Frequency Modulation. Dr. Hwee-Pink Tan
|
|
- Robert Stevenson
- 8 years ago
- Views:
Transcription
1 Frequency Modulaion Dr. Hwee-Pink Tan hp:// Lecure maerial was absraced from "Communicaion Sysems" by Simon Haykin.
2 Ouline Day 1 Day 2 Day 3 Angle Modulaion Frequency Modulaion (FM) Narrowband and Wideband FM Transmission bandwidh FM Sereo Mix Phase-locked Loop (PLL) Non-linear effecs in FM receivers Summary Tuorial
3 Recall Wha is modulaion? Message m() Highes freq W ransmier Sinusoidal carrier c()= A c cos [2f c ] modulaion Direc ransmission Unsuiable/ inefficien Transmission channel Modulaed signal s()=a()cos () receiver m() demodulaion s() obained by varying characerisic of c() according o m() Ampliude A()<-> Ampliude Modulaion Angle () <-> Angle Modulaion
4 Recall Ampliude Modulaion s() = A c [1+k a m()]cos 2f c Envelope of s() has same shape as m() provided: k a m() <1 f c >>W Easy and cheap o generae s() and reverse
5 Recall Ampliude Modulaion Drawbacks of AM waseful of power ransmission of carrier waseful of bandwidh ransmission bandwidh, B T = 2W Improved resource uilizaion (power or bandwidh) raded-off wih increased sysem complexiy Angle modulaion offers pracical means of rading-off beween power and bandwidh
6 Angle modulaion s() = A c cos[ i ()], f i () = 1 d i () 2 d Phase Modulaion (PM) i () = 2 f c + k p m() s() = A c cos[2 f c + k p m()] Frequency Modulaion (FM) f i () = f c + k f m() s() = A c cos[2 f c + 2k f m()d] 0
7 PM vs FM Frequency modulaor Inegraor Phase modulaor FM wave Modulaing wave, m() A c cos(2f c ) s() = A c cos[2 f c + 2k f m()d] 0 Differeniaor Phase modulaor Frequency modulaor PM wave s() = A c cos[2 f c + k p m()]
8 Frequency modulaion Non-linear funcion of m() FM signal: s() = A c cos[2 f c + 2k f m()d] 0 Consider single one signal: m()=a m cos2f m f i () = f c + k f m() = f c + k f A m cos[2 f m ] = f c + f cos[2 f m ] i () = 2 0 f i ()d = 2 f c + f sin[2 f m ] f m = 2 f c + sin[2 f m ] Frequency deviaion Modulaion index s() = A c cos[2 f c + sin(2 f m )]
9 Narrowband FM (<<1) )] sin(2 )sin[ sin(2 )] sin(2 )cos[ cos(2 ) ( we have :, Expanding f f A f f A s s() m c c m c c = 1 sin(2f m ) ]} ) ( cos[2 ] ) ( {cos[2 2 1 ) cos(2 ) )sin(2 sin(2 ) cos(2 ) s( 1, If f f f f A f A f f A f A m c m c c c c m c c c c + + << carrier Upper side-frequency Lower side-frequency Resulan
10 Comparison wih AM AM Signal carrier Upper side-frequency Lower side-frequency Resulan Narrow band FM Signal Resulan carrier Lower side-frequency Upper side-frequency
11 Wideband FM s() = A c cos[2 f c + sin(2 f m )] f c >> f m = Re[A c exp( j2 f c + j sin(2 f m ))] = Re[ s()exp( j2 f c )] (*) s() = A c exp[ j sin(2 f m )] = A c J n ()exp( j2n f m ) n= nh order Bessel funcion of firs kind Subs. ino (*), and applying FT: S(f) = A c 2 n= J n ()[( f f c nf m ) + ( f + f c + nf m )] = A c J 0 ()( f f c ) + A c 2 J ±1()( f f c f m ) + A c 2 J ±2()( f f c 2 f m ) + Carrier componen Side freq f c ±f m Side freq f c ±2f m
12 Observaions J 0 () = 1 Ampliude of carrier varies wih J 0 () Wih AM, ampliude of carrier = A c J 1 () = 2 J n2 () 0 n= J n 2 () = 1 Special case: << 1 Only J 0 (), J 1 () f c ± f m significan (narrowband FM) nh order Bessel funcion of firs kind S(f) = A c 2 n= J n ()[( f f c nf m ) + ( f + f c + nf m )] = A c J 0 ()( f f c ) + A c 2 J ±1 ()( f f c f m ) + A c 2 J ±2 ()( f f c 2 f m ) + Carrier componen Side freq f c ±f m Side freq f c ±2f m
13 Example - fixed f m, variable A m m() = A m cos[2 f m ], f = k f A m, = f f m S(f) = A c J 0 ()( f f c ) + A c 2 J ±1()( f f c f m ) + A c 2 J ±2()( f f c 2 f m ) + Carrier componen Side freq f c ±f m Side freq f c ±2f m f m f m A m
14 Example - fixed A m, variable f m m() = A m cos[2 f m ], f = k f A m, = f f m S(f) = A c J 0 ()( f f c ) + A c 2 J ±1()( f f c f m ) + A c 2 J ±2()( f f c 2 f m ) + f m f m f m
15 Example - fixed A m, variable f m m() = A m cos[2 f m ], f = k f A m, = f f m S(f) = A c J 0 ()( f f c ) + A c 2 J ±1()( f f c f m ) + A c 2 J ±2()( f f c 2 f m ) + f m f m As, number of specral lines wihin f c f < f < f c + f As, he bandwidh of s() approaches he limiing value of 2f!! [Noe: For 1,bandwidh of s() 2 f m (As in AM)]
16 Transmission bandwidh S(f) = A c 2 n= J n ()[( f f c nf m ) + ( f + f c + nf m )] ransmission bandwidh =!!! Bu, effecively, finie number of side frequencies are significan Large : Falls rapidly owards 0 for f-f c >2f Small : Significan sidebands wihin f c ± f m Carson's rule: B T,Carson 2f (1 + 1 )
17 Transmission bandwidh S(f) = A c 2 n= J n ()[( f f c nf m ) + ( f + f c + nf m )] ransmission bandwidh =!!! Bu, effecively, finie number of side frequencies are significan reain up o n max side frequencies s.. J nmax () J 0 () B T = 2n max f m B T,1% = 1 % bandwidh wih = 0.01
18 1 percen bandwidh of FM wave As, n max B T,1%
19 1 percen bandwidh of FM wave Small Large Small values of more exravagan in B T han larger!! Pracically, B T,Carson B T B T,1%
20 FM Sereo Transmi wo separae signals via same carrier 2 differen secions of orchesra, e.g., vocalis and accompanis, o give spaial dimension o is percepion Requiremens Mus operae wihin allocaed FM broadcas channels Mus be compaible wih monophonic radio receivers
21 FM Sereo Mux m l +m r : Monophonic recepion m l -m r 2f c =38kHz f c =19kHz m() = [m l () + m r ()] +[m l () m r ()]cos(2[2 f c ]) +K cos(2 f c )
22 FM Sereo Demux m l () + m r () [m l () m r ()]cos(2[2 f c ]) K cos(2 f c ) 2f c =38kHz m() = [m l () + m r ()] +[m l () m r ()]cos(2[2 f c ]) +K cos(2 f c )
23 Phase Locked Loop (PLL) s() = A c sin[2 f c + 1 ()] X Loop filer v() r() = A v cos[2 f c + 2 ()] 2 () = 2k v 0 v()d Volage Conrolled Oscillaor PLL for freq. demod If s() is FM wave, obain m() from v() Require o <=> Phase lock!
24 Phase Locked Loop (PLL) HF :4f c erm e() = { s() = A c sin[2 f c + 1 ()] LF : K sin[ 1 () 2 ()] e ( ) X H(f) Loop filer v() = e( )h( )d r() = A v cos[2 f c + 2 ()] 2 () = 2k v 0 v()d Volage Conrolled Oscillaor Dynamic behavior of PLL d e () = d () 1 2K o d d K o = k m k v A c A v sin[ e ( )]h( )d,
25 Non-linear PLL model Sinusoidal non-lineariy makes i difficul o analyze PLL Dynamic behavior of PLL d e () = d () 1 2K o d d K o = k m k v A c A v sin[ e ( )]h( )d,
26 Non-linear PLL model Assume e () << 1 sin e () e () Linearized behavior of PLL d e () d = d 1 () d 2K o e ( )h( )d, FT can be applied! K o = k m k v A c A v
27 Linear PLL model 1 e ( f ) = 1 + L( f ) ( f ), 1 H ( f ) L( f ) = K o [Open-loop ransfer funcion] jf V( f ) = K o k v H ( f ) e ( f ) = jf k v L( f ) e ( f ) V( f ) = ( jf / k v )L( f ) 1 + L( f ) 1 ( f )
28 Phase-locked Linear PLL V( f ) = ( jf / k )L( f ) v 1 ( f ) 1 + L( f ) e ( f ) = 1 1+ L( f ) 1 ( f ) L( f ) 1 V( f ) jf k v 1 ( f ) v() = 1 2k v d 1 () d e ( f ) 0 Phase lock!!!
29 Phase locked linear PLL as frequency demodulaor If s() is FM signal, 1 () = 2k f 0 m()d v() = k f k v m() If L(f) >>1 Linearized PLL model Phase lock saisfied [ e 0] v() = 1 d 1 () 2k v d Deermines complexiy of PLL Bandwidh of s() >> bandwidh of H(f) [m()]
30 Design of H(f) Firs order H(f)=1 L(f) =K o /f Drawback K o conrols boh loop bandwidh and L(f) >>1 hold-in frequency range, f H f H (K o =1) f H (K o =3)
31 Second-order PLL H ( f ) = 1 + a jf ( jf / f e ( f ) = n ) ( jf / f n ) + ( jf / f n ) 2 ( f ), 1 f n = ak o Naural frequency = K o 4a Damping facor For m() = A m cos2 f m, 1 () = sin(2 f m ) e () = e0 cos(2 f m + )
32 Second-order PLL Wih appropriae choice of (,f n ), we can mainain e small Linear PLL model Rule of humb: Loop should remain locked if e0 (f m =f n )<90 o
33 Non-linear effecs in FM sysems v i () v i () = A c cos[2 f c + ()], () = 2k f 0 m()d memoryless communicaions channel v o () = a 1 v i () + a 2 v i 2 () + a 3 v i 3 () v o () = A 0 + A 1 cos[2 f c + ()] + A 2 cos[4 f c + 2()] + A 3 cos[6 f c + 3()] Assume v i () is FM signal f = frequency deviaion W = highes freq. comp. of m()
34 Non-linear effecs in FM sysems v i () = A c cos[2 f c + ()], () = 2k f 0 m()d Carson s Rule 2f memoryless communicaions channel v o () = A 0 + A 1 cos[2 f c + ()] + A 2 cos[4 f c + 2()] + A 3 cos[6 f c + 3()] f c -W f c f c +W 2f c -W 2f c 2f c +W 2f 4f
35 Non-linear effecs in FM sysems To separae ou desired FM signal f c +f+w < 2f c -W-2f =>f c > 3f + 2W Apply bandpass filer [f c -f-w, f c +f+w] v o '() = (a a 3 A c2 )v i () Unlike AM, FM no affeced by disorion due o channel wih amp. non-lineariies f c -W f c f c +W 2f c -W 2f c 2f c +W 2f 4f
36 Summary Unlike AM, FM is non-linear modulaion process Specral analysis is more difficul Developed insigh by sudying single-one FM Carson s rule for ransmission bandwidh B T = 2f(1+1/) Phase-Locked Loop for frequency demodulaion
Lecture 3: FM Transmitters & Receivers
Leure 3: FM Transmiers & Reeivers Review of Previous Leures Frequeny Modulaion FM Transmier FM Demodulaion Tehniques FM Reeiver Conlusions & Disussions Leure Noes are available from: hp://homepages.unl.a.uk/~aghizas
More informationModulation for Analog Communication. Yao Wang Polytechnic University, Brooklyn, NY11201 http://eeweb.poly.edu/~yao
Modulaion or Analog Communiaion Yao Wang Polyehni Universiy, Brooklyn, NY11201 hp://eeweb.poly.edu/~yao Ouline Baseband ommuniaion: bandwidh requiremen Modulaion o oninuous signals Ampliude modulaion Quadraure
More informationSignal Rectification
9/3/25 Signal Recificaion.doc / Signal Recificaion n imporan applicaion of juncion diodes is signal recificaion. here are wo ypes of signal recifiers, half-wae and fullwae. Le s firs consider he ideal
More informationAnalogue and Digital Signal Processing. First Term Third Year CS Engineering By Dr Mukhtiar Ali Unar
Analogue and Digial Signal Processing Firs Term Third Year CS Engineering By Dr Mukhiar Ali Unar Recommended Books Haykin S. and Van Veen B.; Signals and Sysems, John Wiley& Sons Inc. ISBN: 0-7-380-7 Ifeachor
More informationPulse-Width Modulation Inverters
SECTION 3.6 INVERTERS 189 Pulse-Widh Modulaion Inverers Pulse-widh modulaion is he process of modifying he widh of he pulses in a pulse rain in direc proporion o a small conrol signal; he greaer he conrol
More informationµ r of the ferrite amounts to 1000...4000. It should be noted that the magnetic length of the + δ
Page 9 Design of Inducors and High Frequency Transformers Inducors sore energy, ransformers ransfer energy. This is he prime difference. The magneic cores are significanly differen for inducors and high
More informationCHARGE AND DISCHARGE OF A CAPACITOR
REFERENCES RC Circuis: Elecrical Insrumens: Mos Inroducory Physics exs (e.g. A. Halliday and Resnick, Physics ; M. Sernheim and J. Kane, General Physics.) This Laboraory Manual: Commonly Used Insrumens:
More informationCapacitors and inductors
Capaciors and inducors We coninue wih our analysis of linear circuis by inroducing wo new passive and linear elemens: he capacior and he inducor. All he mehods developed so far for he analysis of linear
More informationForm measurement systems from Hommel-Etamic Geometrical tolerancing in practice DKD-K-02401. Precision is our business.
Form measuremen sysems from Hommel-Eamic Geomerical olerancing in pracice DKD-K-02401 Precision is our business. Drawing enries Tolerance frame 0.01 0.01 Daum leer Tolerance value in mm Symbol for he oleranced
More informationVoltage level shifting
rek Applicaion Noe Number 1 r. Maciej A. Noras Absrac A brief descripion of volage shifing circuis. 1 Inroducion In applicaions requiring a unipolar A volage signal, he signal may be delivered from a bi-polar
More informationLLC Resonant Converter Reference Design using the dspic DSC
LLC Resonan Converer Reference Design using he dspic DSC 2010 Microchip Technology Incorporaed. All Righs Reserved. LLC Resonan Converer Webinar Slide 1 Hello, and welcome o his web seminar on Microchip
More informationChapter 7. Response of First-Order RL and RC Circuits
Chaper 7. esponse of Firs-Order L and C Circuis 7.1. The Naural esponse of an L Circui 7.2. The Naural esponse of an C Circui 7.3. The ep esponse of L and C Circuis 7.4. A General oluion for ep and Naural
More informationThe Transport Equation
The Transpor Equaion Consider a fluid, flowing wih velociy, V, in a hin sraigh ube whose cross secion will be denoed by A. Suppose he fluid conains a conaminan whose concenraion a posiion a ime will be
More informationRFIC Design and Testing for Wireless Communications
RFIC Design and Tesing for Wireless Communicaions PragaTI (TI India Technical Universiy Course July 8,,, 008 Lecure 6: Basic Conceps Lineariy, noise figure, dynamic range By Vishwani D. grawal Fa Foser
More informationTSG-RAN Working Group 1 (Radio Layer 1) meeting #3 Nynashamn, Sweden 22 nd 26 th March 1999
TSG-RAN Working Group 1 (Radio Layer 1) meeing #3 Nynashamn, Sweden 22 nd 26 h March 1999 RAN TSGW1#3(99)196 Agenda Iem: 9.1 Source: Tile: Documen for: Moorola Macro-diversiy for he PRACH Discussion/Decision
More informationPi Principles i of Communications
Pi Priniples i o Communiaions i Chaper 3: Analog Modulaion (oninued Texbook: Ch 3, Ch 4.-4.4, Ch 6.-6. 3E 3. Ee o Noise on AMS Sysems Baseband sysem (a basis or omparison o various modulaion sysems: No
More informationAcceleration Lab Teacher s Guide
Acceleraion Lab Teacher s Guide Objecives:. Use graphs of disance vs. ime and velociy vs. ime o find acceleraion of a oy car.. Observe he relaionship beween he angle of an inclined plane and he acceleraion
More informationModule 3 Design for Strength. Version 2 ME, IIT Kharagpur
Module 3 Design for Srengh Lesson 2 Sress Concenraion Insrucional Objecives A he end of his lesson, he sudens should be able o undersand Sress concenraion and he facors responsible. Deerminaion of sress
More informationInductance and Transient Circuits
Chaper H Inducance and Transien Circuis Blinn College - Physics 2426 - Terry Honan As a consequence of Faraday's law a changing curren hrough one coil induces an EMF in anoher coil; his is known as muual
More information9. Capacitor and Resistor Circuits
ElecronicsLab9.nb 1 9. Capacior and Resisor Circuis Inroducion hus far we have consider resisors in various combinaions wih a power supply or baery which provide a consan volage source or direc curren
More informationPhoto Modules for PCM Remote Control Systems
Phoo Modules for PCM Remoe Conrol Sysems Available ypes for differen carrier frequencies Type fo Type fo TSOP173 3 khz TSOP1733 33 khz TSOP1736 36 khz TSOP1737 36.7 khz TSOP1738 38 khz TSOP174 4 khz TSOP1756
More informationPart II Converter Dynamics and Control
Par II onverer Dynamics and onrol 7. A equivalen circui modeling 8. onverer ransfer funcions 9. onroller design 1. Inpu filer design 11. A and D equivalen circui modeling of he disconinuous conducion mode
More information17 Laplace transform. Solving linear ODE with piecewise continuous right hand sides
7 Laplace ransform. Solving linear ODE wih piecewise coninuous righ hand sides In his lecure I will show how o apply he Laplace ransform o he ODE Ly = f wih piecewise coninuous f. Definiion. A funcion
More informationUSE OF EDUCATION TECHNOLOGY IN ENGLISH CLASSES
USE OF EDUCATION TECHNOLOGY IN ENGLISH CLASSES Mehme Nuri GÖMLEKSİZ Absrac Using educaion echnology in classes helps eachers realize a beer and more effecive learning. In his sudy 150 English eachers were
More information1. y 5y + 6y = 2e t Solution: Characteristic equation is r 2 5r +6 = 0, therefore r 1 = 2, r 2 = 3, and y 1 (t) = e 2t,
Homework6 Soluions.7 In Problem hrough 4 use he mehod of variaion of parameers o find a paricular soluion of he given differenial equaion. Then check your answer by using he mehod of undeermined coeffiens..
More informationChallenges in the Design of High-Speed Clock and Data Recovery Circuits
TOPICS IN CIRCUITS FOR COMMUNICTIONS Challenges in he esign of High-Speed Clock and aa Recovery Circuis ehzad Razavi, Universiy of California, Los ngeles STRCT This aricle describes he challenges in he
More informationAutomatic measurement and detection of GSM interferences
Auomaic measuremen and deecion of GSM inerferences Poor speech qualiy and dropped calls in GSM neworks may be caused by inerferences as a resul of high raffic load. The radio nework analyzers from Rohde
More informationIdealistic characteristics of Islamic Azad University masters - Islamshahr Branch from Students Perspective
Available online a www.pelagiaresearchlibrary.com European Journal Experimenal Biology, 202, 2 (5):88789 ISSN: 2248 925 CODEN (USA): EJEBAU Idealisic characerisics Islamic Azad Universiy masers Islamshahr
More informationMobile and Ubiquitous Compu3ng. Mul3plexing for wireless. George Roussos. g.roussos@dcs.bbk.ac.uk
Mobile and Ubiquious Compu3ng Mul3plexing for wireless George Roussos g.roussos@dcs.bbk.ac.uk Overview Sharing he wireless (mul3plexing) in space by frequency in 3me by code PuEng i all ogeher: cellular
More informationTrends in TCP/IP Retransmissions and Resets
Trends in TCP/IP Reransmissions and Reses Absrac Concordia Chen, Mrunal Mangrulkar, Naomi Ramos, and Mahaswea Sarkar {cychen, mkulkarn, msarkar,naramos}@cs.ucsd.edu As he Inerne grows larger, measuring
More informationExample What is the minimum bandwidth for transmitting data at a rate of 33.6 kbps without ISI?
Emple Wh is he minimum ndwidh for rnsmiing d re of 33.6 kps wihou ISI? Answer: he minimum ndwidh is equl o he yquis ndwidh. herefore, BW min W R / 33.6/ 6.8 khz oe: If % roll-off chrcerisic is used, ndwidh
More informationModule 4. Single-phase AC circuits. Version 2 EE IIT, Kharagpur
Module 4 Single-phase A circuis ersion EE T, Kharagpur esson 5 Soluion of urren in A Series and Parallel ircuis ersion EE T, Kharagpur n he las lesson, wo poins were described:. How o solve for he impedance,
More informationOn Jitter by Dan Lavry, Lavry Engineering, Inc. email: dan@lavryengineering.com
On Jier by Dan Lavry, Lavry Engineering, Inc. email: dan@lavryengineering.com Copyrigh 1997 Lavry Engineering The firs par of his aricle for people who wan o gain some inuiive undersanding abou clock jier
More informationRC (Resistor-Capacitor) Circuits. AP Physics C
(Resisor-Capacior Circuis AP Physics C Circui Iniial Condiions An circui is one where you have a capacior and resisor in he same circui. Suppose we have he following circui: Iniially, he capacior is UNCHARGED
More informationConstant Data Length Retrieval for Video Servers with Variable Bit Rate Streams
IEEE Inernaional Conference on Mulimedia Compuing & Sysems, June 17-3, 1996, in Hiroshima, Japan, p. 151-155 Consan Lengh Rerieval for Video Servers wih Variable Bi Rae Sreams Erns Biersack, Frédéric Thiesse,
More informationCLOCK SKEW CAUSES CLOCK SKEW DUE TO THE DRIVER EROSION OF THE CLOCK PERIOD
DESIGNING WITH HIGH SPEED CLOCK DRIERS CONFERENCE PAPER CP-19 Inegraed Device Technology, Inc. By Sanley Hronik ABSTRACT Today s high speed sysems are encounering problems wih clocking ha were no consideraions
More informationAs widely accepted performance measures in supply chain management practice, frequency-based service
MANUFACTURING & SERVICE OPERATIONS MANAGEMENT Vol. 6, No., Winer 2004, pp. 53 72 issn 523-464 eissn 526-5498 04 060 0053 informs doi 0.287/msom.030.0029 2004 INFORMS On Measuring Supplier Performance Under
More informationFourier Series & The Fourier Transform
Fourier Series & The Fourier Transform Wha is he Fourier Transform? Fourier Cosine Series for even funcions and Sine Series for odd funcions The coninuous limi: he Fourier ransform (and is inverse) The
More informationPROFIT TEST MODELLING IN LIFE ASSURANCE USING SPREADSHEETS PART ONE
Profi Tes Modelling in Life Assurance Using Spreadshees PROFIT TEST MODELLING IN LIFE ASSURANCE USING SPREADSHEETS PART ONE Erik Alm Peer Millingon 2004 Profi Tes Modelling in Life Assurance Using Spreadshees
More informationMolding. Injection. Design. GE Plastics. GE Engineering Thermoplastics DESIGN GUIDE
apple GE Plasics GE Engineering Thermoplasics DESIGN GUIDE Wall Thickness Paring Lines Ejecion Appearance Pars Ribs/Gusses Bosses Holes Depressions Radii, Filles and Corners Molding Design Injecion s for
More informationA Note on Using the Svensson procedure to estimate the risk free rate in corporate valuation
A Noe on Using he Svensson procedure o esimae he risk free rae in corporae valuaion By Sven Arnold, Alexander Lahmann and Bernhard Schwezler Ocober 2011 1. The risk free ineres rae in corporae valuaion
More informationThe Application of Multi Shifts and Break Windows in Employees Scheduling
The Applicaion of Muli Shifs and Brea Windows in Employees Scheduling Evy Herowai Indusrial Engineering Deparmen, Universiy of Surabaya, Indonesia Absrac. One mehod for increasing company s performance
More informationInformation Systems for Business Integration: ERP Systems
Informaion Sysems for Business Inegraion: ERP Sysems (December 3, 2012) BUS3500 - Abdou Illia, Fall 2012 1 LEARNING GOALS Explain he difference beween horizonal and verical business inegraion. Describe
More informationSingle-machine Scheduling with Periodic Maintenance and both Preemptive and. Non-preemptive jobs in Remanufacturing System 1
Absrac number: 05-0407 Single-machine Scheduling wih Periodic Mainenance and boh Preempive and Non-preempive jobs in Remanufacuring Sysem Liu Biyu hen Weida (School of Economics and Managemen Souheas Universiy
More informationMathematics in Pharmacokinetics What and Why (A second attempt to make it clearer)
Mahemaics in Pharmacokineics Wha and Why (A second aemp o make i clearer) We have used equaions for concenraion () as a funcion of ime (). We will coninue o use hese equaions since he plasma concenraions
More informationThe Greek financial crisis: growing imbalances and sovereign spreads. Heather D. Gibson, Stephan G. Hall and George S. Tavlas
The Greek financial crisis: growing imbalances and sovereign spreads Heaher D. Gibson, Sephan G. Hall and George S. Tavlas The enry The enry of Greece ino he Eurozone in 2001 produced a dividend in he
More informationPrincipal components of stock market dynamics. Methodology and applications in brief (to be updated ) Andrei Bouzaev, bouzaev@ya.
Principal componens of sock marke dynamics Mehodology and applicaions in brief o be updaed Andrei Bouzaev, bouzaev@ya.ru Why principal componens are needed Objecives undersand he evidence of more han one
More informationARCH 2013.1 Proceedings
Aricle from: ARCH 213.1 Proceedings Augus 1-4, 212 Ghislain Leveille, Emmanuel Hamel A renewal model for medical malpracice Ghislain Léveillé École d acuaria Universié Laval, Québec, Canada 47h ARC Conference
More informationDuration and Convexity ( ) 20 = Bond B has a maturity of 5 years and also has a required rate of return of 10%. Its price is $613.
Graduae School of Business Adminisraion Universiy of Virginia UVA-F-38 Duraion and Convexiy he price of a bond is a funcion of he promised paymens and he marke required rae of reurn. Since he promised
More information11/6/2013. Chapter 14: Dynamic AD-AS. Introduction. Introduction. Keeping track of time. The model s elements
Inroducion Chaper 14: Dynamic D-S dynamic model of aggregae and aggregae supply gives us more insigh ino how he economy works in he shor run. I is a simplified version of a DSGE model, used in cuing-edge
More informationAngle Modulation, II. Lecture topics FM bandwidth and Carson s rule. Spectral analysis of FM. Narrowband FM Modulation. Wideband FM Modulation
Angle Modulation, II EE 179, Lecture 12, Handout #19 Lecture topics FM bandwidth and Carson s rule Spectral analysis of FM Narrowband FM Modulation Wideband FM Modulation EE 179, April 25, 2014 Lecture
More informationMultiprocessor Systems-on-Chips
Par of: Muliprocessor Sysems-on-Chips Edied by: Ahmed Amine Jerraya and Wayne Wolf Morgan Kaufmann Publishers, 2005 2 Modeling Shared Resources Conex swiching implies overhead. On a processing elemen,
More informationStochastic Recruitment: A Limited-Feedback Control Policy for Large Ensemble Systems
Sochasic Recruimen: A Limied-Feedback Conrol Policy for Large Ensemble Sysems Lael Odhner and Harry Asada Absrac This paper is abou sochasic recruimen, a conrol archiecure for cenrally conrolling he ensemble
More informationDYNAMIC MODELS FOR VALUATION OF WRONGFUL DEATH PAYMENTS
DYNAMIC MODELS FOR VALUATION OF WRONGFUL DEATH PAYMENTS Hong Mao, Shanghai Second Polyechnic Universiy Krzyszof M. Osaszewski, Illinois Sae Universiy Youyu Zhang, Fudan Universiy ABSTRACT Liigaion, exper
More informationMobile Broadband Rollout Business Case: Risk Analyses of the Forecast Uncertainties
ISF 2009, Hong Kong, 2-24 June 2009 Mobile Broadband Rollou Business Case: Risk Analyses of he Forecas Uncerainies Nils Krisian Elnegaard, Telenor R&I Agenda Moivaion Modelling long erm forecass for MBB
More informationPresent Value Methodology
Presen Value Mehodology Econ 422 Invesmen, Capial & Finance Universiy of Washingon Eric Zivo Las updaed: April 11, 2010 Presen Value Concep Wealh in Fisher Model: W = Y 0 + Y 1 /(1+r) The consumer/producer
More informationIR Receiver Module for Light Barrier Systems
IR Receiver Module for Ligh Barrier Sysems MECHANICAL DATA Pinning: 1 = OUT, 2 = GND, 3 = V S 19026 APPLICATIONS Reflecive sensors for hand dryers, owel or soap dispensers, waer fauces, oile flush Vending
More informationLECTURE 9. C. Appendix
LECTURE 9 A. Buck-Boos Converer Design 1. Vol-Sec Balance: f(d), seadysae ransfer funcion 2. DC Operaing Poin via Charge Balance: I(D) in seady-sae 3. Ripple Volage / C Spec 4. Ripple Curren / L Spec 5.
More informationWhy Did the Demand for Cash Decrease Recently in Korea?
Why Did he Demand for Cash Decrease Recenly in Korea? Byoung Hark Yoo Bank of Korea 26. 5 Absrac We explores why cash demand have decreased recenly in Korea. The raio of cash o consumpion fell o 4.7% in
More informationIR Receiver Modules for Remote Control Systems
TSOP382.., TSOP384.. IR Receiver Modules for MECHANICAL DATA Pinning: = OUT, 2 =, 3 = V S 926 FEATURES Very low supply curren Phoo deecor and preamplifier in one package Inernal filer for PCM frequency
More informationCommunication Networks II Contents
3 / 1 -- Communicaion Neworks II (Görg) -- www.comnes.uni-bremen.de Communicaion Neworks II Conens 1 Fundamenals of probabiliy heory 2 Traffic in communicaion neworks 3 Sochasic & Markovian Processes (SP
More informationLecture 2: Telegrapher Equations For Transmission Lines. Power Flow.
Whies, EE 481 Lecure 2 Page 1 of 13 Lecure 2: Telegraher Equaions For Transmission Lines. Power Flow. Microsri is one mehod for making elecrical connecions in a microwae circui. I is consruced wih a ground
More informationThe Phase Modulator In NBFM Voice Communication Systems
The Phase Modulator In NBFM Voice Communication Systems Virgil Leenerts 8 March 5 The phase modulator has been a point of discussion as to why it is used and not a frequency modulator in what are called
More information4 Convolution. Recommended Problems. x2[n] 1 2[n]
4 Convoluion Recommended Problems P4.1 This problem is a simple example of he use of superposiion. Suppose ha a discree-ime linear sysem has oupus y[n] for he given inpus x[n] as shown in Figure P4.1-1.
More informationAnalysis of Pricing and Efficiency Control Strategy between Internet Retailer and Conventional Retailer
Recen Advances in Business Managemen and Markeing Analysis of Pricing and Efficiency Conrol Sraegy beween Inerne Reailer and Convenional Reailer HYUG RAE CHO 1, SUG MOO BAE and JOG HU PARK 3 Deparmen of
More informationPI4ULS5V202 2-Bit Bi-directional Level Shifter with Automatic Sensing & Ultra Tiny Package
Feaures can be Less han, Greaer han or Equal o V CCB 1.2V o 5.5V on A Por and 1.2V o 5.5V on B Por High Speed wih 20 Mb/s Daa Rae for push-pull applicaion High Speed wih 2 Mb/s Daa Rae for open-drain applicaion
More informationSURVEYING THE RELATIONSHIP BETWEEN STOCK MARKET MAKER AND LIQUIDITY IN TEHRAN STOCK EXCHANGE COMPANIES
Inernaional Journal of Accouning Research Vol., No. 7, 4 SURVEYING THE RELATIONSHIP BETWEEN STOCK MARKET MAKER AND LIQUIDITY IN TEHRAN STOCK EXCHANGE COMPANIES Mohammad Ebrahimi Erdi, Dr. Azim Aslani,
More informationHedging with Forwards and Futures
Hedging wih orwards and uures Hedging in mos cases is sraighforward. You plan o buy 10,000 barrels of oil in six monhs and you wish o eliminae he price risk. If you ake he buy-side of a forward/fuures
More informationSmooth Priorities for Multi-Product Inventory Control
Smooh rioriies for Muli-roduc Invenory Conrol Francisco José.A.V. Mendonça*. Carlos F. Bispo** *Insiuo Superior Técnico - Universidade Técnica de Lisboa (email:favm@mega.is.ul.p) ** Insiuo de Sisemas e
More informationTHE PRESSURE DERIVATIVE
Tom Aage Jelmer NTNU Dearmen of Peroleum Engineering and Alied Geohysics THE PRESSURE DERIVATIVE The ressure derivaive has imoran diagnosic roeries. I is also imoran for making ye curve analysis more reliable.
More informationCommunication Systems
AM/FM Receiver Communication Systems We have studied the basic blocks o any communication system Modulator Demodulator Modulation Schemes: Linear Modulation (DSB, AM, SSB, VSB) Angle Modulation (FM, PM)
More informationAppendix A: Area. 1 Find the radius of a circle that has circumference 12 inches.
Appendi A: Area worked-ou s o Odd-Numbered Eercises Do no read hese worked-ou s before aemping o do he eercises ourself. Oherwise ou ma mimic he echniques shown here wihou undersanding he ideas. Bes wa
More informationGoRA. For more information on genetics and on Rheumatoid Arthritis: Genetics of Rheumatoid Arthritis. Published work referred to in the results:
For more informaion on geneics and on Rheumaoid Arhriis: Published work referred o in he resuls: The geneics revoluion and he assaul on rheumaoid arhriis. A review by Michael Seldin, Crisopher Amos, Ryk
More informationThe front end of the receiver performs the frequency translation, channel selection and amplification of the signal.
Many receivers must be capable of handling a very wide range of signal powers at the input while still producing the correct output. This must be done in the presence of noise and interference which occasionally
More informationDopamine, dobutamine, digitalis, and diuretics during intraaortic balloon support
Dopamine, dobuamine, digialis, and diureics during inraaoric balloon suppor Sephen Slogoff, M.D. n his presenaion, should like o discuss some conceps of drug herapy for inraaoric balloon paiens. Figure
More informationJournal Of Business & Economics Research September 2005 Volume 3, Number 9
Opion Pricing And Mone Carlo Simulaions George M. Jabbour, (Email: jabbour@gwu.edu), George Washingon Universiy Yi-Kang Liu, (yikang@gwu.edu), George Washingon Universiy ABSTRACT The advanage of Mone Carlo
More informationSINAMICS S120 drive system
SINAMICS S120 drive sysem Design PM340, frame sizes FSA o FSF The PM340 feaure he following connecions as sandard: DCP/R1 and DCN DC link Terminals DCP/R1 and R2 for connecion of an exernal braking PM-IF
More informationDifferential Equations and Linear Superposition
Differenial Equaions and Linear Superposiion Basic Idea: Provide soluion in closed form Like Inegraion, no general soluions in closed form Order of equaion: highes derivaive in equaion e.g. dy d dy 2 y
More informationANALYSIS AND COMPARISONS OF SOME SOLUTION CONCEPTS FOR STOCHASTIC PROGRAMMING PROBLEMS
ANALYSIS AND COMPARISONS OF SOME SOLUTION CONCEPTS FOR STOCHASTIC PROGRAMMING PROBLEMS R. Caballero, E. Cerdá, M. M. Muñoz and L. Rey () Deparmen of Applied Economics (Mahemaics), Universiy of Málaga,
More informationPacket-Oriented Communication Protocols for Smart Grid Services over Low-Speed PLC
Packe-Oriened Communicaion Proocols for Smar Grid Services over Low-Speed PLC Michael Bauer, Wolfgang Plapper, Chong Wang, Klaus Doser Insiue of Indusrial Informaion Technology Universiä Karlsruhe (TH)
More informationPlanning Demand and Supply in a Supply Chain. Forecasting and Aggregate Planning
Planning Demand and Supply in a Supply Chain Forecasing and Aggregae Planning 1 Learning Objecives Overview of forecasing Forecas errors Aggregae planning in he supply chain Managing demand Managing capaciy
More informationTask is a schedulable entity, i.e., a thread
Real-Time Scheduling Sysem Model Task is a schedulable eniy, i.e., a hread Time consrains of periodic ask T: - s: saring poin - e: processing ime of T - d: deadline of T - p: period of T Periodic ask T
More informationAstable multivibrator using the 555 IC.(10)
Visi hp://elecronicsclub.cjb.ne for more resources THE 555 IC TIMER The 555 IC TIMER.(2) Monosable mulivibraor using he 555 IC imer...() Design Example 1 wih Mulisim 2001 ools and graphs..(8) Lile descripion
More informationCLASSIFICATION OF REINSURANCE IN LIFE INSURANCE
CLASSIFICATION OF REINSURANCE IN LIFE INSURANCE Kaarína Sakálová 1. Classificaions of reinsurance There are many differen ways in which reinsurance may be classified or disinguished. We will discuss briefly
More informationThe Grantor Retained Annuity Trust (GRAT)
WEALTH ADVISORY Esae Planning Sraegies for closely-held, family businesses The Granor Reained Annuiy Trus (GRAT) An efficien wealh ransfer sraegy, paricularly in a low ineres rae environmen Family business
More informationSignal Processing and Linear Systems I
Sanford Universiy Summer 214-215 Signal Processing and Linear Sysems I Lecure 5: Time Domain Analysis of Coninuous Time Sysems June 3, 215 EE12A:Signal Processing and Linear Sysems I; Summer 14-15, Gibbons
More informationApplication of Fast Response Dual-Colour Pyroelectric Detectors with Integrated Op Amp in a Low Power NDIR Gas Monitor
Applicaion of Fas Response DualColour Pyroelecric Deecors wih Inegraed Op Amp in a Low Power NDIR Gas Monior Infraec GmbH, Gosrizer Sr. 663, 027 Dresden. Inroducion Monioring he concenraion of carbon dioxide
More informationPRESSURE BUILDUP. Figure 1: Schematic of an ideal buildup test
Tom Aage Jelmer NTNU Dearmen of Peroleum Engineering and Alied Geohysics PRESSURE BUILDUP I is difficul o kee he rae consan in a roducing well. This is no an issue in a buildu es since he well is closed.
More informationEconomics Honors Exam 2008 Solutions Question 5
Economics Honors Exam 2008 Soluions Quesion 5 (a) (2 poins) Oupu can be decomposed as Y = C + I + G. And we can solve for i by subsiuing in equaions given in he quesion, Y = C + I + G = c 0 + c Y D + I
More informationTEMPORAL PATTERN IDENTIFICATION OF TIME SERIES DATA USING PATTERN WAVELETS AND GENETIC ALGORITHMS
TEMPORAL PATTERN IDENTIFICATION OF TIME SERIES DATA USING PATTERN WAVELETS AND GENETIC ALGORITHMS RICHARD J. POVINELLI AND XIN FENG Deparmen of Elecrical and Compuer Engineering Marquee Universiy, P.O.
More information8/27/08. Wireless Transmission Frequencies Signals, antennas, signal propagation Multiplexing Spread spectrum, modulation Cellular systems
Wireless Transmission Frequencies Signals, anennas, propagaion Muliplexing Spread specrum, modulaion Cellular sysems Frequencies or Communicaion VLF = Very Low Frequency UHF = Ulra High Frequency LF =
More informationDebt Accumulation, Debt Reduction, and Debt Spillovers in Canada, 1974-98*
Deb Accumulaion, Deb Reducion, and Deb Spillovers in Canada, 1974-98* Ron Kneebone Deparmen of Economics Universiy of Calgary John Leach Deparmen of Economics McMaser Universiy Ocober, 2000 Absrac Wha
More informationSHB Gas Oil. Index Rules v1.3 Version as of 1 January 2013
SHB Gas Oil Index Rules v1.3 Version as of 1 January 2013 1. Index Descripions The SHB Gasoil index (he Index ) measures he reurn from changes in he price of fuures conracs, which are rolled on a regular
More informationForecasting. Including an Introduction to Forecasting using the SAP R/3 System
Forecasing Including an Inroducion o Forecasing using he SAP R/3 Sysem by James D. Blocher Vincen A. Maber Ashok K. Soni Munirpallam A. Venkaaramanan Indiana Universiy Kelley School of Business February
More informationDC-DC Boost Converter with Constant Output Voltage for Grid Connected Photovoltaic Application System
DC-DC Boos Converer wih Consan Oupu Volage for Grid Conneced Phoovolaic Applicaion Sysem Pui-Weng Chan, Syafrudin Masri Universii Sains Malaysia E-mail: edmond_chan85@homail.com, syaf@eng.usm.my Absrac
More informationIR Receiver Modules for Remote Control Systems
IR Receiver Modules for Remoe Conrol Sysems 1926 FEATURES Very low supply curren Phoo deecor and preamplifier in one package Inernal filer for PCM frequency Supply volage: 2.5 V o 5.5 V Improved immuniy
More informationHotel Room Demand Forecasting via Observed Reservation Information
Proceedings of he Asia Pacific Indusrial Engineering & Managemen Sysems Conference 0 V. Kachivichyanuul, H.T. Luong, and R. Piaaso Eds. Hoel Room Demand Forecasing via Observed Reservaion Informaion aragain
More informationChapter 1.6 Financial Management
Chaper 1.6 Financial Managemen Par I: Objecive ype quesions and answers 1. Simple pay back period is equal o: a) Raio of Firs cos/ne yearly savings b) Raio of Annual gross cash flow/capial cos n c) = (1
More informationTime Varying Coefficient Models; A Proposal for selecting the Coefficient Driver Sets
Time Varying Coefficien Models; A Proposal for selecing he Coefficien Driver Ses Sephen G. Hall, Universiy of Leiceser P. A. V. B. Swamy George S. Tavlas, Bank of Greece Working Paper No. 14/18 December
More informationChannel Holding Time Distribution in Public Cellular Telephony *
ITC6 / P. Kelly and D. Smih (Ediors) 999 Elsevier Science B.V. Channel Holding Time Disribuion in Public Cellular Telephony * Francisco Barceló a and Javier Jordán b a Deparameno de Maemáica Aplicada y
More information