An Integrated Simulation System for Human Factors Study
|
|
- Imogene Evans
- 5 years ago
- Views:
Transcription
1 An Integrted Simultion System for Humn Fctors Study Ying Wng, Wei Zhng Deprtment of Industril Engineering, Tsinghu University, Beijing , Chin Foud Bennis, Dmien Chblt IRCCyN, Ecole Centrle de Nntes, F44321 Nntes Cedex 3, Frnce Abstrct It hs been reported tht virtul relity cn be useful tool for ergonomics study. The proposed integrted simultion system ims t mesuring opertor s performnce in n interctive wy for 2D control pnel design. By incorporting some sophisticted virtul relity hrdwre/softwre, the system llows nturl humn-system nd/or humn-humn interction in simulted virtul environment; enbles dynmic objective mesurement of humn performnce; nd evlutes the qulity of the system design in humn fctors perspective bsed on the mesurement. It cn lso be for opertion trining for some 2D control pnels. Keywords: virtul relity, humn fctors, ergonomics, simultion, mnikin 1. Introduction Humn fctors engineering requires tht the design of system should consider the humn s spects. In other word, ny designed system should be user-friendly. However, in mny cses, it is not esy to stisfy this requirement becuse it is difficult to quntify the humn s requirement or the humn s performnce. Sometimes, itertive design t the cost of time nd money is necessry. In order to reduce the itertions for time nd cost concern, designers my use one of the following three pproches, or combintion of them. The first pproch is tht the designers hve the required quntittive dt or enough cler understnding bout the users. The dt my include the nthropometricl dt bout the users, the cpbility of the users, nd the specific scenrios of the system use. For exmple, by hving the nthropometricl dt nd the scenrio of use, one cn design chir tht is suitble for specific percentge users nd the specific use scenrio. However, in mny situtions, especilly for new pplictions, hving these dt is not possible. As n lterntive pproch, one cn use physicl prototypes to test the design. Now with rpid prototyping technology, one cn obtin physicl prototype directly from its CAD model within one dy or only hours. By testing the interction with the user, the designer cn esily find the problems nd then quickly modify the design nd test gin. Mny pplictions hve shown tht the use of rpid prototyping technology cn effectively reduce the itertion time nd improve the design qulity [1]. However, in some cses, the designed system cn be so complicted tht hving its prototype cn be time consuming nd costly. In some cses, it is even impossible. The third pproch is using virtul prototype insted of physicl one. Arthur et l. hve demonstrted tht the
2 perception, nd sptil knowledge cquisition in the virtul world ws indistinguishble from tht of the ctul physicl representtion of the rel-world lyout for certin tsks [2]. According to Buck (1998), ergonomics studies in virtul prototypes llow in erly design stges to verify whether the user interfce of product is user friendly or not. The typicl opertions nd procedures cn be crried out in wy, which is close to relity. The design of the virtul environment nd the provided virtul relity interction tools should llow the user to mke ll the necessry movements. In this wy, ergonomic flws re very probble to be detected in n immersive virtul environment, nd cn be corrected t n erly design stge, which sves lot of effort [3]. Wilson (1999) hs demonstrted tht virtul relity cn be potentil tool to support mny types of ergonomics contribution, including ssessments of office nd workplce lyouts, testing consequences for rech nd ccess, reconfiguring nd evlution of lterntive interfce designs, checking operting or emergency procedures, nd trining for industril nd commercil tsks [4]. Sonod et l. hve developed power plnt trining simultor bsed on virtul relity. The developed trining simultor cn relize field spce s virtul spce nd cn hve fst disply of lrge-scle 3D models, 3D user-interfces, nd the stereoscopic vision nd sound effects. The trinee cn trin in field opertions similr to the rel world [5]. The objective of our reserch is to develop n integrted system tht incorportes virtul relity techniques for humn fctors study. More specificlly t present, this system is for 2D control pnel design evlution nd improvement, nd for trining. However, by hving stereo projection, it is potentilly possible for 3D system simultions. 2. System Structure For humn fctors study, the developed simultion system should be ble to cpture the user s opertion, such s the opertor s hnd position, gesture, nd be ble to recognize the specific opertions (e.g. pushing button, tuning knob, or turning on switch etc.). On the other hnd, in order to simulte 2D control pnels of different size in n ctul scle, the system is required to hve screen with enough size for most pplictions. For ccurte mesurement of user s opertion, the system should hve quick responding fetures. The min components of our hrdwre system re shown in Figure 1. There re four CCD cmers to detect the opertor s hnd position. A pir of 5DT Dt Gloves is used to cpture the opertor s finger gesture. By combining the hnd position nd gesture informtion, the detection computer cn recognize the opertor s opertion, such s pushing button or tuning knob, etc. The recognized opertion is then sent to the simultion computers vi LAN network. The simultion computers, depending on the screen size (width: height), my be ny number. In our system, the screen size is 7.6 meters wide nd 2 meters high. So we used three synchronized chnnels, which mens there re three simultion computers nd three projectors. The simultions computers work together, run the simultion scenrio nd the logic nd displys the virtul pnel to the wide screen through three 3600 lumens projectors. Then the opertor cn reltimely interct with the virtul control pnel, such turning on light by pushing certin button, or chnging quntity vlue by tuning certin knob. For simultion purpose, it is needed to hve designed control pnel model. The model includes the geometric model nd the control logic model. The geometric model defines the geometry of the pnel s well s the textures to mke it intuitive. It my be designed using ny modeling softwre pckges, such s Multigen Cretor TM, 3D MAX, etc. Figure 2 shows one simplified geometric model of control pnel, with six meters, six lights, six buttons, nd
3 two disply screens. The logic model defines the control logics, for exmple, in order to turn on certin light, which button or buttons should be pushed. Tble 1 lists prt of the logics using reltion mtrix. According to Tble 1, when the opertor pushes the Red button, the control logics will mke R-1 nd R-2 lights on. At the sme time, he/she will her n udio feedbck, which is n lrming udio. The logics will be reflected in the developed progrm. 4 CCD Cmers Video imges 3 Projectors Dt glove Gesture Detection Computer Spekers Screen Recognized Opertions Simultion Computers Figure 1. Hrdwre components of the simultion system Figure 2. Geometric model of simplified control pnel 3. Motion Trcking nd Recognition 3.1 Finger Position Trcking Finger position trcking is relized by four CCD cmers. A smll ctive light, s the position mrker, is mounted on the opertor s index finger. CCD pertures re reduced such tht only the ctive lights re visible in the imge, ll
4 the other objects in the environment, including the screen with projection, re not visible. This cn insure enough contrst between the mrker nd the other objects. Before simultion, the screen re must be clibrted in order to estblish the mpping reltionship between the globl coordinte system nd the pixel coordinte system in the four CCD cmer imges. In other words, the mrker in ech specific position in the globl coordinte system hs corresponding pixel coordintes in the four CCD imges. In this wy, during simultion, the detection computer cquires the CCD imges every 40 milliseconds nd computes the mrker s position ccording to the clibrted reltionship. This cn be expressed s follows: x y = z i j where x, y, z re mrker s globl coordintes, 11, 12,, 32 re trnsformtion mtrix which is obtined by clibrtion, i nd j re mrker s pixel coordintes in ech CCD imge [6]. (1) Tble 1. Prt of the control logics Button Audio Lights Screens Meters Effect R-1 R-2 R-3 Y-1 Y-2 Y-3 G-1 G-2 Left Right Red Alrm On On Yellow Cution On On White Audio On On On On On A file Blck Audio Off Off Off Off Off Off Off Off Off B file Left Audio C file On Next Slide Right Audio D file On Next Slide Defult Env Flk Flk * R: Red Light Y: Yellow Lights G: Green Lights Env: Environment sound Flk: Flicker 3.2 Finger Gesture Trcking Finger gesture informtion is provided by the dt glove. The glove detects ech finger s gesture nd expresses the gesture using number between 0 nd 255. By reding the number for ech finger, the detection computer cn obtin the gesture of ech finger. 3.3 Opertion Recognition Currently, we defined three kinds of opertions: pushing button, tuning knob, nd turning on switch. All these three opertions cn be recognized by nlyzing the finger s position chnge nd the gesture. They re defined s follows:
5 Pushing button is TRUE when: 1) Index finger (with mrker) is in vlid button zone, nd 2) Index finger is open (gesture vlue over certin threshold), nd 3) The finger ccelertion nd decelertion re over certin threshold (i.e. pushing ). Tuning knob is TRUE when: 1) Index finger (with mrker) is in vlid knob zone, nd 2) Thumb finger nd the other four fingers form hold gesture, nd 3) The reltive gesture chnge of the fingers forms clockwise or counterclockwise tuning Turning switch is TRUE when: 1) Index finger (with mrker) is in vlid switch zone, nd 2) Thumb finger nd the other four fingers form hold gesture, nd 3) The finger ccelertion nd decelertion re over certin threshold (i.e. push or pull ). 3.4 Opertion Acquiring The recognized opertions bove re cquired in rte of 25 times per second. The cquired dt is sved both in the detection computer nd in the simultion computer (server computer only, slve computers don t sve). After testing, the reserchers cn retrieve the dt nd nlyze. For exmple, how mny errors did the opertor mke, in wht kind circumstnces did the opertor mke the errors, wht is the shortest, verge, nd longest response time between certin events (e.g. when n lrm signl is given by light, how long did it tke for the opertor to respond to the lrm). 4. Multi-Chnnel Synchroniztion The simultion softwre is developed on the pltform of Multigen Veg TM. Veg hs module of Distributed Veg, which enbles multi-computer synchroniztion [7]. The synchronized computers will not compute nd updte the next frme if ny synchronized computer hs not finished the current frme. In our system, we used three simultion computers. One of the computers is defined s server, the other two s slves. The server computer reds dt trnsmitted from the detection computer vi the network, nd then distributes the dt to the slves through Distributed Veg module. Ech of the three computers drives one projector for one disply chnnel on the wide screen. Besides synchroniztion, it is lso needed to overcome the chnnel overlp problem. Otherwise, the overlpped zone will hve higher brightness thn the other res. This problem is solved by chnnel overlp blending techniques. By pplying series of continuously chnging gry brs in the overlp zone, continuous brightness is chieved long the three chnnels. Figure 3 shows the blended result of the simultion system. In this simultion, we used the geometric model shown in Figure 2 nd the logics listed in Tble 1. Due to the CCD specifictions (25Hz, 768*576 pixels), currently, this system hs time resolution of 40 milliseconds (25Hz), nd sptil resolution of cm on the screen, depending on the loction of the screen. This performnce cn be further improved if high-speed CCD cmers with higher imge resolutions re used. However, it is lso possible to use more CCDs to increse the sptil resolutions. Time resolution seems enough for most testing pplictions.
6 Figure 3. Multi-chnnel blending nd simultion results 5. Conclusions In this reserch, wide-screen simultion system ws developed. It is especilly suitble for 2D control pnel testing nd trining. Opticl motion trcking nd wireless dt gloves eliminte the requirement of cbles between the opertor nd computer. Distributed Veg llows synchroniztion of multi-computers, which enbles virtully unlimited number of computers, s well s unlimited number of projectors for lrge screen simultion. The current stge of this reserch hs demonstrted the fesibility of using virtul relity for humn fctors study. In the future, prcticl control pnel design evlution nd trining ppliction will be tested on this system. More mrkers will be trcked in order to obtin more informtion bout the whole body movement. Acknowledgements The uthors would like to cknowledge the finncil support from the Ntionl Nturl Science Foundtion of Chin under grnt number We would lso like to cknowledge the resercher exchnge progrm in Ecole Centrle de Nntes, Frnce, for mking the collborted study possible. References [1] Di, F. (ed.), 1998, Virtul Relity for Industril Applictions, Springer, Berlin, 2-3. [2] Arthur, E., Hncock, P. A., Chrysler, S. T., 1997, The Perception of Sptil Lyout in Rel nd Virtul Worlds, Ergonomics, 40 (1), [3] Buck, M., 1998, Chpter 2: Immersive User Interction within Industril Virtul Environment, ppers in Virtul Relity for Industril Applictions, Dn, F. (ed.), Springer, Berlin, [4] Wilson, J.R., 1999, Virtul Environments Applictions nd Applied Ergonomics, Applied Ergonomics, 30 (1), 3-9. [5] Sonod, Y., Yoshimoto, N., Morimur, K., Nktni, T., Mtsuzki, S., 2000, Development of Plnt Trining Simultor bsed on Virtul Relity, Technicl Review - Mitsubishi Hevy Industry, 37(1), [6] Bnerjee, P., Zetu, D., Virtul Mnufcturing, John Wiley & Sons, [7]
Complete Coverage Path Planning of Mobile Robot Based on Dynamic Programming Algorithm Peng Zhou, Zhong-min Wang, Zhen-nan Li, Yang Li
2nd Interntionl Conference on Electronic & Mechnicl Engineering nd Informtion Technology (EMEIT-212) Complete Coverge Pth Plnning of Mobile Robot Bsed on Dynmic Progrmming Algorithm Peng Zhou, Zhong-min
More informationSmall Business Networking
Why network is n essentil productivity tool for ny smll business Effective technology is essentil for smll businesses looking to increse the productivity of their people nd business. Introducing technology
More informationSmall Business Networking
Why network is n essentil productivity tool for ny smll business Effective technology is essentil for smll businesses looking to increse the productivity of their people nd processes. Introducing technology
More informationSmall Business Networking
Why network is n essentil productivity tool for ny smll business Effective technology is essentil for smll businesses looking to increse the productivity of their people nd processes. Introducing technology
More informationSmall Business Networking
Why network is n essentil productivity tool for ny smll business Effective technology is essentil for smll businesses looking to increse the productivity of their people nd business. Introducing technology
More informationSmall Business Networking
Why network is n essentil productivity tool for ny smll business Effective technology is essentil for smll businesses looking to increse the productivity of their people nd business. Introducing technology
More informationSmall Business Networking
Why network is n essentil productivity tool for ny smll business Effective technology is essentil for smll businesses looking to increse the productivity of their people nd business. Introducing technology
More informationSmall Business Networking
Why network is n essentil productivity tool for ny smll business Effective technology is essentil for smll businesses looking to increse the productivity of their people nd processes. Introducing technology
More informationSmall Business Networking
Why network is n essentil productivity tool for ny smll business Effective technology is essentil for smll businesses looking to increse the productivity of their people nd processes. Introducing technology
More informationSmall Business Networking
Why network is n essentil productivity tool for ny smll business Effective technology is essentil for smll businesses looking to increse the productivity of their people nd processes. Introducing technology
More informationEasyMP Network Projection Operation Guide
EsyMP Network Projection Opertion Guide Contents 2 Introduction to EsyMP Network Projection EsyMP Network Projection Fetures... 5 Disply Options... 6 Multi-Screen Disply Function... 6 Movie Sending Mode...
More informationInternational Conference on Mechanics, Materials and Structural Engineering (ICMMSE 2016)
\ Interntionl Conference on Mechnics, Mterils nd tructurl Engineering (ICMME 2016) Reserch on the Method to Clibrte tructure Prmeters of Line tructured Light Vision ensor Mingng Niu1,, Kngnin Zho1, b,
More informationUnit #9 : Definite Integral Properties, Fundamental Theorem of Calculus
Unit #9 : Definite Integrl Properties, Fundmentl Theorem of Clculus Gols: Identify properties of definite integrls Define odd nd even functions, nd reltionship to integrl vlues Introduce the Fundmentl
More informationEpson iprojection Operation Guide (Windows/Mac)
Epson iprojection Opertion Guide (Windows/Mc) Contents 2 Introduction to Epson iprojection 5 Epson iprojection Fetures... 6 Connection to Vrious Devices... 6 Four-Pnel Disply... 6 Chnge Presenters nd Projection
More informationEasyMP Multi PC Projection Operation Guide
EsyMP Multi PC Projection Opertion Guide Contents 2 Introduction to EsyMP Multi PC Projection 5 EsyMP Multi PC Projection Fetures... 6 Connection to Vrious Devices... 6 Four-Pnel Disply... 6 Chnge Presenters
More informationL. Yaroslavsky. Fundamentals of Digital Image Processing. Course
L. Yroslvsky. Fundmentls of Digitl Imge Processing. Course 0555.330 Lecture. Imge enhncement.. Imge enhncement s n imge processing tsk. Clssifiction of imge enhncement methods Imge enhncement is processing
More informationComputer-Aided Multiscale Modelling for Chemical Process Engineering
17 th Europen Symposium on Computer Aided Process Engineesing ESCAPE17 V. Plesu nd P.S. Agchi (Editors) 2007 Elsevier B.V. All rights reserved. 1 Computer-Aided Multiscle Modelling for Chemicl Process
More informationModeling and Simulation of Short Range 3D Triangulation-Based Laser Scanning System
Modeling nd Simultion of Short Rnge 3D Tringultion-Bsed Lser Scnning System Theodor Borngiu Anmri Dogr Alexndru Dumitrche April 14, 2008 Abstrct In this pper, simultion environment for short rnge 3D lser
More informationEngineer-to-Engineer Note
Engineer-to-Engineer Note EE-245 Technicl notes on using Anlog Devices DSPs, processors nd development tools Contct our technicl support t dsp.support@nlog.com nd t dsptools.support@nlog.com Or visit our
More informationChapter Spline Method of Interpolation More Examples Electrical Engineering
Chpter. Spline Method of Interpoltion More Exmples Electricl Engineering Exmple Thermistors re used to mesure the temperture of bodies. Thermistors re bsed on mterils chnge in resistnce with temperture.
More informationTool Vendor Perspectives SysML Thus Far
Frontiers 2008 Pnel Georgi Tec, 05-13-08 Tool Vendor Perspectives SysML Thus Fr Hns-Peter Hoffmnn, Ph.D Chief Systems Methodologist Telelogic, Systems & Softwre Modeling Business Unit Peter.Hoffmnn@telelogic.com
More informationDigital Design. Chapter 1: Introduction. Digital Design. Copyright 2006 Frank Vahid
Chpter : Introduction Copyright 6 Why Study?. Look under the hood of computers Solid understnding --> confidence, insight, even better progrmmer when wre of hrdwre resource issues Electronic devices becoming
More informationTilt-Sensing with Kionix MEMS Accelerometers
Tilt-Sensing with Kionix MEMS Accelerometers Introduction Tilt/Inclintion sensing is common ppliction for low-g ccelerometers. This ppliction note describes how to use Kionix MEMS low-g ccelerometers to
More informationChapter 1: Introduction
Chpter : Introduction Slides to ccompny the textbook, First Edition, by, John Wiley nd Sons Publishers, 7. http://www.ddvhid.com Copyright 7 Instructors of courses requiring Vhid's textbook (published
More informationEasy Interactive Tools Ver.3.0 Operation Guide
Esy Interctive Tools Ver.3.0 Opertion Guide Esy Interctive Tools Summry 2 Fetures Esy Interctive Tools is n ppliction tht llows you to drw on projected imges. By using the interctive pen supplied with
More informationTixeo compared to other videoconferencing solutions
compred to other videoconferencing solutions for V171026EN , unique solution on the video conferencing field Adobe Connect Web RTC Vydio for High security level, privcy Zero impct on network security policies
More informationCKX-CCSW Confluency checker INSTRUCTIONS. Software for research/education This software is designed to use in research and or education fields.
INSTRUCTIONS Confluency checker NOTE: This instruction mnul is for the Olympus confluency checker. To ensure the sfety, obtin optimum performnce nd to fmilirize yourself fully with the use of this softwre,
More informationCHAPTER III IMAGE DEWARPING (CALIBRATION) PROCEDURE
CHAPTER III IMAGE DEWARPING (CALIBRATION) PROCEDURE 3.1 Scheimpflug Configurtion nd Perspective Distortion Scheimpflug criterion were found out to be the best lyout configurtion for Stereoscopic PIV, becuse
More informationFile Manager Quick Reference Guide. June Prepared for the Mayo Clinic Enterprise Kahua Deployment
File Mnger Quick Reference Guide June 2018 Prepred for the Myo Clinic Enterprise Khu Deployment NVIGTION IN FILE MNGER To nvigte in File Mnger, users will mke use of the left pne to nvigte nd further pnes
More information12-B FRACTIONS AND DECIMALS
-B Frctions nd Decimls. () If ll four integers were negtive, their product would be positive, nd so could not equl one of them. If ll four integers were positive, their product would be much greter thn
More informationChapter 2 Sensitivity Analysis: Differential Calculus of Models
Chpter 2 Sensitivity Anlysis: Differentil Clculus of Models Abstrct Models in remote sensing nd in science nd engineering, in generl re, essentilly, functions of discrete model input prmeters, nd/or functionls
More informationIZT DAB ContentServer, IZT S1000 Testing DAB Receivers Using ETI
IZT DAB ContentServer, IZT S1000 Testing DAB Receivers Using ETI Appliction Note Rel-time nd offline modultion from ETI files Generting nd nlyzing ETI files Rel-time interfce using EDI/ETI IZT DAB CONTENTSERVER
More informationOn the Detection of Step Edges in Algorithms Based on Gradient Vector Analysis
On the Detection of Step Edges in Algorithms Bsed on Grdient Vector Anlysis A. Lrr6, E. Montseny Computer Engineering Dept. Universitt Rovir i Virgili Crreter de Slou sin 43006 Trrgon, Spin Emil: lrre@etse.urv.es
More informationEngineer-to-Engineer Note
Engineer-to-Engineer Note EE-232 Technicl notes on using Anlog Devices DSPs, processors nd development tools Contct our technicl support t dsp.support@nlog.com nd t dsptools.support@nlog.com Or visit our
More informationStained Glass Design. Teaching Goals:
Stined Glss Design Time required 45-90 minutes Teching Gols: 1. Students pply grphic methods to design vrious shpes on the plne.. Students pply geometric trnsformtions of grphs of functions in order to
More informationInformation regarding
Informtion regrding LANCOM Advnced VPN Client 3.13 Copyright (c) 2002-2017 LANCOM Systems GmbH, Wuerselen (Germny) LANCOM Systems GmbH does not tke ny gurntee nd libility for softwre not developed, mnufctured
More informationDigital approximation to extended depth of field in no telecentric imaging systems
Journl of Physics: Conference Series Digitl pproximtion to extended depth of field in no telecentric imging systems To cite this rticle: J E Meneses nd C R Contrers 0 J Phys: Conf Ser 74 0040 View the
More informationGeometric transformations
Geometric trnsformtions Computer Grphics Some slides re bsed on Shy Shlom slides from TAU mn n n m m T A,,,,,, 2 1 2 22 12 1 21 11 Rows become columns nd columns become rows nm n n m m A,,,,,, 1 1 2 22
More informationThe Distributed Data Access Schemes in Lambda Grid Networks
The Distributed Dt Access Schemes in Lmbd Grid Networks Ryot Usui, Hiroyuki Miygi, Yutk Arkw, Storu Okmoto, nd Noki Ymnk Grdute School of Science for Open nd Environmentl Systems, Keio University, Jpn
More informationTransparent neutral-element elimination in MPI reduction operations
Trnsprent neutrl-element elimintion in MPI reduction opertions Jesper Lrsson Träff Deprtment of Scientific Computing University of Vienn Disclimer Exploiting repetition nd sprsity in input for reducing
More informationEngineer To Engineer Note
Engineer To Engineer Note EE-186 Technicl Notes on using Anlog Devices' DSP components nd development tools Contct our technicl support by phone: (800) ANALOG-D or e-mil: dsp.support@nlog.com Or visit
More informationEngineer To Engineer Note
Engineer To Engineer Note EE-208 Technicl Notes on using Anlog Devices' DSP components nd development tools Contct our technicl support by phone: (800) ANALOG-D or e-mil: dsp.support@nlog.com Or visit
More informationDynamic Tone Mapping with Head-Mounted Displays
Dynmic Tone Mpping with Hed-Mounted Displys Mtt Yu Deprtment of Electricl Engineering, Stnford University Abstrct The rel world consists of mny scenes which contin high dynmic rnge. While modern cmers
More informationUSER EXPERIENCE. A better client experience starts here.
USER EXPERIENCE A better client experience strts here. Why MyRepCht...... 3 Fetures + Benefits..... 4 Why use My Rep Cht s n Advisor 5 Integrtes with your CRM... 6 Archiving + Prtnerships... 7 Convert
More informationSimrad ES80. Software Release Note Introduction
Simrd ES80 Softwre Relese 1.3.0 Introduction This document descries the chnges introduced with the new softwre version. Product: ES80 Softwre version: 1.3.0 This softwre controls ll functionlity in the
More informationA Fast Imaging Algorithm for Near Field SAR
Journl of Computing nd Electronic Informtion Mngement ISSN: 2413-1660 A Fst Imging Algorithm for Ner Field SAR Guoping Chen, Lin Zhng, * College of Optoelectronic Engineering, Chongqing University of Posts
More informationMidterm 2 Sample solution
Nme: Instructions Midterm 2 Smple solution CMSC 430 Introduction to Compilers Fll 2012 November 28, 2012 This exm contins 9 pges, including this one. Mke sure you hve ll the pges. Write your nme on the
More informationSection 10.4 Hyperbolas
66 Section 10.4 Hyperbols Objective : Definition of hyperbol & hyperbols centered t (0, 0). The third type of conic we will study is the hyperbol. It is defined in the sme mnner tht we defined the prbol
More informationHW Stereotactic Targeting
HW Stereotctic Trgeting We re bout to perform stereotctic rdiosurgery with the Gmm Knife under CT guidnce. We instrument the ptient with bse ring nd for CT scnning we ttch fiducil cge (FC). Above: bse
More informationE201 USB Encoder Interface
Dt sheet Issue 4, 24 th ugust 2015 E201 USB Encoder Interfce E201-9Q incrementl E201-9S bsolute bsolute SSI BiSS-C mode (unidirectionl) B Z Clock Dt M SLO The E201 is single chnnel USB encoder interfce
More informationVulnerability Analysis of Electric Power Communication Network. Yucong Wu
2nd Interntionl Conference on Advnces in Mechnicl Engineering nd Industril Informtics (AMEII 2016 Vulnerbility Anlysis of Electric Power Communiction Network Yucong Wu Deprtment of Telecommunictions Engineering,
More informationEpson Projector Content Manager Operation Guide
Epson Projector Content Mnger Opertion Guide Contents 2 Introduction to the Epson Projector Content Mnger Softwre 3 Epson Projector Content Mnger Fetures... 4 Setting Up the Softwre for the First Time
More informationEasyMP Network Projection Operation Guide
EsyMP Network Projection Opertion Guide Contents 2 About EsyMP Network Projection Functions of EsyMP Network Projection... 5 Vrious Screen Trnsfer Functions... 5 Instlling the Softwre... 6 Softwre Requirements...6
More informationStatistical classification of spatial relationships among mathematical symbols
2009 10th Interntionl Conference on Document Anlysis nd Recognition Sttisticl clssifiction of sptil reltionships mong mthemticl symbols Wl Aly, Seiichi Uchid Deprtment of Intelligent Systems, Kyushu University
More informationEngineer To Engineer Note
Engineer To Engineer Note EE-169 Technicl Notes on using Anlog Devices' DSP components nd development tools Contct our technicl support by phone: (800) ANALOG-D or e-mil: dsp.support@nlog.com Or visit
More informationLecture 10 Evolutionary Computation: Evolution strategies and genetic programming
Lecture 10 Evolutionry Computtion: Evolution strtegies nd genetic progrmming Evolution strtegies Genetic progrmming Summry Negnevitsky, Person Eduction, 2011 1 Evolution Strtegies Another pproch to simulting
More informationVoIP for the Small Business
Reducing your telecommunictions costs Reserch firm IDC 1 hs estimted tht VoIP system cn reduce telephony-relted expenses by 30%. Voice over Internet Protocol (VoIP) hs become vible solution for even the
More informationGENERATING ORTHOIMAGES FOR CLOSE-RANGE OBJECTS BY AUTOMATICALLY DETECTING BREAKLINES
GENEATING OTHOIMAGES FO CLOSE-ANGE OBJECTS BY AUTOMATICALLY DETECTING BEAKLINES Efstrtios Stylinidis 1, Lzros Sechidis 1, Petros Ptis 1, Spiros Sptls 2 Aristotle University of Thessloniki 1 Deprtment of
More informationA HYDRAULIC SIMULATOR FOR AN EXCAVATOR
P-06 Proceedings of the 7th JFPS Interntionl Symposium on Fluid Power TOYAMA 008 September 5-8 008 A HYDRAULIC SIMULATOR FOR AN EXCAVATOR Soon-Kwng Kwon* Je-Jun Kim* Young-Mn Jung* Chn-Se Jung* Chng-Don
More informationVoIP for the Small Business
Reducing your telecommunictions costs Reserch firm IDC 1 hs estimted tht VoIP system cn reduce telephony-relted expenses by 30%. TechAdvisory.org SME Reports sponsored by Voice over Internet Protocol (VoIP)
More informationEasyMP Multi PC Projection Operation Guide
EsyMP Multi PC Projection Opertion Guide Contents 2 About EsyMP Multi PC Projection Meeting Styles Proposed by EsyMP Multi PC Projection... 5 Holding Meetings Using Multiple Imges... 5 Holding Remote Meetings
More informationEasyMP Multi PC Projection Operation Guide
EsyMP Multi PC Projection Opertion Guide Contents 2 About EsyMP Multi PC Projection Meeting Styles Proposed by EsyMP Multi PC Projection... 5 Holding Meetings Using Multiple Imges... 5 Holding Remote Meetings
More informationA Heuristic Approach for Discovering Reference Models by Mining Process Model Variants
A Heuristic Approch for Discovering Reference Models by Mining Process Model Vrints Chen Li 1, Mnfred Reichert 2, nd Andres Wombcher 3 1 Informtion System Group, University of Twente, The Netherlnds lic@cs.utwente.nl
More informationPerformance analysis of QoS mechanisms in IP networks
University of Wollongong Reserch Online Fculty of Informtics - Ppers (Archive) Fculty of Engineering nd Informtion Sciences 2000 Performnce nlysis of QoS mechnisms in IP networks D. Ji University of Wollongong
More informationVoIP for the Small Business
Reducing your telecommunictions costs Reserch firm IDC 1 hs estimted tht VoIP system cn reduce telephony-relted expenses by 30%. Voice over Internet Protocol (VoIP) hs become vible solution for even the
More information1. SEQUENCES INVOLVING EXPONENTIAL GROWTH (GEOMETRIC SEQUENCES)
Numbers nd Opertions, Algebr, nd Functions 45. SEQUENCES INVOLVING EXPONENTIAL GROWTH (GEOMETRIC SEQUENCES) In sequence of terms involving eponentil growth, which the testing service lso clls geometric
More informationFault injection attacks on cryptographic devices and countermeasures Part 2
Fult injection ttcks on cryptogrphic devices nd countermesures Prt Isrel Koren Deprtment of Electricl nd Computer Engineering University of Msschusetts Amherst, MA Countermesures - Exmples Must first detect
More information6.2 Volumes of Revolution: The Disk Method
mth ppliction: volumes by disks: volume prt ii 6 6 Volumes of Revolution: The Disk Method One of the simplest pplictions of integrtion (Theorem 6) nd the ccumultion process is to determine so-clled volumes
More informationVoIP for the Small Business
Reducing your telecommunictions costs Reserch firm IDC 1 hs estimted tht VoIP system cn reduce telephony-relted expenses by 30%. Voice over Internet Protocol (VoIP) hs become vible solution for even the
More information2 Computing all Intersections of a Set of Segments Line Segment Intersection
15-451/651: Design & Anlysis of Algorithms Novemer 14, 2016 Lecture #21 Sweep-Line nd Segment Intersection lst chnged: Novemer 8, 2017 1 Preliminries The sweep-line prdigm is very powerful lgorithmic design
More informationDynamic Programming. Andreas Klappenecker. [partially based on slides by Prof. Welch] Monday, September 24, 2012
Dynmic Progrmming Andres Klppenecker [prtilly bsed on slides by Prof. Welch] 1 Dynmic Progrmming Optiml substructure An optiml solution to the problem contins within it optiml solutions to subproblems.
More informationVoIP for the Small Business
Reducing your telecommunictions costs Reserch firm IDC 1 hs estimted tht VoIP system cn reduce telephony-relted expenses by 30%. Voice over Internet Protocol (VoIP) hs become vible solution for even the
More informationVoIP for the Small Business
Reducing your telecommunictions costs Reserch firm IDC 1 hs estimted tht VoIP system cn reduce telephony-relted expenses by 30%. Voice over Internet Protocol (VoIP) hs become vible solution for even the
More informationCOMPUTER EDUCATION TECHNIQUES, INC. (MS_W2K3_SERVER ) SA:
In order to lern which questions hve een nswered correctly: 1. Print these pges. 2. Answer the questions. 3. Send this ssessment with the nswers vi:. FAX to (212) 967-3498. Or. Mil the nswers to the following
More informationLCI/USB LonWorks Commissioning Interface
Works Commissioning Interfce Importnt: Retin these instructions CONTENTS 1 Unpcking... 1 2 Storing... 1 3 Instlltion... 1 4 Uninstlling the USB Drivers... 8 5 Disposl... 8 1 UNPACKING Instlltion Instructions
More informationVoIP for the Small Business
VoIP for the Smll Business Reducing your telecommunictions costs Reserch firm IDC 1 hs estimted tht VoIP system cn reduce telephony-relted expenses by 30%. Voice over Internet Protocol (VoIP) hs become
More informationVoIP for the Small Business
Reducing your telecommunictions costs Reserch firm IDC 1 hs estimted tht VoIP system cn reduce telephony-relted expenses by 30%. Voice over Internet Protocol (VoIP) hs become vible solution for even the
More informationE201 USB Encoder Interface
Dt sheet Issue 3, 14 th July 2014 E201 USB Encoder Interfce E201-9Q - incrementl E201-9S - bsolute bsolute SSI BiSS-C mode (unidirectionl) B Z Clock Dt M SLO The E201 is single chnnel USB encoder interfce
More informationVoIP for the Small Business
VoIP for the Smll Business Reducing your telecommunictions costs Reserch firm IDC 1 hs estimted tht VoIP system cn reduce telephony-relted expenses by 30%. Voice over Internet Protocol (VoIP) hs become
More informationEngineer-to-Engineer Note
Engineer-to-Engineer Note EE-204 Technicl notes on using Anlog Devices DSPs, processors nd development tools Visit our Web resources http://www.nlog.com/ee-notes nd http://www.nlog.com/processors or e-mil
More informationVoIP for the Small Business
Reducing your telecommunictions costs Reserch firm IDC 1 hs estimted tht VoIP system cn reduce telephony-relted expenses by 30%. Voice over Internet Protocol (VoIP) hs become vible solution for even the
More informationvcloud Director Tenant Portal Guide vcloud Director 9.1
vcloud Director Tennt Portl Guide vcloud Director 9.1 You cn find the most up-to-dte technicl documenttion on the VMwre website t: https://docs.vmwre.com/ If you hve comments bout this documenttion, submit
More informationvcloud Director Service Provider Admin Portal Guide vcloud Director 9.1
vcloud Director Service Provider Admin Portl Guide vcloud Director 9. vcloud Director Service Provider Admin Portl Guide You cn find the most up-to-dte technicl documenttion on the VMwre website t: https://docs.vmwre.com/
More informationA Study on Eye Gaze Estimation Method Based on Cornea Model of Human Eye
A Study on Eye Gze Estimtion Method Bsed on Corne Model of Humn Eye Eui Chul Lee 1 nd Kng Ryoung Prk 2 1 Dept. of Computer Science, Sngmyung University, 7 Hongji-dong, Jongro-Ku, Seoul, Republic of Kore
More informationAlignment of Long Sequences. BMI/CS Spring 2012 Colin Dewey
Alignment of Long Sequences BMI/CS 776 www.biostt.wisc.edu/bmi776/ Spring 2012 Colin Dewey cdewey@biostt.wisc.edu Gols for Lecture the key concepts to understnd re the following how lrge-scle lignment
More informationVoIP for the Small Business
Reducing your telecommunictions costs Reserch firm IDC 1 hs estimted tht VoIP system cn reduce telephony-relted expenses by 30%. Voice over Internet Protocol (VoIP) hs become vible solution for even the
More informationVoIP for the Small Business
VoIP for the Smll Business Reducing your telecommunictions costs Reserch firm IDC 1 hs estimted tht VoIP system cn reduce telephony-relted expenses by 30%. Voice over Internet Protocol (VoIP) hs become
More informationc360 Add-On Solutions
c360 Add-On Solutions Functionlity Dynmics CRM 2011 c360 Record Editor Reltionship Explorer Multi-Field Serch Alerts Console c360 Core Productivity Pck "Does your tem resist using CRM becuse updting dt
More informationA New Learning Algorithm for the MAXQ Hierarchical Reinforcement Learning Method
A New Lerning Algorithm for the MAXQ Hierrchicl Reinforcement Lerning Method Frzneh Mirzzdeh 1, Bbk Behsz 2, nd Hmid Beigy 1 1 Deprtment of Computer Engineering, Shrif University of Technology, Tehrn,
More informationA REINFORCEMENT LEARNING APPROACH TO SCHEDULING DUAL-ARMED CLUSTER TOOLS WITH TIME VARIATIONS
A REINFORCEMENT LEARNING APPROACH TO SCHEDULING DUAL-ARMED CLUSTER TOOLS WITH TIME VARIATIONS Ji-Eun Roh (), Te-Eog Lee (b) (),(b) Deprtment of Industril nd Systems Engineering, Kore Advnced Institute
More informationEngineer To Engineer Note
Engineer To Engineer Note EE-188 Technicl Notes on using Anlog Devices' DSP components nd development tools Contct our technicl support by phone: (800) ANALOG-D or e-mil: dsp.support@nlog.com Or visit
More informationNOTES. Figure 1 illustrates typical hardware component connections required when using the JCM ICB Asset Ticket Generator software application.
ICB Asset Ticket Genertor Opertor s Guide Septemer, 2016 Septemer, 2016 NOTES Opertor s Guide ICB Asset Ticket Genertor Softwre Instlltion nd Opertion This document contins informtion for downloding, instlling,
More informationVoIP for the Small Business
Reducing your telecommunictions costs Reserch firm IDC 1 hs estimted tht VoIP system cn reduce telephony-relted expenses by 30%. Voice over Internet Protocol (VoIP) hs become vible solution for even the
More informationVoIP for the Small Business
VoIP for the Smll Business Reducing your telecommunictions costs Reserch firm IDC 1 hs estimted tht VoIP system cn reduce telephony-relted expenses by 30%. Voice over Internet Protocol (VoIP) hs become
More informationVoIP for the Small Business
Reducing your telecommunictions costs Reserch firm IDC 1 hs estimted tht VoIP system cn reduce telephony-relted expenses by 30%. Voice over Internet Protocol (VoIP) hs become vible solution for even the
More informationEfficient Regular Expression Grouping Algorithm Based on Label Propagation Xi Chena, Shuqiao Chenb and Ming Maoc
4th Ntionl Conference on Electricl, Electronics nd Computer Engineering (NCEECE 2015) Efficient Regulr Expression Grouping Algorithm Bsed on Lbel Propgtion Xi Chen, Shuqio Chenb nd Ming Moc Ntionl Digitl
More informationpdfapilot Server 2 Manual
pdfpilot Server 2 Mnul 2011 by clls softwre gmbh Schönhuser Allee 6/7 D 10119 Berlin Germny info@cllssoftwre.com www.cllssoftwre.com Mnul clls pdfpilot Server 2 Pge 2 clls pdfpilot Server 2 Mnul Lst modified:
More informationVoIP for the Small Business
VoIP for the Smll Business Reducing your telecommunictions costs Reserch firm IDC 1 hs estimted tht VoIP system cn reduce telephony-relted expenses by 30%. Voice over Internet Protocol (VoIP) hs become
More informationVoIP for the Small Business
Reducing your telecommunictions costs Reserch firm IDC 1 hs estimted tht VoIP system cn reduce telephony-relted expenses by 30%. Voice over Internet Protocol (VoIP) hs become vible solution for even the
More informationFunctor (1A) Young Won Lim 8/2/17
Copyright (c) 2016-2017 Young W. Lim. Permission is grnted to copy, distribute nd/or modify this document under the terms of the GNU Free Documenttion License, Version 1.2 or ny lter version published
More information