Invariant Analyzer System Performance Analysis Software

Size: px
Start display at page:

Download "Invariant Analyzer System Performance Analysis Software"

Transcription

1 Invarian Analyzer Sysem Performance Analysis Sofware hp:// NEC Corporaion July, 2013

2 Agenda Invarian Analyzer 1. Curren Sae and Issues faced in managing Large-scale IT Sysems 2. MaserScope Invarian Analyzer 3. Enhancemen 4. Feaures 5. Produc Informaion Page 1 NEC Corporaion 2013

3 Invarian Analyzer 1 Curren Sae and Issues faced in managing Large-scale IT Sysems Page 2

4 1-1. The Imporance of Service Level Managemen Invarian Analyzer As IT sysems grow in scale and complexiy, i is geing more and more difficul o mainain high service levels. Performance degradaion is unaccepable and has a negaive impac on business! Service disrupion Sysems Providing Social Infrasrucure (may cause a significan social impac) Mission Criical Sysems (Zero Downime Required) Limied ime o roubleshoo Business opporuniy loss Daacener Servicers (manage heir cusomers' IT asse) Performance Managemen is he key. Page 3 NEC Corporaion 2013

5 1-2. Wha is Silen Failure Invarian Analyzer Have you ever encounered he siuaion ha here are many claiming from your sysem user bu no error message was alered? There is a failure which canno be shown as error messages The invisible failure (= silen failure ) akes huge ime o idenify and roubleshooing. Response is so slow Clien PC Inerne Web server AP server DB server User There is a claim ha he service response is slower. Where is he bole neck? Wha is he problem? Sysem Admin x Web Traffic y AP Queue z DB Query Threshold level No error messages from he convenional monioring ool Performance degradaion w/o error message Silen Failure! Page 4 NEC Corporaion 2013

6 1-3. Challenge of Silen Failure Invarian Analyzer Silen Failures are failures, which canno be deeced by error messages, needs experience of a highly skilled adminisraor in order o solve he problem. As a resul, i akes longer ime and high cos o roubleshoo he problem. Response is so slow Where is he problem? AP, DB or wha? Maybe his? Is his he cause? User Realizaion of failure wih self monioring by user Failure Deecion Sysem Admin AP Specialis Web Server AP Server DB Server Too much info o search Server Specialis DB Specialis NW Specialis Migh ake long ime This looks suspicious Period while Silen Failure is undeeced Analysis/Isolae roo cause Trouble shooing Failure occurred No sysem monioring Forgo o monior Didn monior ha caegory Unable o deec wih he curren syle Silen Failure Sysem admin and expers of each domains ry o idenify wha has happened and wha is he roo cause in he sysem. Page 5 NEC Corporaion 2013 Solve wih MaserScope Invarian Analyzer

7 Invarian Analyzer 2 MaserScope Invarian Analyzer (C)NEC Page 6 Corporaion Page All Righs Reserved.

8 2-1. Posiion in MaserScope Produc Family Invarian Analyzer 紹介資料 MaserScope is NEC s Inegraed Operaion Managemen Sofware Suie, which realizes simple and unified sysem managemen MaserScope Invarian Analyzer helps in mainaining service level and sysem performance by analyzing applicaion performance and deecing silen failures. Corporae Managemen Unified Managemen Service Level Managemen Asse Managemen MISSION CRITICAL OPERATIONS Invarian Analyzer Asse Suie Operaion Managemen Job Managemen Sofware Deploymen Plaform Managemen Backup JobCener Deploymen Manager SigmaSysemCener NeBackup / NeWorker Sysem Managemen Server Managemen Nework Managemen Sorage Managemen Applicaion Managemen Sysem Manager Nework Manager isoragemanager Applicaion Navigaor Page 7 NEC Corporaion 2013

9 2-2. Key Feaures Invarian Analyzer 紹介資料 Feaure 1 Auomaic Deecion Feaure 2 Visualizaion Deecs Silen Failures based on performance daa colleced from various sysem componens. y x z!!! Wih graphs and map view, i visualizes abnormal behaviors for quick undersanding. Feaure 3 Knowledge Base Feaure 4 Easy seing You can record acions you ook for fuure reference o enable a promp acion o he curren failure. Jus he performance daa obained from well-known monioring ools is required. No addiional componen is required CSV Page 8 NEC Corporaion 2013

10 2-3. Benefis Invarian Analyzer 紹介資料 Invarian Analyzer offers opimized performance managemen hrough fas failure resoluion. Silen Failure Approx. 2weeks Before adopion Period while Silen Failure is undeeced Analyze failure and Localize roo cause Search for soluion Troubleshooing Half a day Afer adopion Deec failure Localize cause Recommend soluion Troubleshooing Eliminaed delay by Invarian Analyzer Invarian Analyzer Up o 90%!! MaserScope monioring ools Oher well-known monioring ools Performance daa Deec Silen Failure Localize and visualize roo cause Accumulae knowledge base Troubleshooing Page 9 NEC Corporaion 2013

11 2-4. Invarian Analysis Technology (1) Invarian Analyzer 紹介資料 Search and exrac Invarian relaionships exising during normal sysem operaion and model hem as formulas of relaionships beween performance daa. NEC advanced echnology x x x AP Queue DB Query Web Traffic y y y DB Query NW Load AP Queue Any relaionships beween hem? Always reacing o each oher No always reacing Always reacing o each oher Generae a model based on formulas creaed from invarian relaionships AP Queue Web Traffic x x Y = f1(x) Y = f2(x) y y DB Query AP Queue Page 10 NEC Corporaion 2013

12 2-4. Invarian Analysis Technology (2) Invarian Analyzer 紹介資料 Deec anomalies by comparing acual performance daa wih he value expeced from he model o check if hey differ. This mehod can localize he roo cause because i uses performance daa, which is colleced from each sysem componen. NEC advanced echnology x x Web Traffic AP Queue Y = f1(x) Y = f2(x) Model-based Value y y AP Queue DB Query Compare Compare Acual Value y y AP Queue DB Query Same As usual Differen Abnormal! Silen Failures are deecable as an abnormal sysem behavior! Page 11 NEC Corporaion 2013

13 2-5. Advanages of NEC s Unique Technology (Summary) Invarian Analyzer 紹介資料 I is needless o se up performance hresholds, since i focuses only on invarian relaionships among performance daa. Convenional performance monioring ool For a large sysem, adminisraor needs o configure a number of hreshold seings (ex. 200 iems per servers) Invarian Analyzer No need of complex seing is required. Jus impor performance daa Frequen review of he hreshold values is required, whenever business condiion changes. y Usual mode x y z Swich x Campaign mode Required effor is Page 12 NEC Corporaion 2013 IA moniors relaionship beween performance couners, so reviewing monioring configuraion is no required x Business App Sysem y Performance daa Required implemenaion effor is very low. z Deec!

14 Invarian Analyzer 紹介資料 2-5. Advanages of NEC s Unique Technology (Preparaion 1) Complex configuraions are no required. You jus need o inpu performance daa. Convenional performance monioring ool Analyzing numerous daa poins is no a simple and easy ask. Impors CSV file irrespecive of daa conens. Invarian Analyzer CSV I requires specialized experise. AP Server DB NW Performance daa Jus inpu performance daa generaed by any applicaion/ool Numerous daa poins can be analyzed easily. Easy analysis can be done wihou specialized experise. Simple operaions resuls in efficien managemen. Page 13 NEC Corporaion 2013

15 CPU CPU CPU Packe In Invarian Analyzer 紹介資料 2-5. Advanages of NEC s Unique Technology (Preparaion 2) Invarian Analyzer has capabiliy o creae base model from minimum 100 poins (less han 2H wih 1 minue inerval). Convenional performance monioring ool Invarian Analyzer Mon Tue Wed Mon Base Model Base line Minimum 100 poins Need o seup hreshold values individually else i requires more ime o learn sysem behavior. Using IA, user can deec appropriae sysem behavior in minimum ime. (minimum 100 poins) Enables o analyze Shor-Term sysem daa Page 14 NEC Corporaion 2013

16 CPU CPU Packe In Invarian Analyzer 紹介資料 2-5. Advanages of NEC s Unique Technology (Analysis Qualiy) As long as he sysem behavior doesn change, Invarian Analyzer will no generae any aler for a enaive change in performance. Convenional performance monioring ool Invarian Analyzer Failure Aler OK OK OK OK OK Campaign erm If he value exceeds he hreshold level, failure aler will be sen imperfecly. Campaign erm If here is no problem beween invarian relaionship (means normal behavior), no aler will be sen Less Error Page 15 NEC Corporaion 2013

17 CPU Packe In CPU Packe In Invarian Analyzer 紹介資料 2-5. Advanages of NEC s Unique Technology (Silen Failure Deecion) Invarian Analyzer has he capabiliy o deec even small changes, which enables o find silen failure Convenional performance monioring ool Invarian Analyzer Canno Deec Deec Acual value Silen Failure No aler message will be sen as long as i exceeds he hreshold level Silen Failure Forecased value In case he invarian relaionship is broken, IA will generae an aler even for small changes. Do no even miss minor predicion Page 16 NEC Corporaion 2013

18 2-6. Three ways o analyze performance Invarian Analyzer 紹介資料 On-demand analysis Analyze anyime on need basis Off-line analysis Periodical analysis Analyze periodically and noify he adminisraor in case a failure is deeced Near real-ime analysis (wih shor analysis inerval) Real-ime analysis Analyze coninuously and noify he adminisraor when a failure is deeced Real-ime analysis Page 17 NEC Corporaion 2013

19 2-6. On-demand analysis Invarian Analyzer 紹介資料 rerieve performance daa Business App Sysem daa inpu performance daa daa Invarian Analyzer See analysis resul Typical scenario: The sysem performance daa is coninuously gahered and sored One day, adminisraor ges many complain from end users regarding he performance of he sysem Then, adminisraor decides o analyze he performance using Invarian Analyzer Rerieve he performance daa for he period of he complain Inpu ha daa ino IA and le IA analyze i See he analysis resul and ry o find he roo cause Page 18 NEC Corporaion 2013

20 2-6. Periodical analysis Invarian Analyzer 紹介資料 rerieve performance daa daa cusomized scrip inpu performance daa daa Invarian Analyzer sends aler if a failure is deeced Business App Sysem execued periodically See analysis resul Typical scenario: Cusomized scrip is creaed using command-line inerface To ge he performance daa from he oher monioring ools and o inpu i ino IA Periodically execue he cusomized scrip Near real-ime analysis, if a shor period is seleced If a failure occurs, adminisraor will be alered by IA Then, adminisraor can see he analysis resul and find he roo cause Page 19 NEC Corporaion 2013

21 2-6. Real-ime analysis Invarian Analyzer 紹介資料 Business App Sysem agen gaher he performance daa and send i o IA daa Invarian Analyzer send aler if failure deeced See analysis resul Typical scenario: MCO agen is insalled in he arge machine beforehand Agen auomaically gaher he performance daa and send i IA coninuously One day, he failure occurs and adminisraor will be alered by IA Then, adminisraor will see he analysis resul and ry o find he roo cause Page 20 NEC Corporaion 2013

22 Invarian Analyzer 紹介資料 3 Enhancemen (C)NEC Page 21 Corporaion Page All Righs Reserved.

23 Invarian Analyzer 紹介資料 3. Enhancemen From Ver1.5 Auomaed schedule creaion and analysis assisan funcion Iniially, adminisraor could improve analysis qualiy by using IA schedule funcion, which enables adminisraor o apply differen models depending on he schedule. However, i was difficul for adminisraor o undersand he schedule. Sun Mon Tue Wed Thu Fri Sa How is he sysem running? IA auomaically deecs he paern of sysem behavior depending upon he schedule such as weekdays/weekends, working hours/non-working hours, ec. and i also creaes base model auomaically. This funcion enables o decrease user ask and improves he qualiy of analysis. Analysis assisan funcion provides wizard funcion for auomaed schedule creaion as well as analysis, which makes operaions easier. Deec schedule paern according o Sysem behavior Auomaed modeling Depended on he sysem Page 22 NEC Corporaion 2013

24 Invarian Analyzer 4 Feaures Page 23

25 4. Funcions a a Glance Invarian Analyzer Funcions Overview Descripions 3-1. Main screen Main screen Simple and easy o undersand GUI, displays analysis resuls in a single console Auomaic analysis Auomaic analysis of performance daa Analyzes performance daa auomaically and deecs failure 1. Visualize failures using graphs. Graphs indicaes he ime of occurrence and severiy of failures Roo cause visualizaion 2. Locae Failure using Map View. 3. Visualize Failure using Pie Chars. Map view shows specific componen primarily causing abnormal behavior and i s impac. Pie chars can help adminisraors o deermine he failure s roo cause from he saisical poin of view Failure resoluion Knowledge Base Acion aken in response o each failure can be recorded in knowledge base for fuure reference. Page 24 NEC Corporaion 2013

26 4-1. Main Screen Invarian Analyzer Simple and easy o undersand iniial screen displays analysis resuls in a single screen. Indicaes abnormal behavior using graph Shows analysis arges hierarchically Visualizes abnormal behavior Page 25 NEC Corporaion 2013

27 4-2. Auomaic analysis Invarian Analyzer 紹介資料 Deecs failure sign by auomaically analyzing sysem performance daa Neiher specific know-how nor complicaed configuraion is required. IA looks a invarian relaionships beween each performance couners, hus no need o adjus he configuraion from ime o ime due o business condiions. Preparaion Silen Failure Deecion x Web Traffic Make models of relaionships Deec broken invarian relaionship x DB Query CPU CPU CPU CPU Differen -> Abnormal Query Query Impor performance daa which was colleced by monioring ool Traffic Auomaically analyzes he performance daa and finds invarian relaionships which are deeced during he period when he sysem was running properly. Traffic IA compares he impored daa and invarian model and deec sysem unusual behavior Page 26 NEC Corporaion 2013

28 4-3. Visualize Failure using Graphs Roo cause Invarian visualizaion(1) Analyzer Graphs indicae he ime of occurrence and severiy of failures. Observe abnormal behavior and is impac Visualize abnormal behaviors Abnormal behavior occurs Shows he ime of occurrence and he severiy of he abnormal behavior using an inuiive graph. Clear graphical presenaion preven oversigh of failures. Page 27 NEC Corporaion 2013

29 4-3. Localize Failure using Map View Roo cause Invarian visualizaion(2) Analyzer Map view shows specific componen primarily causing abnormal behavior and i s impac. Exrac and visualize specific componen primarily causing he abnormal behavior by auomaic analysis. The impac of abnormal behavior can also be observed a a glance. Visualize by map views The red poin Indicaes he componen primarily causing he abnormal behavior and is severiy. The blue poins indicae all he componen s affeced by he roo cause. Easier and quicker invesigaion achieved Page 28 NEC Corporaion 2013

30 4-3. Visualize Failure using Pie Chars Roo cause Invarian visualizaion(3-1) Analyzer Pie chars can help adminisraors deermine he failure s roo cause from he saisical poin of view. Idenify which server is mos likely o fail. Visualize by pie chars The pie char is divided ino wo pars. The ouer par shows on which par of he sysem (e.g. web servers) he failure is occurring mos ofen. The inner par shows on which specific server abnormal behaviors are occurring a lo and is deailed score. Required effors o localize he roo cause is grealy reduced. Page 29 NEC Corporaion 2013

31 4-3. Visualize Failure using Pie Chars Roo cause Invarian visualizaion(3-2) Analyzer Easily idenify he roo cause of Silen Failure using pie chars. Examples of roo cause idenificaion Web DB Disribued Graph Lo of Web relaionships are abnormal Lo of Db relaionships are abnormal Anomalies are evenly disribued Possible Cause Web server may have some issue? Db server may have some issue? An issue on AP server may be effecing DB and Web servers. Fac A wrong command has been issued o Web server. Improper uning of DB server has resuled in oo many accesses. An applicaion on AP server has salled and occupied CPU. Page 30 NEC Corporaion 2013

32 4-4. Knowledge Base Invarian Analyzer Acions aken in response o each failure can be recorded for fuure reference. Failures can be quickly resolved by referencing previous acions aken for similar abnormal behavior. Presens records of acions aken in he pas. Shows he similariy beween he curren failure and previous ones by percenage as well as he acion you ook in he pas. These acions recorded are accumulaed in he knowledge base for fuure reference. Eliminae ime o search and accelerae failure resoluion!! Page 31 NEC Corporaion 2013

33 Invarian Analyzer 5 Produc Informaion Page 32

34 5-1. Sysem Overview (Sysem Configuraion) Invarian Analyzer Produc configuraion is simple. Jus Manager and Managemen Console are required; Performance daa can be inpued o he manager hrough managemen console. Manager Managemen console Inpu performance daa from monioring producs. MaserScope monioring ools Oher well-known monioring ools Exernal Engine Prarellel processing is available Page 33 NEC Corporaion 2013

35 5-2. Sysem Requiremens Invarian Analyzer Windows Manager and Managemen console CPU Manager Managemen console Inel Dual Core Xeon and successions, or equivalen processors Inel Dual Core2 and successions, or equivalen processors Minimum memory size Manager Managemen console 1 GB or more (2GB or more is recommended) 128MB or more Minimum disk size Manager 1GB Screen size Managemen console More han 1024 x 768 pixels Manager Windows Server 2008 / 2008 R2 Windows Server 2003 SP2 or R2 SP2 OS Managemen console Windows 8 Windows 7 Professional Windows Server 2008 / 2008 R2 Windows Server 2003 SP2 / 2003 R2 Windows XP Professional SP3 Windows Visa Business SP2 Page 34 NEC Corporaion 2013

36 5-2. Sysem Requiremens Invarian Analyzer Linux Manager and Exernal Engine CPU Minimum memory size Manager Exernal Engine Manager Exernal Engine Managemen console Inel Dual Core Xeon and successions, or equivalen processors Wih exernal engine, Inel PeniumIII 1GHz or more Inel Dual Core Xeon and successions, or equivalen processors 1 GB or more (2GB or more is recommended) 100MB Minimum disk size Manager 1GB OS Manager Exernal Engine Red Ha Enerprise Linux AS/ES 4 Red Ha Enerprise Linux 5/6 Page 35 NEC Corporaion 2013

37 Summary: Invarian Analyzer Invarian Analyzer A performance analysis sofware which can Deec and diagnose Silen Failures. Help predic and avoid fuure failures. Deliver improved service levels. NEC s unique echnology. Focuses on he invarians of performance daa For deails please refer our websie hp:// Invarian Analyzer Search or o global@sof.jp.nec.com *MaserScope is sold under he name of WebSAM in Japan. ** All company names and produc names in his documen are rademarks or regisered rademarks of heir respecive companies/owners. Page 36 NEC Corporaion 2013

38 Thank You Realize simple and inegraed sysem operaion For more produc informaion, visi >> hp:// For more informaion, feel free o conac us - global@sof.jp.nec.com

39

PolicyCore. Putting Innovation and Customer Service at the Core of Your Policy Administration and Underwriting

PolicyCore. Putting Innovation and Customer Service at the Core of Your Policy Administration and Underwriting PolicyCore Puing Innovaion and Cusomer Service a he Core of Your Policy Adminisraion and Underwriing As new echnologies emerge and cusomer expecaions escalae, P&C insurers are seeing opporuniies o grow

More information

Performance Center Overview. Performance Center Overview 1

Performance Center Overview. Performance Center Overview 1 Performance Cener Overview Performance Cener Overview 1 ODJFS Performance Cener ce Cener New Performance Cener Model Performance Cener Projec Meeings Performance Cener Execuive Meeings Performance Cener

More information

Chapter 7. Response of First-Order RL and RC Circuits

Chapter 7. Response of First-Order RL and RC Circuits Chaper 7. esponse of Firs-Order L and C Circuis 7.1. The Naural esponse of an L Circui 7.2. The Naural esponse of an C Circui 7.3. The ep esponse of L and C Circuis 7.4. A General oluion for ep and Naural

More information

t Thick,intelligent,or thin access points? t WLAN switch or no WLAN switch? t WLAN appliance with 3rd party APs?

t Thick,intelligent,or thin access points? t WLAN switch or no WLAN switch? t WLAN appliance with 3rd party APs? IRONPOINT-FES IronPoin-FES Wireless Soluion IronPoin Benefis Mos Flexible WiFi Archiecure Leading Sandards-based Securiy Enerprise-class Mobiliy Advanced AP Funcionaliy Cenralized Managemen (wired & wireless)

More information

INTRODUCTION TO EMAIL MARKETING PERSONALIZATION. How to increase your sales with personalized triggered emails

INTRODUCTION TO EMAIL MARKETING PERSONALIZATION. How to increase your sales with personalized triggered emails INTRODUCTION TO EMAIL MARKETING PERSONALIZATION How o increase your sales wih personalized riggered emails ECOMMERCE TRIGGERED EMAILS BEST PRACTICES Triggered emails are generaed in real ime based on each

More information

ClaimCore. Putting Customers at the Core of Your Claims Processes. Integrated Customer Database. R es y me. Ad j u d ic ati o n

ClaimCore. Putting Customers at the Core of Your Claims Processes. Integrated Customer Database. R es y me. Ad j u d ic ati o n ClaimCore for Benefis Overview Feaures & Benefis The Core Suie Technology Services/Educaion Conac Us ClaimCore Puing Cusomers a he Core of Your Claims Processes Handle growh wih a rules-based, cusomer-focused

More information

Acceleration Lab Teacher s Guide

Acceleration Lab Teacher s Guide Acceleraion Lab Teacher s Guide Objecives:. Use graphs of disance vs. ime and velociy vs. ime o find acceleraion of a oy car.. Observe he relaionship beween he angle of an inclined plane and he acceleraion

More information

Information Systems for Business Integration: ERP Systems

Information Systems for Business Integration: ERP Systems Informaion Sysems for Business Inegraion: ERP Sysems (December 3, 2012) BUS3500 - Abdou Illia, Fall 2012 1 LEARNING GOALS Explain he difference beween horizonal and verical business inegraion. Describe

More information

OPERATION MANUAL. Indoor unit for air to water heat pump system and options EKHBRD011ABV1 EKHBRD014ABV1 EKHBRD016ABV1

OPERATION MANUAL. Indoor unit for air to water heat pump system and options EKHBRD011ABV1 EKHBRD014ABV1 EKHBRD016ABV1 OPERAION MANUAL Indoor uni for air o waer hea pump sysem and opions EKHBRD011ABV1 EKHBRD014ABV1 EKHBRD016ABV1 EKHBRD011ABY1 EKHBRD014ABY1 EKHBRD016ABY1 EKHBRD011ACV1 EKHBRD014ACV1 EKHBRD016ACV1 EKHBRD011ACY1

More information

USE OF EDUCATION TECHNOLOGY IN ENGLISH CLASSES

USE OF EDUCATION TECHNOLOGY IN ENGLISH CLASSES USE OF EDUCATION TECHNOLOGY IN ENGLISH CLASSES Mehme Nuri GÖMLEKSİZ Absrac Using educaion echnology in classes helps eachers realize a beer and more effecive learning. In his sudy 150 English eachers were

More information

TEMPORAL PATTERN IDENTIFICATION OF TIME SERIES DATA USING PATTERN WAVELETS AND GENETIC ALGORITHMS

TEMPORAL PATTERN IDENTIFICATION OF TIME SERIES DATA USING PATTERN WAVELETS AND GENETIC ALGORITHMS TEMPORAL PATTERN IDENTIFICATION OF TIME SERIES DATA USING PATTERN WAVELETS AND GENETIC ALGORITHMS RICHARD J. POVINELLI AND XIN FENG Deparmen of Elecrical and Compuer Engineering Marquee Universiy, P.O.

More information

Automatic measurement and detection of GSM interferences

Automatic measurement and detection of GSM interferences Auomaic measuremen and deecion of GSM inerferences Poor speech qualiy and dropped calls in GSM neworks may be caused by inerferences as a resul of high raffic load. The radio nework analyzers from Rohde

More information

AP Calculus BC 2010 Scoring Guidelines

AP Calculus BC 2010 Scoring Guidelines AP Calculus BC Scoring Guidelines The College Board The College Board is a no-for-profi membership associaion whose mission is o connec sudens o college success and opporuniy. Founded in, he College Board

More information

The Journey. Roadmaps. 2 Architecture. 3 Innovation. Smart City

The Journey. Roadmaps. 2 Architecture. 3 Innovation. Smart City The Journe 1 Roadmaps 2 Archiecure 3 Innovaion Uili Mobili Living Enr Poins o a Grid Journe Sraeg COMM projec Evoluion no Revoluion IT Concerns Daa Mgm Inegraion Archiecure Analics Regulaor Analics Disribued

More information

Secure Election Infrastructures Based on IPv6 Clouds

Secure Election Infrastructures Based on IPv6 Clouds Secure Elecion Infrasrucures Based on IPv6 Clouds Firs IPv6-only OpenSack Cloud used o deliver producion services is de-ployed by Nephos6, Cikomm and SnT-Universiy of Luxembourg. Laif Ladid, Presiden,

More information

ESIGN Rendering Service

ESIGN Rendering Service Markeing maerials on demand wihou phoo shoos or se-up Wih he ESIGN Rendering Service, we produce new, prinready markeing maerials for you in a cos-efficien and imely manner for he design of brochures,

More information

11/6/2013. Chapter 14: Dynamic AD-AS. Introduction. Introduction. Keeping track of time. The model s elements

11/6/2013. Chapter 14: Dynamic AD-AS. Introduction. Introduction. Keeping track of time. The model s elements Inroducion Chaper 14: Dynamic D-S dynamic model of aggregae and aggregae supply gives us more insigh ino how he economy works in he shor run. I is a simplified version of a DSGE model, used in cuing-edge

More information

Private Cloud Computing for Enterprises: Meet the Demands of High Utilization and Rapid Change

Private Cloud Computing for Enterprises: Meet the Demands of High Utilization and Rapid Change Privae Cloud Compuing for Enerprises: Mee he Demands of High Uilizaion and Rapid Change Wha You Will Learn Enerprise daa ceners are faced wih a criical challenge: The number of applicaions and amoun of

More information

The Complete VoIP Telecom Service Provider The Evolution of a SIP Trunking Provider

The Complete VoIP Telecom Service Provider The Evolution of a SIP Trunking Provider The Complee VoIP Telecom Service Provider The Evoluion of a SIP Trunking Provider By: Sean Rivers Direcor of Technology parner Assurance 1 Agenda Who is Bandwidh.com Today Before VoIP The Addiion of VoIP

More information

RC (Resistor-Capacitor) Circuits. AP Physics C

RC (Resistor-Capacitor) Circuits. AP Physics C (Resisor-Capacior Circuis AP Physics C Circui Iniial Condiions An circui is one where you have a capacior and resisor in he same circui. Suppose we have he following circui: Iniially, he capacior is UNCHARGED

More information

Usefulness of the Forward Curve in Forecasting Oil Prices

Usefulness of the Forward Curve in Forecasting Oil Prices Usefulness of he Forward Curve in Forecasing Oil Prices Akira Yanagisawa Leader Energy Demand, Supply and Forecas Analysis Group The Energy Daa and Modelling Cener Summary When people analyse oil prices,

More information

cooking trajectory boiling water B (t) microwave 0 2 4 6 8 101214161820 time t (mins)

cooking trajectory boiling water B (t) microwave 0 2 4 6 8 101214161820 time t (mins) Alligaor egg wih calculus We have a large alligaor egg jus ou of he fridge (1 ) which we need o hea o 9. Now here are wo accepable mehods for heaing alligaor eggs, one is o immerse hem in boiling waer

More information

Statistical Analysis with Little s Law. Supplementary Material: More on the Call Center Data. by Song-Hee Kim and Ward Whitt

Statistical Analysis with Little s Law. Supplementary Material: More on the Call Center Data. by Song-Hee Kim and Ward Whitt Saisical Analysis wih Lile s Law Supplemenary Maerial: More on he Call Cener Daa by Song-Hee Kim and Ward Whi Deparmen of Indusrial Engineering and Operaions Research Columbia Universiy, New York, NY 17-99

More information

Chapter 1.6 Financial Management

Chapter 1.6 Financial Management Chaper 1.6 Financial Managemen Par I: Objecive ype quesions and answers 1. Simple pay back period is equal o: a) Raio of Firs cos/ne yearly savings b) Raio of Annual gross cash flow/capial cos n c) = (1

More information

Ecotopia: An Ecological Framework for Change Management in Distributed Systems

Ecotopia: An Ecological Framework for Change Management in Distributed Systems Ecoopia: An Ecological Framework for Change Managemen in Disribued Sysems Tudor Dumiraş 1, Daniela Roşu 2, Asi Dan 2, and Priya Narasimhan 1 1 ECE Deparmen, Carnegie Mellon Universiy, Pisburgh, PA 15213,

More information

For individuals, we provide peace-of-mind by physically recovering stolen computers and remotely deleting sensitive files from them.

For individuals, we provide peace-of-mind by physically recovering stolen computers and remotely deleting sensitive files from them. www.absolue.com COMPANY OVERVIEW Absolue Sofware is he indusry sandard for persisen endpoin securiy and managemen soluions for compuers, lapops and ulra-porable devices. As IT securiy and managemen requiremens

More information

CAPt. Print e-procurement: Changing the Face of the Printing Industry CAP VENTURES. Market Forecast for Web-Based Print e-procurement

CAPt. Print e-procurement: Changing the Face of the Printing Industry CAP VENTURES. Market Forecast for Web-Based Print e-procurement Prin e-procuremen: Changing he Face of he Prining Indusry Marke Forecas for Web-Based Prin e-procuremen Buyers Crieria for Web Procuremen Opporuniies and Advanages for Prin Service Providers Profiles of

More information

An Agent-based Bayesian Forecasting Model for Enhanced Network Security

An Agent-based Bayesian Forecasting Model for Enhanced Network Security An Agen-based Forecasing Model for Enhanced Nework Securiy J. PIKOULAS, W.J. BUCHANAN, Napier Universiy, Edinburgh, UK. M. MANNION, Glasgow Caledonian Universiy, Glasgow, UK. K. TRIANTAFYLLOPOULOS, Universiy

More information

AP Calculus AB 2007 Scoring Guidelines

AP Calculus AB 2007 Scoring Guidelines AP Calculus AB 7 Scoring Guidelines The College Board: Connecing Sudens o College Success The College Board is a no-for-profi membership associaion whose mission is o connec sudens o college success and

More information

Principal components of stock market dynamics. Methodology and applications in brief (to be updated ) Andrei Bouzaev, bouzaev@ya.

Principal components of stock market dynamics. Methodology and applications in brief (to be updated ) Andrei Bouzaev, bouzaev@ya. Principal componens of sock marke dynamics Mehodology and applicaions in brief o be updaed Andrei Bouzaev, bouzaev@ya.ru Why principal componens are needed Objecives undersand he evidence of more han one

More information

Chapter 8: Regression with Lagged Explanatory Variables

Chapter 8: Regression with Lagged Explanatory Variables Chaper 8: Regression wih Lagged Explanaory Variables Time series daa: Y for =1,..,T End goal: Regression model relaing a dependen variable o explanaory variables. Wih ime series new issues arise: 1. One

More information

Chapter 8 Student Lecture Notes 8-1

Chapter 8 Student Lecture Notes 8-1 Chaper Suden Lecure Noes - Chaper Goals QM: Business Saisics Chaper Analyzing and Forecasing -Series Daa Afer compleing his chaper, you should be able o: Idenify he componens presen in a ime series Develop

More information

Task is a schedulable entity, i.e., a thread

Task is a schedulable entity, i.e., a thread Real-Time Scheduling Sysem Model Task is a schedulable eniy, i.e., a hread Time consrains of periodic ask T: - s: saring poin - e: processing ime of T - d: deadline of T - p: period of T Periodic ask T

More information

SELF-EVALUATION FOR VIDEO TRACKING SYSTEMS

SELF-EVALUATION FOR VIDEO TRACKING SYSTEMS SELF-EVALUATION FOR VIDEO TRACKING SYSTEMS Hao Wu and Qinfen Zheng Cenre for Auomaion Research Dep. of Elecrical and Compuer Engineering Universiy of Maryland, College Park, MD-20742 {wh2003, qinfen}@cfar.umd.edu

More information

Capacity Planning and Performance Benchmark Reference Guide v. 1.8

Capacity Planning and Performance Benchmark Reference Guide v. 1.8 Environmenal Sysems Research Insiue, Inc., 380 New York S., Redlands, CA 92373-8100 USA TEL 909-793-2853 FAX 909-307-3014 Capaciy Planning and Performance Benchmark Reference Guide v. 1.8 Prepared by:

More information

A Natural Feature-Based 3D Object Tracking Method for Wearable Augmented Reality

A Natural Feature-Based 3D Object Tracking Method for Wearable Augmented Reality A Naural Feaure-Based 3D Objec Tracking Mehod for Wearable Augmened Realiy Takashi Okuma Columbia Universiy / AIST Email: okuma@cs.columbia.edu Takeshi Kuraa Universiy of Washingon / AIST Email: kuraa@ieee.org

More information

Gate protection. Current limit. Overvoltage protection. Limit for unclamped ind. loads. Charge pump Level shifter. Rectifier. Open load detection

Gate protection. Current limit. Overvoltage protection. Limit for unclamped ind. loads. Charge pump Level shifter. Rectifier. Open load detection Smar ighside Power Swich for ndusrial Applicaions Feaures Overload proecion Curren limiaion Shor circui proecion Thermal shudown Overvolage proecion (including load dump) Fas demagneizaion of inducive

More information

Software Project Management tools: A Comparative Analysis

Software Project Management tools: A Comparative Analysis Sofware Projec Managemen ools: A Comparaive Analysis Mrs. Sonali Nemade Pad.Dr.D.Y.Pail A.C.S. College, Pimpri (India) sonali_namade@yahoo.co.in Mrs. Madhuri.A. Darekar Pad.Dr.D.Y.Pail A.C.S. College,

More information

PROFIT TEST MODELLING IN LIFE ASSURANCE USING SPREADSHEETS PART ONE

PROFIT TEST MODELLING IN LIFE ASSURANCE USING SPREADSHEETS PART ONE Profi Tes Modelling in Life Assurance Using Spreadshees PROFIT TEST MODELLING IN LIFE ASSURANCE USING SPREADSHEETS PART ONE Erik Alm Peer Millingon 2004 Profi Tes Modelling in Life Assurance Using Spreadshees

More information

A Note on Using the Svensson procedure to estimate the risk free rate in corporate valuation

A Note on Using the Svensson procedure to estimate the risk free rate in corporate valuation A Noe on Using he Svensson procedure o esimae he risk free rae in corporae valuaion By Sven Arnold, Alexander Lahmann and Bernhard Schwezler Ocober 2011 1. The risk free ineres rae in corporae valuaion

More information

Distributing Human Resources among Software Development Projects 1

Distributing Human Resources among Software Development Projects 1 Disribuing Human Resources among Sofware Developmen Proecs Macario Polo, María Dolores Maeos, Mario Piaini and rancisco Ruiz Summary This paper presens a mehod for esimaing he disribuion of human resources

More information

Module 4. Single-phase AC circuits. Version 2 EE IIT, Kharagpur

Module 4. Single-phase AC circuits. Version 2 EE IIT, Kharagpur Module 4 Single-phase A circuis ersion EE T, Kharagpur esson 5 Soluion of urren in A Series and Parallel ircuis ersion EE T, Kharagpur n he las lesson, wo poins were described:. How o solve for he impedance,

More information

AP Calculus AB 2013 Scoring Guidelines

AP Calculus AB 2013 Scoring Guidelines AP Calculus AB 1 Scoring Guidelines The College Board The College Board is a mission-driven no-for-profi organizaion ha connecs sudens o college success and opporuniy. Founded in 19, he College Board was

More information

The Grantor Retained Annuity Trust (GRAT)

The Grantor Retained Annuity Trust (GRAT) WEALTH ADVISORY Esae Planning Sraegies for closely-held, family businesses The Granor Reained Annuiy Trus (GRAT) An efficien wealh ransfer sraegy, paricularly in a low ineres rae environmen Family business

More information

Research Article Survey for Sensor-Cloud System from Business Process Outsourcing Perspective

Research Article Survey for Sensor-Cloud System from Business Process Outsourcing Perspective Inernaional Disribued Sensor Neworks Volume 2015, Aricle ID 917028, 5 pages hp://dx.doi.org/10.1155/2015/917028 Research Aricle Survey for Sensor-Cloud Sysem from Business Process Ousourcing Perspecive

More information

Molding. Injection. Design. GE Plastics. GE Engineering Thermoplastics DESIGN GUIDE

Molding. Injection. Design. GE Plastics. GE Engineering Thermoplastics DESIGN GUIDE apple GE Plasics GE Engineering Thermoplasics DESIGN GUIDE Wall Thickness Paring Lines Ejecion Appearance Pars Ribs/Gusses Bosses Holes Depressions Radii, Filles and Corners Molding Design Injecion s for

More information

CHARGE AND DISCHARGE OF A CAPACITOR

CHARGE AND DISCHARGE OF A CAPACITOR REFERENCES RC Circuis: Elecrical Insrumens: Mos Inroducory Physics exs (e.g. A. Halliday and Resnick, Physics ; M. Sernheim and J. Kane, General Physics.) This Laboraory Manual: Commonly Used Insrumens:

More information

Forecasting, Ordering and Stock- Holding for Erratic Demand

Forecasting, Ordering and Stock- Holding for Erratic Demand ISF 2002 23 rd o 26 h June 2002 Forecasing, Ordering and Sock- Holding for Erraic Demand Andrew Eaves Lancaser Universiy / Andalus Soluions Limied Inroducion Erraic and slow-moving demand Demand classificaion

More information

Market Liquidity and the Impacts of the Computerized Trading System: Evidence from the Stock Exchange of Thailand

Market Liquidity and the Impacts of the Computerized Trading System: Evidence from the Stock Exchange of Thailand 36 Invesmen Managemen and Financial Innovaions, 4/4 Marke Liquidiy and he Impacs of he Compuerized Trading Sysem: Evidence from he Sock Exchange of Thailand Sorasar Sukcharoensin 1, Pariyada Srisopisawa,

More information

Diagnostic Examination

Diagnostic Examination Diagnosic Examinaion TOPIC XV: ENGINEERING ECONOMICS TIME LIMIT: 45 MINUTES 1. Approximaely how many years will i ake o double an invesmen a a 6% effecive annual rae? (A) 10 yr (B) 12 yr (C) 15 yr (D)

More information

System Performance Improvement By Server Virtualization

System Performance Improvement By Server Virtualization Sysem Performance Improvemen By Server Virualizaion Hioshi Ueno, Tomohide Hasegawa, and Keiichi Yoshihama Absrac Wih he advance of semiconducor echnology, microprocessors become highly inegraed and herefore

More information

GoRA. For more information on genetics and on Rheumatoid Arthritis: Genetics of Rheumatoid Arthritis. Published work referred to in the results:

GoRA. For more information on genetics and on Rheumatoid Arthritis: Genetics of Rheumatoid Arthritis. Published work referred to in the results: For more informaion on geneics and on Rheumaoid Arhriis: Published work referred o in he resuls: The geneics revoluion and he assaul on rheumaoid arhriis. A review by Michael Seldin, Crisopher Amos, Ryk

More information

Stochastic Volatility Option Pricing ASAP

Stochastic Volatility Option Pricing ASAP Cambridge-Kaiserslauern, Financial Mahemaics Workshop 2009 Fraunhofer ITWM, Kaiserslauern 05.05.2009 Sochasic Volailiy Opion Pricing ASAP Dr. Ulrich Nögel, Parner u.noegel@devne.de Disincive Financial

More information

Behavior Analysis of a Biscuit Making Plant using Markov Regenerative Modeling

Behavior Analysis of a Biscuit Making Plant using Markov Regenerative Modeling Behavior Analysis of a Biscui Making lan using Markov Regeneraive Modeling arvinder Singh & Aul oyal Deparmen of Mechanical Engineering, Lala Lajpa Rai Insiue of Engineering & Technology, Moga -, India

More information

INTRODUCTION TO FORECASTING

INTRODUCTION TO FORECASTING INTRODUCTION TO FORECASTING INTRODUCTION: Wha is a forecas? Why do managers need o forecas? A forecas is an esimae of uncerain fuure evens (lierally, o "cas forward" by exrapolaing from pas and curren

More information

The Application of Multi Shifts and Break Windows in Employees Scheduling

The Application of Multi Shifts and Break Windows in Employees Scheduling The Applicaion of Muli Shifs and Brea Windows in Employees Scheduling Evy Herowai Indusrial Engineering Deparmen, Universiy of Surabaya, Indonesia Absrac. One mehod for increasing company s performance

More information

The Architecture of a Churn Prediction System Based on Stream Mining

The Architecture of a Churn Prediction System Based on Stream Mining The Archiecure of a Churn Predicion Sysem Based on Sream Mining Borja Balle a, Bernardino Casas a, Alex Caarineu a, Ricard Gavaldà a, David Manzano-Macho b a Universia Poliècnica de Caalunya - BarcelonaTech.

More information

Journal Of Business & Economics Research September 2005 Volume 3, Number 9

Journal Of Business & Economics Research September 2005 Volume 3, Number 9 Opion Pricing And Mone Carlo Simulaions George M. Jabbour, (Email: jabbour@gwu.edu), George Washingon Universiy Yi-Kang Liu, (yikang@gwu.edu), George Washingon Universiy ABSTRACT The advanage of Mone Carlo

More information

4. International Parity Conditions

4. International Parity Conditions 4. Inernaional ariy ondiions 4.1 urchasing ower ariy he urchasing ower ariy ( heory is one of he early heories of exchange rae deerminaion. his heory is based on he concep ha he demand for a counry's currency

More information

AP Calculus AB 2010 Scoring Guidelines

AP Calculus AB 2010 Scoring Guidelines AP Calculus AB 1 Scoring Guidelines The College Board The College Board is a no-for-profi membership associaion whose mission is o connec sudens o college success and opporuniy. Founded in 1, he College

More information

Analogue and Digital Signal Processing. First Term Third Year CS Engineering By Dr Mukhtiar Ali Unar

Analogue and Digital Signal Processing. First Term Third Year CS Engineering By Dr Mukhtiar Ali Unar Analogue and Digial Signal Processing Firs Term Third Year CS Engineering By Dr Mukhiar Ali Unar Recommended Books Haykin S. and Van Veen B.; Signals and Sysems, John Wiley& Sons Inc. ISBN: 0-7-380-7 Ifeachor

More information

CLOCK SKEW CAUSES CLOCK SKEW DUE TO THE DRIVER EROSION OF THE CLOCK PERIOD

CLOCK SKEW CAUSES CLOCK SKEW DUE TO THE DRIVER EROSION OF THE CLOCK PERIOD DESIGNING WITH HIGH SPEED CLOCK DRIERS CONFERENCE PAPER CP-19 Inegraed Device Technology, Inc. By Sanley Hronik ABSTRACT Today s high speed sysems are encounering problems wih clocking ha were no consideraions

More information

Uptime. Working fine for the designated period on the designated system, i.e., reliability, availability, etc.

Uptime. Working fine for the designated period on the designated system, i.e., reliability, availability, etc. SENG 42: Sofware Merics Sofware Reliabiliy Models & Merics (Chaper 9) Deparmen of Elecrical & Compuer Engineering, Universiy of Calgary B.H. Far (far@ucalgary.ca) hp://www.enel.ucalgary.ca/people/far/lecures/seng42/9/

More information

Impact of scripless trading on business practices of Sub-brokers.

Impact of scripless trading on business practices of Sub-brokers. Impac of scripless rading on business pracices of Sub-brokers. For furher deails, please conac: Mr. T. Koshy Vice Presiden Naional Securiies Deposiory Ld. Tradeworld, 5 h Floor, Kamala Mills Compound,

More information

Morningstar Investor Return

Morningstar Investor Return Morningsar Invesor Reurn Morningsar Mehodology Paper Augus 31, 2010 2010 Morningsar, Inc. All righs reserved. The informaion in his documen is he propery of Morningsar, Inc. Reproducion or ranscripion

More information

PSI 9000 2U Series. Programmable DC Power Supplies. 1000 W to 3000 W THE POWER TEST EXPERTS. www.inteproate.com

PSI 9000 2U Series. Programmable DC Power Supplies. 1000 W to 3000 W THE POWER TEST EXPERTS. www.inteproate.com PSI 9000 2U Series 1000 W o 3000 W Programmable DC Power Supplies THE POWER TEST EXPERTS PSI 9000 2U Series 1000 W o 3000 W Produc Overview PSI 9000 2U The PSI 9000 Series of high performance programmable

More information

The Transport Equation

The Transport Equation The Transpor Equaion Consider a fluid, flowing wih velociy, V, in a hin sraigh ube whose cross secion will be denoed by A. Suppose he fluid conains a conaminan whose concenraion a posiion a ime will be

More information

GUIDE GOVERNING SMI RISK CONTROL INDICES

GUIDE GOVERNING SMI RISK CONTROL INDICES GUIDE GOVERNING SMI RISK CONTROL IND ICES SIX Swiss Exchange Ld 04/2012 i C O N T E N T S 1. Index srucure... 1 1.1 Concep... 1 1.2 General principles... 1 1.3 Index Commission... 1 1.4 Review of index

More information

TOI: H02I Individual Health - Accident Only Sub-TOI: H02I.000 Health - Accident Only Application for Accidental Death Policy/UAIN-TAP(03)

TOI: H02I Individual Health - Accident Only Sub-TOI: H02I.000 Health - Accident Only Application for Accidental Death Policy/UAIN-TAP(03) TOI: H02I Individual Healh - Acciden Only Sub-TOI: H02I.000 Healh - Acciden Only Produc Name: Projec Name/Number: / Filing a a Glance Company: Unied American Insurance Company Produc Name: Applicaion for

More information

Duration and Convexity ( ) 20 = Bond B has a maturity of 5 years and also has a required rate of return of 10%. Its price is $613.

Duration and Convexity ( ) 20 = Bond B has a maturity of 5 years and also has a required rate of return of 10%. Its price is $613. Graduae School of Business Adminisraion Universiy of Virginia UVA-F-38 Duraion and Convexiy he price of a bond is a funcion of he promised paymens and he marke required rae of reurn. Since he promised

More information

2.3. Information Management for HEP. 3.2. Information Management Disciplines. 3. LIFE CYCLE SUPPORT. 3.1. Life Cycle and Information Objects.

2.3. Information Management for HEP. 3.2. Information Management Disciplines. 3. LIFE CYCLE SUPPORT. 3.1. Life Cycle and Information Objects. n. Conf. on Compuing in High Energy Physics (CHEP), San Diego, March 2003 1 negraed nformaion Managemen for TESLA J. Bürger, L. Hagge, J. Kreuzkamp, K. Lappe, A. Robben Deusches Elekronen-Synchroron, DESY,

More information

Ecological Scheduling Decision Support System Based on RIA and Cloud Computing on the YaLong River Cascade Project

Ecological Scheduling Decision Support System Based on RIA and Cloud Computing on the YaLong River Cascade Project 2012 4h Inernaional Conference on Signal Processing Sysems (ICSPS 2012) IPCSIT vol. 58 (2012) (2012) IACSIT Press, Singapore DOI: 10.7763/IPCSIT.2012.V58.31 Ecological Scheduling Decision Suppor Sysem

More information

Cloud Service Trust Model and Its Application Research Based on the Third Party Certification

Cloud Service Trust Model and Its Application Research Based on the Third Party Certification Inernaional Journal of u- and e- Service, Science and Technology, pp.259-268 hp://dx.doi.org/1.14257/ijuness.215.8.7.26 Cloud Service Trus Model and Is Applicaion Research Based on he Third Pary Cerificaion

More information

Making a Faster Cryptanalytic Time-Memory Trade-Off

Making a Faster Cryptanalytic Time-Memory Trade-Off Making a Faser Crypanalyic Time-Memory Trade-Off Philippe Oechslin Laboraoire de Securié e de Crypographie (LASEC) Ecole Polyechnique Fédérale de Lausanne Faculé I&C, 1015 Lausanne, Swizerland philippe.oechslin@epfl.ch

More information

Real-time Particle Filters

Real-time Particle Filters Real-ime Paricle Filers Cody Kwok Dieer Fox Marina Meilă Dep. of Compuer Science & Engineering, Dep. of Saisics Universiy of Washingon Seale, WA 9895 ckwok,fox @cs.washingon.edu, mmp@sa.washingon.edu Absrac

More information

BD FACSuite Software Quick Reference Guide for the Experiment Workflow

BD FACSuite Software Quick Reference Guide for the Experiment Workflow BD FACSuie Sofware Quick Reference Guide for he Experimen Workflow This guide conains insrucions for using BD FACSuie sofware wih he BD FACSVerse flow cyomeer using he experimen workflow. Daa can be acquired

More information

Model-Based Monitoring in Large-Scale Distributed Systems

Model-Based Monitoring in Large-Scale Distributed Systems Model-Based Monioring in Large-Scale Disribued Sysems Diploma Thesis Carsen Reimann Chemniz Universiy of Technology Faculy of Compuer Science Operaing Sysem Group Advisors: Prof. Dr. Winfried Kalfa Dr.

More information

PI4ULS5V202 2-Bit Bi-directional Level Shifter with Automatic Sensing & Ultra Tiny Package

PI4ULS5V202 2-Bit Bi-directional Level Shifter with Automatic Sensing & Ultra Tiny Package Feaures can be Less han, Greaer han or Equal o V CCB 1.2V o 5.5V on A Por and 1.2V o 5.5V on B Por High Speed wih 20 Mb/s Daa Rae for push-pull applicaion High Speed wih 2 Mb/s Daa Rae for open-drain applicaion

More information

Signal Rectification

Signal Rectification 9/3/25 Signal Recificaion.doc / Signal Recificaion n imporan applicaion of juncion diodes is signal recificaion. here are wo ypes of signal recifiers, half-wae and fullwae. Le s firs consider he ideal

More information

How To Optimize Time For A Service In 4G Nework

How To Optimize Time For A Service In 4G Nework Process Opimizaion Time for a Service in 4G Nework by SNMP Monioring and IAAS Cloud Compuing Yassine El Mahoi Laboraory of Compuer Science, Operaions Research and Applied Saisics. Téouan, Morocco Souad

More information

Vector Autoregressions (VARs): Operational Perspectives

Vector Autoregressions (VARs): Operational Perspectives Vecor Auoregressions (VARs): Operaional Perspecives Primary Source: Sock, James H., and Mark W. Wason, Vecor Auoregressions, Journal of Economic Perspecives, Vol. 15 No. 4 (Fall 2001), 101-115. Macroeconomericians

More information

Internal and external value evaluation of E-business strategy in enterprise

Internal and external value evaluation of E-business strategy in enterprise Available online www.jocpr.com Journal of Chemical and Pharmaceuical Research, 2014, 6(6):693-697 Research Aricle ISSN : 0975-7384 CODEN(USA) : JCPRC5 Inernal and exernal value evaluaion of E-business

More information

Multiprocessor Systems-on-Chips

Multiprocessor Systems-on-Chips Par of: Muliprocessor Sysems-on-Chips Edied by: Ahmed Amine Jerraya and Wayne Wolf Morgan Kaufmann Publishers, 2005 2 Modeling Shared Resources Conex swiching implies overhead. On a processing elemen,

More information

Trends in TCP/IP Retransmissions and Resets

Trends in TCP/IP Retransmissions and Resets Trends in TCP/IP Reransmissions and Reses Absrac Concordia Chen, Mrunal Mangrulkar, Naomi Ramos, and Mahaswea Sarkar {cychen, mkulkarn, msarkar,naramos}@cs.ucsd.edu As he Inerne grows larger, measuring

More information

Strategic Optimization of a Transportation Distribution Network

Strategic Optimization of a Transportation Distribution Network Sraegic Opimizaion of a Transporaion Disribuion Nework K. John Sophabmixay, Sco J. Mason, Manuel D. Rossei Deparmen of Indusrial Engineering Universiy of Arkansas 4207 Bell Engineering Cener Fayeeville,

More information

TSG-RAN Working Group 1 (Radio Layer 1) meeting #3 Nynashamn, Sweden 22 nd 26 th March 1999

TSG-RAN Working Group 1 (Radio Layer 1) meeting #3 Nynashamn, Sweden 22 nd 26 th March 1999 TSG-RAN Working Group 1 (Radio Layer 1) meeing #3 Nynashamn, Sweden 22 nd 26 h March 1999 RAN TSGW1#3(99)196 Agenda Iem: 9.1 Source: Tile: Documen for: Moorola Macro-diversiy for he PRACH Discussion/Decision

More information

Forecasting. Including an Introduction to Forecasting using the SAP R/3 System

Forecasting. Including an Introduction to Forecasting using the SAP R/3 System Forecasing Including an Inroducion o Forecasing using he SAP R/3 Sysem by James D. Blocher Vincen A. Maber Ashok K. Soni Munirpallam A. Venkaaramanan Indiana Universiy Kelley School of Business February

More information

Data Migration Model and Algorithm between Heterogeneous Databases based on Web Service

Data Migration Model and Algorithm between Heterogeneous Databases based on Web Service JOURNAL OF NETWORKS, VOL. 9, NO. 11, NOVEMBER 2014 3127 Daa Migraion Model and Algorihm beween Heerogeneous Daabases based on Web Service Guowei Wang and Zongpu Jia School of Compuer Science and Technology,

More information

Idealistic characteristics of Islamic Azad University masters - Islamshahr Branch from Students Perspective

Idealistic characteristics of Islamic Azad University masters - Islamshahr Branch from Students Perspective Available online a www.pelagiaresearchlibrary.com European Journal Experimenal Biology, 202, 2 (5):88789 ISSN: 2248 925 CODEN (USA): EJEBAU Idealisic characerisics Islamic Azad Universiy masers Islamshahr

More information

Description of the CBOE S&P 500 BuyWrite Index (BXM SM )

Description of the CBOE S&P 500 BuyWrite Index (BXM SM ) Descripion of he CBOE S&P 500 BuyWrie Index (BXM SM ) Inroducion. The CBOE S&P 500 BuyWrie Index (BXM) is a benchmark index designed o rack he performance of a hypoheical buy-wrie sraegy on he S&P 500

More information

Monotonic, Inrush Current Limited Start-Up for Linear Regulators

Monotonic, Inrush Current Limited Start-Up for Linear Regulators Applicaion epor SLA156 March 2004 Monoonic, Inrush urren Limied Sar-Up for Linear egulaors Jeff Falin PMP Porable Producs ABSA he oupu volage of a linear regulaor ends o rise quickly afer i is enabled.

More information

4 Convolution. Recommended Problems. x2[n] 1 2[n]

4 Convolution. Recommended Problems. x2[n] 1 2[n] 4 Convoluion Recommended Problems P4.1 This problem is a simple example of he use of superposiion. Suppose ha a discree-ime linear sysem has oupus y[n] for he given inpus x[n] as shown in Figure P4.1-1.

More information

Full-wave rectification, bulk capacitor calculations Chris Basso January 2009

Full-wave rectification, bulk capacitor calculations Chris Basso January 2009 ull-wave recificaion, bulk capacior calculaions Chris Basso January 9 This shor paper shows how o calculae he bulk capacior value based on ripple specificaions and evaluae he rms curren ha crosses i. oal

More information

Research and Development for Critical Infrastructure Protection. John Davis Commissioner

Research and Development for Critical Infrastructure Protection. John Davis Commissioner Research and Developmen for Criical Infrasrucure Proecion John Davis Commissioner R&D Issue for Criical Infrasrucure Proecion Wha should be done? Wha invesmen is needed? Who should do i? Wha is he proper

More information

Outline of Medicare Supplement Coverage

Outline of Medicare Supplement Coverage Underwrien by Serling Life Insurance Company Ouline of Medicare Supplemen Coverage Benefi Char of Medicare Supplemen Plans Sold wih Effecive Daes on or afer June 1, 2010 TX OC (09/11) Medicare Supplemen

More information

Communication Networks II Contents

Communication Networks II Contents 3 / 1 -- Communicaion Neworks II (Görg) -- www.comnes.uni-bremen.de Communicaion Neworks II Conens 1 Fundamenals of probabiliy heory 2 Traffic in communicaion neworks 3 Sochasic & Markovian Processes (SP

More information

9. Capacitor and Resistor Circuits

9. Capacitor and Resistor Circuits ElecronicsLab9.nb 1 9. Capacior and Resisor Circuis Inroducion hus far we have consider resisors in various combinaions wih a power supply or baery which provide a consan volage source or direc curren

More information

Automated Allocation of ESA Ground Station Network Services

Automated Allocation of ESA Ground Station Network Services Auomaed Allocaion of ESA Ground Saion Nework Services Sylvain Damiani (), Holger Dreihahn (), Jörg Noll (), Marc Niézee (), and Gian Paolo Calzolari () () VEGA, Aerospace Division Rober Bosch Sraße 7,

More information

Appendix A: Area. 1 Find the radius of a circle that has circumference 12 inches.

Appendix A: Area. 1 Find the radius of a circle that has circumference 12 inches. Appendi A: Area worked-ou s o Odd-Numbered Eercises Do no read hese worked-ou s before aemping o do he eercises ourself. Oherwise ou ma mimic he echniques shown here wihou undersanding he ideas. Bes wa

More information