About this lecture. Representation of Graph Adjacency List, Adjacency Matrix. Breadth First Search
|
|
- Ambrose Stafford
- 5 years ago
- Views:
Transcription
1 Abo hi lece Repeenaion of Gaph Adjacenc Li, Adjacenc Mai Beadh Fi Seach 2
2 Gaph ndieced dieced 3
3 Adjacenc Li () Fo each ee, oe i neighbo in a linked li ee neighbo 4
4 Adjacenc Li (2) Fo each ee, oe i neighbo in a linked li ee neighbo 5
5 Adjacenc Li (3) Le G =(V, E) beaninpgaph Uing Adjacenc Li epeenaion : Space : O( V + E ) Ecellen hen E imall Ea o li all neighbo of a ee Take O( V ) ime o check if a ee ianeighboofaee can alo epeen eighed gaph 6
6 7 Adjacenc Mai () Ue a V V maia ch ha A(,) = if (,) ianedge A(,) = oheie
7 8 Adjacenc Mai (2) Ue a V V maia ch ha A(,) = if (,) ianedge A(,) = oheie
8 Adjacenc Mai (3) Le G =(V, E) beaninpgaph Uing Adjacenc Mai epeenaion : Space : O( V 2 ) Bad hen E imall O() ime o check if a ee i a neighbo of a ee ( V ) ime o li all neighbo can alo epeen eighed gaph 9
9 Tanpoe of a Mai Le A be an n m mai Definiion: The anpoe of A, denoed b A T,ian m n mai ch ha A T (,) =A (,) fo ee, If A i an adjacenc mai of an ndieced gaph, hen A = A T
10 Beadh Fi Seach (BFS) A imple algoihm o find all eice eachable fom a paicla ee i called oce ee Idea: Eploe eice in ond A Rond k, ii all eice hoe hoe diance (#edge) fom i k- Alo, dicoe all eice hoe hoe diance fom i k
11 The BFS Algoihm. Mak a dicoeed in Rond 2. Fo Rond k =,2,3,, Fo (each dicoeed in Rond k-) { Mak a iied ; Vii each neighbo of ; If ( no iied and no dicoeed) Mak a dicoeed in Rond k ; } Sop if no eice ee dicoeed in Rond k- 2
12 Eample ( =oce)?? iied (? =dicoeime) dicoeed (? =dicoeime) diecion of edge hen ne node i dicoeed 3
13 Eample ( =oce) ?? iied (? =dicoeime) dicoeed (? =dicoeime) diecion of edge hen ne node i dicoeed 4
14 Eample ( =oce) ?? iied (? =dicoeime) dicoeed (? =dicoeime) diecion of edge hen ne node i dicoeed 5
15 Eample ( =oce) Done hen no ne node i dicoeed The dieced edge fom aeehaconainall node eachable fom 4 Called BFS ee of 6
16 Coecne The coecne of BFS follo fom he folloing heoem : Theoem: A ee i dicoeed in Rond k if and onl if hoe diance of fom oce i k Poof: B indcion 7
17 Pefomance BFS algoihm i eail done if e e an O( V )-ize aa o oe dicoeed/iied infomaion a epaae li fo each ond o oe he eice dicoeed in ha ond Since no ee i dicoeed ice, and each edge i iied a mo ice (h?) Toal ime: O( V + E ) Toal pace: O( V + E ) 8
18 Pefomance (2) Inead of ing a epaae li fo each ond, e can e a common qee When a ee i dicoeed, e p i a he end of he qee To pick a ee o ii in Sep 2, e pick he one a he fon of he qee Done hen no ee i in he qee No impoemen in ime/pace B algoihm i implified Qeion: Can o poe he coecne of ing qee? 9
19 Deph Fi Seach (DFS) An alenaie algoihm o find all eice eachable fom a paicla oce ee Idea: Eploe a banch a fa a poible befoe eploing anohe banch Eail done b ecion o ack 3
20 The DFS Algoihm DFS() { Mak a dicoeed ; hile ( ha niied neighbo ) DFS(); Mak a finihed ; } The hile-loop eploe a banch a fa a poible befoe he ne banch 4
21 Eample ( =oce) finihed dicoeed diecion of edge hen ne node i dicoeed 5
22 Eample ( =oce) finihed dicoeed diecion of edge hen ne node i dicoeed 6
23 Eample ( =oce) finihed dicoeed diecion of edge hen ne node i dicoeed 7
24 Eample ( =oce) finihed dicoeed diecion of edge hen ne node i dicoeed 8
25 Eample ( =oce) finihed dicoeed diecion of edge hen ne node i dicoeed 9
26 Eample ( =oce) Done hen i dicoeed The dieced edge fom aeehaconainall node eachable fom Called DFS ee of
27 Genealizaion J like BFS, DFS ma no ii all he eice of he inp gaph G, becae: G ma be diconneced G ma be dieced, andheeino dieced pah fom o ome ee In mo applicaion of DFS (a a boine), once DFS ee of i obained, e ill conine o appl DFS algoihm on an niied eice
28 Genealizaion (Eample) Sppoe he inp gaph i dieced 2
29 Genealizaion (Eample). Afe appling DFS on 3
30 Genealizaion (Eample) 2. Then, afe appling DFS on 4
31 Genealizaion (Eample) 3. Then, afe appling DFS on 5
32 Genealizaion (Eample) 4. Then, afe appling DFS on 6
33 Genealizaion (Eample) 5. Then, afe appling DFS on 7
34 Genealizaion (Eample) Rel : a collecion of ooed ee called DFS foe 8
35 Pefomance Since no ee i dicoeed ice, and each edge i iied a mo ice (h?) Toal ime: O( V + E ) A menioned, apa fom ecion, e can alo pefom DFS ing a LIFO ack (Do o kno ho?) 9
Graphs fundamental to many problems. Web graphs. Biology. Other.
Gaph pa Moiaion: Gaph fndamenal o man poblem. Web gaph. Biolog. Ohe. Connecii i newok conneced and can o ge fom one node o anohe, o wha i he hoe pah? Eample: Diing diecion; ge o one conac hogh anohe; ocial
More informationCSC 263 Lecture 3. October 4, 2006
S 263 Lece 3 Ocobe 4, 2006 6.2 Seach and Roaion on Red-lack Tee We ill no implemen he hee oine Seach, Ine and Delee fom he DITIONRY DT ing he Red-lack Tee daa ce. Since a Red-lack Tee i a ST, e can e he
More informationComputer Graphic with Matrices Math 308A Project
Compue Gaphic wih Maices Mah 38A Pojec Suden: Wei-Liang Chen Suden #: 3292 Dae: Dec 3 d, 2 Pofesso: James King Imagine ha ou ae dawing a picue b hand o compue. The picue we daw b compue ae called compue
More informationYou re Not Your Mistakes 2019 Mutual Theme Album
You re Not Your Mistakes 2019 Mutual Theme Album q = 105 4 Œ Œ Words and music by Nik Day 4 You re not your mis-takes It s ust some-thing you do 4 4 4 some - times But that s not ho you are In your heart
More informationEEO 401 Digital Signal Processing Prof. Mark Fowler
EEO 40 Digial Proceing Pro. Mark Fowler Noe Se #3 Baic Sampling heory Reading Aignmen: Sec. 6. o Proaki & Manolaki /9 Sampling i Key o Much o oday echnology Analog Elecronic ADC DSP Compuer DAC C- C- Syem
More informationVisa Smart Debit/Credit Certificate Authority Public Keys
CHIP AND NEW TECHNOLOGIES Visa Smart Debit/Credit Certificate Authority Public Keys Overview The EMV standard calls for the use of Public Key technology for offline authentication, for aspects of online
More informationTaste and See. Assembly, SAB Choir, Keyboard, and Guitar. œ œ. œ. œ œ œ œ œ œ
Based on Psalm 3:2 3, 5 6, 16, 19, 23 Piano INTRO ospel ballad (q = ca. 68) Taste and See Assembly, SAB hoi, Keyboad, and uita 7 b 7 b Steve Angisano hoal aangement by Rick Modlin Piano accompaniment by
More informationReading. 8. Projections. 3D Geometry Pipeline. 3D Geometry Pipeline (cont d) Required: w Watt, Section
Reading Required: Watt, Section 5.2.2 5.2.4. Further reading: 8. Projections Fole, et al, Chapter 5.6 and Chapter 6 David F. Rogers and J. Alan Adams, Mathematical Elements for Computer Graphics, 2 nd
More information1 Trigonometric Functions
Tigonometic Functions. Geomet: Cicles and Radians cicumf. = π θ Aea = π An angle of adian is defined to be the angle which makes an ac on the cicle of length. Thus, thee ae π adians in a cicle, so π ad
More informationALUMINUM ELECTROLYTIC CAPACITORS
AUMINUM EETROYTI AAITORS Timmed (u) o omed eads lease efe o page26 abou he A poduc spec. Radial lead ype In ode o idenify coec pa numbe fo he pocessed lead poduc, cu/fomed lead mus be added o bulk pa numbe.
More informationFREE PATTERNS Moose Table Mat
A Moose for Christmas Table Mat Approximately 14 X 25 FREE PATTERNS Moose Table Mat A Moose for Christmas Poinsettia Pillow Approximately 13-1/2 X 16 A 1. 2. 3. 4. 5. 6. 1/2 yard of border and binding
More informationSpiraling Edge: Fast Surface Reconstruction from Partially Organized Sample Points
Sialing Edge: Fa Suface Reconucion fom Paially Oganized Samle Poin ABSTRACT Paicia Cono Sandia Naional Laboaoie Many alicaion oduce hee-dimenional oin ha mu be fuhe oceed o geneae a uface. Suface econucion
More informationSecret Key Systems (block encoding) Encrypting a small block of text (say 128 bits) General considerations for cipher design:
Secret Key Systems (block encoding) Encrypting a small block of text (say 128 bits) General considerations for cipher design: Secret Key Systems (block encoding) Encrypting a small block of text (say 128
More informationA Novel Gain Tuning of Anti-Windup PID Controller using Ant Lion Optimization
Inenaional Jounal of Conol Theoy and Applicaion ISSN : 974-557 Inenaional Science Pe Volume Numbe 6 7 A Novel Gain Tuning of Ani-Windup PID Conolle uing An Lion Opimizaion Ayyaao SLV Tummala a, Ravi Kian
More informationTrigonometry: Angles between 0 and 360
Chapte 6 Tigonomet: Angles between 0 and 360 Leaning objectives B the end of this chapte, the students should be able to:. Detemine the sine, cosine and tangent of an angle between 0 and 360.. Given sin
More informationFROM SQUARE TO HYPERHYPERCUBE
147 FOM QU O HYPHYPCUB DYL FCI Hounslow, Middlesex, ngland Word quares word square is like a crossword puzzle; a set of words is used to fill in the square both horizontally and vertically. Unlike a eros
More informationDC electrical circuits
D elecicl cicuis hpe 8 lecomoive Foce Poenil Diffeences esisos in pllel nd seies icuis wih pcios Beies nd Geneos uen is poduced y pplying poenil diffeence coss conduco (V/). This poenil diffeence is se
More informationWESTOVER HILLS Order of Worship July 22, 2018
WESTOVE HILLS Ode Woship u, 0 Who Paints Sky Welcome FAMILY Hosts All Who Ae Thisty Ho Gound Shaing Bead Cup FAMILY Ho Spiit Bea on Me The Bead Has Been Boken Semon Cliff Fami Paye Time Cliff Into Step
More informationLECTURE THREE SIGNAL FLOW GRAPH
3rd Yearomputer ommunication EngineeringU ontrol Theor LETUE THEE SIGNAL FLOW GAPH 3.1 Introduction The block diagram reduction technique is tedious and time consuming. Signal flow method gives an alternative
More informationLARGE SOLUTIONS OF QUASILINEAR ELLIPTIC EQUATIONS
Jonal of ateatical Science: Adance and Alication Vole be Page 4-54 LAGE SOLUTIOS OF QUASILIEA ELLIPTIC EQUATIOS SAEID SHOKOOH Deatent of ateatic Faclt of Baic Science Unieit of Gonbad-E-Kao Gonbad Ian
More informationMRI. Chapter 1. Larmor equation. Net magnetization. Rotating frame of reference 1/31/2017. ω0 (rad/s) = γ (rad/s/tesla) x B0 (Tesla)
37 RI Chape FYS-KJ 474 loch equaions an main pinciples FYS-KJ 474 he loch equaion Lamo equaion ωl ωl ωl ω as = γ asesla esla ωl γhogen =.68 *8 asesla π Figue Eo! No e of specifie sle in ocumen.-. he magneic
More information1. In right triangle ABC, a = 3, b = 5, and c is the length of hypotenuse. Evaluate sin A, cos A, and tan A. 2. Evaluate cos 60º.
Lesson 13.3, Fo use with pages 866-872 1. In ight tiangle ABC, a 3, b 5, and c is the length of hpotenuse. Evaluate sin A, cos A, and tan A. ANSWER 5 34 3 sin A 3 34, cos A, tan A 34 34 5 2. Evaluate cos
More information6.1 Reciprocal, Quotient, and Pythagorean Identities
Chapte 6 Tigonometic Identities 1 6.1 Recipocal, Quotient, and Pthagoean Identities Wam-up Wite each epession with a common denominato. Detemine the estictions. a c a a) b d b) b c d c) a 1 c b c b a Definition
More informationC Mono Camera Module with UART Interface. User Manual
C328-7221 Mono Camera Module with UART Interface User Manual Release Note: 1. 16 Mar, 2009 official released v1.0 C328-7221 Mono Camera Module 1 V1.0 General Description The C328-7221 is VGA camera module
More informationQUARK DAY TAR HYDROG N-ALPHA Y PI C. David Arditti te t out a new h drogenalpha filter for refractor marketed a quick, cheap, ea and fun.
DAY TAR QUARK HYDROG N-ALPHA Y PI C Da tar Quark h drogen-alpha e epiece. Image: Da tar. David Arditti te t out a new h drogenalpha filter for refractor marketed a quick, cheap, ea and fun. American compan
More informationDIRECTIONS FOR GEOMETRY HONORS CONSTRUCTION PROJECT
Name Period DIRECTIONS FOR GEOMETRY HONORS CONSTRUCTION PROJECT Materials needed: Objective: Standards: 8 pieces of unlined white computer / copy paper (8.5 in. by 11in.), compass, ruler, protractor, pencil,
More informationEE 330 Lecture 24. Amplification with Transistor Circuits Small Signal Modelling
EE 330 Lecure 24 Amplificaion wih Transisor Circuis Small Signal Modelling Review from las ime Area Comparison beween BJT and MOSFET BJT Area = 3600 l 2 n-channel MOSFET Area = 168 l 2 Area Raio = 21:1
More informationA595C $ 3,008 $ 1, A595G $ 1,583 $ 1, A595S $ 1,208 $ A595K $ 535 $
TIGER TUESDAY READING PROGRAMS SAVE BEST VALUE! Levels Product Item # Price Special Price Amount Complete Reading Program 7 Modules with 25 FunBooks per A, B, module + Thurman & Marshmallow stuffed animals
More informationAlphabet and phonics mini-flashcards
Alphabet and phonics mini-flashcards Contents: Plain alphabet with penmanship guidelines (1 page) Alphabet (1 page) Basic graphemes with penmanship guidelines (2 pages) Intermediate graphemes with penmanship
More informationMarch 13, 2009 CHAPTER 3: PARTIAL DERIVATIVES AND DIFFERENTIATION
March 13, 2009 CHAPTER 3: PARTIAL DERIVATIVES AND DIFFERENTIATION 1. Parial Derivaives and Differeniable funcions In all his chaper, D will denoe an open subse of R n. Definiion 1.1. Consider a funcion
More informationSept 2015 ONE-PIECE DRESS Page 1
Sept 015 ONE-PIECE DRESS Page 1 Thi wa eigne for the Heart to Heart Bear, ol for the Heart to Heart group in Shanghai China which raie fun for urgerie for Chinee chilren with congenital heart ieae. Thee
More informationPrzesłuchania do chóru "Muzyka zespołu Queen symfonicznie" TENOR
Sorano Alto Tenor Bass "Somebody to Love" Przesłuchania do chóru "Muzyka zesołu Queen symonicznie" b b TENOR Can a ny bo dy ind me some bo dy to love "Bohemian Rhasody" 6 bb n b r n Is this the real lie
More informationDiscrepancies Between Euclidean and Spherical Trigonometry. David Eigen
Discepancies Between Euclidean and Spheical Tigonomety David Eigen 1 Non-Euclidean geomety is geomety that is not based on the postulates of Euclidean geomety. The five postulates of Euclidean geomety
More information2D Coding for Future Perpendicular and Probe Recording
2D Coding fo Futue Pependicula and Pobe Recoding Joseph A. O Sullivan Naveen Singla Ronald S. Indec Washington Univesity Saint Louis, Missoui s Outline: 2D Coding fo 2D ISI Motivation: 2D Intesymbol Intefeence
More informationPerpetual Calendar using the HT1382
Perpetual Calendar using the HT1382 D/N:AN0258E Introduction The HT1382 is a low power real time clock device which includes two serial interfaces: I 2 C or 3-wire. The interface mode is selected by the
More informationHANNAH$ This$packet$includes:$ HANNAH,$PASSENGER$2$
' HANNAH$ Auditionacket This$packet$includes:$ SidesorHANNAH,$ASSENGER$2$ Cutothesongs):I"am"Here,"Finale"Welcome"to"the" Rock),"Something s"missing mp3linksorthesongs)above: https://dropboxcom/sh/rtyroahc30vmi9/aacuxhrvg0obt_xyav1gsadl=0'
More informationDIRECTIONS FOR GEOMETRY CONSTRUCTION PROJECT
Name Period DIRECTIONS FOR GEOMETRY CONSTRUCTION PROJECT Materials needed: Objective: Standards: 8 pieces of unlined white computer paper (8.5 in. by 11in.), compass, ruler, protractor, pencil, and markers/colored
More informationCMSC 611: Advanced Computer Architecture
CMSC 611: Advanced Compute Achitectue Pipelining Some mateial adapted fom Mohamed Younis, UMBC CMSC 611 Sp 2003 couse slides Some mateial adapted fom Hennessy & Patteson / 2003 Elsevie Science Pipeline
More informationCopyright 2010 Rock Star Recipes Ltd.
Copyright 2010 Rock Star Recipes Ltd. ll rights reserved. No part of this book may be reproduced, stored in a retrieval system, or transmitted in any form or by any means, electronic, mechanical, photocopying,
More informationN2-1. The Voltage Source. V = ε ri. The Current Source
DC Cicuit nalysis The simplest cicuits to undestand and analyze ae those that cay diect cuent (DC). n this note we continue ou study of DC cicuits with the topics of DC voltage and cuent souces, the idea
More informationDrawing Graphs using TikZ in L A TEX
Drawing Graphs using TikZ in L A TEX Ma Hailperin, Gustaus Adolphus College MCS-236, Fall 2011 This document illustrates some particular techniques I e found conenient for drawing graphs. The aren t b
More informationAudit Attestation Microsec ETSI Assessment 2017 No. AA
Audit Attestation ETSI Assessment 2017 No. AA2017121402 Identification of the conformity assessment body (CAB): Identification of the trust service provider (TSP): Identification of the audited Root-CA:
More informationHorsemania. Explore our handicraft ideas for a most splendid birthday party! SHARE YOU WITH US. C ur io us?
E V E RY T H I N G YO U N E E D F O R PA R T Y Horsemania Explore our handicraft ideas for a most splendid birthday party! R SHARE YOU WITH US C ur io us? F o ll o w us : Contents g e ve ry t h i n To
More informationIII IIIIHIIII. United States Patent 19 Mo. Timing & WIN. Control Circuit. 11 Patent Number: 5,512, Date of Patent: Apr.
United States Patent 19 Mo 54) SWITCHED HIGH-SLEW RATE BUFFER (75) Inventor: Zhong H. Mo, Daly City, Calif. 73) Assignee: TelCom Semiconductor, Inc., Mountain View, Calif. 21 Appl. No.: 316,161 22 Filed:
More informationRaising Cavity Q for Microwave-Pulse Compression by Reducing Aperture Skin-Effect Losses
Circuit and Electromagnetic Sytem Deign Note Note 6 8 June 9 Raiing Cavity Q for Microwave-Pule Compreion by Reducing Aperture Skin-Effect Loe Carl E. Baum Univerity of New Meico Department of Electrical
More information(12) Patent Application Publication (10) Pub. No.: US 2014/ A1
(19) United States US 20140O86714A1 (12) Patent Application Publication (10) Pub. No.: US 2014/0086714 A1 MALIK (43) Pub. Date: Mar. 27, 2014 (54) AUTOMATED WAREHOUSING SYSTEMS (57) ABSTRACT AND METHOD
More informationY1. Troubleshooting / Service Guide for SureFire PWM Liquid Application Systems John Deere GS & GS Rate Controller
Troublehooting / Service Guide for PWM Liquid Application John Dee GS2 2600 & GS3 2630 Rate Controller Alway verify the controller etting. See the cenhot in Section F of the y manual. The pump won t run.
More informationLord, Have Mercy. œ œ. œ œw
Lord, Have Mercy 3 Words and Music y STEVE MERKEL Arranged y Philli Keveren NARRATION 1: It s an aful moment, isn t it, hen you realize that hat you ve roken can t e fixed That hat s een de can t e unde.
More informationDriver Assistance Technical Report D Analytical Performance Considerations of p. Date:
Driver Aiance Technical Repor D2400.4. Analyical Performance Conideraion of 802.p Dae: 5.05.200 Bernhard Kloiber, Thoma Srang, Fabian de Pone Müller Table of conen Inroducion... 3 The freeway, a challenging
More information8WD4 Signaling Columns
Siemens AG 200 General data Overview The 8WD4 signaling columns are flexible in design and versatile in use. 1 1 2 2 3 3 4 5 4 6 8 5 6 10 11 8 12 15 13 14 10 NSC0_002 11 12 NSC0_0026 1 Acoustic element
More informationHeating and Air Conditioning. Wiring Diagram Package. Basic System. Form: Rev A (602) Supersedes: Nothing
Heating and Air Conditioning Wiring Diagram Package asic System Form: 35-96- ev A (6) Supersedes: Nothing o HVAC Unit Control Panel Zone Manager VAC (5 VA) Heating and Air Conditioning Meridian Cool Mode
More information4 Trigonometric and Inverse Trigonometric Functions
MATH983/954 Mathematics 0C/C. Geneal infomation fo the academic yea 0-03: Lectue: D Theodoe Voonov, Room.09, School of Mathematics, Alan Tuing Building, email: theodoe.voonov@mancheste.ac.uk. Lectues:
More informationMassachusetts Institute of Technology Haystack Observatory WESTFORD, MASSACHUSETTS DATE 07/15/2009
BBD Memo #033 Maachuett Intitute of Technolog Hatack Obervator WESTFORD, MASSACHUSETTS 0886 DATE 07/5/2009 To: Broadband Development Group From: C. J. Beaudoin Subject: Holographic Proceing and Conideration
More informationSloppy Addition and Multiplication
Sloppy Addition and Multiplication IMM-Technical Report-2011-14 Alberto Nannarelli Dept. Informatic and Mathematical Modelling Technical Univerity of Denmark Kongen Lyngby, Denmark Email: an@imm.dtu.dk
More informationReading. Projections. Projections. Perspective vs. parallel projections. Foley et al. Chapter 6. Optional. Perspective projections pros and cons:
Reading Fole et al. Chapter 6 Optional Projections David F. Rogers and J. Alan Adams, Mathematical Elements for Computer Graphics, Second edition, McGra-Hill, Ne York, 990, Chapter 3. Projections Projections
More informationBusiness Forecasting
Apl 3, 05 DC 54 Kg aud Uves College of Busess Admsao Quaave Aalss Depame QUA Busess Foecasg DC 54 MIDERM EXAM Duao: 90 m. Name: ude ID: Q# 3 4 5 6 7 Aswe Q# 8 9 0 3 4 Aswe Noe: HE EXAM CONI OF 7 QUEION
More informationCSci 127: Introduction to Computer Science
CSci 127: Introduction to Computer Science hunter.cuny.edu/csci CSci 127 (Hunter) Lecture 4 27 February 2018 1 / 25 Announcements Welcome back! Lectures are back on a normal schedule until Spring Break.
More informationW DESIGN ASSOCIATES. Consulting Engineers & Architects McCook, Nebraska Hastings, Nebraska 68901
W DEIGN AOCIAE Consulting Engineers & Architects McCook, Nebraska 69001 Hastings, Nebraska 68901 NEW BARN ADDENDUM NO. 1 MINDEN PUBLIC CHOOL NOVEMBER 1, 2018 MINDEN, NEBRAKA WDA PROJEC #717-18 I. INRUCION
More informationA Cooperative MIMO Mobile Multihop Relay for Cellular Networks
Poceedings of he 6h WSEAS In. Conf. on Eleconics, Hadwae, Wieless and Opical Communicaions, Cofu Island, Geece, Febuay 16-19, 7 116 A Coopeaive MIMO Mobile Mulihop Relay fo Cellula Newoks Jong-Moon Chung¹,
More informationIntroduction. Asymmetric ciphers. Online Trusted Third Party (TTP) Online Trusted Third Party (TTP)
Intoduction Asymmetic ciphes Myto Aapinis School of Infomatics Univesity of Edinugh Januay 29, 2015 So fa: how two uses can potect data using a shaed secet key One shaed secet key pe pai of uses that want
More informationMulti-Channel Power Amplifi ers
Multi-Channel Powe Amplifi es CX-A450 & CX-A850 482.6mm / 19" 88mm / 3 1 /2" (2U) Clou CX-A450 font view Clou CX-A450 ea view 482.6mm / 19" 88mm / 3 1 /2" (2U) Clou CX-A850 font view Geneal Desciption
More information(BAT) Radio & Display Receiver Assembly 10A ECU IG1 NO. 4. BE No. 12 Junction Connector SB (LHD) No. 13 Junction Connector 1 A (LHD)
Audio System (uilt-in Type Amplifier), ack uide Monitor System (uilt-in Type Amplifier), Navigation System (uilt-in Type Amplifier), Rear View Monitor System (uilt-in Type Amplifier) (ACC) (AT) (I) F(A),
More informationSummer Homework. Trace each number. Count to 10. Complete the picture. Tell a story about your picture..
Week 1 {June 4} Read every day! Parent Initial Week 2 {June 11} Read every day! Parent Initial June Summer Homework Monday Tuesday Wednesday Thursday Trace the letters. Color each of the pictures. Match
More information_1. What Is a Business Plan? 262 Entrepreneurship-Owning Your Future. Name Class Date _
Name Class Date _...---------_1 What Is a Business Plan? You are ready to begin developing a businessplan for your on business! The outline for your business plan is shon belo. You ill befilling in your
More informationAudit Attestation for SwissSign AG. This is to confirm that TUV AUSTRIA CERT has successfully audited the CAs of SwissSign without critical findings.
TUV AUSTRIA CERT GMBHLKJIHGFEDCB TUV AUSTRIA Audit Attestation for SwissSign AG Office: TUV AUSTRIA-Platz 1 2345 Brunn am Gebirge www.tuv.at Business Area Life, Training & Certification Austria Certification
More informationInvestigation. Name: a About how long would the threaded rod need to be if the jack is to be stored with
Think Unit bout 6 This Lesson Situation 1 Investigation 1 Name: Think about the design and function of this automobile jack. Use the uto Jack custom tool to test ou ideas. a bout how long would the theaded
More informationCLOUD MULTI-CHANNEL POWER AMPLIFIERS
CLOUD MULI-CHANNEL POWER AMPLIFIERS Clealy bette soun MODELS CX-A450 & CX-A850 CX-A450 FOUR CHANNEL POWER AMPLIFIER PROEC PEAK SIGNAL 4 3 POWER Clou CX-A450 - font panel view CH RL- LEVEL CH RL- LEVEL
More informationCHIC COTTAGE SAMPLE PLAN DATE: 3/17/2016 SCALE: SEE VIEW SHEET:
: AMPLE PLAN DRAWING PROVIDED BY: TITLE PAGE REVIION TABLE NUMBER DATE REVIED BY DECRIPTION CALE: EE VIEW HEET: 1 24' 8 5/8" RIDGE HEIGHT 21' 2 1/8" RIDGE HEIGHT COMPOITE ROOFING 22' 5 1/2" RIDGE HEIGHT
More information(12) (10) Patent No.: US 7, B2. Drottar (45) Date of Patent: Jun. 5, 2007
United States Patent US0072274.14B2 (12) (10) Patent No.: US 7,227.414 B2 Drottar (45) Date of Patent: Jun. 5, 2007 (54) APPARATUS FOR RECEIVER 5,939,942 A * 8/1999 Greason et al.... 330,253 EQUALIZATION
More informationrprogressive rengineering :Jnc.
rprogressive rengineering :Jnc. LUDLOW COATED PRODUCTS Evaluation of Sheathing Materials - Racking Load on Single Sided Walls 3/8" Oriented Strand Board (OSB) 5/13/2005 Revised on 1/17/2006 and 10/6/2011
More informationGraphs of Polynomial Functions. Quadratic Functions
Graphs of Polnomials 1 Graphs of Polnomial Functions Recall that the degree of a polnomial is the highest power of the independent variable appearing in it. A polnomial can have no more roots than its
More informationReal-time Self Compensating AC/DC Digitally Controlled Power Supply
Real-time Self Compensating AC/DC Digitally Contolled Powe Supply Dave Feeman, Mak Hagen Texas Instuments Digital Powe Goup Digital Contol Poblem: Detemining optimal loop compensation given uncetainties
More informationChristina Perri. für Frauen- oder Jugendchor mit Klavier. Text und Musik: Barrett Noubar Yeretsian, Christina Judith Perri, Drew C.
Chistina Pei Ja Of Heats fü Fauen- ode Jugendcho mit Klavie Text und Musik: Baett Nouba Yeetsian, Chistina Judith Pei, De C. Laence Chobeabeitung: Pasquale Thibaut und Pete Schnu PIMAY WAVE YEETSIAN Melodie
More informationeneral escription Clearly better sound
ini mplifiers Clearly better sound ront anel ear anel ront anel ear anel eneral escription he and are very compact mono amplifiers designed for integration into audio and systems here de centralised installation
More informationAUTOMATION PARKWAY SAN JOSE, CA
AVAILABLE JANUARY 2020 1710 AUTOMATION PARKWAY SAN JOSE, CA ±188,303 SF AVAILABLE FOR LEASE HIGH IMAGE R&D / MANUFACTURING BUILDING Premier R&D/Manufacturing building w/ Clean Room Improvements 8,000 Amps
More informationGreat Is the Love/Hay Gran Amor. Jaime Cortez. Unison Keyboard
887 OCP sheet music Great Is the Love/Hay Gran Amor aime Cortez Unison Keyboard The material that you have requested is copyrighted. Copyright la requires you to obtain a license from the copyright holder
More informationG Major. String Orchestra SOSMusic Scales SERIES!
G Major String Orchestra SOSMusic Scales SERIES! G Major/G Dur Etude/Übung Andante q = 60 César Avilés & # 4 œ œ œ œ œ œ œ œ œ œ œ œ œ œ œ œ 4 œ œ œ œ œ œ œ œ œ œ œ œ œ œ œ œ A 7 & # U Violin I Violin
More informationCS188: Section Handout 1, Uninformed Search SOLUTIONS
Note that for many problems, multiple answers may be correct. Solutions are provided to give examples of correct solutions, not to indicate that all or possible solutions are wrong. Work on following problems
More informationTime Lord. Performance Score (Grade 5 Standard) by Gawen Robinson 1/210113
Lord Performance Score (Grade 5 Standard) by Gaen Robinson 1/210113 Published by Musicline Publications P.O. Box 15632 Tamorth Staffordshire B77 5BY 01827 281 431.musiclinedirect.com No part of this publication
More informationDO NOT COPY. Hope in the Lord. By Jennifer Townswick Bassler, Michael Hyun, Mitchell Kiecker, Casey Pufahl, and Kalli Sonnenburg TERMS OF USE
/ Casey Pufahl, et al Topart and Piano By ennifer Tsick Bassler, Michael Hyun, Mitchell Kiecker, Casey Pufahl, and Kalli Snenurg TERMS OF USE The purchaser of this product is permitted to use the PDF file
More informationThe Director of the United States Patent and Trademark Office. United States Patent
The Director of the United States Patent and Trademark Office Has received an application for a patent for a new and useful invention. The title and description of the invention are enclosed. The requirements
More informationThe Chromatic Scale (all half steps) The Major Scale The formula for the major scale is: w w 1/2 w w w 1/2. Minor Scales
The hromatic Scale (all half steps) # # E F F# # A A# B OR: b Eb E F b Ab A Bb B # # E F F# # A A # B & # # # # # b E b E F b A b A B b B & b n b n b n b n b n The Major Scale The formula for the major
More information(12) United States Patent
(12) United States Patent Tang USOO647.6671B1 (10) Patent No.: (45) Date of Patent: Nov. 5, 2002 (54) PING-PONG AMPLIFIER WITH AUTO ZERONG AND CHOPPING (75) Inventor: Andrew T. K. Tang, San Jose, CA (US)
More informationRound 9. Callum Kilpatrick s final IM norm is just minutes away
ound Photo by: Fiona Steil-Antoni Callum Kilatrick final IM norm i jut minute aay Berry, Neil 0- Burnett, Andre Kilatrick, Callum ½ ½ Michielen, Joot McNab, Colin A -0 Steil-Antoni, Fiona Hamitevici, Vladimir
More informationLesson Plan(s) For Kinetic Art Project
Lesson Plan(s) For Kinetic Art Project Content Areas : Mathematics, Science, Art Theme/Topic : draw, construct, and describe geometrical figures and describe the relationship between them Focus Standards
More informationV is sensitive only to the difference between the input currents,
PHYSICS 56 Experiment : IC OP-Amp and Negative Feedback In thi experiment you will meaure the propertie of an IC op-amp, compare the open-loop and cloed-loop gain, oberve deterioration of performance when
More informationMidterm: In Perspective
Undertanding and Meauring Speedup Lat Time» Midterm Exam Today» Midterm Summary» Definition of Speedup» Meauring Speedup Reminder/Announcement» New Homework #3 will be out oon (tomorrow?)» Midterm Exam
More informationInterconnect Planning, Synthesis, and Layout for Performance, Signal Reliability and Cost Optimization. Project Overview
Ineconnec Planning, Synhesis, and Layou fo Pefomance, Signal Reliabiliy and Cos Opimizaion SRC Task ID: 605.00 PI: Pof. Jason Cong (UCLA) Gaduae Sudens: Chin-Chih Chang, Daid Pan, Xin Yuan Indusial Liaisons:
More informationFunction Block DIGITAL PLL. Within +/- 5ppm / 10 years (Internal TCXO Stability) 1 External Reference Frequency Range: 10MHz +/- 100Hz
Features * Best Suited for Local Oscillator of Microwave Equipment with Low Phase Noise and Low Spurious Emission * Programmable Selection by Rotary Switch or Serial Control Signal * Built-in PLL Circuit
More informationIntuitive Action. Jason Teutsch
Intuitive ction ason eutsch Ingedients: choi tuned gongs 5 timpani guitaist/stage assistant one stick butte, dessed appopiately 5 (optional mashmallo, ith ampliication) "One atenoon, I aived at my ice
More informationQUESTION BANK for Analog Electronics 4EC111 *
OpenStax-CNX module: m54983 1 QUESTION BANK for Analog Electronics 4EC111 * Bijay_Kumar Sharma This work is produced by OpenStax-CNX and licensed under the Creative Commons Attribution License 4.0 Abstract
More information5.2 Trigonometric Ratios of Any Angle
5. Tigonometic Ratios of An Angle The use of canes to lift heav objects is an essential pat of the constuction and shipping industies. Thee ae man diffeent designs of cane, but the usuall include some
More informationFly Like a Bird. for Kate McMichael. Am7. B b add9. œ œ. œ J. œ œ œ œ
2 Based on Psalm 19:1 4, 7 12, 2 24 ly Like a Bird for Kate McMichael Ken anedo Keyoard % % NTR (q = ca 112) 4 4 RERAN Melody ly Harmony like a ird B add9 ẇ Lord, B add9 B add9 sus4 soul 1995, 2002, P
More informationSquare Waves, Sinusoids and Gaussian White Noise: A Matching Pursuit Conundrum? Don Percival
Square Waves, Sinusoids and Gaussian Whie Noise: A Maching Pursui Conundrum? Don Percival Applied Physics Laboraory Deparmen of Saisics Universiy of Washingon Seale, Washingon, USA hp://faculy.washingon.edu/dbp
More informationS3 North To Dreams - Princess Medley (as produced) Just Around The Riverbend - Reflection - I Can See The Light
Piano ocal Sketch Mickey and the Magical Map S North To Dreams Princess Medley (as produced) ust Around The Riverend Reflec I Can See The Light Music: Alan Menken BMI Lyric: Stephen Schartz ASCAP Music:
More informationDistributed Spectrum Allocation via Local Bargaining
Distibuted Spectum Allocation via Local Bagaining Lili Cao Shanghai Jiaotong Univesity, Shanghai, P.R. China Email: cao li li@yahoo.com Haitao Zheng Micosoft Reseach Asia, Beijing, P.R. China Email: htzheng@ieee.og
More informationCelebrating princesslike
E V E RY T H I N G YO U N E E D F O R Celebrating princesslike On the following pages you ll find amazing ideas for your birthday party R SHARE YOU WITH US C ur io us? F o ll o w us : Contents g e ve ry
More informationHigh-Voltage, 3-Channel Linear High-Brightness LED Driver with Open LED Detection
19-0733; Rev 2; 10/08 EVALUATION KIT AVAILABLE High-Voltage, 3-Channel Linear High-Brightness General Description The three-channel LED driver operates from a 5.5V to 40V input voltage range and delivers
More informationADAPT: A MEDIA ACCESS CONTROL PROTOCOL FOR MOBILE AD HOC NETWORKS USING ADAPTIVE ARRAY ANTENNAS
ADAPT: A MEDIA ACCESS CONTROL PROTOCOL FOR MOBILE AD OC NETWORKS USING ADAPTIVE ARRAY ANTENNAS Thrayvoulo Spyropoulo 1, Cauligi S. Raghavendra 2 1 EE Sytem, Univerity of Southern California, Lo Angele,
More informationDEGEN DE1103 FM / MW / SW RECEIVER FM / AM / SSB / CW MODES OPERATING MANUAL
DEGEN DE1103 FM / MW / SW RECEIVER FM / AM / SSB / CW MODES OPERATING MANUAL (1) Power/Sleep (2) Reset (3) Lock Key (4) Time/Delete (5) St./Mono/SSB LED (6) Stereo/Mono/SSB (7) FM Band/Station Search Backward
More information