Minimum Spanning Tree. EECS 214, Fall 2017

Size: px
Start display at page:

Download "Minimum Spanning Tree. EECS 214, Fall 2017"

Transcription

1 Minimum Spnning Tr EECS 4, Fll 0

2 Dinition: spnning tr For onnt omponnt o grph, spnning tr is yl-r sust o gs tht touh vry non-isolt vrtx:

3 Dinition: spnning tr For onnt omponnt o grph, spnning tr is yl-r sust o gs tht touh vry non-isolt vrtx:

4 Dinition: spnning tr For onnt omponnt o grph, spnning tr is yl-r sust o gs tht touh vry non-isolt vrtx:

5 Dinition: spnning orst I grph hs multipl omponnts thn h will hv its own spnning tr, orming spnning orst: g h i

6 Dinition: miniml spnning tr In wight grph, spnning tr (or orst) is miniml i th sum o its wights is miniml ovr ll possil spnning trs: 4

7 Computing n MST It s surprisingly sy thr r two simpl, gry lgorithms: Prim s Kruskl s

8 6 Prim s lgorithm Buil tr g-y-g, s ollows:. Strt th tr t ny vrtx. Fin th smllst g onnting tr vrtx to non-tr vrtx, n it to th tr. Rpt until ll vrtis r in th tr

9 6 Prim s lgorithm Buil tr g-y-g, s ollows:. Strt th tr t ny vrtx. Fin th smllst g onnting tr vrtx to non-tr vrtx, n it to th tr. Rpt until ll vrtis r in th tr

10 6 Prim s lgorithm Buil tr g-y-g, s ollows:. Strt th tr t ny vrtx. Fin th smllst g onnting tr vrtx to non-tr vrtx, n it to th tr. Rpt until ll vrtis r in th tr

11 6 Prim s lgorithm Buil tr g-y-g, s ollows:. Strt th tr t ny vrtx. Fin th smllst g onnting tr vrtx to non-tr vrtx, n it to th tr. Rpt until ll vrtis r in th tr

12 6 Prim s lgorithm Buil tr g-y-g, s ollows:. Strt th tr t ny vrtx. Fin th smllst g onnting tr vrtx to non-tr vrtx, n it to th tr. Rpt until ll vrtis r in th tr

13 6 Prim s lgorithm Buil tr g-y-g, s ollows:. Strt th tr t ny vrtx. Fin th smllst g onnting tr vrtx to non-tr vrtx, n it to th tr. Rpt until ll vrtis r in th tr

14 Kruskl s lgorithm Buil svrl trs n join thm, s ollows:. Strt with trivil tr t vry vrtx. Consir th gs in orr rom smllst to lrgst. Whn n g woul join two sprt trs, us it omin thm into on tr

15 Kruskl s lgorithm Buil svrl trs n join thm, s ollows:. Strt with trivil tr t vry vrtx. Consir th gs in orr rom smllst to lrgst. Whn n g woul join two sprt trs, us it omin thm into on tr

16 Kruskl s lgorithm Buil svrl trs n join thm, s ollows:. Strt with trivil tr t vry vrtx. Consir th gs in orr rom smllst to lrgst. Whn n g woul join two sprt trs, us it omin thm into on tr

17 Kruskl s lgorithm Buil svrl trs n join thm, s ollows:. Strt with trivil tr t vry vrtx. Consir th gs in orr rom smllst to lrgst. Whn n g woul join two sprt trs, us it omin thm into on tr

18 Kruskl s lgorithm Buil svrl trs n join thm, s ollows:. Strt with trivil tr t vry vrtx. Consir th gs in orr rom smllst to lrgst. Whn n g woul join two sprt trs, us it omin thm into on tr

19 Kruskl s lgorithm Buil svrl trs n join thm, s ollows:. Strt with trivil tr t vry vrtx. Consir th gs in orr rom smllst to lrgst. Whn n g woul join two sprt trs, us it omin thm into on tr

20 Implmnting Kruskl s lgorithm W n wy to kp trk o th isjoint trs

21 9 Disjoint Sts ADT (k Union-Fin) Looks lik: 0 { } { } 4 6 Signturs: union(disjointsts, Nt, Nt): Voi in(disjointsts, Nt): Nt Bhvior: union(, p, q) uss p n q s sts to join togthr in(, p) rturns rprsnttiv lmnt tht will th sm or vry lmnt o p s st

22 0 Kruskl s lgorithm using isjoint sts Input: A wight grph grph o n vrtis Output: A minimum spnning orst orst (rprsnt s grph) u nw union-in univrs with n ojts; orst grph o n vrtis n 0 gs; or h g (u, v) in inrsing orr o wight w o i in(u, u) in(u, v) thn union(u, u, v); Eg(orst, u, v) n n

23 Implmnting union-in

24 Gol Eiint t strutur or union-in: in n union ommns n intrlv numr o oprtions m n hug numr o ojts n n hug Lt s lso think out iiny in trms o Kruskl s lgorithm: O(E log E + ET in + VT union )

Register Allocation. Goal: replace temporary variable accesses by register accesses Why? Constraints:

Register Allocation. Goal: replace temporary variable accesses by register accesses Why? Constraints: Rgistr Allotion Gol: rpl tmporry vril sss y rgistr sss Why? Constrints: Fix st of rgistrs Two simultnously liv vrils nnot llot to th sm rgistr A vril is liv if it will us gin for ing rfin. 1. Intify Liv

More information

Main idea. Register Allocation. Interference graph. Register allocation. Interference graph. Interference graph

Main idea. Register Allocation. Interference graph. Register allocation. Interference graph. Interference graph Min i Rgistr Allotion Wnt to rpl tmporry vrils with som fix st of rgistrs First: n to know whih vrils r liv ftr h instrution Two simultnously liv vrils nnot llot to th sm rgistr (Slis from Anrw Myrs) Rgistr

More information

Global Register Allocation

Global Register Allocation Glol Rgistr Allotion Xiokng Qiu Puru Univrsity ECE 468 Slis from Anrw Myrs Sptmr 23, 2016 Min i Wnt to rpl tmporry vrils with som fix st of rgistrs First: n to know whih vrils r liv ftr h instrution Two

More information

Register Allocation. Xiao Jia April 25 th, 2012

Register Allocation. Xiao Jia April 25 th, 2012 Rgistr Allotion Xio Ji April 25 th, 2012 1 Outlin Introution Grph oloring Linr sn 2 Introution Wnt to rpl tmporry vrils with som fix st of rgistrs 3 Introution Wnt to rpl tmporry vrils with som fix st

More information

Memory Management. Memory Management. Chapter 11. Memory Management Techniques. I. Single Contiguous. II. Overlays. Advantages: Disadvantages:

Memory Management. Memory Management. Chapter 11. Memory Management Techniques. I. Single Contiguous. II. Overlays. Advantages: Disadvantages: Chptr 11 Mmory Mngmnt Mmory Mngmnt Min mmory is rsour tht must llot n llot Min Mmory OS CPU Mmory Mngmnt Thniqus trmin: Whr n how pross rsis in mmory How rssing is prform ining: intifirs --> ompil rltiv

More information

STEP 7 'KEY' ON INNER INSERT ASSY. H. CRIMP CONTACTS ONTO INDIVIDUAL CONDUCTORS (REFER TO SHEET 5 FOR DETAILS).

STEP 7 'KEY' ON INNER INSERT ASSY. H. CRIMP CONTACTS ONTO INDIVIDUAL CONDUCTORS (REFER TO SHEET 5 FOR DETAILS). STP STP INTIY LS S RQUIR I. SLI TH RI OVR TH RIMP ONTTS.. SLI OMPONNTS ONTO L(S) IN TH ORR SHOWN TH RR O TH GROMMT WILL INIT TH ORINTTION & HOL INTIITION LTTRS **TWINX & TRIX SSMLY WITH RUING OLLR** OR

More information

Mathematics. Exponentials and Logarithms. hsn.uk.net. Higher. Contents. Exponentials and Logarithms 134 HSN23300

Mathematics. Exponentials and Logarithms. hsn.uk.net. Higher. Contents. Exponentials and Logarithms 134 HSN23300 hs.uk.t Highr Mthmtics UNIT OUTCOME Epotils d Logrithms Cotts Epotils d Logrithms 4 Epotils 4 Logrithms Lws of Logrithms 4 Epotils d Logrithms to th Bs 9 Epotil d Logrithmic Equtios 4 Formul from Eprimtl

More information

SEE PAGE 4 FOR MANUFACTURER SPECIFIC BLDC MOTOR WIRING EXAMPLES

SEE PAGE 4 FOR MANUFACTURER SPECIFIC BLDC MOTOR WIRING EXAMPLES SRVO HNNL 1 HLL SNSORS L HLL SNSORS L SRVO HNNL 4 SRVO HNNL 2 HLL SNSORS +7V TO +40V POWR POWR GROUN HLL HLL HLL +5V HLL SNSOR POWR HLL SNSOR GROUN PHS POWR RIVR PHS POWR RIVR PHS POWR RIVR NOTS: 1) IF

More information

CENTER LINES OF OPTICAL CONNECTOR NOTE 2 CENTER LINES OF OPTICAL CONNECTOR CFP2-BASELINE-DRAWING 1L A3-B1-SW006 1/15 DETAIL B A16

CENTER LINES OF OPTICAL CONNECTOR NOTE 2 CENTER LINES OF OPTICAL CONNECTOR CFP2-BASELINE-DRAWING 1L A3-B1-SW006 1/15 DETAIL B A16 02 4.0 7 04 NTR LINS O OPTIL ONNTOR NOT 2 MSURMNT IRLOW IRTION TIL 1 01 07 -- 17 1 05 0 20 19 NTR LINS O OPTIL ONNTOR 12 15 0 11 NOT. r 2-0 NOT.5 f PIN 5 PIN 104 2-21 14 1 4-09 TOP N OTTOM LIMITS O TH

More information

Birka B22: threaded in variation

Birka B22: threaded in variation Tblet Weving: 4-Hole Ptterns Stringcrfter The chrt, fining your wy roun the pttern, n suggestions for viking style bris for rnks in the Drchenwl Acemy of Defence You will nee: 22 crs 1 repet 88 Thres:

More information

Name & Address. Listening and Speaking. Listening and Speaking UNIT Listen and repeat the letters.

Name & Address. Listening and Speaking. Listening and Speaking UNIT Listen and repeat the letters. UNIT Nm & Arss Prt Listning & Spking Listning n Spking Introuing yoursl Listning n Spking g g h i j jk k l m ln m n hov wpi qx qyr szr t su t u op x y z vw 0 Look t th piturs Listn n unrlin Hi or Hllo

More information

p M M M O O M M M M M M M M O vo M M M M MM

p M M M O O M M M M M M M M O vo M M M M MM $ oprno Alto nor ss inor inol Worthy o ris v crscno o t t lib (rubto l) t v 4 ta 1 2 3 Ho ly, ho ly ho - ly. ris our Go l - crsc. 4 v v Ho ly, ho ly, ho - ly. ris our Go l - crsc. v v v t v 4 Ho ly, ho

More information

Math Circles Finite Automata Question Sheet 3 (Solutions)

Math Circles Finite Automata Question Sheet 3 (Solutions) Mth Circles Finite Automt Question Sheet 3 (Solutions) Nickols Rollick nrollick@uwterloo.c Novemer 2, 28 Note: These solutions my give you the nswers to ll the prolems, ut they usully won t tell you how

More information

TABLE OF CONTENTS. TABLE OF CONTENTS cont. (card numbers denoted with 'A' or 'B', unit pages with just numbers)

TABLE OF CONTENTS. TABLE OF CONTENTS cont. (card numbers denoted with 'A' or 'B', unit pages with just numbers) TABLE OF CONTENT TABLE OF CONTENT cont. (crd nubrs dnotd with 'A' or 'B', unit pgs with just nubrs) (crd nubrs dnotd with 'A' or 'B', unit pgs with just nubrs) Vocbury Dfinitions Workshts Answr Ky Mor

More information

Hello, Linx Part Number CSI-RGFB-ccc-UFFR CSI-RSFB-ccc-UFFR CSI-RSFE-ccc-UFFR CSI-SAFB-ccc-UFFR CSI-SAFE-ccc-UFFR

Hello, Linx Part Number CSI-RGFB-ccc-UFFR CSI-RSFB-ccc-UFFR CSI-RSFE-ccc-UFFR CSI-SAFB-ccc-UFFR CSI-SAFE-ccc-UFFR rom: Sent: To: Subject: ttachments: Kris Lafko Wednesday, May, 0 0:0 M Pcn System PN# - Updated Linx able ssembly rawings WinZip ompressed ttachments.zip Hello, In performing

More information

EE Controls Lab #2: Implementing State-Transition Logic on a PLC

EE Controls Lab #2: Implementing State-Transition Logic on a PLC Objective: EE 44 - Controls Lb #2: Implementing Stte-rnsition Logic on PLC ssuming tht speed is not of essence, PLC's cn be used to implement stte trnsition logic. he dvntge of using PLC over using hrdwre

More information

P-194 Sheet Bar Measures 1 inch

P-194 Sheet Bar Measures 1 inch esigned y: No.: 9 0 N. PRK RO, SUIT 0 HOLLYWOO, LORI 0 PHON: (9) - X: (9) 08- Janine M. lexander, P.. P.. No. 9, L PVMNT RSTORTION N MRKING TILS Y JM rawn y: hecked y: K P-9 SRIPTION WTR MIN RPLMNT PROGRM

More information

E Series. Electric Actuators. Approved. On-Off and Modulating Electric Actuators Torques to 30,000 in. lbs. Weatherproof Construction

E Series. Electric Actuators. Approved. On-Off and Modulating Electric Actuators Torques to 30,000 in. lbs. Weatherproof Construction pproved ONTROLS ivision of -T ontrols Series lectric ctuators On-Off and Modulating lectric ctuators Torques to 0,000 in. lbs. Weatherproof onstruction Triac ontrols line of electric actuators offers a

More information

Pip Ahoy! Song Lyrics

Pip Ahoy! Song Lyrics Pip Ahoy! Song Lyrics Com join th party down in Salty Cov It's so much fun it's lik a trasur trov Pip and Alba lad th way Nw advnturs vry day And lots of sasid fun Div down in th submarin S what's bnath

More information

ESCI 241 Meteorology Lesson 6 Humidity

ESCI 241 Meteorology Lesson 6 Humidity ESCI 241 Mtorology Lsson 6 Humiity Raing: MT Chatr 5 PARTIAL PRESSURE In a mixtur of gass, ach gas scis contributs to th total rssur. Th rssur xrt by a singl gas scis is known as th artial rssur for that

More information

Regular languages can be expressed as regular expressions.

Regular languages can be expressed as regular expressions. Regulr lnguges cn e expressed s regulr expressions. A generl nondeterministic finite utomton (GNFA) is kind of NFA such tht: There is unique strt stte nd is unique ccept stte. Every pir of nodes re connected

More information

Samantha s Strategies page 1 of 2

Samantha s Strategies page 1 of 2 Unit 1 Module 2 Session 3 Smnth s Strtegies pge 1 of 2 Smnth hs been working with vriety of multiplition strtegies. 1 Write n expression to desribe eh of the sttements Smnth mde. To solve 18 20, I find

More information

Algorithms for Memory Hierarchies Lecture 14

Algorithms for Memory Hierarchies Lecture 14 Algorithms for emory Hierrchies Lecture 4 Lecturer: Nodri Sitchinv Scribe: ichel Hmnn Prllelism nd Cche Obliviousness The combintion of prllelism nd cche obliviousness is n ongoing topic of reserch, in

More information

Comparing Fractions page 1 of 2 1 Color in the grid to show the fractions below. Each grid represents 1 whole. a 1 2 b 1. d 16

Comparing Fractions page 1 of 2 1 Color in the grid to show the fractions below. Each grid represents 1 whole. a 1 2 b 1. d 16 Unit 2 Moule Session 2 Compring Frtions pge of 2 Color in the gri to show the frtions below. Eh gri represents whole. 2 b 4 0 0 e 4 2 Use the pitures bove to help omplete eh omprison below using ,

More information

WPCA AMEREN ESP. SEMINAR Understanding ESP Controls. By John Knapik. 2004, General Electric Company

WPCA AMEREN ESP. SEMINAR Understanding ESP Controls. By John Knapik. 2004, General Electric Company WPCA AMEREN ESP SEMINAR Undrstanding ESP Controls By John Knapik 2004, Gnral Elctric Company Efficincy vs. Spcific Corona Powr KNOW WHERE YOUR ESP RUNS ON THE CURVE 99.9 99.0 Collction Efficincy (Prcnt)

More information

(1) Primary Trigonometric Ratios (SOH CAH TOA): Given a right triangle OPQ with acute angle, we have the following trig ratios: ADJ

(1) Primary Trigonometric Ratios (SOH CAH TOA): Given a right triangle OPQ with acute angle, we have the following trig ratios: ADJ Tringles nd Trigonometry Prepred y: S diyy Hendrikson Nme: Dte: Suppose we were sked to solve the following tringles: Notie tht eh tringle hs missing informtion, whih inludes side lengths nd ngles. When

More information

In this project you ll learn how to create a game in which you have to save the Earth from space monsters.

In this project you ll learn how to create a game in which you have to save the Earth from space monsters. Clon Wars Introduction In this projct you ll larn how to crat a gam in which you hav to sav th Earth from spac monstrs. Stp 1: Making a Spacship Lt s mak a spacship that will dfnd th Earth! Activity Chcklist

More information

Flow Divider / Combiner Cartridge Valves

Flow Divider / Combiner Cartridge Valves Flow Divier / Cominer Vlves Type Pge Divier 8 Divier / Cominer, Close Center 8 Synhronizing Divier / Cominer 8 High Divier / Cominer, Close Center 85 US Shortut Ctlogue #999-901- 81 Flow Divier / Cominer

More information

CSE 554 Lecture 1: Binary Pictures

CSE 554 Lecture 1: Binary Pictures CSE 554 Lctur 1: Binary Picturs Fall 2016 CSE554 Binary Picturs Sli 1 Gomtric Forms Continuous forms Dfin by mathmatical functions Curvs Surfacs E.g.: parabolas, splins, subivision surfacs 2 y x z Sin[

More information

SAFETY PRODUCT NAVIGATOR APPLICATION OF SAFETY PRODUCTS OVERVIEW

SAFETY PRODUCT NAVIGATOR APPLICATION OF SAFETY PRODUCTS OVERVIEW SAFETY PRODUCT NAVIGATOR APPLICATION OF SAFETY PRODUCTS OVERVIEW INDUSTRIAL SAFETY SYSTEMS sftyiq: INTELLIGENT PROTECTION FOR MORE PRODUCTIVITY Sfty solutions from SICK llow you to implmnt omplt sfty funtions

More information

Polar Coordinates. July 30, 2014

Polar Coordinates. July 30, 2014 Polr Coordintes July 3, 4 Sometimes it is more helpful to look t point in the xy-plne not in terms of how fr it is horizontlly nd verticlly (this would men looking t the Crtesin, or rectngulr, coordintes

More information

Signals and Systems Fourier Series Representation of Periodic Signals

Signals and Systems Fourier Series Representation of Periodic Signals Signals and Systms Fourir Sris Rprsntation of Priodic Signals Chang-Su Kim Introduction Why do W Nd Fourir Analysis? Th ssnc of Fourir analysis is to rprsnt a signal in trms of complx xponntials x t a

More information

Efficient and Resilient Key Discovery based on Pseudo-Random Key Pre-Deployment

Efficient and Resilient Key Discovery based on Pseudo-Random Key Pre-Deployment Efficient nd Resilient Key Discovery sed on Pseudo-Rndom Key Pre-Deployment p. 1 Efficient nd Resilient Key Discovery sed on Pseudo-Rndom Key Pre-Deployment Roerto Di Pietro, Luigi V. Mncini, nd Alessndro

More information

So Many Possibilities page 1 of 2

So Many Possibilities page 1 of 2 Otober Solving Problems Ativities & So Mny Possibilities pge of Use the blnk spe to solve eh problem. Show ll your work inluding numbers, words, or lbeled skethes. Write omplete sentene below your work

More information

Synchronous Generator Line Synchronization

Synchronous Generator Line Synchronization Synchronous Genertor Line Synchroniztion 1 Synchronous Genertor Line Synchroniztion Introduction One issue in power genertion is synchronous genertor strting. Typiclly, synchronous genertor is connected

More information

Kirchhoff s Rules. Kirchhoff s Laws. Kirchhoff s Rules. Kirchhoff s Laws. Practice. Understanding SPH4UW. Kirchhoff s Voltage Rule (KVR):

Kirchhoff s Rules. Kirchhoff s Laws. Kirchhoff s Rules. Kirchhoff s Laws. Practice. Understanding SPH4UW. Kirchhoff s Voltage Rule (KVR): SPH4UW Kirchhoff s ules Kirchhoff s oltge ule (K): Sum of voltge drops round loop is zero. Kirchhoff s Lws Kirchhoff s Current ule (KC): Current going in equls current coming out. Kirchhoff s ules etween

More information

3-Dimensions. 3-Dimensions. 3D Shapes. Recognise 3-D Shapes and know their properties. 2 Dimensional. 3 Dimensional. Exercise 1

3-Dimensions. 3-Dimensions. 3D Shapes. Recognise 3-D Shapes and know their properties. 2 Dimensional. 3 Dimensional. Exercise 1 3-imnsions Ronis 3- Shaps an know thir proprtis 3 Shaps FLAT shaps, rawn on papr, lik squars, irls or trianls ar all 2-imnsional. 2 imnsional rath Thy hav 2 imnsions or 2 sizs :(lnth an rath). lnth 3 imnsional

More information

ESE535: Electronic Design Automation. Today. Topological Worst-Case Delay. Topological Worst-Case Delay. Topological Worst-Case Delay.

ESE535: Electronic Design Automation. Today. Topological Worst-Case Delay. Topological Worst-Case Delay. Topological Worst-Case Delay. ESE535: Elctronic Dsin Automation Day 2: April 4, 2 Static Timin Analysis an Multi-Lvl Spup Pnn ESE535 Sprin 2 -- DHon Toay Topoloical Worst Cas not aquat (too consrvativ) Snsitization Conitions Tim Calculus

More information

Aquauno Select MINUTES. (duration) FREQUENCY LED. OFF 8h AQUAUNO SELECT 5 MIN FREQUENCY. the timer is being programmed;

Aquauno Select MINUTES. (duration) FREQUENCY LED. OFF 8h AQUAUNO SELECT 5 MIN FREQUENCY. the timer is being programmed; Aquuno Select Pg. INSTALLATION. Attch the timer to cold wter tp, following these simple instructions. Do not instll the timer in pit or vlve ox, elow ground level or indoors. Do not use the timer with

More information

Logic Design 2013/9/26. Outline. Implementation Technology. Transistor as a Switch. Transistor as a Switch. Transistor as a Switch

Logic Design 2013/9/26. Outline. Implementation Technology. Transistor as a Switch. Transistor as a Switch. Transistor as a Switch 3/9/6 Logic Dsign Implmntation Tchnology Outlin Implmntation o logic gats using transistors Programmabl logic dvics Compl Programmabl Logic Dvics (CPLD) Fild Programmabl Gat Arrays () Dynamic opration

More information

Click Here to BEGIN: Independent Agent Contracting Link

Click Here to BEGIN: Independent Agent Contracting Link LOA Guide : Getting Contrcted with AllWell Centene Medicre Advntge This guide is for ll gents who ssign commissions to n gency. You will NOT need to provide ny gency informtion in this contrcting; s ll

More information

Proposed Cable Tables for SAS2

Proposed Cable Tables for SAS2 Tle 50 Requirements for internl le ssemlies using SASDrive onnetors n kplnes. Requirement, Units 1,5 Gps 3Gps 6 Gps Bulk le or kplne:, Differentil impene ohm 100 ± 10 100 g Common-moe impene ohm 32,5 ±

More information

If you d like your friends to have it, too, please refer them to my site so they can subscribe as well:

If you d like your friends to have it, too, please refer them to my site so they can subscribe as well: FOR FRENCH IMMERSION Thnk yo for bing nwsr sbscribr! This is gif o nwsr sbscribrs ony. If yo d ik yor frinds o hv i, oo, ps rfr hm o my si so hy cn sbscrib s w: www.forfrnchimmrsion.com Visi h si For Frnch

More information

Geometric quantities for polar curves

Geometric quantities for polar curves Roerto s Notes on Integrl Clculus Chpter 5: Bsic pplictions of integrtion Section 10 Geometric quntities for polr curves Wht you need to know lredy: How to use integrls to compute res nd lengths of regions

More information

Tries. nimize. mize nimize ze. 4/18/2016 6:48 AM Tries 1

Tries. nimize. mize nimize ze. 4/18/2016 6:48 AM Tries 1 Tr m nmz z mz nmz z nmz z 4/18/2016 6:48 AM Tr 1 Outn Stanar tr Compr tr Suffx tr Huffman nong tr 4/18/2016 6:48 AM Tr 2 Whr o tr om from? From th wor rtrva Introu n th 1960 4/18/2016 6:48 AM Tr 3 Prprong

More information

MATH 118 PROBLEM SET 6

MATH 118 PROBLEM SET 6 MATH 118 PROBLEM SET 6 WASEEM LUTFI, GABRIEL MATSON, AND AMY PIRCHER Section 1 #16: Show tht if is qudrtic residue modulo m, nd b 1 (mod m, then b is lso qudrtic residue Then rove tht the roduct of the

More information

Example. Check that the Jacobian of the transformation to spherical coordinates is

Example. Check that the Jacobian of the transformation to spherical coordinates is lss, given on Feb 3, 2, for Mth 3, Winter 2 Recll tht the fctor which ppers in chnge of vrible formul when integrting is the Jcobin, which is the determinnt of mtrix of first order prtil derivtives. Exmple.

More information

BACK DOOR GLASS REPLACEMENT HINT:

BACK DOOR GLASS REPLACEMENT HINT: WINSHIEL/WINOWGLSS/MIRROR REPLEMENT 7025 The instlltion proeures re the removl proeures in reverse orer. However, only instlltion proeures requiring itionl inormtion re inlue. 700VX01 Pino Wire lip 1.

More information

LECTURE 9: QUADRATIC RESIDUES AND THE LAW OF QUADRATIC RECIPROCITY

LECTURE 9: QUADRATIC RESIDUES AND THE LAW OF QUADRATIC RECIPROCITY LECTURE 9: QUADRATIC RESIDUES AND THE LAW OF QUADRATIC RECIPROCITY 1. Bsic roerties of qudrtic residues We now investigte residues with secil roerties of lgebric tye. Definition 1.1. (i) When (, m) 1 nd

More information

EASY DISC Assessment

EASY DISC Assessment EASY DISC Assessment Instrution: Selet the one most pproprite response for eh question. 1. In my work environment, it is most importnt to me... To help o-workers n to e in peeful environment. To feel tht

More information

Student Book SERIES. Fractions. Name

Student Book SERIES. Fractions. Name D Student Book Nme Series D Contents Topic Introducing frctions (pp. ) modelling frctions frctions of collection compring nd ordering frctions frction ingo pply Dte completed / / / / / / / / Topic Types

More information

Seven Sisters. Visit for video tutorials

Seven Sisters. Visit   for video tutorials Seven Sisters This imge is from www.quiltstudy.org. Plese visit this website for more informtion on Seven Sisters quilt ptterns. Visit www.blocloc.com for video tutorils 1 The Seven Sisters design cn be

More information

Patterns and Algebra

Patterns and Algebra Student Book Series D Mthletis Instnt Workooks Copyright Series D Contents Topi Ptterns nd funtions identifying nd reting ptterns skip ounting ompleting nd desriing ptterns numer ptterns in tles growing

More information

GV60 VALORSTAT PLUS OPERATING INSTRUCTIONS. VALORSTAT PLUS GV60 Electronic Ignition Remote Control

GV60 VALORSTAT PLUS OPERATING INSTRUCTIONS. VALORSTAT PLUS GV60 Electronic Ignition Remote Control GV60 VALORSTAT PLUS OPERATING INSTRUCTIONS VALORSTAT PLUS GV60 Elctronic Ignition Rmot Control Valor modls using th ValorStat PLUS Rmot Control Portrait 530I Vogu 1300 Horizon 534I Linar L1 1500 Horizon

More information

Lab 12. Speed Control of a D.C. motor. Controller Design

Lab 12. Speed Control of a D.C. motor. Controller Design Lab. Spd Control of a D.C. motor Controllr Dsign Motor Spd Control Projct. Gnrat PWM wavform. Amplify th wavform to driv th motor 3. Masur motor spd 4. Masur motor paramtrs 5. Control spd with a PD controllr

More information

METHOD OF LOCATION USING SIGNALS OF UNKNOWN ORIGIN. Inventor: Brian L. Baskin

METHOD OF LOCATION USING SIGNALS OF UNKNOWN ORIGIN. Inventor: Brian L. Baskin METHOD OF LOCATION USING SIGNALS OF UNKNOWN ORIGIN Inventor: Brin L. Bskin 1 ABSTRACT The present invention encompsses method of loction comprising: using plurlity of signl trnsceivers to receive one or

More information

4.5 COLLEGE ALGEBRA 11/5/2015. Property of Logarithms. Solution. If x > 0, y > 0, a > 0, and a 1, then. x = y if and only if log a x = log a y.

4.5 COLLEGE ALGEBRA 11/5/2015. Property of Logarithms. Solution. If x > 0, y > 0, a > 0, and a 1, then. x = y if and only if log a x = log a y. /5/05 0 TH EDITION COLLEGE ALGEBRA 4.5 Eponntial and Logarithmic Equations Eponntial Equations Logarithmic Equations Applications and Modling LIAL HORNSBY SCHNEIDER 4.5-4.5 - Proprty of Logarithms If >

More information

MAXIMUM FLOWS IN FUZZY NETWORKS WITH FUNNEL-SHAPED NODES

MAXIMUM FLOWS IN FUZZY NETWORKS WITH FUNNEL-SHAPED NODES MAXIMUM FLOWS IN FUZZY NETWORKS WITH FUNNEL-SHAPED NODES Romn V. Tyshchuk Informtion Systems Deprtment, AMI corportion, Donetsk, Ukrine E-mil: rt_science@hotmil.com 1 INTRODUCTION During the considertion

More information

e-quals Unit Syllabus

e-quals Unit Syllabus -Quls Unit Syllus Lvl 2 Dsigning n rting multi-pg oumnts using sktop pulishing softwr 7266-028 www.itynguils.om/-quls07 Mrh 2007 Vrsion 1.0 Aout City & Guils City & Guils is th UK s ling provir of votionl

More information

Dataflow Language Model. DataFlow Models. Applications of Dataflow. Dataflow Languages. Kahn process networks. A Kahn Process (1)

Dataflow Language Model. DataFlow Models. Applications of Dataflow. Dataflow Languages. Kahn process networks. A Kahn Process (1) The slides contin revisited mterils from: Peter Mrwedel, TU Dortmund Lothr Thiele, ETH Zurich Frnk Vhid, University of liforni, Riverside Dtflow Lnguge Model Drsticlly different wy of looking t computtion:

More information

Student Book SERIES. Patterns and Algebra. Name

Student Book SERIES. Patterns and Algebra. Name E Student Book 3 + 7 5 + 5 Nme Contents Series E Topic Ptterns nd functions (pp. ) identifying nd creting ptterns skip counting completing nd descriing ptterns predicting repeting ptterns predicting growing

More information

THIS LECTURE looks at bell ringing (the posh name is Tintinnalogia) which as. WE NORMALLY think of a bell as hanging mouth down. If we swing the bell,

THIS LECTURE looks at bell ringing (the posh name is Tintinnalogia) which as. WE NORMALLY think of a bell as hanging mouth down. If we swing the bell, 7 Bells THIS LECTURE looks t ell ringing (the posh nme is Tintinnlogi) whih s n orgnize tivity hs een roun for long time. Inee, n importnt ook y Stemn on the sujet ws pulishe in 1668 (two yers fter the

More information

(CATALYST GROUP) B"sic Electric"l Engineering

(CATALYST GROUP) Bsic Electricl Engineering (CATALYST GROUP) B"sic Electric"l Engineering 1. Kirchhoff s current l"w st"tes th"t (") net current flow "t the junction is positive (b) Hebr"ic sum of the currents meeting "t the junction is zero (c)

More information

CANYON TV CABINET ASSEMBLY INSTRUCTIONS

CANYON TV CABINET ASSEMBLY INSTRUCTIONS NYON TV NT SSMLY NSTRUTONS MPORTNT PLS R OR YOU ONTNU URTR WRNN N NSTRUTONS NR MPORTNT: RTN TS NSTRUTONS OR UTUR RRN. U TO T SZ O TS PROUT W ROMMN TT T S SSML N T ROOM NTN OR US. WN YOU R RY TO STRT,MK

More information

R. W. Erickson. Department of Electrical, Computer, and Energy Engineering University of Colorado, Boulder

R. W. Erickson. Department of Electrical, Computer, and Energy Engineering University of Colorado, Boulder R. W. Erickson Department o Electrical, Computer, and Energy Engineering University o Colorado, Boulder Computation ohase! T 60 db 40 db 20 db 0 db 20 db 40 db T T 1 Crossover requency c 1 Hz 10 Hz 100

More information

10.4 AREAS AND LENGTHS IN POLAR COORDINATES

10.4 AREAS AND LENGTHS IN POLAR COORDINATES 65 CHAPTER PARAMETRIC EQUATINS AND PLAR CRDINATES.4 AREAS AND LENGTHS IN PLAR CRDINATES In this section we develop the formul for the re of region whose oundry is given y polr eqution. We need to use the

More information

First Round Solutions Grades 4, 5, and 6

First Round Solutions Grades 4, 5, and 6 First Round Solutions Grdes 4, 5, nd 1) There re four bsic rectngles not mde up of smller ones There re three more rectngles mde up of two smller ones ech, two rectngles mde up of three smller ones ech,

More information

Routing Lectures! Advanced Topics in Routing! But there is more to the story.! Self-Learning! Interdomain: Path-vector! Intradomain (L3)!

Routing Lectures! Advanced Topics in Routing! But there is more to the story.! Self-Learning! Interdomain: Path-vector! Intradomain (L3)! Routing Lturs! Link-lyr (L2) Slf-lrning An Topis in Routing! EE 22: Intro to Communition Ntworks Fll 2 (MW 4-5:3 in Brkr) Sott Shnkr TAs: Smr Agrwl, Sr Alspugh, Igor Gnih, Pryg Nrul http://inst.s.rkly.u/~22/

More information

cos The points in an Argand diagram which represent the numbers (iii) Write down a polynomial equation of degree 5 which is satisfied by w.

cos The points in an Argand diagram which represent the numbers (iii) Write down a polynomial equation of degree 5 which is satisfied by w. FP3 Complx Numbrs. Jun qu.3 In this qustion, w dnots th complx numbr cos + i sin. 5 5 Exprss w, w 3 and w* in polar form, with argumnts in th intrval θ

More information

DCM Series DC T-Series Non-Spring Return Rotary Electronic Damper Actuators

DCM Series DC T-Series Non-Spring Return Rotary Electronic Damper Actuators DCM-0 Series DC-0-T-Series Non-Spring Return Rotry Eletroni Dmper Atutors. Atutor. U-olt shft pter. Position initor EA0R e f g. Shft pter loking lip e. Position initor pter f. Mounting rket g. Mounting

More information

Box Joint Jig. The thing that impresses me most. Plans NOW

Box Joint Jig. The thing that impresses me most. Plans NOW Plans NOW Box Joint Jig This shop-made jig lets you dial in perfect-fitting box joints on your table saw or router table. The unique micro-adjustment system and locking feature make it easy and accurate.

More information

1/24/2017. Electrical resistance

1/24/2017. Electrical resistance 1/24/2017 Photocopirs and th National Grid Photoconductors so far.. On xampl of a smiconducting matrial Elctrical insulator in th dark, conductor in th light mportant componnt in a photocopir butt Slctiv

More information

MONOCHRONICLE STRAIGHT

MONOCHRONICLE STRAIGHT UPDATED 09-2010 HYDROCARBON Hydrocrbon is poncho-style cowl in bulky-weight yrn, worked in the round. It ws designed to be s prcticl s it is stylish, with shping tht covers the neck nd shoulders nd the

More information

Copyright 2014 Winnebago Industries, Inc.

Copyright 2014 Winnebago Industries, Inc. anger of electrical shock, burns or death. lways remove all power sources before attempting any repair, service or diagnostic work. Power can be present from shore power, generator, inverter or battery.

More information

Common Collector & Common Base Amplifier Circuits

Common Collector & Common Base Amplifier Circuits xprimnt (6): ommon ollctor & as Amplification ircuit xprimnt No. (6) ommon ollctor & ommon as Amplifir ircuits Study Objctiv: (1) To comput and masur th basic charactristics of & amplification. (2) To

More information

CHAPTER 2 LITERATURE STUDY

CHAPTER 2 LITERATURE STUDY CHAPTER LITERATURE STUDY. Introduction Multipliction involves two bsic opertions: the genertion of the prtil products nd their ccumultion. Therefore, there re two possible wys to speed up the multipliction:

More information

Graph coloring. Kempe s algorithm removes nodes with < K edges

Graph coloring. Kempe s algorithm removes nodes with < K edges Graph oloring Kmp s algorithm rmovs nods with < K dgs Fin This stp is alld simpliia1on Simpliia9on ithr nds with an mpty graph or a graph suh that ah nod has K dgs Now w hav to do somthing Eithr try out

More information

ITEC2620 Introduction to Data Structures

ITEC2620 Introduction to Data Structures /5/20 ITEC220 Introdution to Dt Strutures Leture 0 Gme Trees Two-Plyer Gmes Rules for gme define the sttespe Nodes re gme sttes Links re possile moves Build serh tree y rute fore Exmple I Exmple II A Our

More information

ENCODER1 XXX LED POWER LED POWER GROUND CHAN A INDEX INPUT INPUT GROUND GROUND CHAN B +5V TTL XXX PWM XXX STATUS LED LED POWER DIR XXX INPUT XXX XXX

ENCODER1 XXX LED POWER LED POWER GROUND CHAN A INDEX INPUT INPUT GROUND GROUND CHAN B +5V TTL XXX PWM XXX STATUS LED LED POWER DIR XXX INPUT XXX XXX POWR N RS85 OMMUNITION +V TO +8V RS85 RS85 NOR INX HN +5V HN L POWR L POWR PRLIMINRY STTUS L L POWR TTL PWM MOTOR IR ONTROL STP +V MOTOR + MOTOR - MOTOR MOTOR + RIV MOTOR - TTL IGITL I/O ONNTOR POWR OUTPUT

More information

arxiv: v1 [cs.cc] 29 Mar 2012

arxiv: v1 [cs.cc] 29 Mar 2012 Solving Mhjong Solitire ords with peeking Michiel de Bondt rxiv:1203.6559v1 [cs.cc] 29 Mr 2012 Decemer 22, 2013 Astrct We first prove tht solving Mhjong Solitire ords with peeking is NPcomplete, even if

More information

CITY OF DANIA BEACH, FL COMMUNITY REDEVELOPMENT AGENCY WEST DANIA BEACH BOULEVARD ROAD EXTENSION PROJECT

CITY OF DANIA BEACH, FL COMMUNITY REDEVELOPMENT AGENCY WEST DANIA BEACH BOULEVARD ROAD EXTENSION PROJECT SUNSN STT ON O OR, N., OMMUNTY RVOPMNT NY ST RWN NX ity ommission S OVR ST 2 MOTON PN 3 PN N PRO 4 PN YOUT - RVPV N U TS/SPS 5 NR NOTS 6 TYP STONS N RN TS PROT OTON Walter. uke, - Mayor lbert. ones - Vice

More information

NOISE REFERRAL. V nrg Noise due to R g. EXAMPLE 1: The Non-Inverting Amplifier. Finding the noise produced by each source: R g. R f.

NOISE REFERRAL. V nrg Noise due to R g. EXAMPLE 1: The Non-Inverting Amplifier. Finding the noise produced by each source: R g. R f. To quantiy noise in an op amp circuit, it is customary to ive noise levels in terms o the equivalent input noise. So noise sources in various parts o the circuit are recalculated to the equivalent input

More information

Study on SLT calibration method of 2-port waveguide DUT

Study on SLT calibration method of 2-port waveguide DUT Interntionl Conference on Advnced Electronic cience nd Technology (AET 206) tudy on LT clibrtion method of 2-port wveguide DUT Wenqing Luo, Anyong Hu, Ki Liu nd Xi Chen chool of Electronics nd Informtion

More information

2306-VS Dual Channel Battery/Charger Simulator

2306-VS Dual Channel Battery/Charger Simulator 2306-VS ual hannel attery/harger Simulator OUTPUT #1 (TTRY) VOLTG OUTPUT (2 YRS, 23 ± 5 ) OUTPUT VOLTG: 0 to 15V. OUTPUT URY: ±(0.05% 3mV). PROGRMMING RSOLUTION: 1mV. RK URY 1 : ±(0.05% 3mV). RK RSOLUTION:

More information

Study Guide # Vectors in R 2 and R 3. (a) v = a, b, c = a i + b j + c k; vector addition and subtraction geometrically using parallelograms

Study Guide # Vectors in R 2 and R 3. (a) v = a, b, c = a i + b j + c k; vector addition and subtraction geometrically using parallelograms Study Guide # 1 MA 26100 - Fll 2018 1. Vectors in R 2 nd R 3 () v =, b, c = i + b j + c k; vector ddition nd subtrction geometriclly using prllelogrms spnned by u nd v; length or mgnitude of v =, b, c,

More information

Triangles and parallelograms of equal area in an ellipse

Triangles and parallelograms of equal area in an ellipse 1 Tringles nd prllelogrms of equl re in n ellipse Roert Buonpstore nd Thoms J Osler Mthemtics Deprtment RownUniversity Glssoro, NJ 0808 USA uonp0@studentsrownedu osler@rownedu Introduction In the pper

More information

MAYWOOD. Hospitality & ConferenCe tables FURNITURE CORP. GSA Approved! Contract #GS-28F-0050W. Established 1918

MAYWOOD. Hospitality & ConferenCe tables FURNITURE CORP.   GSA Approved! Contract #GS-28F-0050W. Established 1918 MAYWOOD FURNITURE CORP. Mnufctured in the U.S.A. Estblished 1918 Hospitlity & ConferenCe tbles www.mywood.com GSA Approved! Contrct #GS-28F-0050W bout us Circ 1930 Mywood Furniture Corportion ws estblished

More information

The Math Learning Center PO Box 12929, Salem, Oregon Math Learning Center

The Math Learning Center PO Box 12929, Salem, Oregon Math Learning Center Resource Overview Quntile Mesure: Skill or Concept: 300Q Model the concept of ddition for sums to 10. (QT N 36) Model the concept of sutrction using numers less thn or equl to 10. (QT N 37) Write ddition

More information

Misty. Sudnow Dot Songs

Misty. Sudnow Dot Songs Sudnow Dot Songs isty T The Dot Song is nottionl system tht depicts voiced chords in wy where the non-music reder cn find these firly redily. But the Dot Song is not intended be red, not s sight reder

More information

BUBBLE BOBBLE 1 o C r t n o s l 2 t e G t g n i a t S r d e t 3 a B s c i Pl y a 4 a G m S e r c e n e 5 in r Sco g 6 ms e It 7 a P s s o w d r

BUBBLE BOBBLE 1 o C r t n o s l 2 t e G t g n i a t S r d e t 3 a B s c i Pl y a 4 a G m S e r c e n e 5 in r Sco g 6 ms e It 7 a P s s o w d r BUBBLE BOBBLE 1 Control s 2 Gettin g Strted 3 Bsc i Ply 4 Gm e Sce r en 5 Scoring 6 Items 7 Psswor d 1 Control s Bsic Controls Move left pssword Jump Blow s Confirm/Puse/Resume Menu nd right/enter nvigtion

More information

Example: Modulo 11: Since Z p is cyclic, there is a generator. Let g be a generator of Z p.

Example: Modulo 11: Since Z p is cyclic, there is a generator. Let g be a generator of Z p. Qudrtic Residues Defiitio: The umbers 0, 1,,, ( mod, re clled udrtic residues modulo Numbers which re ot udrtic residues modulo re clled udrtic o-residues modulo Exmle: Modulo 11: Itroductio to Number

More information

9.4. ; 65. A family of curves has polar equations. ; 66. The astronomer Giovanni Cassini ( ) studied the family of curves with polar equations

9.4. ; 65. A family of curves has polar equations. ; 66. The astronomer Giovanni Cassini ( ) studied the family of curves with polar equations 54 CHAPTER 9 PARAMETRIC EQUATINS AND PLAR CRDINATES 49. r, 5. r sin 3, 5 54 Find the points on the given curve where the tngent line is horizontl or verticl. 5. r 3 cos 5. r e 53. r cos 54. r sin 55. Show

More information

Include a copy of this drawing with each set of parts. 2 B 1 SHEET 1 OF 6 ITEM DESCRIPTION RCK0001

Include a copy of this drawing with each set of parts. 2 B 1 SHEET 1 OF 6 ITEM DESCRIPTION RCK0001 TH INORMTION ONTIN IN THIS RWING IS TH SOL PROPRTY O RV. SRIPTION NorthStar attery ompany.,ll NY RPROUTION IN PRT OR WHOL WITHOUT HNG LL RWINGS TO NORTHSTR TITL LOK, LLOUT OR WL NUT ON RK SHL, TH WRITTN

More information

THE SONGWRITING CLUB SONGS

THE SONGWRITING CLUB SONGS THE SOGWRITIG LUB SOGS LYRIS AD UKE HORDS BOOK OE It s time to sing with your friends nd fmily! Tips for plying re included re on the lst pge. You cn listen to the recordings (nd the kroke trcks) nd find

More information

Congruences for Stirling Numbers of the Second Kind Modulo 5

Congruences for Stirling Numbers of the Second Kind Modulo 5 Southest Asin Bulletin of Mthemtics (2013 37: 795 800 Southest Asin Bulletin of Mthemtics c SEAMS. 2013 Congruences for Stirling Numbers of the Second Kind Modulo 5 Jinrong Zho School of Economic Mthemtics,

More information

Grade 5 Large Numbers

Grade 5 Large Numbers ID : jp-5-large-numbers [1] Grade 5 Large Numbers For more such worksheets visit www.edugain.com Answer t he quest ions (1) What number is represented as 6000000 + 200000 + 30000 + 8000 + 800 + 40 + 6

More information

Macroscopic and Microscopic Springs Procedure

Macroscopic and Microscopic Springs Procedure Mrosopi nd Mirosopi Springs Proedure OBJECTIVE Purpose In this l you will: investigte the spring-like properties of stright wire, disover the strethiness of mteril, independent of the size nd shpe of n

More information

Compared to generators DC MOTORS. Back e.m.f. Back e.m.f. Example. Example. The construction of a d.c. motor is the same as a d.c. generator.

Compared to generators DC MOTORS. Back e.m.f. Back e.m.f. Example. Example. The construction of a d.c. motor is the same as a d.c. generator. Compred to genertors DC MOTORS Prepred by Engr. JP Timol Reference: Electricl nd Electronic Principles nd Technology The construction of d.c. motor is the sme s d.c. genertor. the generted e.m.f. is less

More information

How Do I Use Ray Diagrams to Predict How an Image Will Look?

How Do I Use Ray Diagrams to Predict How an Image Will Look? How Do I Use Ray Diagrams to Predict How an Image Will Look? Description: Students will create ray diagrams to predict the type o image ormed. Student Materials (per group): Ray Diagrams Worksheet Ruler

More information

Series. Teacher. Numbers

Series. Teacher. Numbers Series B Techer Copyright 2009 3P Lerning. All rights reserved. First edition printed 2009 in Austrli. A ctlogue record for this book is vilble from 3P Lerning Ltd. ISBN 978-1-921860-17-1 Ownership of

More information