ENGINEERING COMPUTATION BY ARTIFICIAL NEURAL NETWORKS. Explaining Neural Networks

Size: px
Start display at page:

Download "ENGINEERING COMPUTATION BY ARTIFICIAL NEURAL NETWORKS. Explaining Neural Networks"

Transcription

1 SRK oaz Poltcha Pozaa Ittut Mcha Stooa ul. Potroo 3, Poza EGIEERIG COMPUAIO BY ARIFICIA EURA EWORKS Eplag ural tor ural tor ar copod o pl lt opratg paralll. h lt ar prd b bologcal rvou t. A atur, th tor ucto dtrd largl b th cocto bt lt. W ca tra a ural tor to pror a partcular ucto b adutg th valu o th cocto ght bt lt. Cool ural tor ar adutd, or trad, o that a partcular put lad to a pcc targt output. hr, th tor adutd, bad o a coparo o th output ad th targt, utl th tor output atch th targt. pcall a uch put/targt par ar ud, th uprvd larg, to tra a tor. Batch trag o a tor procd b ag ght ad ba chag bad o a tr t batch o put vctor. Icrtal trag chag th ght ad ba o a tor a dd atr prtato o ach dvdual put vctor. Icrtal trag ot rrrd to a o l or adaptv trag. ural tor hav b trad to pror copl ucto varou ld o applcato cludg pattr rcogto, dtcato, clacato, pch, vo ad cotrol t. oda ural tor ca b trad to olv probl that ar dcult or covtoal coputr or hua bg grg, acal ad othr practcal applcato. Suprvg trag o ural tor

2 uro th vctor put ar o uro Multpl lar o uro

3 Spl uro Modl uro AD th uro th lar ha put hr or,...,. [,..., ], tor Archtctur Multpl ar o uro Codrd ultpl-lar ural tor ha: lar th uro,,...,, ach lar dotd a put u [ u,..., u ],,... ; output. AD,,..., ; Bacpropagato Algorth h plt pltato o bacpropagato larg updat th tor ght ad ba th drcto hch th prorac ucto dcra ot rapdl - th gatv o th gradt. hr ar to drt a hch th gradt dct algorth ca b pltd: crtal od ad batch od. I th crtal od, th gradt coputd ad th ght ar updatd atr ach put appld to th tor. I th batch od all o th put ar appld to th tor bor th ght ar updatd.

4 t otc that put o uro ollog a Wght vctor o uro AD ar coctd th output o u, AD : hr ot calld ba.,...,..., ] [,...,,,,...., th lar Output o AD ca d a: hr: rar ucto actvato ucto ca b tpcall, or apl:, u > a tp ucto hard-lt ucto: t ;, u a lar ucto: t t ; a god upolar ucto: t u t βt ; t t tg h t t a god bpolar ucto: b β u. t otc that a upolar god ucto drtat-abl ad cotou: du t β u t u t. dt t otc that output ro lat lar uro:,,..., ar output ro tor. W ca copar th th pattr output: d, d,..., d ad gt rror d,,..., W ca orulat global rror a u o rror quar. W ca adut th valu o th cocto ght bt lt ug gradt dct algorth

5 η hr > η dot valu o corrcto tp. W hav. t o Ad η h thod o drv blog to th lar. For output lat lar hav: d For othr lar hav W ca d rror th lar or th uro,,..., Ad gt:. O o ot o odcato o bacpropagato algorth cot addg tra tr otu tr a α η hr, α.

6 { } X ;.. a { }; { a } a vbrg-marquardt Algorth { l }; l.. { }, ;, a, a Z a a ε a ; Z p ;.., a..,.. p,,,3,... a a a, a,, a, b a a { Z } p b Z, { b } c c Z ε b, { } b b c Z Z Z ; Z Z λ I Z d d S ; X { }; { } d X d X > Bcau S d X d X d ; d S d d X X X X X X S d ; X X ; d X X X

7 Rrc Stała Oo: Sc uroo, Oca Wdacza Poltch Warza, Warzaa,. Stała Oo: Sc uroo ucu algortcz, W, Warzaa, 996. D. Rutoa, M. Pl,. Ruto: Sc uroo, algort gtcz t rozt, PW, Warzaa, 997. Duch W., Korbcz J., Ruto., aducz R.: Bocbrta ra Bodcza, Sc uroo, to 6, Aadca Oca Wdacza Et, Warzaa. Hto G.E. : Coputato b ural tor, atur Arca, vol. 3, p.97. Ptrucha U., Brau R.W. 999: Ug Grog RBF-t Rubbr Idutr Proc Cotrol, ural Coputg & Applcato, 8, Baratt R., Caa B., Fa A., Plo F. : Autoatd Rcurrt ural tor Dg to Modl th Dac o Copl St, ural Coputg & Applcato, 9, 9-. Rao M. Srva J. : oroal Vbrato o Pr-td Blad ug Artcal ural cholog, Egrg th Coputr, 6: -5. abot G. : ural tor rcotructo o lud lo ro tracr-partcl dplact, Eprt Flud, 3:

Finite Dimensional Vector Spaces.

Finite Dimensional Vector Spaces. Lctur 5. Ft Dmsoal Vctor Spacs. To b rad to th musc of th group Spac by D.Maruay DEFINITION OF A LINEAR SPACE Dfto: a vctor spac s a st R togthr wth a oprato calld vctor addto ad aothr oprato calld scalar

More information

Learning & Development

Learning & Development Larg & Dvlopmt Offrg ad Proc Updat Octobr 29th, 2012 Roara Torra, L&D Global Soluto Archtct Copyrght 2012 E. I. du Pot d Nmour ad Compay. All rght rrvd. Th DuPot Oval Logo, DuPot, Th mracl of cc ad all

More information

1.- L a m e j o r o p c ió n e s c l o na r e l d i s co ( s e e x p li c a r á d es p u é s ).

1.- L a m e j o r o p c ió n e s c l o na r e l d i s co ( s e e x p li c a r á d es p u é s ). PROCEDIMIENTO DE RECUPERACION Y COPIAS DE SEGURIDAD DEL CORTAFUEGOS LINUX P ar a p od e r re c u p e ra r nu e s t r o c o rt a f u e go s an t e un d es a s t r e ( r ot u r a d e l di s c o o d e l a

More information

CHAPTER 4c. ROOTS OF EQUATIONS

CHAPTER 4c. ROOTS OF EQUATIONS CHAPTER c. ROOTS OF EQUATIONS A. J. Clark School o Enginring Dpartmnt o Civil and Environmntal Enginring by Dr. Ibrahim A. Aakka Spring 00 ENCE 03 - Computation Mthod in Civil Enginring II Dpartmnt o Civil

More information

stichting mathematisch centrum

stichting mathematisch centrum chg hch cu AFDLING INFORMATICA W 52/75 NOVMBR L.G.L.T. MRTNS & J. C. VAN VLIT RPAIRING TH PARNTHSIS SKLTON OF ALGOL 68 PROGRAMS: PROOF OF CORRCTNSS P u b c 2 bhv 49 d 3 LI 0 T}:;. f 4 A T H M ). T ;. f.

More information

NEURAL DATA ENVELOPMENT ANALYSIS: A SIMULATION

NEURAL DATA ENVELOPMENT ANALYSIS: A SIMULATION Itratoal Joural f Idustral grg v... 4-4 4 NURAL ATA NVLPMNT ANALYSIS: A SIMULATIN Luz Bod Nto Marcos Prra stllta Ls la Goçalvs Goms João Carlos Corra Batsta Soars d Mllo 3 Fabao S. lvra. d g. ltrôca Tlcomucaçõs

More information

P R O C E S S O L I C I T A T Ó R I O n º. 0 033/ 2013. E D I T A L D E P R E G Ã O P R E S E N C I A L n º. 0010/ 2 0 1 3

P R O C E S S O L I C I T A T Ó R I O n º. 0 033/ 2013. E D I T A L D E P R E G Ã O P R E S E N C I A L n º. 0010/ 2 0 1 3 P R O C E S S O L I C I T A T Ó R I O n º. 0 033/ 2013 E D I T A L D E P R E G Ã O P R E S E N C I A L n º. 0010/ 2 0 1 3 1 P R E Â M B U L O 1. 1 O M u n i c í p i o d e L a j e a d o G r a n d e / S

More information

BASIC DEFINITIONS AND TERMINOLOGY OF SOILS

BASIC DEFINITIONS AND TERMINOLOGY OF SOILS 1 BASIC DEFINITIONS AND TERMINOLOGY OF SOILS Soil i a thr pha atrial hich coit of olid particl hich ak up th oil klto ad void hich ay b full of atr if th oil i aturatd, ay b full of air if th oil i dry,

More information

1. Online Event Registration 2. Event Marketing 3. Automated Event Progress Reports 4. Web based Point of Sale Terminal 5. Email Marketing System

1. Online Event Registration 2. Event Marketing 3. Automated Event Progress Reports 4. Web based Point of Sale Terminal 5. Email Marketing System 2 t v E S d Ivit 3 M o it o r ro la 1 r g 1 Oli Evt Rgitratio 2 Evt Marktig 3 Automatd Evt rogr Rport 4 Wb bad oit of Sal Trmial 5 Email Marktig Sytm ag 1 of 6 Copyright 2004-2011 myvillag oli Evt Maagmt

More information

The Matrix Exponential

The Matrix Exponential Th Matrix Exponntial (with xrciss) 92.222 - Linar Algbra II - Spring 2006 by D. Klain prliminary vrsion Corrctions and commnts ar wlcom! Th Matrix Exponntial For ach n n complx matrix A, dfin th xponntial

More information

Comparing plans is now simple with metal plans. What Does it Mean to Have a 6-Tier Pharmacy Plan? Tie. Individual Health Insurance

Comparing plans is now simple with metal plans. What Does it Mean to Have a 6-Tier Pharmacy Plan? Tie. Individual Health Insurance Compg p ow mp wth mt p Iu p py 0% 0% Iu p py T T T T T T 0% t to M G - No G B No B Iu p py 0% Iu p py Iu Hth Iu Mt p po you wth ho. Th m wth mt p th ptg you p w gy py o. 0% A Hth O tm. Cot. Cg o you. Wh

More information

Section 7.4: Exponential Growth and Decay

Section 7.4: Exponential Growth and Decay 1 Sction 7.4: Exponntial Growth and Dcay Practic HW from Stwart Txtbook (not to hand in) p. 532 # 1-17 odd In th nxt two ction, w xamin how population growth can b modld uing diffrntial quation. W tart

More information

A Note on Approximating. the Normal Distribution Function

A Note on Approximating. the Normal Distribution Function Applid Mathmatical Scincs, Vol, 00, no 9, 45-49 A Not on Approimating th Normal Distribution Function K M Aludaat and M T Alodat Dpartmnt of Statistics Yarmouk Univrsity, Jordan Aludaatkm@hotmailcom and

More information

Math 22B, Homework #8 1. y 5y + 6y = 2e t

Math 22B, Homework #8 1. y 5y + 6y = 2e t Math 22B, Homework #8 3.7 Problem # We find a particular olution of the ODE y 5y + 6y 2e t uing the method of variation of parameter and then verify the olution uing the method of undetermined coefficient.

More information

JCUT-3030/6090/1212/1218/1325/1530

JCUT-3030/6090/1212/1218/1325/1530 JCUT CNC ROUTER/CNC WOODWORKING MACHINE JCUT-3030/6090/1212/1218/1325/1530 RZNC-0501 Users Guide Chapter I Characteristic 1. Totally independent from PC platform; 2. Directly read files from U Disk; 3.

More information

REFINED CALCULATION AND SIMULATION SYSTEM OF LOCAL LARGE DEFORMATION FOR ACCIDENT VEHICLE

REFINED CALCULATION AND SIMULATION SYSTEM OF LOCAL LARGE DEFORMATION FOR ACCIDENT VEHICLE 2 3 4 5 6 7 8 9 0 2 3 4 5 6 7 8 9 20 2 22 23 24 25 26 27 28 29 30 3 32 33 34 35 36 37 38 39 40 4 42 43 44 REFINED CALCULATION AND SIMULATION SYSTEM OF LOCAL LARGE DEFORMATION FOR ACCIDENT VEHICLE WagFag

More information

Campus Sustainability Assessment and Related Literature

Campus Sustainability Assessment and Related Literature Campus Sustainability Assessment and Related Literature An Annotated Bibliography and Resource Guide Andrew Nixon February 2002 Campus Sustainability Assessment Review Project Telephone: (616) 387-5626

More information

Vector Network Analyzer

Vector Network Analyzer Cours on Microwav Masurmnts Vctor Ntwork Analyzr Prof. Luca Prrgrini Dpt. of Elctrical, Computr and Biomdical Enginring Univrsity of Pavia -mail: luca.prrgrini@unipv.it wb: microwav.unipv.it Microwav Masurmnts

More information

1 D e r 1. S c h u l t a g M a l e a u s. S c h re i b e d e i n e n N a m e n u n t e r e i n K i n d. 1 2 D a s b i n i c h M a l e d i c h s e l b e r. 2 3 F re u n d e M a l e d i c h u n d d e i n

More information

ci-il => -8 =-9+3Vg =) 3Vs= -*... Vg't ft-s vft.4 ln.^$ ger - Lxln SxL+ Ln-6 = Lr-Z+ 3V6 2Vn = -tf

ci-il => -8 =-9+3Vg =) 3Vs= -*... Vg't ft-s vft.4 ln.^$ ger - Lxln SxL+ Ln-6 = Lr-Z+ 3V6 2Vn = -tf Ht MftY 2ot3 rneenfrrtonr\l 1. Two particles I and B, of mass 2 kg and 3 kg respectively, are moving towards each other in opposite directions along the same straight line on a smooth horizontal surface.

More information

V e r d e s I s t v á n a l e z r e d e s V Á L T O Z Á S O K. F E L A D A T O K. GONDOK A S O R K A TO N A I

V e r d e s I s t v á n a l e z r e d e s V Á L T O Z Á S O K. F E L A D A T O K. GONDOK A S O R K A TO N A I V e r d e s I s t v á n a l e z r e d e s V Á L T O Z Á S O K. F E L A D A T O K. GONDOK A S O R K A TO N A I A L A P K IK É P Z É S B E N F Ő IS K O L Á N K O N C T A N U L M Á N Y > N a p j a i n k b

More information

Dept. of Materials Science and Engineering. Problem Set 8 Solutions

Dept. of Materials Science and Engineering. Problem Set 8 Solutions MSE 30/ECE 30 Elctrical Prortis Of Matrials Dt. of Matrials Scinc and Enginring Fall 0/Bill Knowlton Problm St 8 Solutions. Using th rlationshi of n i n i i that is a function of E g, rcrat th lot shown

More information

LED CFL Series. High Intensity Retrofit LED Lighting SOLUTIONS LED. Document Version 2.1

LED CFL Series. High Intensity Retrofit LED Lighting SOLUTIONS LED. Document Version 2.1 LED CFL Series High Intensity Retrofit LED Lighting Document Version 2.1 Specification - 9 Watt CFL Replacement Ideal replacements for fluorescent PL lamps in applications: 9 Watt CFL Replacement Real

More information

ZOZ 213 VAS 452002-2012-06

ZOZ 213 VAS 452002-2012-06 Surface C Pochte d Reinigung Oppervlak Salvita D ZOZ 213 B C VAS 452002-2012-06 1 2 A max 10 mm A A 2 VELUX 3 VELUX ENGLISH: Installation instructions for solar powered roller shutter DEUTSCH: Montageanleitung

More information

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

More information

A n d r e w S P o m e r a n tz, M D

A n d r e w S P o m e r a n tz, M D T e le h e a lth in V A : B r in g in g h e a lth c a r e to th e u n d e r s e r v e d in c lin ic a n d h o m e A n d r e w S P o m e r a n tz, M D N a tio n a l M e n ta l H e a lth D ir e c to r f

More information

RC (Resistor-Capacitor) Circuits. AP Physics C

RC (Resistor-Capacitor) Circuits. AP Physics C (Rsisr-Capacir Circuis AP Physics C Circui Iniial Cndiins An circui is n whr yu hav a capacir and rsisr in h sam circui. Supps w hav h fllwing circui: Iniially, h capacir is UNCHARGED ( = 0 and h currn

More information

Domain Antivirals tested Test methods for phenotype References. Aciclovir (ACV), Foscarnet (FOS) ACV, FOS ACV,

Domain Antivirals tested Test methods for phenotype References. Aciclovir (ACV), Foscarnet (FOS) ACV, FOS ACV, Sauerbrei A, Bohn-Wippert K, Kaspar M, Krumbholz A, Karrasch M, Zell R. 2015. Database on natural polymorphisms and resistance-related non-synonymous mutations in thymidine kinase and DNA polymerase genes

More information

Unit 16 : Software Development Standards O b jec t ive T o p r o v id e a gu ide on ho w t o ac h iev e so f t wa r e p r o cess improvement through the use of software and systems engineering standards.

More information

Chart 1: Macroeconomic Indicators Macedonia

Chart 1: Macroeconomic Indicators Macedonia Fakultät für Wirtschaftsw L ehrstuhl für I nternatio nale Wirtschaftsb ez iehung en P ro f. D r. H o rst B rez inski The P er s p ec t i v es o f E U A c c es s i o n o f t he F o r m er Y u g o s l a

More information

SCHOOL PESTICIDE SAFETY AN D IN TEG R ATED PEST M AN AG EM EN T Statutes put into law by the Louisiana Department of Agriculture & Forestry to ensure the safety and well-being of children and school personnel

More information

Victims Compensation Claim Status of All Pending Claims and Claims Decided Within the Last Three Years

Victims Compensation Claim Status of All Pending Claims and Claims Decided Within the Last Three Years Claim#:021914-174 Initials: J.T. Last4SSN: 6996 DOB: 5/3/1970 Crime Date: 4/30/2013 Status: Claim is currently under review. Decision expected within 7 days Claim#:041715-334 Initials: M.S. Last4SSN: 2957

More information

Projections - 3D Viewing. Overview Lecture 4. Projection - 3D viewing. Projections. Projections Parallel Perspective

Projections - 3D Viewing. Overview Lecture 4. Projection - 3D viewing. Projections. Projections Parallel Perspective Ovrviw Lctur 4 Projctions - 3D Viwing Projctions Paralll Prspctiv 3D Viw Volum 3D Viwing Transformation Camra Modl - Assignmnt 2 OFF fils 3D mor compl than 2D On mor dimnsion Displa dvic still 2D Analog

More information

5.4 Exponential Functions: Differentiation and Integration TOOTLIFTST:

5.4 Exponential Functions: Differentiation and Integration TOOTLIFTST: .4 Eponntial Functions: Diffrntiation an Intgration TOOTLIFTST: Eponntial functions ar of th form f ( ) Ab. W will, in this sction, look at a spcific typ of ponntial function whr th bas, b, is.78.... This

More information

Intralogistics Solutions Little space. Plenty of room. - Innovative packaging producer relies on the combination of planning know-how and modern

Intralogistics Solutions Little space. Plenty of room. - Innovative packaging producer relies on the combination of planning know-how and modern Intralogistics Solutions Little space. Plenty of room. - Innovative packaging producer relies on the combination of planning know-how and modern technology for efficient logistics. Philipp Hoops, Rhea

More information

W Regional Cooperation in the Field of A u tom otiv e E ngineering in S ty ria Dr. Peter Riedler 2 9.1 1.2 0 1 1 i e n GmbH Graz B u s ines s S trategy S ty ria 2 0 2 0 H is tory 1 9 9 4 1 9 9 5 1 9 9

More information

New Basis Functions. Section 8. Complex Fourier Series

New Basis Functions. Section 8. Complex Fourier Series Nw Basis Functions Sction 8 Complx Fourir Sris Th complx Fourir sris is prsntd first with priod 2, thn with gnral priod. Th connction with th ral-valud Fourir sris is xplaind and formula ar givn for convrting

More information

Non-Homogeneous Systems, Euler s Method, and Exponential Matrix

Non-Homogeneous Systems, Euler s Method, and Exponential Matrix Non-Homognous Systms, Eulr s Mthod, and Exponntial Matrix W carry on nonhomognous first-ordr linar systm of diffrntial quations. W will show how Eulr s mthod gnralizs to systms, giving us a numrical approach

More information

Network dimensioning for elastic traffic based on flow-level QoS

Network dimensioning for elastic traffic based on flow-level QoS Network dmesog for elastc traffc based o flow-level QoS 1(10) Network dmesog for elastc traffc based o flow-level QoS Pas Lassla ad Jorma Vrtamo Networkg Laboratory Helsk Uversty of Techology Itroducto

More information

G S e r v i c i o C i s c o S m a r t C a r e u ي a d e l L a b o r a t o r i o d e D e m o s t r a c i n R ل p i d a V e r s i n d e l S e r v i c i o C i s c o S m a r t C a r e : 1 4 ع l t i m a A c

More information

Foreign Exchange Markets and Exchange Rates

Foreign Exchange Markets and Exchange Rates Microconomics Topic 1: Explain why xchang rats indicat th pric of intrnational currncis and how xchang rats ar dtrmind by supply and dmand for currncis in intrnational markts. Rfrnc: Grgory Mankiw s Principls

More information

Using Predictive Modeling to Reduce Claims Losses in Auto Physical Damage

Using Predictive Modeling to Reduce Claims Losses in Auto Physical Damage Using Predictive Modeling to Reduce Claims Losses in Auto Physical Damage CAS Loss Reserve Seminar 23 Session 3 Private Passenger Automobile Insurance Frank Cacchione Carlos Ariza September 8, 23 Today

More information

by John Donald, Lecturer, School of Accounting, Economics and Finance, Deakin University, Australia

by John Donald, Lecturer, School of Accounting, Economics and Finance, Deakin University, Australia Studnt Nots Cost Volum Profit Analysis by John Donald, Lcturr, School of Accounting, Economics and Financ, Dakin Univrsity, Australia As mntiond in th last st of Studnt Nots, th ability to catgoris costs

More information

- - 1 Dr. Shulamit Levin, Analytical Consulting, Medtechnica

- - 1 Dr. Shulamit Levin, Analytical Consulting, Medtechnica Ion xchange Chromatography Chromatographic rocess BA Mobile phase tationary hase A Dr. hulamit Levin Medtechnica B Distribution: K = C s/cm B A lution through the Column Chromatogram Ion xchange Theory

More information

GENERAL UTILITIES TRANSPORTATION. MEADOW CREEK BUSINESS PARK Locust, Stanly County, North Carolina

GENERAL UTILITIES TRANSPORTATION. MEADOW CREEK BUSINESS PARK Locust, Stanly County, North Carolina MEADOW CREEK BUSINESS PARK Locust, Stanly County, North Carolina GENERAL Meadow Creek Business Park is a 165 acre fully served and developed existing industrial park. UTILITIES Electricity: Provided by

More information

i n g S e c u r it y 3 1B# ; u r w e b a p p li c a tio n s f r o m ha c ke r s w ith t his å ] í d : L : g u id e Scanned by CamScanner

i n g S e c u r it y 3 1B# ; u r w e b a p p li c a tio n s f r o m ha c ke r s w ith t his å ] í d : L : g u id e Scanned by CamScanner í d : r ' " B o m m 1 E x p e r i e n c e L : i i n g S e c u r it y. 1-1B# ; u r w e b a p p li c a tio n s f r o m ha c ke r s w ith t his g u id e å ] - ew i c h P e t e r M u la e n PACKT ' TAÞ$Æo

More information

Erfa rin g fra b y g g in g a v

Erfa rin g fra b y g g in g a v Erfa rin g fra b y g g in g a v m u ltim e d ia s y s te m e r Eirik M a u s e irik.m a u s @ n r.n o N R o g Im e d ia N o rs k R e g n e s e n tra l fo rs k n in g s in s titu tt in n e n a n v e n d

More information

H ig h L e v e l O v e r v iew. S te p h a n M a rt in. S e n io r S y s te m A rc h i te ct

H ig h L e v e l O v e r v iew. S te p h a n M a rt in. S e n io r S y s te m A rc h i te ct H ig h L e v e l O v e r v iew S te p h a n M a rt in S e n io r S y s te m A rc h i te ct OPEN XCHANGE Architecture Overview A ge nda D es ig n G o als A rc h i te ct u re O ve rv i ew S c a l a b ili

More information

CROSS REFERENCE. Cross Reference Index 110-122. Cast ID Number 110-111 Connector ID Number 111 Engine ID Number 112-122. 2015 Ford Motor Company 109

CROSS REFERENCE. Cross Reference Index 110-122. Cast ID Number 110-111 Connector ID Number 111 Engine ID Number 112-122. 2015 Ford Motor Company 109 CROSS REFERENCE Cross Reference Index 110-122 Cast ID Number 110-111 Connector ID Number 111 112-122 2015 Ford Motor Company 109 CROSS REFERENCE Cast ID Number Cast ID Ford Service # MC Part # Part Type

More information

Put the human back in Human Resources.

Put the human back in Human Resources. Put the human back in Human Resources A Co m p l et e Hu m a n Ca p i t a l Ma n a g em en t So l u t i o n t h a t em p o w er s HR p r o f essi o n a l s t o m eet t h ei r co r p o r a t e o b j ect

More information

SCO TT G LEA SO N D EM O Z G EB R E-

SCO TT G LEA SO N D EM O Z G EB R E- SCO TT G LEA SO N D EM O Z G EB R E- EG Z IA B H ER e d it o r s N ) LICA TIO N S A N D M ETH O D S t DVD N CLUDED C o n t e n Ls Pr e fa c e x v G l o b a l N a v i g a t i o n Sa t e llit e S y s t e

More information

Small-Signal Analysis of BJT Differential Pairs

Small-Signal Analysis of BJT Differential Pairs 5/11/011 Dfferental Moe Sall Sgnal Analyss of BJT Dff Par 1/1 SallSgnal Analyss of BJT Dfferental Pars Now lets conser the case where each nput of the fferental par conssts of an entcal D bas ter B, an

More information

PARTICULAR RELIABILITY CHARACTERISTICS OF TWO ELEMENT PARALLEL TECHNICAL (MECHATRONIC) SYSTEMS

PARTICULAR RELIABILITY CHARACTERISTICS OF TWO ELEMENT PARALLEL TECHNICAL (MECHATRONIC) SYSTEMS Maagm Sysms Produco Egrg No 3 7 pp 3 8 PARICULAR RELIABILIY CHARACERISICS O WO ELEMEN PARALLEL ECHNICAL MECHARONIC SYSEMS Zbgw MAUSZAK Marm Uvrsy o Szczc Absrac: h papr characrzs h basc dsrbuos o alur

More information

European Research Council

European Research Council ERC Starting Grant Outcome: Indicative statistics Reproduction is authorised provided the source ERC is acknowledged ERCEA/JH. ERC Starting Grant: call Submitted and selected proposals by domain Submitted

More information

Paper Technics Orientation Course in Papermaking 2009:

Paper Technics Orientation Course in Papermaking 2009: P P Otto Cou Pmkg 2009: g to mk u tt you ol o tgt P Wo ould ttd? Otto Cou Pmkg wll b of vlu to t followg gou of ol:- 1. P mll mloy, wo dl dtly wt t o of mkg d w to mov t udtdg of t o d t mll oto t bod

More information

C e r t ifie d Se c u r e W e b

C e r t ifie d Se c u r e W e b C r t ifi d S c u r W b Z r t ifizi r t Sic h r h it im W b 1 D l gat s N ic o las M ay n c o u r t, C EO, D r am lab T c h n o lo gi s A G M ar c -A n d r é B c k, C o n su lt an t, D r am lab T c h n

More information

Computational Neuroscience. Models of Synaptic Transmission and Plasticity. Prof. Dr. Michele GIUGLIANO 2036FBDBMW

Computational Neuroscience. Models of Synaptic Transmission and Plasticity. Prof. Dr. Michele GIUGLIANO 2036FBDBMW Computational Neuroscience 2036FBDBMW Master of Science in Computer Science (Scientific Computing) Master of Science in Biomedical Sciences (Neurosciences) Master of Science in Physics Prof. Dr. Michele

More information

Design rules for bridges in Eurocode 3

Design rules for bridges in Eurocode 3 Design rules for bridges in Eurocode 3 Gerhard Sedlacek Christian üller Survey of the Eurocodes EN 1991 EN 1990 Eurocode: Basis of Design EN 1992 to EN 1996 Eurocode 1: Actions on Structures Eurocode 2:

More information

I n la n d N a v ig a t io n a co n t r ib u t io n t o eco n o m y su st a i n a b i l i t y

I n la n d N a v ig a t io n a co n t r ib u t io n t o eco n o m y su st a i n a b i l i t y I n la n d N a v ig a t io n a co n t r ib u t io n t o eco n o m y su st a i n a b i l i t y and KB rl iak s iol mi a, hme t a ro cp hm a5 a 2k p0r0o 9f i,e ls hv oa nr t ds eu rmv oedye l o nf dae cr

More information

JAWAHARLAL NEHRU TECHNOLOGICAL UNIVERSITY HYDERABAD Kukatpally, Hyderabad 500 085, Andhra Pradesh (India)

JAWAHARLAL NEHRU TECHNOLOGICAL UNIVERSITY HYDERABAD Kukatpally, Hyderabad 500 085, Andhra Pradesh (India) Grams: TECHNOLOGY Phone: Off: +91 40 23156113 Fax: +91 40 23158668 E Mail: dejntuh@gmail.com Kukatpally, Hyderabad 500 085, Andhra Pradesh (India) Dr. M.CHANDRA SHEKAR M.Sc., Ph.D. Professor of Physics

More information

Department of Natural Resources

Department of Natural Resources Dpartt o Natura Rsourcs DIVISION OF AGRICULTURE Northr Rio Oic 1648 S. Cusha St. #201 Fairbas, Aasa 99701-6206 Mai: 907.328.190 Far to Schoo Cha Ectroic Appicatio Istructios 1. Pas i out th ctroic survy

More information

The entropy change in a bath coupled to a driven quantum system

The entropy change in a bath coupled to a driven quantum system KTH/CC Th top chag a bath copld to a dv atm tm Ek All ptmb 04 NOITA pogam Qatm Egg o tat ad vc ptmb 04 Ek All KTH & Aalto U KTH/CC Thmodamc mod tm kmoto 00 T 4m pn Th tm: O th whol wold a pat whch popl

More information

Foreign Trade, Devaluation and Elasticities: A Model Approach. prof. Ing. Jaroslav Husar, CSc. Mgr. ek. University of Economics, Bratislava

Foreign Trade, Devaluation and Elasticities: A Model Approach. prof. Ing. Jaroslav Husar, CSc. Mgr. ek. University of Economics, Bratislava Forign Trad, Dvaluation and Elaticiti: A Modl Approach prof. Ing. Jarolav Huar, CSc. Mgr.. Univrity of Econoic, Bratilava Introduction Fro th thory of th intrnational conoic it i nowwn that th pnditur-witching

More information

USI Master Policy Information

USI Master Policy Information Policy I.D. Gender A.B. (#327) M 86 United of Omaha $ 1,000,000.00 A.B. (#430) - (#436) M 86 Metlife $ 2,000,000.00 A.G. #1 (#371), (#610), (#624) M Conseco Life $ 3,125,000.00 10/Apr/10 A.G. #2 (#380),

More information

EP 2 455 926 A1 (19) (11) EP 2 455 926 A1 (12) EUROPEAN PATENT APPLICATION. (43) Date of publication: 23.05.2012 Bulletin 2012/21

EP 2 455 926 A1 (19) (11) EP 2 455 926 A1 (12) EUROPEAN PATENT APPLICATION. (43) Date of publication: 23.05.2012 Bulletin 2012/21 (19) (12) EUROPEAN PATENT APPLICATION (11) EP 2 4 926 A1 (43) Date of publication: 23.0.2012 Bulletin 2012/21 (21) Application number: 11190024.7 (1) Int Cl.: G08B 2/14 (2006.01) G08B 2/00 (2006.01) G0B

More information

Six Easy Steps to Reading

Six Easy Steps to Reading Phonics Six Easy Steps to Reading Third Edition Copyright 2013, 1995, 1993 Pensacola Christian College All rights reserved. Printed in U.S.A. 2013 No part of this publication may be reproduced or transmitted

More information

Part 3, Chapter 15 Appendix 15.10 MTS Surface Water Drainage Basis of Concept Design

Part 3, Chapter 15 Appendix 15.10 MTS Surface Water Drainage Basis of Concept Design t, Cpt Appx M f t Dg f Cpt Dg Y t Y - Dg - Itt ft t f t Dg - Dg Rpt R--CD- Rv Agt pt t t t pt tt qt f t It t t f t b p b pt pbt t t pt Jb b - Ov Ap & t t A H R f t tt Ut Kg wwwp Y t Y - Dg - Itt ft t

More information

EMERGING DISPLAY CUSTOMER ACCEPTANCE SPECIFICATIONS 16400(LED TYPES) EXAMINED BY : FILE NO. CAS-10068 ISSUE : JAN.19,2000 TOTAL PAGE : 7 APPROVED BY:

EMERGING DISPLAY CUSTOMER ACCEPTANCE SPECIFICATIONS 16400(LED TYPES) EXAMINED BY : FILE NO. CAS-10068 ISSUE : JAN.19,2000 TOTAL PAGE : 7 APPROVED BY: EXAMINED BY : FILE NO. CAS-10068 APPROVED BY: EMERGING DISPLAY TECHNOLOGIES CORPORATION ISSUE : JAN.19,2000 TOTAL PAGE : 7 VERSION : 3 CUSTOMER ACCEPTANCE SPECIFICATIONS MODEL NO. : 16400(LED TYPES) FOR

More information

Digital Data Transmission. Information Representation. Digital Data System. Components of Digital Communication. Performance Metrics

Digital Data Transmission. Information Representation. Digital Data System. Components of Digital Communication. Performance Metrics Digial Daa ramio C 457-Sprig 3 4/18-4/3 alog v. Digial alog igal Valu var coiuouly Digial igal Valu limid o a fii Biary igal Ha a mo valu Ud o rpr i valu Bi im dd o d 1 i Daa ra R1/ pr cod x x x 1 1 1

More information

HOMO ZAPPIENS! THE BIRTH OF HOMO ZAPPIENS L E A R N I N G I N A N E T W O R K E D A G E I T S I M PA C T O N 2 1 S T C E N T U R Y L E A R N I N G

HOMO ZAPPIENS! THE BIRTH OF HOMO ZAPPIENS L E A R N I N G I N A N E T W O R K E D A G E I T S I M PA C T O N 2 1 S T C E N T U R Y L E A R N I N G HOMO ZAPPIENS! THE BIRTH OF L E A R N I N G I N A N E T W O R K E D A G E HOMO ZAPPIENS I T S I M PA C T O N 2 1 S T C E N T U R Y L E A R N I N G D E V I C E S G I V I N G C O N T R O L O F I N F O R

More information

P r o f. d r. W. G u e d e n s L i c. M. R e y n d e r s D 2 Chemie o e l s t e l l i n g B e pal i n g v an d e c o n c e n t r at i e z u u r i n w i t t e w i j n d o o r u i t v o e r i n g v an e

More information

Title (fr) SOURCE IONIQUE INTERNE DOUBLE POUR PRODUCTION DE FAISCEAU DE PARTICULES AVEC UN CYCLOTRON

Title (fr) SOURCE IONIQUE INTERNE DOUBLE POUR PRODUCTION DE FAISCEAU DE PARTICULES AVEC UN CYCLOTRON Title (en) A TWIN INTERNAL ION SOURCE FOR PARTICLE BEAM PRODUCTION WITH A CYCLOTRON Title (de) DOPPELTE INTERNE IONENQUELLE FÜR PARTIKELSTRAHLHERSTELLUNG MIT EINEM ZYKLOTRON Title (fr) SOURCE IONIQUE INTERNE

More information

/* ------------------------------------------------------------------------------------

/* ------------------------------------------------------------------------------------ Pr o g r a m v a r e fo r tr a fik k b e r e g n in g e r b a s e r t p å b a s is k u r v e m e to d e n n M a tr ix * x M a tr ix E s ta lp h a B e ta ; n M a tr ix * z M a tr ix ; g e n M a tr ix X

More information

The Casino Experience

The Casino Experience Th Casino Expin with Mahi s authnti Indian uisin Lt us nttain you Th Casino Expin 10 Th Staight Flush Expin 20 p ps If you looking fo a gat night out, a Casino Expin patnd This is a gat intoduti to gaing

More information

EMERGING DISPLAY CUSTOMER ACCEPTANCE SPECIFICATIONS 20400 (LED TYPES) EXAMINED BY : FILE NO. CAS-10184 ISSUE : DEC.01,1999 TOTAL PAGE : 7 APPROVED BY:

EMERGING DISPLAY CUSTOMER ACCEPTANCE SPECIFICATIONS 20400 (LED TYPES) EXAMINED BY : FILE NO. CAS-10184 ISSUE : DEC.01,1999 TOTAL PAGE : 7 APPROVED BY: EXAMINED BY : FILE NO. CAS-10184 APPROVED BY: EMERGING DISPLAY TECHNOLOGIES CORPORATION ISSUE : DEC.01,1999 TOTAL PAGE : 7 VERSION : 2 CUSTOMER ACCEPTANCE SPECIFICATIONS MODEL NO. : 20400 (LED TYPES) FOR

More information

Probability, Statistics, and Reliability for Engineers and Scientists MULTIPLE RANDOM VARIABLES

Probability, Statistics, and Reliability for Engineers and Scientists MULTIPLE RANDOM VARIABLES CHAPTR Probablt, Statstcs, ad Relablt or geers ad Scetsts MULTIPL RANDOM VARIABLS Secod dto A. J. Clark School o geerg Departmet o Cvl ad vrometal geerg 6b Probablt ad Statstcs or Cvl geers Departmet o

More information

CREATE SHAPE VISUALIZE

CREATE SHAPE VISUALIZE SHAPE VISUALIZE B I M E q u i t y BIM Workflow Guide SHAPE VISUALIZE Introduction We o e to t e r t ook i t e BIM Workflow erie I t e o owi ter we wi o er e eryt i eeded or you to ter t e i o re ti i d

More information

plaque reduction assay, modified dye uptake assay including formazan test, dye uptake assay

plaque reduction assay, modified dye uptake assay including formazan test, dye uptake assay Sauerbrei A, Bohn-Wippert K, Kaspar M, Krumbholz A, Karrasch M, Zell R. 2015. Database on natural polymorphisms and resistance-related non-synonymous mutations in thymidine kinase and DNA polymerase genes

More information

B rn m e d s rlig e b e h o v... 3 k o n o m i... 6. S s k e n d e tils k u d o g k o n o m is k frip la d s... 7 F o r ld re b e ta lin g...

B rn m e d s rlig e b e h o v... 3 k o n o m i... 6. S s k e n d e tils k u d o g k o n o m is k frip la d s... 7 F o r ld re b e ta lin g... V e lf rd s s e k re ta ria te t S a g s n r. 1 4 3 4 1 5 B re v id. 9 9 3 9 7 4 R e f. S O T H D ir. tlf. 4 6 3 1 4 0 0 9 s o fie t@ ro s k ild e.d k G o d k e n d e ls e s k rite rie r fo r p riv a tin

More information

4 Convolution. Solutions to Recommended Problems

4 Convolution. Solutions to Recommended Problems 4 Convolution Solutions to Recommended Problems S4.1 The given input in Figure S4.1-1 can be expressed as linear combinations of xi[n], x 2 [n], X 3 [n]. x,[ n] 0 2 Figure S4.1-1 (a) x 4[n] = 2x 1 [n]

More information

Data Center end users for 40G/100G and market dy nami c s for 40G/100G on S M F Adam Carter Ci s c o 1 W Now that 40GbE is part of the IEEE 802.3ba there will be a wid er array of applic ation s that will

More information

Vehicle Identification Numbering System 00.03

Vehicle Identification Numbering System 00.03 Vehicle Identification Numbering System 00.03 IMPORTANT: See Subject 050 for the vehicle identification numbering system for vehicles built before May 1, 2000. Federal Motor Vehicle Safety Standard 115

More information

Cumulative effects of idalopirdine, a 5-HT 6 antagonist in advanced development for the treatment of mild and moderate Alzheimer s disease

Cumulative effects of idalopirdine, a 5-HT 6 antagonist in advanced development for the treatment of mild and moderate Alzheimer s disease Cumulativ ffct of idalopirdin, a 5-HT 6 antagonit in advancd dvlopmnt for th tratmnt of mild and modrat Alzhimr dia Congrè National d unité d oin, d évaluation t d pri n charg Alzhimr (USPLAZ) productio

More information

Licensed to TAP - AIR PORTUGAL,. Printed from JeppView disc 16-03.

Licensed to TAP - AIR PORTUGAL,. Printed from JeppView disc 16-03. Licensed to TP - IR PORTUGL,. Printed from JeppView disc 16-03. TRNS LEVEL: Y T TRNS LT: 31 MR 00.SI. 10-3, RZIL OT, LOL, SELO EPRTURES This SI requires take-off minimums of: eiling 500', Visibility 1600m

More information

Equations for Inventory Management

Equations for Inventory Management Equations for Inventory Management Chapter 1 Stocks and inventories Empirical observation for the amount of stock held in a number of locations: N 2 AS(N 2 ) = AS(N 1 ) N 1 where: N 2 = number of planned

More information

Chapter 4. Field-Effect Transistors. Metal-oxide semiconductor field effect transistor (MOSFET) and Junction field-effect transistor (JFET)

Chapter 4. Field-Effect Transistors. Metal-oxide semiconductor field effect transistor (MOSFET) and Junction field-effect transistor (JFET) Chapter 4 Feld-Effect Trasstors Metal-oxde semcoductor feld effect trasstor (MOFET ad Jucto feld-effect trasstor (JFET 4.1 Characterstcs of the MO capactor MO capactor s essetal to MO trasstor operato

More information

«С e n tra l- A s ia n E le c tric - P o w e r C o rp o ra tio n», JS C

«С e n tra l- A s ia n E le c tric - P o w e r C o rp o ra tio n», JS C J o in t - s t o c k c o m p C E N T R A L - A S IA N E L E C T R IC P O W a n y E R C O R P O R A T IO N I n t e r n a l A u d i t P O L IC Y o f J o in t - S t o c k C o m p a n y C E N T R A L - A S

More information

Chapter 9 Computer Design Basics!

Chapter 9 Computer Design Basics! Logic and Computer Design Fundamentals Chapter 9 Computer Design Basics! Part 2 A Simple Computer! Charles Kime & Thomas Kaminski 2008 Pearson Education, Inc. (Hyperlinks are active in View Show mode)

More information

Sample Problems Chapter 9

Sample Problems Chapter 9 Sample roblem Chapter 9 Title: referred tock (olve for value) 1. Timele Corporation iued preferred tock with a par value of $7. The tock promied to pay an annual dividend equal to 19.% of the par value.

More information

T c k D E GR EN S. R a p p o r t M o d u le Aa n g e m a a k t o p 19 /09 /2007 o m 09 :29 u u r BJB 06 013-0009 0 M /V. ja a r.

T c k D E GR EN S. R a p p o r t M o d u le Aa n g e m a a k t o p 19 /09 /2007 o m 09 :29 u u r BJB 06 013-0009 0 M /V. ja a r. D a t a b a n k m r in g R a p p o r t M Aa n g e m a a k t o p 19 /09 /2007 o m 09 :29 u u r I d e n t if ic a t ie v a n d e m S e c t o r BJB V o lg n r. 06 013-0009 0 V o o r z ie n in g N ie u w la

More information

ON THE K-WINNERS-TAKE-ALL NETWORK

ON THE K-WINNERS-TAKE-ALL NETWORK 634 ON THE K-WINNERS-TAKE-ALL NETWORK E. Majani Jet Propulsion Laboratory California Institute of Technology R. Erlanson, Y. Abu-Mostafa Department of Electrical Engineering California Institute of Technology

More information

Quality of (Mobile & Fixed) Network & Services reporting for Quarter 1.2. 3. 4 2013

Quality of (Mobile & Fixed) Network & Services reporting for Quarter 1.2. 3. 4 2013 Quality of (Mobile & Fixed) Network & Services reporting for Quarter 1.2. 3. 4 2013 Background The Technical Quality of Service (QoS) & Key Performance Indicators (KPIs) Regulations forms part of the regulations

More information

CONTAINER TERMINAL MANUAL

CONTAINER TERMINAL MANUAL COTAIR TRIAL AUAL 89001 IPORTAT! Please read this manual carefully before unpacking the crane and using it for the first time. You will see the crane has many features, but there are a few things you should

More information

w ith In fla m m a to r y B o w e l D ise a se. G a s tro in te s tin a l C lin ic, 2-8 -2, K a s h iw a z a, A g e o C ity, S a ita m a 3 6 2 -

w ith In fla m m a to r y B o w e l D ise a se. G a s tro in te s tin a l C lin ic, 2-8 -2, K a s h iw a z a, A g e o C ity, S a ita m a 3 6 2 - E ffic a c y o f S e le c tiv e M y e lo id L in e a g e L e u c o c y te D e p le tio n in P y o d e r m a G a n g re n o su m a n d P so r ia sis A sso c ia te d w ith In fla m m a to r y B o w e l D

More information

997 MUST be sent to Safeway to confirm receipt of 824 transmission. This is unrelated to EDI syntax errors as reported on 997.

997 MUST be sent to Safeway to confirm receipt of 824 transmission. This is unrelated to EDI syntax errors as reported on 997. This document defines Safeway Inc. s guidelines of EDI Transaction Set 824, Application Advice, VICS Version 004010. It does not vary from the X12/UCS/VICS standards. Only segments and elements that are

More information