winter 8 3 R EFRACTION When light travels from one medium to another, it may hange diretion. This phenomenon familiar whenever we see the bent

More information

Exploiting Enriched Contextual Information for Mobile App Classification

Exploiting Enriched Contextual Information for Mobile App Classification Exploiting Enrihed Contextual Information for Mobile App Classifiation Hengshu Zhu 1 Huanhuan Cao 2 Enhong Chen 1 Hui Xiong 3 Jilei Tian 2 1 University of Siene and Tehnology of China 2 Nokia Researh Center

More information

Colouring contact graphs of squares and rectilinear polygons de Berg, M.T.; Markovic, A.; Woeginger, G.

Colouring contact graphs of squares and rectilinear polygons de Berg, M.T.; Markovic, A.; Woeginger, G. Colouring ontat graphs of squares and retilinear polygons de Berg, M.T.; Markovi, A.; Woeginger, G. Published in: nd European Workshop on Computational Geometry (EuroCG 06), 0 Marh - April, Lugano, Switzerland

More information

REAL-TIME HYBRID SIMULATION WITH ADAPTIVE ACTUATOR CONTROL FOR STRUCTURAL ENGINEERING RESEARCH ABSTRACT

REAL-TIME HYBRID SIMULATION WITH ADAPTIVE ACTUATOR CONTROL FOR STRUCTURAL ENGINEERING RESEARCH ABSTRACT REAL-TIME HYBRID SIMULATION WITH ADAPTIVE ACTUATOR CONTROL FOR STRUCTURAL ENGINEERING RESEARCH Cheng Chen 1, James M. Riles 2, Rihard Sause 2, and Theodore L. Karavasilis 2 ABSTRACT Real-time hybrid simulation

More information

BioTechnology. An Indian Journal FULL PAPER. Trade Science Inc. Improvement of low illumination image enhancement algorithm based on physical mode

BioTechnology. An Indian Journal FULL PAPER. Trade Science Inc. Improvement of low illumination image enhancement algorithm based on physical mode [Type text] [Type text] [Type text] ISSN : 0974-7435 Volume 10 Issue 22 BioTehnology 2014 An Indian Journal FULL PAPER BTAIJ, 10(22), 2014 [13995-14001] Improvement of low illumination image enhanement

More information

Particle Swarm Optimization for the Design of High Diffraction Efficient Holographic Grating

Particle Swarm Optimization for the Design of High Diffraction Efficient Holographic Grating Original Artile Partile Swarm Optimization for the Design of High Diffration Effiient Holographi Grating A.K. Tripathy 1, S.K. Das, M. Sundaray 3 and S.K. Tripathy* 4 1, Department of Computer Siene, Berhampur

More information