MPEG4 Traffic Modeling Using The Transform Expand Sample Methodology

Size: px
Start display at page:

Download "MPEG4 Traffic Modeling Using The Transform Expand Sample Methodology"

Transcription

1 MPEG4 Traffi Modelig sig The Trasform Expad Sample Methodology Ashraf Matrawy Ioais Lambadaris Chagheg Huag Broadbad Networks Laboratory Departmet of Systems ad Computer Egieerig Carleto iversity {amatrawy, ioais, Phoe: ext Fax: Abstrat The trasfer of digital video will be a ruial ompoet of the desig of future home etworkig appliatios. This trasfer was made feasible by the advaemet of digital video eodig tehiques that redued the badwidth required for this trasfer to a pratial level. MPEG4 is a eodig tehique that is suitable for home etworkig appliatios with its low bit rate. It also has the advatage that allows viewers to iterat with eoded objets. I this paper, we preset our work that eables the study of MPEG4 properties ad performae o the Iteret usig simulatio. We propose a traffi geerator that is able to geerate traffi that has almost the same first ad seod order statistis as a origial trae of MPEG4 frames that is geerated usig a MPEG4 eoder. We model ad geerate this traffi based o the Trasform Expad Sample (TES) methodology usig TEStool. We preset the model ad show the performae of the geerator i terms of good mathig of the harateristis of the modeled trae. 1. Itrodutio The Iteret s impat o daily life is ireasig dramatially. Relyig o the Iteret as a soure of iformatio ad a meas of ommuiatio is umathed i history. This is the reaso why some researhers ad ommuiatio experts believe that sooer or later, all the devies that are parts or our daily life, like home appliaes, will be oeted to the Iteret. Coetig those devies ad appliaes to the Iteret will require the trasfer of video or at least will ilude video trasfer as a ehaemet. This is oe of the motivatios behid establishig the ISO Movig-Piture-Experts-Group (MPEG) family of stadards for digital video eodig. This family of stadards iludes MPEG1, MPEG2, ad MPEG4. MPEG7 is uder developmet. A. Matrawy, I. Lambadaris, ad C. Huag, Carleto iversity, Caada 1

2 MPEG4 is the oe that is most suitable for the Iteret [1]. It is targeted for low bit rates. It allows real images to o-exist with omputer-geerated outerparts ad also allows their separatio ad their reeivig differet treatmet due to iteratio with the user. The mai feature of importae to the etwork is MPEG4 s apability of real-time adaptive eodig. This ehaes etwork utilizatio ad eables MPEG4 seders to be more resposive to hages i etwork oditios. It geerates video i three differet frame types (I, P, ad B) that serve to eode differet portios of the video sigal i differet levels of quality. I this work, we preset our traffi geerator that a be used for studyig MPEG4 behavior ad performae through simulatio. This is relevat to givig a more realisti sese to simulatios of multimedia trasfer o the Iteret. The traffi we geerate losely mathes the statistial harateristis (i terms of margial distributio ad auto-orrelatio futio) of a origial real trae of video frames that were geerated usig a MPEG4 eoder. We developed a model usig the Trasform Expad Sample (TES) [2], whih is a versatile methodology for modelig ay set of give observatios i a time series. We modeled I frames, P frames, ad B frames usig three differet TES models. We the used iterleavig to geerate the origial sequee of frames for MPEG4. We implemeted this geerator i software ad itegrated it ito the etwork simulator s-2 [3]. The rest of this paper is orgaized as follows: Setio 2 gives a overview of the MPEG4 eodig tehique for digital video ad how it fits ito a etworked appliaes eviromet. I Setio 3, we preset the Trasform Expad Sample (TES) models ad their appliatios. Setio 4 gives the details of how we modeled MPEG4 usig TES ad demostrates how losely the geerated traffi mathes the real traffi. Setio 5 oludes the paper ad presets our future researh i this area. 2. MPEG4 video eodig I [4], where requiremets for etworked appliaes were preseted, the speifiatio of Home Audio ad Video Iteroperability was a mai requiremet. Also, support for media streamig was oe of the ommuiatio mode requiremets. MPEG4 has a lot of features that may fulfil these requiremets [1]: A. Matrawy, I. Lambadaris, ad C. Huag, Carleto iversity, Caada 2

3 It is targeted to provide high video quality at relatively low bit rates. This makes it suitable for home devies that does ot have high speed aess to the etwork It allows iterativity of the users at the deoder side Salable otet, whih meas eodig oe ad playig bak at differet speeds Real-time adaptive eodig that results i hagig the sedig rate i reatio to hagig etwork oditios Salable eodig that differetiates betwee importat objets ad less importat objets. This results i streams that are suitable for trasmissio over etworks that support priorities MPEG4 eoders geerate three types of frames: I frames, P frames ad B frames. They a be desribed as follows: I frames (itra-oded frames) otai the iformatio that results from eodig a still image, i.e., with o referee to ay other image. They are poits of referee ad radom aess i the video stream. They a be deoded without the eed for ay other frames. The ompressio rate for these frames is the lowest of all frame types. P frames (preditively oded frames) require iformatio from previous I frames ad/or P frames for eodig ad deodig. By exploitig temporal redudaies, P frames ahieve higher ompressio rates tha that for I frames. B frames (bidiretioally preditively oded frames) require iformatio from the previous ad followig I frames ad/or P frames for eodig ad deodig. They are predited from both previous ad followig frames. They have the highest ompressio ratio amog all frame types. Referee frames must be trasmitted first. Therefore the trasmissio order ad display order may differ, as desribed i Fig. 1. At the begiig, there is always a I frame. The first I frame ad the first P frame serve as a referee for the first two B frames. At the first time, the first I frame is the referee for the first P frame. The seod I frame serve as a referee for the B frames that are displayed before it, that s why it has to be set first. Trasmissio order: I P B B P B B P B B I B B Display order: I B B P B B P B B P B B I Fig. 1 Frame trasmissio ad display orders A. Matrawy, I. Lambadaris, ad C. Huag, Carleto iversity, Caada 3

4 3. Trasform Expad Sample (TES) models TES is a versatile methodology for geeratig data that losely math (i terms of its margial distributio ad auto-orrelatio futio) ay set of give observatio of a time series. The derivatio of TES models is performed i two phases [2]. First, a orrelated sequee, with uiform margial i [0,1], (also alled bakgroud TES proess) is formed as follows: or 0 = 1 V = = 0 > 0 eve 1 odd Where 0 is a radom variable uiformly distributed i [0,1]. {V } is a sequee of iid radom variables idepedet of 0, alled the iovatio sequee (with probability desity f v ). The operator < > deotes the modulo-1 operatio whih for every real x is defied by: x = x max{ iteger ( ) : x} Both ad a geerate lag-1 autoorrelatios i the rage [0,1) ad [-1,0) respetively. Regardless if the probability law of the iovatio desity f v, it a be show [5] that the TES bakgroud sequee forms a statioary Markovia proess with a uiform i [0,1) margial distributio. A smoothig operatio alled the stithig trasform is used to get rid of the iheret disotiuity of the < > operator [2]. So i short, i the first phase of the TES model developmet, the objetive is to geerate a time series of orrelated radom variables with uiform margials [0,1). The amout of orrelatio depeds o the struture of the desity futio f v of the iovatio sequee {V }, whih i geeral may be arbitrary. I the seod phase, sytheti sample data, alled the foregroud sequee, whih resembles the real sample, may be derived from the bakgroud sequee usig the iversio tehique i [5]. This iversio tehique allows the trasformatio of ay uiform radom variable to oe with arbitrary distributio. More speifially, it is assumed that a histogram H(.) of the empirial video sequee has bee built osistig of J ells, where the j th ell is positioed o the iterval [l j,r j ) ad is haraterized by a probability p j. Suh a histogram a be iverted as follows: A. Matrawy, I. Lambadaris, ad C. Huag, Carleto iversity, Caada 4

5 H 1 ( x) = J I j= 1 [, j 1 ] j ( x) l j ( x j 1 w ) p j Where I A is the idiator futio of the set A, w j = r j - l j is the width of ell j, ad j =, 1 j J, ( 0, 1 ). j = = The radom variate 1 0 J { ( x)} i= 1 p i H = 1 has a margial distributio H(.) ad autoorrelatio that depeds upo the iovatio desity f v. The modelig proess is arried out i two steps: the first step essetially aptures the autoorrelatio of the iput time series usig iovatio f v ad applyig a smoothig tehique usig the stithig trasform [5]. This would result i the geeratio of the bakgroud sequee. The seod step is to ivert the bakgroud sequee usig the empirial histogram, whih always guaratees the mathig of the margials. The task of fidig a suitable f v that approximates the empirial autoorrelatio is arried out via a heuristi searh usig TEStool [5]. The mathig of the histogram is guarateed, while the mathig of the autoorrelatio is arried out i a iterative maer with visual feedbak for the best f v. 4. Modelig MPEG4 usig TES I this setio, we preset our model for MPEG4 traffi geeratio. We used a sequee of MPEG4 frames that was geerated by eodig a ews broadast from the BBC at a rate of 30 frames/se. Here are the steps we followed to geerate the traffi: We used a trae of frame sizes (i bits) of a MPEG4 eoded video. Fig. 2 shows the harateristis of the trae as geerated while developig the model usig the TEStool. Widow w1 of the figure shows the sample path of the frame sizes, i w2 the autoorrelatio futio is show, while w3 shows the histogram of the distributio of the frame sizes. We separated this trae ito three traes, oe for eah frame type. This failitates the geeratio of a trae that mathes the origial trae. Tryig to do that with the origial trae without separatio proved to be very diffiult. This is due to the periodi ature of the autoorrelatio futio of the origial trae. Havig doe that we model eah of the traes usig a separate TES model usig the methodology desribed i Setio 3. A. Matrawy, I. Lambadaris, ad C. Huag, Carleto iversity, Caada 5

6 Fig. 3, Fig. 4, ad Fig. 5 show the models of the I frames, P frames, ad B frames, respetively. I eah figure, w4 shows the iovatio desity f v that was desried i Setio 3. I all the figures, the geerated data is show i blue (or darker lie) while the origial is i gree. From the figures, we otie that the histogram always mathes the origial data while there is a little differee i both the autoorrelatio futio ad the sample path. To geerate the MPEG4 trae, we iterleave geeratig samples from the three developed Figure 2: The origial trae models to math the sequee that is show i Fig. 1. The fial trae that is geerated by iterleavig a be ompared to the origial trae as show i Fig. 6. We implemeted this geerator i software. First, we use TEStool to geerate the histograms ad the iovatio desity for the three frame types. The we provide this as a iput to the software we wrote i C that uses eah of the three models to geerate a frame size of eah type i the order metioed i Fig. 1. We itegrated this ode ito the s-2 simulator to geerate traffi for simulatio of IP etworks. A. Matrawy, I. Lambadaris, ad C. Huag, Carleto iversity, Caada 6

7 Figure 3: The I frames model Figure 4: The P frames model A. Matrawy, I. Lambadaris, ad C. Huag, Carleto iversity, Caada 7

8 Figure 5: The B frames model Figure 6: Compariso betwee the origial ad the geerated traes A. Matrawy, I. Lambadaris, ad C. Huag, Carleto iversity, Caada 8

9 5. Colusio ad future work We have preseted our work o geeratig video traffi that mathes the statistial properties (first ad seod order) of a origial trae of MPEG4 frames. We used the Trasform Expad Sample (TES) methodology to model the MPEG4 trae. We have suessfully modeled the I, P, ad B frame sequee ad we showed how the geerated traffi mathes the origial trae. This work is relevat to the simulatio MPEG4 performae i etworked appliaes appliatios as well as ay other video appliatio that rus o IP etworks. For future work, we will be developig models that may model more properties of the video trae suh as geeratig differet priority pakets ad apturig self-similarity of the video traffi. Referees 1. R. Koee, MPEG-4 Overview, IEEE SPECTRM, Vol. 36, No. 2, February B. Melamed, A Overview if TES Proesses ad Modelig Methodology, I Performae Evaluatio of Computer ad Commuiatio Systems, S. Tsag, S. Moyer, D. Marples, H. Shulzrie, ad A. Royhowdhury, Requiremets for etworked Appliaes: Wide-Area Aess, Cotrol, ad Iterworkig, Iteret Draft, drafttsag-appliaes-reqs-01.txt. 5. B. Melamed et al., TES-Based Modelig for Performae Evaluatio of Itegrated Networks, I Pro. of INFOCOM, A. Matrawy, I. Lambadaris, ad C. Huag, Carleto iversity, Caada 9

Our competitive advantages : Solutions for X ray Tubes. X ray emitters. Long lifetime dispensers cathodes n. Electron gun manufacturing capability n

Our competitive advantages : Solutions for X ray Tubes. X ray emitters. Long lifetime dispensers cathodes n. Electron gun manufacturing capability n Solutios for Xray tubes_layout 1 15/12/2014 12:05 Pagia 2 Our competitive advatages : Log lifetime dispesers cathodes Electro gu maufacturig capability High capacity getters for high vacuum requiremets

More information

Line numbering and synchronization in digital HDTV systems

Line numbering and synchronization in digital HDTV systems Lie umberig ad sychroizatio i digital HDTV systems D. (VURT) I cotrast to aalogue televisio systems where lie umberig is covetioally liked to the vertical sychroizatio, digital televisio offers the possibility

More information

Logistics We are here. If you cannot login to MarkUs, me your UTORID and name.

Logistics We are here. If you cannot login to MarkUs,  me your UTORID and name. Logistics We are here 8 Week If you caot logi to arkus, email me your UTORID ad ame. heck lab marks o arkus, if it s recorded wrog, cotact Larry withi a week after the lab. Quiz average: 8% Assembly Laguage

More information

EE260: Digital Design, Spring /3/18. n Combinational Logic: n Output depends only on current input. n Require cascading of many structures

EE260: Digital Design, Spring /3/18. n Combinational Logic: n Output depends only on current input. n Require cascading of many structures EE260: igital esig, prig 208 4/3/8 EE 260: Itroductio to igital esig equetial Logic Elemets ao Zheg epartmet of Electrical Egieerig Uiversity of Hawaiʻi at Māoa equetial ircuits ombiatioal Logic: Output

More information

Chapter 7 Registers and Register Transfers

Chapter 7 Registers and Register Transfers Logic ad Computer Desig Fudametals Chapter 7 Registers ad Register Trasfers Part 2 Couters, Register Cells, Buses, & Serial Operatios Charles Kime & Thomas Kamiski 28 Pearso Educatio, Ic (Hyperliks are

More information

Energy-Efficient FPGA-Based Parallel Quasi-Stochastic Computing

Energy-Efficient FPGA-Based Parallel Quasi-Stochastic Computing Article Eergy-Efficiet FPGA-Based Parallel Quasi-Stochastic Computig Ramu Seva, Prashathi Metku * ad Misu Choi Departmet of Computer Egieerig, Missouri Uiversity of Sciece & Techology, 4 Emerso Electric

More information

THE Internet of Things (IoT) is likely to be incorporated

THE Internet of Things (IoT) is likely to be incorporated This is the author's versio of a article that has bee published i this oural. Chages were made to this versio by the publisher prior to publicatio. IEEE INTERNET OF THINGS JOURNAL, VOL. 5, NO. 1, FEBRUARY

More information

References and quotations

References and quotations CHAPTER 1.8 Refereces ad quotatios Academic writig depeds o the research ad ideas of others, so it is vital to show which sources you have used i your work, i a acceptable maer. This uit explais the format

More information

Quality improvement in measurement channel including of ADC under operation conditions

Quality improvement in measurement channel including of ADC under operation conditions Quality improvemet i measuremet chael icludig of ADC uder operatio coditios 1 Romuald MASNICKI, 2 Jausz MINDYKOWSKI 1, 2 Gdyia Maritime iversity, ul. Morska 81-83, 81-225 Gdyia, POLAND, tel. (+48 58) 6109

More information

PROBABILITY AND STATISTICS Vol. I - Ergodic Properties of Stationary, Markov, and Regenerative Processes - Karl Grill

PROBABILITY AND STATISTICS Vol. I - Ergodic Properties of Stationary, Markov, and Regenerative Processes - Karl Grill PROBABILITY AND STATISTICS Vol. I Ergodic Properties of Statioary, Markov, ad Regeerative Processes Karl Grill ERGODIC PROPERTIES OF STATIONARY, MARKOV, AND REGENERATIVE PROCESSES Karl Grill Istitut für

More information

Image Intensifier Reference Manual

Image Intensifier Reference Manual Image Itesifier Referece Maual Improvisio, Viscout Cetre II, Uiversity of Warwick Sciece Park, Millbur Hill Road, Covetry. CV4 7HS Tel: 0044 (0) 24 7669 2229 Fax: 0044 (0) 24 7669 0091 e-mail: admi@improvisio.com

More information

Read Only Memory (ROM)

Read Only Memory (ROM) ECE 545 igital System esig with VHL Lecture A igital Logic Reresher Part A Combiatioal Logic Buildig Blocks Cot. Problem 2 What is a size o ROM with a 4-bit address iput ad a 8-bit data output? What is

More information

STx. Compact HD/SD COFDM Transmitter. Features. Options. Accessories. Applications

STx. Compact HD/SD COFDM Transmitter. Features. Options. Accessories. Applications Compact HD/SD COFDM Trasmitter Features SD ad HD ecodig 200mW RF output power Optimized for size Superior broadcast grade video Wide selectio of video iputs MPEG-4 Part-10/H.264 Two moo audio chaels Very

More information

Polychrome Devices Reference Manual

Polychrome Devices Reference Manual Polychrome Devices Referece Maual Improvisio, Viscout Cetre II, Uiversity of Warwick Sciece Park, Millbur Hill Road, Covetry. CV4 7HS Tel: 0044 (0) 24 7669 2229 Fax: 0044 (0) 24 7669 0091 e-mail: admi@improvisio.com

More information

Higher-order modulation is indispensable in mobile, satellite,

Higher-order modulation is indispensable in mobile, satellite, High Throughput Probabilistic Shapig with Product Distributio Matchig Georg Böcherer, Member, IEEE, Fabia Steier, Studet Member, IEEE, Patric Schulte, Studet Member, IEEE [6] as a shapig device with forward

More information

Implementation of Expressive Performance Rules on the WF-4RIII by modeling a professional flutist performance using NN

Implementation of Expressive Performance Rules on the WF-4RIII by modeling a professional flutist performance using NN 2007 IEEE Iteratioal Coferece o Robotics ad Automatio Roma, Italy, 10-14 April 2007 Implemetatio of Expressive Performace Rules o the WF-4RIII by modelig a professioal flutist performace usig NN Jorge

More information

MODELLING PERCEPTION OF SPEED IN MUSIC AUDIO

MODELLING PERCEPTION OF SPEED IN MUSIC AUDIO MODELLING PERCEPTION OF SPEED IN MUSIC AUDIO Aders Elowsso KTH Royal Istitute of Techology CSC, Dept. of Speech, Music ad Hearig elov@kth.se Aders Friberg KTH Royal Istitute of Techology CSC, Dept. of

More information

What Does it Take to Build a Complete Test Flow for 3-D IC?

What Does it Take to Build a Complete Test Flow for 3-D IC? What Does it Take to Build a Complete Test Flow for 3-D IC? Brio Keller, Bassilios Petrakis, Cadece Thaks to : Sadeep Goel, TSMC EDPS, Moterey, CA April 5-6, 202 Ackowledgemets TSMC Ashok Mehta imec Erik

More information

Reliable Transmission Control Scheme Based on FEC Sensing and Adaptive MIMO for Mobile Internet of Things

Reliable Transmission Control Scheme Based on FEC Sensing and Adaptive MIMO for Mobile Internet of Things Joural of Commuicatios Vol. 9, No., December 04 Reliable Trasmissio Cotrol Scheme Based o FEC Sesig ad Adaptive MIMO for Mobile Iteret of Thigs Yog Ji, Feg Li, Ya Fa, Ruigag Li, ad Hua Dai School of Computer

More information

The new, parametrised VS Model for Determining the Quality of Video Streams in the Video-telephony Service

The new, parametrised VS Model for Determining the Quality of Video Streams in the Video-telephony Service 1 Stefa Paulse Istitute of Commuicatios Techology Flesburg Uiversity of Applied Scieces tadeus.uhl@fh-flesburg.de Tadeus Uhl Istitute of Commuicatios Techology Flesburg Uiversity of Applied Scieces tadeus.uhl@fh-flesburg.de

More information

Math of Projections:Overview. Perspective Viewing. Perspective Projections. Perspective Projections. Math of perspective projection

Math of Projections:Overview. Perspective Viewing. Perspective Projections. Perspective Projections. Math of perspective projection Math of Projectios:Overview Math of perspective projectio, stadard cofiguratio OpeGL perspective projectios Math of orthographic projectio OpeGL orthographic projectios Viewport trasformatios ad settig

More information

Guide to condition reports for domestic electrical installations

Guide to condition reports for domestic electrical installations Coditio rpt leaflet A5:codiio rpt leaflet A5 15022012 11:48 Page 1 Guide to coditio reports for domestic electrical istallatios Coditio rpt leaflet A5:codiio rpt leaflet A5 15022012 11:48 Page 2 Courtesy

More information

Working with PlasmaWipe Effects

Working with PlasmaWipe Effects Workig with PlasmaWipe Effects Workig with PlasmaWipe Effects PlasmaWipe effects are real-time plug-i effects that use gradiet image bitmaps to create wipes ad segmet effects. There are 64 preset effects,

More information

2 Specialty Application Photoelectric Sensors

2 Specialty Application Photoelectric Sensors SMARTEYE X-PRO XP10 XP10 -- Extremely High Speed Sesor 2 Specialty Applicatio Photoelectric Sesors 2-119 Specialty Applicatio Photoelectric Sesors 2 SMARTEYE X-PRO XP10 Extremely High Speed (10µs) Photoelectric

More information

Mullard INDUCTOR POT CORE EQUIVALENTS LIST. Mullard Limited, Mullard House, Torrington Place, London Wel 7HD. Telephone:

Mullard INDUCTOR POT CORE EQUIVALENTS LIST. Mullard Limited, Mullard House, Torrington Place, London Wel 7HD. Telephone: Mullard INDUCTOR POT CORE EQUIVALENTS LIST Mullard Limited, Mullard House, Torrigto Place, Lodo Wel 7HD. Telephoe: 01-580 6633 INDUCTOR POT CORE EQUIVALENTS LIST Mullard Limited have bee maufacturig ferrite

More information

NexLine AD Power Line Adaptor INSTALLATION AND OPERATION MANUAL. Westinghouse Security Electronics an ISO 9001 certified company

NexLine AD Power Line Adaptor INSTALLATION AND OPERATION MANUAL. Westinghouse Security Electronics an ISO 9001 certified company NexLie AD 4302 Power Lie Adaptor INSTALLATION AND OPERATION MANUAL Westighouse Security Electroics a ISO 9001 certified compay 5452 Betsy Ross Drive Sata Clara, CA 95054-1184 (408) 727-5170 FAX (408) 727-6707

More information

Randomness Analysis of Pseudorandom Bit Sequences

Randomness Analysis of Pseudorandom Bit Sequences 2009 Iteratioal Coferece o Computer Egieerig ad Applicatios IPCSIT vol.2 (2011) (2011) IACSIT Press, Sigapore Radomess Aalysis of Pseudoradom Bit Sequeces Rashidah Kadir 1+ ad Mohd Aizaii Maarof Faculty

More information

Elizabeth H. Phillips-Hershey and Barbara Kanagy Mitchell

Elizabeth H. Phillips-Hershey and Barbara Kanagy Mitchell a You Have Choice! Elizabeth H. Phillips-Hershey ad Barbara Kaagy Mitchell GRADE 5 BOOK CLUB UNIT: BULLY-FREE ZONE SHARED READING 6 Pages 9 780779 176663 No-fictio: magazie article 2008 Scholastic Caada

More information

Description Type Page

Description Type Page Descriptio Page KAB 3000 Geeral system descriptio 80 Base uit KAB 8 QPSK-AV receiver KQR 8 COFDM-AV receiver KCR 8 Audio/Video modulator KMM 83 COFDM-COFDM coverter KCC 83 QPSK-QAM trasmodulator KQQ 84

More information

Voice Security Selection Guide

Voice Security Selection Guide Voice Security Selectio Guide Hoppig Code Voice Iversio with ANI Voice Security Frequecy Domai Split-bad Voice Iversio Double Iversio Radio Ecryptio Rollig Code Voice Scramblers Rollig Double Iversio Frequetly

More information

CCTV that s light years ahead

CCTV that s light years ahead CCTV that s light years ahead Video multiplexer, digital recorder, dome cotrol, audio ad more? all i oe box! The Digital Sprite 2 ad DS2 Plus are high performace, cost-effective digital CCTV cotrol systems.

More information

Manual RCA-1. Item no fold RailCom display. tams elektronik. n n n

Manual RCA-1. Item no fold RailCom display. tams elektronik. n n n Maual RCA-1 Item o. 45-02016 1-fold RailCom display Eglish RCA-1 Table of cotets 1. Gettig started...3 2. Safety istructios...5 3. Backgroud iformatio: RailCom...6 4. Operatig mode of the RCA-1...8 5.

More information

Motivation. Analysis-and-manipulation approach to pitch and duration of musical instrument sounds without distorting timbral characteristics

Motivation. Analysis-and-manipulation approach to pitch and duration of musical instrument sounds without distorting timbral characteristics Aalysis-ad-maipulatio approach to pitch ad duratio of musical istrumet souds without distortig timbral characteristics Takehiro Abe Katsutoshi Itoyama Kazuyoshi Yoshii Kazuori Komatai Tetsuya Ogata Hiroshi

More information

RELIABILITY EVALUATION OF REPAIRABLE COMPLEX SYSTEMS AN ANALYZING FAILURE DATA

RELIABILITY EVALUATION OF REPAIRABLE COMPLEX SYSTEMS AN ANALYZING FAILURE DATA It. J. Mech. Eg. & Rob. Res. 2013 G Gurumahesh et al., 2013 Research Paper ISSN 2278 0149 www.ijmerr.com Vol. 2, No. 1, Jauary 2013 2013 IJMERR. All Rights Reserved RELIABILITY EVALUATION OF REPAIRABLE

More information

PowerStrip Automatic Cut & Strip Machine

PowerStrip Automatic Cut & Strip Machine Automatic Cut & Strip Machie 2 Fully automatic wire processig requires precisio techology tailored to your specific eeds. The combies the utmost i precisio ad performace which cover a ubeatable rage of

More information

University Student Design and Applied Solutions Competition

University Student Design and Applied Solutions Competition To Protect People, Assets ad the Eviromet from Corrosio Uiversity Studet Desig ad Applied Solutios Competitio 2017 Sposorship Opportuities Housto, TX USA For more iformatio, please visit usdasc.com/sposorships

More information

TRAINING & QUALIFICATION PROSPECTUS

TRAINING & QUALIFICATION PROSPECTUS TRAINING & QUALIFICATION PROSPECTUS EXPERT TRAINING FOR A FUTURE IN BROADCAST MEDIA TECHNOLOGY 1 WHO WE WORK WITH Page 4 OUR COMMUNITY Page 5 INTRODUCTION TO BROADCAST TECHNOLOGY Page 6 IP AND FILE BASED

More information

We can reharmonize it. We can repeat it sequentially. A 7 D7. We can transpose it.

We can reharmonize it. We can repeat it sequentially. A 7 D7. We can transpose it. 2 Or e ould perform oth of these operatios ourretly to reder it upside do ad akards (or i retrograde iversio) Ex 24: We a reharmoize it Ex 2: B Δ D Δ We a repeat it sequetially Ex 26: G 7 C7 A 7 D7 We

More information

The Communication Method of Distance Education System and Sound Control Characteristics

The Communication Method of Distance Education System and Sound Control Characteristics 36 IJCSNS Iteratioal Joural of Computer Sciece ad Network Security, VO.6 No.7A, July 006 The Commuicatio ethod of Distace Educatio System ad Soud Cotrol Characteristics aabu Ishihara, Departmet of Electrical

More information

Part II: Derivation of the rules of voice-leading. The Goal. Some Abbreviations

Part II: Derivation of the rules of voice-leading. The Goal. Some Abbreviations Presetatio by Aaro Yag Huro: Toe ad Voice Part II Toe ad Voice: A Derivatio of the Rules of Voice-Leadig from Perceptual Priciples Part II: Derivatio of the rules of voice-leadig By David Huro Presetatio

More information

9311 EN. DIGIFORCE X/Y monitoring. For monitoring press-fit, joining, rivet and caulking operations Series 9311 ±10V DMS.

9311 EN. DIGIFORCE X/Y monitoring. For monitoring press-fit, joining, rivet and caulking operations Series 9311 ±10V DMS. DIGIFORCE X/Y moitorig For moitorig press-fit, joiig, rivet ad caulkig operatios Series 9311 ±10V DMS Compatible sesors Piezo Poti Flexible Fieldbus itegratio by PROFIBUS, PROFINET or EtherNet/IP Automatic

More information

Australian Journal of Basic and Applied Sciences

Australian Journal of Basic and Applied Sciences Australia Joural of Basic ad Applied Scieces, 8(11) Special 2014, Pages: 16-22 AENSI Jourals Australia Joural of Basic ad Applied Scieces ISSN:1991-8178 Joural home page: www.abasweb.com Explorig the Hammig

More information

How the IoT Fuels Airlines Industry's Flight into the Future

How the IoT Fuels Airlines Industry's Flight into the Future Travel, Trasportatio, ad Hospitality How the IoT Fuels Airlies Idustry's Flight ito the Future Abstract Airlies are the least pro table ode i the aviatio value chai, well behid global distributio systems,

More information

8825E/8825R/8830E/8831E SERIES

8825E/8825R/8830E/8831E SERIES FETURES IDC for 0.635mm flat ribbo cable (#30 WG, Straded) Highly reliable 2 poit coectio Low isertio ad withdrawal force Oe-Touch lockig ejector system Pateted ribbo cable cotact desig protects agaist

More information

The Blizzard Challenge 2014

The Blizzard Challenge 2014 The Blizzard Challege 2014 1 Kishore Prahallad, 1 Aadaswarup Vadapalli, 1 Satosh Kesiraju, 2 Hema A. Murthy 3 Swara Lata, 4 T. Nagaraja, 5 Mahadeva Prasaa, 6 Hemat Patil, 7 Ail Kumar Sao 8 Simo Kig, 9

More information

T-25e, T-39 & T-66. G657 fibres and how to splice them. TA036DO th June 2011

T-25e, T-39 & T-66. G657 fibres and how to splice them. TA036DO th June 2011 T-25e, T-39 & T-66 G657 fibres ad how to splice them TA036DO0018-03 10 th Jue 2011 What is G657 fibre? G657 is a ew class of sigle mode fibre which ca be bet more severely the ormal G652 sigle mode without

More information

NIIT Logotype YOU MUST NEVER CREATE A NIIT LOGOTYPE THROUGH ANY SOFTWARE OR COMPUTER. THIS LOGO HAS BEEN DRAWN SPECIALLY.

NIIT Logotype YOU MUST NEVER CREATE A NIIT LOGOTYPE THROUGH ANY SOFTWARE OR COMPUTER. THIS LOGO HAS BEEN DRAWN SPECIALLY. NIIT Logotype The NIIT logotype is always preseted i a fixed cofiguratio. The desig of the logotype is based o a typeface called Egyptia. The letters N I I T has bee specially desiged ad letter-spaced.

More information

Digital Migration Process in Kenya

Digital Migration Process in Kenya Digital Migratio Process i Keya Jauary 2017 Report writte by Telecommuicatios Maagemet Group, Ic Copyright 2017 GSMA Best Digital practice Migratio i mobile Process spectrum i Keyalicesig 9 Digital Migratio

More information

Apollo 360 Map Display User s Guide

Apollo 360 Map Display User s Guide Apollo 360 Map Display User s Guide II Morrow Ic. 2345 Turer Road S.E. Salem, Orego 97309 November 1996 P/N 560-0119-00 Apollo 360 Map Display No part of this documet may be reproduced i ay form or by

More information

2 Specialty Application Photoelectric Sensors

2 Specialty Application Photoelectric Sensors SMARTEYE STEALTH-UV UVS Aalog/Digital Lumiescece Sesor 2 Specialty Applicatio Photoelectric Sesors 2-93 Specialty Applicatio Photoelectric Sesors 2 SMARTEYE STEALTH-UV UVS Aalog/Digital Lumiescece Sesor

More information

FHD inch Widescreen LCD Monitor USERGUIDE

FHD inch Widescreen LCD Monitor USERGUIDE FHD2402 24-ich Widescree LCD Moitor USERGUIDE Cotets Chapter 1: Usig Your Gateway Flat-Pael Moitor.................... 1 Coectig the moitor.................................................... 2 Coectig

More information

RHYTHM TRANSCRIPTION OF POLYPHONIC MIDI PERFORMANCES BASED ON A MERGED-OUTPUT HMM FOR MULTIPLE VOICES

RHYTHM TRANSCRIPTION OF POLYPHONIC MIDI PERFORMANCES BASED ON A MERGED-OUTPUT HMM FOR MULTIPLE VOICES Proceedigs SMC 6.8. -.9.6, Hamburg, Germay RHYTHM TRANSCRIPTION OF POLYPHONIC MIDI PERFORMANCES BASED ON A MERGED-OUTPUT HMM FOR MULTIPLE VOICES Eita Nakamura Kyoto Uiversity eakamura@sap.ist.i.kyoto-u.ac.p

More information

CODE GENERATION FOR WIDEBAND CDMA

CODE GENERATION FOR WIDEBAND CDMA ST JOURAL OF SYSTEM RESEARCH - VOL1 - UMBER 1 CODE GEERATIO FOR WIDEBAD CDMA Daiele Lo Iacoo Ettore Messia Giuseppe Avelloe Agostio Galluzzo Fracesco Pappalardo STMicroelectroics This paper presets a overview

More information

Characterization of transmission line based on advanced SOLTcalibration: Review

Characterization of transmission line based on advanced SOLTcalibration: Review IOSR Journal of Eletronis and Communiation Engineering (IOSR-JECE) e-issn: 2278-2834,p- ISSN: 2278-8735.Volume 9, Issue 4, Ver. II (Jul - Aug. 2014), PP 73-78 Charaterization of transmission line based

More information

Research Article Measurements and Analysis of Secondary User Device Effects on Digital Television Receivers

Research Article Measurements and Analysis of Secondary User Device Effects on Digital Television Receivers Hidawi Publishig Corporatio EURASIP Joural o Advaces i Sigal Processig Volume 2009, Article ID 510867, 13 pages doi:10.1155/2009/510867 Research Article Measuremets ad Aalysis of Secodary User Device Effects

More information

Research on the Classification Algorithms for the Classical Poetry Artistic Conception based on Feature Clustering Methodology. Jin-feng LIANG 1, a

Research on the Classification Algorithms for the Classical Poetry Artistic Conception based on Feature Clustering Methodology. Jin-feng LIANG 1, a 2d Iteratioal Coferece o Electrical, Computer Egieerig ad Electroics (ICECEE 2015) Research o the Classificatio Algorithms for the Classical Poetry Artistic Coceptio based o Feature Clusterig Methodology

More information

A Proposal for the LDPC Decoder Architecture for DVB-S2

A Proposal for the LDPC Decoder Architecture for DVB-S2 A Proposal for the LDPC Decoder Architecture for DVB-S Harihara S.G, M.Girish Chadra, B.S. Adiga, D.N. Praod, P. Balauralidhar bedded Systes Group, ata Cosultacy Services, Bagalore, INDIA. { harihara.g,.gchadra,

More information

Manual Comfort Air Curtain

Manual Comfort Air Curtain Maual Comfort Air Curtai Model SesAir Versio 1.0- North America Origial Maual Eglish a COMFORT AIR CURTAIN... Cotets 1 Itroductio 4 1.1 About this maual 4 1.2 How to read this maual 4 1.3 About the uit

More information

Forces: Calculating Them, and Using Them Shobhana Narasimhan JNCASR, Bangalore, India

Forces: Calculating Them, and Using Them Shobhana Narasimhan JNCASR, Bangalore, India Forces: Calculatig Them, ad Usig Them Shobhaa Narasimha JNCASR, Bagalore, Idia shobhaa@jcasr.ac.i Shobhaa Narasimha, JNCASR 1 Outlie Forces ad the Hellma-Feyma Theorem Stress Techiques for miimizig a fuctio

More information

MOBILVIDEO: A Framework for Self-Manipulating Video Streams

MOBILVIDEO: A Framework for Self-Manipulating Video Streams MOBILVIDEO: A Framework for Self-Maipulatig Video Streams Aath Grama, Wojciech Szpakowski, ad Vero Rego Departmet of Computer Scieces, Purdue Uiversity, W. Lafayette, IN 47907 fayg, spa, regog@cs.purdue.edu

More information

Canon Canada Builds Its New LEED Gold Certified Canadian Headquarters in Partnership with Applied Electronics

Canon Canada Builds Its New LEED Gold Certified Canadian Headquarters in Partnership with Applied Electronics w w w. a p p l i e d e l e c t r o i c s. c o m Cao Caada Builds Its New LEED Gold Certified Caadia Headquarters i Partership with Applied Electroics Brampto, Otario Reflective of Cao s commitmet to the

More information

Internet supported Analysis of MPEG Compressed Newsfeeds

Internet supported Analysis of MPEG Compressed Newsfeeds Proceedigs of the IASTED Iteratioal Coferece Iteret ad Multimedia Systems ad Applicatios October 18-21, 1999 Nassau, Bahamas Iteret supported Aalysis of MPEG Compressed Newsfeeds Guido FALKEMEIER, Gerhard

More information

Designs and Implementations of Low-Leakage Digital Standard Cells Based on Gate- Length Biasing

Designs and Implementations of Low-Leakage Digital Standard Cells Based on Gate- Length Biasing Researh Journal of pplied Sienes, Engineering and Tehnology 5(10): 2957-2963, 2013 ISSN: 2040-7459; e-issn: 2040-7467 Maxwell Sientifi Organization, 2013 Submitted: September 15, 2012 epted: Otober 31,

More information

Innovation in the Multi-Screen World. Sirius 800 Series. Multi-format, expandable routing that stands out from the crowd

Innovation in the Multi-Screen World. Sirius 800 Series. Multi-format, expandable routing that stands out from the crowd Iovatio i the Multi-Scree World Sirius 800 Series Multi-format, expadable routig that stads out from the crowd Sirius 830 A cost effective solutio for Sirius systems 830 up to A 288 cost x 288 effective

More information

Index. LV Series. Multimedia Projectors FULL LINE PRODUCT GUIDE. usa.canon.com/projectors. REALiS LCOS Projectors. WUX10 Mark II D WUX10 Mark II...

Index. LV Series. Multimedia Projectors FULL LINE PRODUCT GUIDE. usa.canon.com/projectors. REALiS LCOS Projectors. WUX10 Mark II D WUX10 Mark II... Multimedia Projectors FULL LINE PRODUCT GUIDE Idex REALiS Projectors Mark II D Mark II.... 1 D...... 2 Mark II D Mark II..... 4 Mark II D Mark II..... 5......... 6........ 7......... 8 LV Series LCD Projectors

More information

Achieving 550 MHz in an ASIC Methodology

Achieving 550 MHz in an ASIC Methodology Achievig Mz i a ASIC Methodology D. G. Chiery, B. Nikolić, K. Keutzer Departmet of Electrical Egieerig ad Computer Scieces Uiversity of Califoria at Berkeley {chiery, bora, keutzer}@eecs.berkeley.edu ABSTRACT

More information

BesTrans AOC (Active Optical Cable) Spec and Manual

BesTrans AOC (Active Optical Cable) Spec and Manual BesTras AOC (Active Optical Cable) Spec ad Maual A. Techology: BesTras Active Optical Cable (AOC) is a easy-to-use, secure coectio for home video distributio, coferece room presetatio systems, classroom

More information

PROJECTOR SFX SUFA-X. Properties. Specifications. Application. Tel

PROJECTOR SFX SUFA-X. Properties. Specifications. Application.  Tel ifo@extgeeratioled.be www.extgeeratioled.be Tel + 32 53 71 09 42 PROJECTOR SFX SUFA-X Properties Lifespa L70 %: > 50.000 hours Eergy savigs up to 65% Boosted istallatio efficiecy thaks to the slimmed-dow

More information

Volume 20, Number 2, June 2014 Copyright 2014 Society for Music Theory

Volume 20, Number 2, June 2014 Copyright 2014 Society for Music Theory 1 of 9 Volume 2, Number 2, Jue 214 Copyright 214 Society for Music Theory Total Voice Leadig Joseph N. Straus NOTE: The examples for the (text-oly) PDF versio of this item are available olie at: http://www.mtosmt.org/issues/mto.14.2.2/mto.14.2.2.straus.php

More information

Using a Computer Screen as a Whiteboard while Recording the Lecture as a Sound Movie

Using a Computer Screen as a Whiteboard while Recording the Lecture as a Sound Movie Usig a Computer Scree as a Whiteboard while Recordig the Lecture as a Soud Movie Joatha Lewi Keesaw State Uiversity Abstract The purpose of this presetatio is to demostrate the process of usig a laptop

More information

COLLEGE READINESS STANDARDS

COLLEGE READINESS STANDARDS ENGLISH COLLEGE READINESS STANDARDS Score Rage 1 12 Stadards Topic Developmet i Terms of Purpose ad Focus Orgaizatio, Uity, ad Coherece Word Choice i Terms of Style, Toe, Clarity, ad Ecoomy Studets who

More information

Image Enhancement in the JPEG Domain for People with Vision Impairment

Image Enhancement in the JPEG Domain for People with Vision Impairment Image hacemet i the JPG Domai for People with Visio Impairmet Jisha Tag, Seior Member, Jeoghoo Kim, ad li Peli Abstract A image ehacemet algorithm for low-visio patiets was developed for images compressed

More information

A Simulation Experiment on a Built-In Self Test Equipped with Pseudorandom Test Pattern Generator and Multi-Input Shift Register (MISR)

A Simulation Experiment on a Built-In Self Test Equipped with Pseudorandom Test Pattern Generator and Multi-Input Shift Register (MISR) A Simulatio Experimet o a Built-I Self Test Equipped with Pseudoradom Test Patter Geerator ad Multi-Iput Shift Register (MISR) Afaq Ahmad Departmet of Electrical ad Computer Egieerig College of Egieerig,

More information

Tobacco Range. Biaxially Oriented Polypropylene Films and Labels. use our imagination...

Tobacco Range. Biaxially Oriented Polypropylene Films and Labels. use our imagination... Tobacco Rage Biaxially Orieted Polypropylee Films ad Labels use our imagiatio... Tobacco Rage Leader i Films Iovia Films has bee supplyig overwrap films to the tobacco idustry for over 70 years. We are

More information

Manual WIB Carriage lighting Colour of lighting: warm white. Item no tams elektronik. tams elektronik n n n

Manual WIB Carriage lighting Colour of lighting: warm white. Item no tams elektronik. tams elektronik n n n Maual WIB-13.2 Carriage lightig Colour of lightig: warm white Item o. 53-01140 Versio 2016 with OSRAM LEDs Duris E5 tams elektroik tams elektroik Eglish WIB-13.2 Table of cotets 1. Gettig started...2 2.

More information

Music Scope Headphones: Natural User Interface for Selection of Music

Music Scope Headphones: Natural User Interface for Selection of Music Music Scope Headphoes: Natural User Iterface for Selectio of Music Masatoshi Hamaaka Presto, Japa Sciece ad Techology Agecy A.I.S.T. Mbox 604 1-1-1 Umezoo, Tsukuba, Ibaraki, 305-8568 Japa m.hamaaka@aist.go.jp

More information

,..,,.,. - z : i,; ;I.,i,,?-.. _.m,vi LJ

,..,,.,. - z : i,; ;I.,i,,?-.. _.m,vi LJ ,..,,.,. - z : i,; ;I.,i,,?-.. _.m,vi 5.. :. 5 LJ Page Itroductio 2 TalkTolO32 Set Keys... 3 Feature Descriptio... 4 Feature Selectio... 5 Feature Programmig... 6 System Programmig Chart... 7 Power Fail

More information

Because your pack is worth protecting. Tobacco Biaxially Oriented Polypropylene Films. use our imagination...

Because your pack is worth protecting. Tobacco Biaxially Oriented Polypropylene Films. use our imagination... Because your pack is worth protectig Tobacco Biaxially Orieted Polypropylee Films use our imagiatio... Focused o Films Iovia Films has bee supplyig overwrap films to the tobacco idustry for over 45 years.

More information

DIGITAL DISPLAY SOLUTION REAL ESTATE POINTS OF SALE (POS)

DIGITAL DISPLAY SOLUTION REAL ESTATE POINTS OF SALE (POS) DIGITAL DISPLAY SOLUTION REAL ESTATE POINTS OF SALE (POS) TABLE OF CONTENTS Digital services p. 3 Coected services p. 4 Maagemet p. 5 Commuicatio Stadards p. 6 Image wall p.8 A solutio tailored to your

More information

UPGRADE OF THE LENS/NREP PROTON LINAC: COMMISSIONING AND RESULTS

UPGRADE OF THE LENS/NREP PROTON LINAC: COMMISSIONING AND RESULTS UPGRADE OF THE LENS/NREP PROTON LINAC: COMMISSIONING AND RESULTS Barbara vo Przewoski HEART 2008 Distributio statemet A: Aroved for Public Release, Cotract # N00164-05 Outlie What is NREP? Curret status

More information

NewBlot PVDF 5X Stripping Buffer

NewBlot PVDF 5X Stripping Buffer NewBlot PVDF 5X Strippig Buffer Developed for: Odyssey Family of Imagers Please refer to your maual to cofirm that this protocol is appropriate for the applicatios compatible with your model of Odyssey

More information

Before you submit your application for a speech generating device, we encourage you to take the following steps:

Before you submit your application for a speech generating device, we encourage you to take the following steps: Public Utility Commissio Residetial Service Protectio Fud Telephoe Assistace Programs 201 High St SE Suite 100 Salem, OR 97301-3612 Mailig Address: PO Box 1088 Salem, OR 97308-1088 1-800-848-4442 TTY:

More information

Video Cassette Recorder

Video Cassette Recorder 3-865-427-12(1) Video Cassette Recorder Operatig Istructios SLV-L49 MX SLV-L52 PA/PC SLV-L59 CL/CS/PR/VZ SLV-X55 MX SLV-L69HF MX SLV-L72HF PA/PC SLV-L79HF CL/CS/VZ SLV-L89HF CL/CS/MX/VZ SLV-X66HF MX 1999

More information

Streaming is the new broadcast!

Streaming is the new broadcast! 2 d editio Hotel Bristol, Berli November 29th & 30th The OTT disruptio: Streamig is the ew broadcast! Orgaised by www.extvseriescetraleurope.com #extvcee THOUGHT LEADERSHIP Joi NexTV Series CEE & DACH

More information

SG Alternatives, LLC 2004 Parts Catalog

SG Alternatives, LLC 2004 Parts Catalog SG Alteratives, LLC 2004 Parts Catalog Iovatio takig form 87B Church Street East Hartford, CT 06108 USA tel.: (860)289-4525 fax: (860)289-3718 email: sgalt3@aol.com March 19, 2004 Dear Customer: We are

More information

Preview Only. Legal Use Requires Purchase

Preview Only. Legal Use Requires Purchase I ve Gro Austomed to Her (His) ae Words y Ala Jay Lerer Musi y rederik Loee Arraged y Sott agsdale INSTMENTATION Voal Solo Solo B art (Sustitute or Voal) Solo E art (Sustitute or Voal) Solo Cle art (Sustitute

More information

Debugging Agent Interactions: a Case Study

Debugging Agent Interactions: a Case Study Debuggig Aget Iteractios: a ase Study David later Natioal Istitute of Stadards ad Techology 100 Bureau Drive Stop 8260 Gaithersburg MD 20899-8260 USA 2000-05-31 Abstract The otract Net protocol is a geeral-purpose

More information

VOCALS SYLLABUS SPECIFICATION Edition

VOCALS SYLLABUS SPECIFICATION Edition VOCALS SYLLABUS SPECIFICATION 2016 Editio Vocals Syllabus Specificatio 2016 Editio Rockschool Performace Arts Awards Vocatioal Qualificatios Ackowledgemets Syllabus Vocal specialists: Marti Hibbert ad

More information

research is that it is descriptive in nature. What is meant by descriptive is that in a

research is that it is descriptive in nature. What is meant by descriptive is that in a CHAPTER III RESEARCH METHOD A. Type of Researh The researh onduted by the researher is using desriptive qualitative method. Aording to Wahyuni (2012:12), one of the harateristis of qualitative researh

More information

Manual Industrial air curtain

Manual Industrial air curtain Maual Idustrial air curtai Model IdAC2 Versio 6.0 Origial Maual Eglish a INDUSTRIAL AIR CURTAIN... Cotets 1 Itroductio 4 1.1 About this maual 4 1.2 How to read this maual 4 1.3 About the uit 5 1.4 Compoets

More information

PIANO SYLLABUS SPECIFICATION. Also suitable for Keyboards Edition

PIANO SYLLABUS SPECIFICATION. Also suitable for Keyboards Edition PIANO SYLLABUS SPECIFICATION Also suitable for Keyboards 2016 Editio Piao Syllabus Specificatio 2016 Editio Rockschool Performace Arts Awards Vocatioal Qualificatios Ackowledgemets Syllabus Syllabus writte

More information

ProductCatalog

ProductCatalog Video Processors Switchers Distributio Amplifiers Video Adapters Digital Cables Accessories 2004-2005 ProductCatalog DIGITAL VIDEO INTERCONNECTIVITY Advaces i digital video processig ad display techologies

More information

Analyzing the influence of pitch quantization and note segmentation on singing voice alignment in the context of audio-based Query-by-Humming

Analyzing the influence of pitch quantization and note segmentation on singing voice alignment in the context of audio-based Query-by-Humming Aalyzig the ifluece of pitch quatizatio ad ote segmetatio o sigig voice aligmet i the cotext of audio-based Query-by-Hummig Jose J. Valero-Mas Patter Recogitio ad Artificial Itelligece Group, Uiversity

More information

DIGITAL SYSTEM DESIGN

DIGITAL SYSTEM DESIGN DIGITAL SYSTEM DESIGN Buildig Block Circuit Rather tha buildig ytem at the gate level, ofte digital ytem are cotructed from higher level, but till baic, buildig block circuit. Multiplexer, decoder, flip-flop,

More information

HfS Blueprint Report. Internet of Things (IoT) Services Excerpt for Cognizant. October 2016

HfS Blueprint Report. Internet of Things (IoT) Services Excerpt for Cognizant. October 2016 The Services Research Compay HfS Blueprit Report Iteret of Thigs (IoT) Services Excerpt for Cogizat October 2016 Oliver Marks VP Research Digital & IoT oliver.marks@hfsresearch.com Table of Cotets TOPIC

More information

2 Specialty Application Photoelectric Sensors

2 Specialty Application Photoelectric Sensors SMARTEYE STEALTH-UV Lumiescet Sesor 2 Specialty Applicatio Photoelectric Sesors 2-87 Specialty Applicatio Photoelectric Sesors 2 SMARTEYE STEALTH-UV The SMARTEYE STEALTH-UV Lumiescece Sesor The SMARTEYE

More information

AN IMPROVED VARIABLE STEP-SIZE AFFINE PROJECTION SIGN ALGORITHM FOR ECHO CANCELLATION * Jianming Liu and Steven L Grant 1

AN IMPROVED VARIABLE STEP-SIZE AFFINE PROJECTION SIGN ALGORITHM FOR ECHO CANCELLATION * Jianming Liu and Steven L Grant 1 AN IMPROVED VARIABLE SEP-SIZE AFFINE PROJECION SIGN ALGORIHM FOR ECHO CANCELLAION * Jiamig Liu ad Steve L Grat Departmet of Eectrica ad Computer Egieerig, Missouri Uiversity of Sciece ad echoogy, Roa,

More information

Background Manuscript Music Data Results... sort of Acknowledgments. Suite, Suite Phylogenetics. Michael Charleston and Zoltán Szabó

Background Manuscript Music Data Results... sort of Acknowledgments. Suite, Suite Phylogenetics. Michael Charleston and Zoltán Szabó Suite, Suite Phylogeetics /5 Suite, Suite Phylogeetics Michael Charlesto ad Zoltá Szabó michael.charlesto@sydey.edu.au November 5th, 20 Suite, Suite Phylogeetics 2/5 S Bach oha Sebastia Bach was bor i

More information

Minimum Span. Maximum Span Setting

Minimum Span. Maximum Span Setting Specificatio Magetic Flowmeters Electrodeless Series 10DX3121 Primary w/ 50CM2000 Coverter Miimum Liquid Coductivity 0.05 µs/cm. Allows may ew harsh process liquids to be measured with a magetic flowmeter.

More information

2 Specialty Application Photoelectric Sensors

2 Specialty Application Photoelectric Sensors SMARTEYE STEALTH-UV Lumiescece Sesor 2 Specialty Applicatio Photoelectric Sesors 2-87 Specialty Applicatio Photoelectric Sesors 2 SMARTEYE STEALTH-UV The SMARTEYE STEALTH-UV Lumiescece Sesor The SMARTEYE

More information