Module 5. Carrier Modulation. Version 2 ECE IIT, Kharagpur

Size: px
Start display at page:

Download "Module 5. Carrier Modulation. Version 2 ECE IIT, Kharagpur"

Transcription

1 Module 5 Carrier Modulation Version ECE II, Kharagpur

2 Lesson 4 Binary Phase Shift Keying (BPSK) Modulation Version ECE II, Kharagpur

3 After reading this lesson, you will learn aout Binary Phase Shift Keying (BPSK); Power Spetrum for BPSK Modulated Signal; Binary Phase Shift Keying (BPSK) BPSK is a simple ut signifiant arrier modulation sheme. he two time-limited energy signals s (t) and s (t) are defined ased on a single asis funtion ϕ (t) as: E E E s () t =.osπ ft and s() t =.os [ π ft+ π ] =.osπ ft 5.4. he asis funtion, evidently, is, ϕ () t =.osπ ft ; t <. So, BPSK may e desried as a one-dimensional digital arrier modulation sheme. Note that the general form of the asis funtion is, ϕ () t =.os( πf t + φ ), where Φ indiates an aritrary ut fixed initial phase offset. For onveniene, let us set Φ =. As we know, for narrowand transmission, f >>. hat is, there will e multiple yles of the arrier sinusoid within one it duration ( ). For onveniene in desription, let us set, f = n (though this is not a ondition to e satisfied theoretially). Now, we see, s () t = E. ϕ () t and s () t = E. ϕ (), t 5.4. he two assoiated salars are: s () t = s (). t ϕ () t dt = + E and s = s(). t ϕ() t dt = E Fig (a) presents a sketh of the asis funtion ϕ (t) and Fig () shows the BPSK modulated waveform for a inary sequene. Note the arupt phase transitions in the modulated waveform when there is hange in the modulating sequene. On every oasion the phase has hanged y 8. Also note that, in the diagram, we E E have hosen to set =, i.e. = =.5, whih is the power assoiated with an unmodulated arrier sinusoid of unit peak amplitude. Version ECE II, Kharagpur

4 ϕ (t) t Fig. 5.4.: (a) Sketh of the asis funtion ϕ (t) for BPSK modulation Fig. 5.4.: () BPSK modulated waveform for the inary sequene. Note that the amplitude has een normalized to ±, as is a ommon pratie. Fig. 5.4.: () shows the signal onstellation for inary PSK modulation. he two pints are equidistant from the origin, signifying that the two signals arry same energy. Deision Boundary * E * E ϕ Region Z Region Z Fig. 5.4.: () Signal onstellation for inary PSK modulation. he diagram also shows the optimum deision oundary followed y a orrelation reeiver Version ECE II, Kharagpur

5 Fig shows a simple sheme for generating BPSK modulated signal without pulse shaping. A ommonly availale alaned modulator (suh as IC 496) may e used as the produt modulator to atually generate the modulated signal. he asis funtion ϕ (t), shown as the seond input to the produt modulator, an e generated y an osillator. Note that the osillator may work independent of the data lok in general. + E Random input signal BPSK modulated signal Produt E ϕ() t = os + Edt () where d = + or - E Modulator st () =±.os[ wt + θ ] [ wt θ ] E. dt ( )os + [ wt θ ] Fig A simple sheme for generating BPSK modulated signal. No pulse-shaping filter has een used. Fig presents a sheme for oherent demodulation of BPSK modulated signal following the onept of optimum orrelation reeiver. he input signal r(t) to the demodulator is assumed to e entered at an intermediate frequeny (IF). his real narrowand signal onsists of the desired modulated signal s(t) and narrowand Gaussian noise w(t). As is ovious, the orrelation detetor onsists of the produt modulator, shown as an enirled multiplier, and the integrator. he vetor reeiver is a simple inary deision devie, suh as a omparator. For simpliity, we assumed that the asis funtion phase referene is perfetly known at the demodulator and hene the ϕ (t), shown as an input to the produt demodulator, is phase-synhronized to that of the modulator. Now it is straightforward to note that the signal at (A) in Fig is: r A (t) = [ st () + wt (). ].os( wt + θ ) he signal at (B) is: r = E d( t)..os( wt + θ) + wt ( ) os( wt + θ) dt = E. d( t) + w( t).os( wt + θ ) dt Version ECE II, Kharagpur

6 r(t) =s(t) + w(t) φ (t) A B C dt ( ) r o sample at intervals of, if r >, if r Fig A sheme for oherent demodulation of BPSK modulated signal following the onept of optimum orrelation reeiver Note that the first term in the aove expression is the desired term while the seond term represents the effet of additive noise. We have disussed aout similar noise omponent earlier in Module #4 and we know that this term is a Gaussian distriuted random variale with zero mean. Its variane is proportional to the noise power spetral density. It should e easy to follow that, if d(t) = + and the seond term in Eq (i.e. the noise sample voltage) is not less than -., the threshold detetor will properly deide the reeived signal as a logi. Similarly, if d(t) = - and the noise sample voltage is not greater than +., the omparator will properly deide the reeived signal as a logi. hese oservations are ased on positive inary logi. Power Spetrum for BPSK Modulated Signal Continuing with our simplifying assumption of zero initial phase of the arrier and with no pulse shaping filtering, we an express a BPSK modulated signal as: E. st () =. dt ()oswt, where d(t) = ± he aseand equivalent of s(t) is, E ut () = ui () t =. dt () =± gt (), where E gt () = and u Q (t) =. E Now, u I (t) is a random sequene of E + and whih are equi-proale. So, the power spetrum of the ase and signal is: E.sin ( πf ) UB( f) = =. E.sin ( f ) π f ( ) Version ECE II, Kharagpur

7 Now, the power spetrum S(f) of the modulated signal an e expressed in terms of U B (f) as: S( f) = UB ( f f) + UB( f + f) Fig shows the normalized ase and power spetrum of BPSK modulated signal. he spetrum remains the same for aritrary non-zero initial phase of arrier osillator. Fig.5.4.4: Normalized ase and power spetrum of BPSK modulated signal Prolems Q5.4.) Dose BPSK modulated signal have onstant envelope? Q5.4.) Why oherent demodulation is preferred for BPSK modulation? Q5.4.3) Do you think the knowledge of an optimum orrelation reeiver is useful for understanding the demodulation of BPSK signal? Q5.4.4) Sketh the spetrum of the signal at the output of a BPSK modulator when the modulating sequene is,,, Version ECE II, Kharagpur

Intuitive Guide to Principles of Communications By Charan Langton www.complextoreal.com

Intuitive Guide to Principles of Communications By Charan Langton www.complextoreal.com Intuitive Guide to Priniples of Communiations By Charan Langton www.omplextoreal.om Understanding Frequeny Modulation (FM), Frequeny Shift Keying (FSK), Sunde s FSK and MSK and some more The proess of

More information

DSP-I DSP-I DSP-I DSP-I

DSP-I DSP-I DSP-I DSP-I DSP-I DSP-I DSP-I DSP-I Digital Signal Proessing I (8-79) Fall Semester, 005 IIR FILER DESIG EXAMPLE hese notes summarize the design proedure for IIR filters as disussed in lass on ovember. Introdution:

More information

Appendix D Digital Modulation and GMSK

Appendix D Digital Modulation and GMSK D1 Appendix D Digital Modulation and GMSK A brief introduction to digital modulation schemes is given, showing the logical development of GMSK from simpler schemes. GMSK is of interest since it is used

More information

Digital Modulation. David Tipper. Department of Information Science and Telecommunications University of Pittsburgh. Typical Communication System

Digital Modulation. David Tipper. Department of Information Science and Telecommunications University of Pittsburgh. Typical Communication System Digital Modulation David Tipper Associate Professor Department of Information Science and Telecommunications University of Pittsburgh http://www.tele.pitt.edu/tipper.html Typical Communication System Source

More information

Computer Networks Framing

Computer Networks Framing Computer Networks Framing Saad Mneimneh Computer Siene Hunter College of CUNY New York Introdution Who framed Roger rabbit? A detetive, a woman, and a rabbit in a network of trouble We will skip the physial

More information

Lecture 3: FM Transmitters & Receivers

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 information

Chapter 1 Microeconomics of Consumer Theory

Chapter 1 Microeconomics of Consumer Theory Chapter 1 Miroeonomis of Consumer Theory The two broad ategories of deision-makers in an eonomy are onsumers and firms. Eah individual in eah of these groups makes its deisions in order to ahieve some

More information

Module 7: AM, FM, and the spectrum analyzer.

Module 7: AM, FM, and the spectrum analyzer. Module 7: AM, FM, and the spetru analyzer. 7.0 Introdution Eletroagneti signals ay be used to transit inforation very quikly, over great distanes. Two oon ethods by whih inforation is enoded on radio signals,

More information

3 Game Theory: Basic Concepts

3 Game Theory: Basic Concepts 3 Game Theory: Basi Conepts Eah disipline of the soial sienes rules omfortably ithin its on hosen domain: : : so long as it stays largely oblivious of the others. Edard O. Wilson (1998):191 3.1 and and

More information

Intro to Practical Digital Communications

Intro to Practical Digital Communications Intro to Practical Digital Communications Lecture 2 Vladimir Stojanović 6.973 Communication System Design Spring 2006 Massachusetts Institute of Technology Discrete data transmission Messages are encoded

More information

Modelling and Simulation of Closed Loop Controlled Buck Converter Fed Pmbldc Drive System

Modelling and Simulation of Closed Loop Controlled Buck Converter Fed Pmbldc Drive System Researh Journal of Applied Sienes, Engineering and Tehnology 3(4): 284-289, 2011 ISSN: 2040-7467 Maxwell Sientifi Organization, 2011 Reeived: Feruary 14, 2011 Aepted: Marh 15, 2011 Pulished: April 20,

More information

FOOD FOR THOUGHT Topical Insights from our Subject Matter Experts

FOOD FOR THOUGHT Topical Insights from our Subject Matter Experts FOOD FOR THOUGHT Topial Insights from our Sujet Matter Experts DEGREE OF DIFFERENCE TESTING: AN ALTERNATIVE TO TRADITIONAL APPROACHES The NFL White Paper Series Volume 14, June 2014 Overview Differene

More information

Chapter 5 Single Phase Systems

Chapter 5 Single Phase Systems Chapter 5 Single Phase Systems Chemial engineering alulations rely heavily on the availability of physial properties of materials. There are three ommon methods used to find these properties. These inlude

More information

Classical Electromagnetic Doppler Effect Redefined. Copyright 2014 Joseph A. Rybczyk

Classical Electromagnetic Doppler Effect Redefined. Copyright 2014 Joseph A. Rybczyk Classial Eletromagneti Doppler Effet Redefined Copyright 04 Joseph A. Rybzyk Abstrat The lassial Doppler Effet formula for eletromagneti waves is redefined to agree with the fundamental sientifi priniples

More information

Implementation of Digital Signal Processing: Some Background on GFSK Modulation

Implementation of Digital Signal Processing: Some Background on GFSK Modulation Implementation of Digital Signal Processing: Some Background on GFSK Modulation Sabih H. Gerez University of Twente, Department of Electrical Engineering s.h.gerez@utwente.nl Version 4 (February 7, 2013)

More information

Static Fairness Criteria in Telecommunications

Static Fairness Criteria in Telecommunications Teknillinen Korkeakoulu ERIKOISTYÖ Teknillisen fysiikan koulutusohjelma 92002 Mat-208 Sovelletun matematiikan erikoistyöt Stati Fairness Criteria in Teleommuniations Vesa Timonen, e-mail: vesatimonen@hutfi

More information

Channel Assignment Strategies for Cellular Phone Systems

Channel Assignment Strategies for Cellular Phone Systems Channel Assignment Strategies for Cellular Phone Systems Wei Liu Yiping Han Hang Yu Zhejiang University Hangzhou, P. R. China Contat: wliu5@ie.uhk.edu.hk 000 Mathematial Contest in Modeling (MCM) Meritorious

More information

10.1 The Lorentz force law

10.1 The Lorentz force law Sott Hughes 10 Marh 2005 Massahusetts Institute of Tehnology Department of Physis 8.022 Spring 2004 Leture 10: Magneti fore; Magneti fields; Ampere s law 10.1 The Lorentz fore law Until now, we have been

More information

Modulation Principles

Modulation Principles EGR 544 Communiation Theory 5. Charaterization of Communiation Signas and Systems Z. Aiyaziiogu Eetria and Computer Engineering Department Ca Poy Pomona Moduation Prinipes Amost a ommuniation systems transmit

More information

Modeling and analyzing interference signal in a complex electromagnetic environment

Modeling and analyzing interference signal in a complex electromagnetic environment Liu et al. EURASIP Journal on Wireless Communiations and Networking (016) 016:1 DOI 10.1186/s13638-015-0498-8 RESEARCH Modeling and analyzing interferene signal in a omplex eletromagneti environment Chun-tong

More information

Programming Basics - FORTRAN 77 http://www.physics.nau.edu/~bowman/phy520/f77tutor/tutorial_77.html

Programming Basics - FORTRAN 77 http://www.physics.nau.edu/~bowman/phy520/f77tutor/tutorial_77.html CWCS Workshop May 2005 Programming Basis - FORTRAN 77 http://www.physis.nau.edu/~bowman/phy520/f77tutor/tutorial_77.html Program Organization A FORTRAN program is just a sequene of lines of plain text.

More information

Wireless Transmission Systems. Instructor

Wireless Transmission Systems. Instructor Teleommuniation Engineering Tehnology, Texas A&M University Wireless Transmission Systems Leture Notes - Copyright Jeff M. MDougall 2 Wireless Transmission Systems Teleommuniation Engineering Tehnology,

More information

PHASE ESTIMATION ALGORITHM FOR FREQUENCY HOPPED BINARY PSK AND DPSK WAVEFORMS WITH SMALL NUMBER OF REFERENCE SYMBOLS

PHASE ESTIMATION ALGORITHM FOR FREQUENCY HOPPED BINARY PSK AND DPSK WAVEFORMS WITH SMALL NUMBER OF REFERENCE SYMBOLS PHASE ESTIMATION ALGORITHM FOR FREQUENCY HOPPED BINARY PSK AND DPSK WAVEFORMS WITH SMALL NUM OF REFERENCE SYMBOLS Benjamin R. Wiederholt The MITRE Corporation Bedford, MA and Mario A. Blanco The MITRE

More information

Asimple analytic method for transistor

Asimple analytic method for transistor A Simple Analyti Method for ransistor Osillator Design his straightforward mathematial tehnique helps optimize osillator designs By Andrei Grennikov Institute of Miroeletronis, Singapore Asimple analyti

More information

MODULATION Systems (part 1)

MODULATION Systems (part 1) Technologies and Services on Digital Broadcasting (8) MODULATION Systems (part ) "Technologies and Services of Digital Broadcasting" (in Japanese, ISBN4-339-62-2) is published by CORONA publishing co.,

More information

ECONOMICS OF SECURITY PATCH MANAGEMENT

ECONOMICS OF SECURITY PATCH MANAGEMENT ECONOMCS OF SECURTY PATCH MANAGEMENT Huseyin Cavusoglu * Hasan Cavusoglu Jun Zhang AB Freeman Shool o Business, Tulane University 7 MAlister Drive, New Orleans, LA 70118, USA Sauder Shool o Business, The

More information

To the Graduate Council:

To the Graduate Council: o the Graduate Counil: I am submitting herewith a dissertation written by Yan Xu entitled A Generalized Instantaneous Nonative Power heory for Parallel Nonative Power Compensation. I have examined the

More information

The Price of Uncertainty in Security Games

The Price of Uncertainty in Security Games The Prie of Unertainty in Seurity Games Tehnial Report Jens Grossklags a Benjamin Johnson iolas Christin a Shool of Information University of California, Berkeley Berkeley, CA 947 jensg@ishool.erkeley.edu

More information

VOLUME 13, ARTICLE 5, PAGES 117-142 PUBLISHED 05 OCTOBER 2005 DOI: 10.4054/DemRes.2005.13.

VOLUME 13, ARTICLE 5, PAGES 117-142 PUBLISHED 05 OCTOBER 2005  DOI: 10.4054/DemRes.2005.13. Demographi Researh a free, expedited, online journal of peer-reviewed researh and ommentary in the population sienes published by the Max Plank Institute for Demographi Researh Konrad-Zuse Str. 1, D-157

More information

ICL8038. Features. Precision Waveform Generator/Voltage Controlled Oscillator. Ordering Information. Pinout. Functional Diagram

ICL8038. Features. Precision Waveform Generator/Voltage Controlled Oscillator. Ordering Information. Pinout. Functional Diagram Semiconductor IL0 September 99 File Number 4. Precision Waveform Generator/Voltage ontrolled Oscillator The IL0 waveform generator is a monolithic integrated circuit capable of producing high accuracy

More information

Conversion of short optical pulses to terahertz radiation in a nonlinear medium: Experiment and theory

Conversion of short optical pulses to terahertz radiation in a nonlinear medium: Experiment and theory PHYSICAL REVIEW B 76, 35114 007 Conversion of short optial pulses to terahertz radiation in a nonlinear medium: Experiment and theory N. N. Zinov ev* Department of Physis, University of Durham, Durham

More information

Performance Improvement of DS-CDMA Wireless Communication Network with Convolutionally Encoded OQPSK Modulation Scheme

Performance Improvement of DS-CDMA Wireless Communication Network with Convolutionally Encoded OQPSK Modulation Scheme International Journal of Advances in Engineering & Technology, Mar 0. IJAET ISSN: 3-963 Performance Improvement of DS-CDMA Wireless Communication Networ with Convolutionally Encoded OQPSK Modulation Scheme

More information

Experiment 3: Double Sideband Modulation (DSB)

Experiment 3: Double Sideband Modulation (DSB) Experiment 3: Double Sideband Modulation (DSB) This experiment examines the characteristics of the double-sideband (DSB) linear modulation process. The demodulation is performed coherently and its strict

More information

Relativity in the Global Positioning System

Relativity in the Global Positioning System Relativity in the Global Positioning System Neil Ashby Department of Physis,UCB 390 University of Colorado, Boulder, CO 80309-00390 NIST Affiliate Email: ashby@boulder.nist.gov July 0, 006 AAPT workshop

More information

Analysis of micro-doppler signatures

Analysis of micro-doppler signatures Analysis of miro-doppler signatures V.C. Chen, F. Li, S.-S. Ho and H. Wehsler Abstrat: Mehanial vibration or rotation of a target or strutures on the target may indue additional frequeny modulations on

More information

NRZ Bandwidth - HF Cutoff vs. SNR

NRZ Bandwidth - HF Cutoff vs. SNR Application Note: HFAN-09.0. Rev.2; 04/08 NRZ Bandwidth - HF Cutoff vs. SNR Functional Diagrams Pin Configurations appear at end of data sheet. Functional Diagrams continued at end of data sheet. UCSP

More information

Dispersion in Optical Fibres

Dispersion in Optical Fibres Introdution Optial Communiations Systems Dispersion in Optial Fibre (I) Dispersion limits available bandwidth As bit rates are inreasing, dispersion is beoming a ritial aspet of most systems Dispersion

More information

Trade Information, Not Spectrum: A Novel TV White Space Information Market Model

Trade Information, Not Spectrum: A Novel TV White Space Information Market Model Trade Information, Not Spetrum: A Novel TV White Spae Information Market Model Yuan Luo, Lin Gao, and Jianwei Huang 1 Abstrat In this paper, we propose a novel information market for TV white spae networks,

More information

Capacity at Unsignalized Two-Stage Priority Intersections

Capacity at Unsignalized Two-Stage Priority Intersections Capaity at Unsignalized Two-Stage Priority Intersetions by Werner Brilon and Ning Wu Abstrat The subjet of this paper is the apaity of minor-street traffi movements aross major divided four-lane roadways

More information

SIGNAL PROCESSING & SIMULATION NEWSLETTER

SIGNAL PROCESSING & SIMULATION NEWSLETTER 1 of 10 1/25/2008 3:38 AM SIGNAL PROCESSING & SIMULATION NEWSLETTER Note: This is not a particularly interesting topic for anyone other than those who ar e involved in simulation. So if you have difficulty

More information

arxiv:astro-ph/0304006v2 10 Jun 2003 Theory Group, MS 50A-5101 Lawrence Berkeley National Laboratory One Cyclotron Road Berkeley, CA 94720 USA

arxiv:astro-ph/0304006v2 10 Jun 2003 Theory Group, MS 50A-5101 Lawrence Berkeley National Laboratory One Cyclotron Road Berkeley, CA 94720 USA LBNL-52402 Marh 2003 On the Speed of Gravity and the v/ Corretions to the Shapiro Time Delay Stuart Samuel 1 arxiv:astro-ph/0304006v2 10 Jun 2003 Theory Group, MS 50A-5101 Lawrene Berkeley National Laboratory

More information

A WEB BASED TRAINING MODULE FOR TEACHING DIGITAL COMMUNICATIONS

A WEB BASED TRAINING MODULE FOR TEACHING DIGITAL COMMUNICATIONS A WEB BASED TRAINING MODULE FOR TEACHING DIGITAL COMMUNICATIONS Ali Kara 1, Cihangir Erdem 1, Mehmet Efe Ozbek 1, Nergiz Cagiltay 2, Elif Aydin 1 (1) Department of Electrical and Electronics Engineering,

More information

Neural network-based Load Balancing and Reactive Power Control by Static VAR Compensator

Neural network-based Load Balancing and Reactive Power Control by Static VAR Compensator nternational Journal of Computer and Eletrial Engineering, Vol. 1, No. 1, April 2009 Neural network-based Load Balaning and Reative Power Control by Stati VAR Compensator smail K. Said and Marouf Pirouti

More information

Effects of Inter-Coaching Spacing on Aerodynamic Noise Generation Inside High-speed Trains

Effects of Inter-Coaching Spacing on Aerodynamic Noise Generation Inside High-speed Trains Effets of Inter-Coahing Spaing on Aerodynami Noise Generation Inside High-speed Trains 1 J. Ryu, 1 J. Park*, 2 C. Choi, 1 S. Song Hanyang University, Seoul, South Korea 1 ; Korea Railroad Researh Institute,

More information

5 Signal Design for Bandlimited Channels

5 Signal Design for Bandlimited Channels 225 5 Signal Design for Bandlimited Channels So far, we have not imposed any bandwidth constraints on the transmitted passband signal, or equivalently, on the transmitted baseband signal s b (t) I[k]g

More information

THERMAL TO MECHANICAL ENERGY CONVERSION: ENGINES AND REQUIREMENTS Vol. I - Thermodynamic Cycles of Reciprocating and Rotary Engines - R.S.

THERMAL TO MECHANICAL ENERGY CONVERSION: ENGINES AND REQUIREMENTS Vol. I - Thermodynamic Cycles of Reciprocating and Rotary Engines - R.S. THERMAL TO MECHANICAL ENERGY CONVERSION: ENGINES AND REQUIREMENTS Vol. I - Thermodynami Cyles of Reiproating and Rotary Engines - R.S.Kavtaradze THERMODYNAMIC CYCLES OF RECIPROCATING AND ROTARY ENGINES

More information

Voice---is analog in character and moves in the form of waves. 3-important wave-characteristics:

Voice---is analog in character and moves in the form of waves. 3-important wave-characteristics: Voice Transmission --Basic Concepts-- Voice---is analog in character and moves in the form of waves. 3-important wave-characteristics: Amplitude Frequency Phase Voice Digitization in the POTS Traditional

More information

1 Multi-channel frequency division multiplex frequency modulation (FDM-FM) emissions

1 Multi-channel frequency division multiplex frequency modulation (FDM-FM) emissions Rec. ITU-R SM.853-1 1 RECOMMENDATION ITU-R SM.853-1 NECESSARY BANDWIDTH (Question ITU-R 77/1) Rec. ITU-R SM.853-1 (1992-1997) The ITU Radiocommunication Assembly, considering a) that the concept of necessary

More information

EE 179 April 21, 2014 Digital and Analog Communication Systems Handout #16 Homework #2 Solutions

EE 179 April 21, 2014 Digital and Analog Communication Systems Handout #16 Homework #2 Solutions EE 79 April, 04 Digital and Analog Communication Systems Handout #6 Homework # Solutions. Operations on signals (Lathi& Ding.3-3). For the signal g(t) shown below, sketch: a. g(t 4); b. g(t/.5); c. g(t

More information

Radio Transmission Performance of EPCglobal Gen-2 RFID System

Radio Transmission Performance of EPCglobal Gen-2 RFID System Radio Transmission Performance of EPCglobal Gen-2 RFID System Manar Mohaisen, HeeSeok Yoon, and KyungHi Chang The Graduate School of Information Technology & Telecommunications INHA University Incheon,

More information

Method for characterizing single photon detectors in saturation regime by cw laser

Method for characterizing single photon detectors in saturation regime by cw laser Method for haraterizing single oton detetors in saturation regime by w laser Jungmi Oh, Cristian Antonelli, 2 Moshe Tur, 3 and Misha Brodsky,* AT&T Labs, 2 S. Laurel Ave., Middletown, New Jersey 7748,

More information

T = 1 f. Phase. Measure of relative position in time within a single period of a signal For a periodic signal f(t), phase is fractional part t p

T = 1 f. Phase. Measure of relative position in time within a single period of a signal For a periodic signal f(t), phase is fractional part t p Data Transmission Concepts and terminology Transmission terminology Transmission from transmitter to receiver goes over some transmission medium using electromagnetic waves Guided media. Waves are guided

More information

The Reduced van der Waals Equation of State

The Reduced van der Waals Equation of State The Redued van der Waals Equation of State The van der Waals equation of state is na + ( V nb) n (1) V where n is the mole number, a and b are onstants harateristi of a artiular gas, and R the gas onstant

More information

University of Manchester School of Computer Science CS3282: Digital Communications '06 Section 9: Multi-level digital modulation & demodulation.

University of Manchester School of Computer Science CS3282: Digital Communications '06 Section 9: Multi-level digital modulation & demodulation. CS3282 Digital Comms 9.1 2 May 06 / BMGC University of Manchester School of Computer Science CS3282: Digital Communications '06 Section 9: Multi-level digital modulation & demodulation. 9.1. ntroduction:

More information

Module 5. Three-phase AC Circuits. Version 2 EE IIT, Kharagpur

Module 5. Three-phase AC Circuits. Version 2 EE IIT, Kharagpur Module 5 Three-hse A iruits Version EE IIT, Khrgur esson 8 Three-hse Blned Suly Version EE IIT, Khrgur In the module, ontining six lessons (-7), the study of iruits, onsisting of the liner elements resistne,

More information

Experiment # (4) AM Demodulator

Experiment # (4) AM Demodulator Islamic University of Gaza Faculty of Engineering Electrical Department Experiment # (4) AM Demodulator Communications Engineering I (Lab.) Prepared by: Eng. Omar A. Qarmout Eng. Mohammed K. Abu Foul Experiment

More information

Optimal Sales Force Compensation

Optimal Sales Force Compensation Optimal Sales Fore Compensation Matthias Kräkel Anja Shöttner Abstrat We analyze a dynami moral-hazard model to derive optimal sales fore ompensation plans without imposing any ad ho restritions on the

More information

Sebastián Bravo López

Sebastián Bravo López Transfinite Turing mahines Sebastián Bravo López 1 Introdution With the rise of omputers with high omputational power the idea of developing more powerful models of omputation has appeared. Suppose that

More information

Performance of Quasi-Constant Envelope Phase Modulation through Nonlinear Radio Channels

Performance of Quasi-Constant Envelope Phase Modulation through Nonlinear Radio Channels Performance of Quasi-Constant Envelope Phase Modulation through Nonlinear Radio Channels Qi Lu, Qingchong Liu Electrical and Systems Engineering Department Oakland University Rochester, MI 48309 USA E-mail:

More information

6. Fasteners and Fastening methods. Introduction. Fastener types. Fastener application. Screw thread terminology. Screw thread terminology (Fig. 6.

6. Fasteners and Fastening methods. Introduction. Fastener types. Fastener application. Screw thread terminology. Screw thread terminology (Fig. 6. 6. Fasteners and Fastening methods Ojetives Desrie many types of fastening systems and their uses. Understand priniples of stress area, pith diameters, and thread types and forms. Understand different

More information

Comay s Paradox: Do Magnetic Charges Conserve Energy?

Comay s Paradox: Do Magnetic Charges Conserve Energy? Comay s Paradox: Do Magneti Charges Conserve Energy? 1 Problem Kirk T. MDonald Joseph Henry Laboratories, Prineton University, Prineton, NJ 08544 (June 1, 2015; updated July 16, 2015) The interation energy

More information

tr(a + B) = tr(a) + tr(b) tr(ca) = c tr(a)

tr(a + B) = tr(a) + tr(b) tr(ca) = c tr(a) Chapter 3 Determinant 31 The Determinant Funtion We follow an intuitive approah to introue the efinition of eterminant We alreay have a funtion efine on ertain matries: the trae The trae assigns a numer

More information

REDUCTION FACTOR OF FEEDING LINES THAT HAVE A CABLE AND AN OVERHEAD SECTION

REDUCTION FACTOR OF FEEDING LINES THAT HAVE A CABLE AND AN OVERHEAD SECTION C I E 17 th International Conferene on Eletriity istriution Barelona, 1-15 May 003 EUCTION FACTO OF FEEING LINES THAT HAVE A CABLE AN AN OVEHEA SECTION Ljuivoje opovi J.. Elektrodistriuija - Belgrade -

More information

Transmission and Security Performance of Passive Optical Network based on Optical CDMA System

Transmission and Security Performance of Passive Optical Network based on Optical CDMA System Transmission and Seurity formane of assive Optial Network based on Optial CDMA System HESHAM A. BAKARMAN, TAWIG ELTAI *,. S. MENON, SHABUDIN SHAARI TL, Institute of Miroengineing and Nanoeletronis, National

More information

TCOM 370 NOTES 99-4 BANDWIDTH, FREQUENCY RESPONSE, AND CAPACITY OF COMMUNICATION LINKS

TCOM 370 NOTES 99-4 BANDWIDTH, FREQUENCY RESPONSE, AND CAPACITY OF COMMUNICATION LINKS TCOM 370 NOTES 99-4 BANDWIDTH, FREQUENCY RESPONSE, AND CAPACITY OF COMMUNICATION LINKS 1. Bandwidth: The bandwidth of a communication link, or in general any system, was loosely defined as the width of

More information

SHAFTS: TORSION LOADING AND DEFORMATION

SHAFTS: TORSION LOADING AND DEFORMATION ECURE hird Edition SHAFS: ORSION OADING AND DEFORMAION A. J. Clark Shool of Engineering Department of Civil and Environmental Engineering 6 Chapter 3.1-3.5 by Dr. Ibrahim A. Assakkaf SPRING 2003 ENES 220

More information

Signal Detection C H A P T E R 14 14.1 SIGNAL DETECTION AS HYPOTHESIS TESTING

Signal Detection C H A P T E R 14 14.1 SIGNAL DETECTION AS HYPOTHESIS TESTING C H A P T E R 4 Signal Detection 4. SIGNAL DETECTION AS HYPOTHESIS TESTING In Chapter 3 we considered hypothesis testing in the context of random variables. The detector resulting in the minimum probability

More information

Lecture 1-6: Noise and Filters

Lecture 1-6: Noise and Filters Lecture 1-6: Noise and Filters Overview 1. Periodic and Aperiodic Signals Review: by periodic signals, we mean signals that have a waveform shape that repeats. The time taken for the waveform to repeat

More information

Combining refractive and topographic data in corneal refractive surgery for astigmatism

Combining refractive and topographic data in corneal refractive surgery for astigmatism Combining refrative and topographi data in orneal refrative surgery for astigmatism A new method based on polar value analysis and mathematial optimization Kristian Næser Department of Ophthalmology, Randers

More information

IEEE TRANSACTIONS ON DEPENDABLE AND SECURE COMPUTING, VOL. 9, NO. 3, MAY/JUNE 2012 401

IEEE TRANSACTIONS ON DEPENDABLE AND SECURE COMPUTING, VOL. 9, NO. 3, MAY/JUNE 2012 401 IEEE TRASACTIOS O DEPEDABLE AD SECURE COMPUTIG, VOL. 9, O. 3, MAY/JUE 2012 401 Mitigating Distributed Denial of Servie Attaks in Multiparty Appliations in the Presene of Clok Drifts Zhang Fu, Marina Papatriantafilou,

More information

CHAPTER 13 SIMPLE LINEAR REGRESSION. Opening Example. Simple Regression. Linear Regression

CHAPTER 13 SIMPLE LINEAR REGRESSION. Opening Example. Simple Regression. Linear Regression Opening Example CHAPTER 13 SIMPLE LINEAR REGREION SIMPLE LINEAR REGREION! Simple Regression! Linear Regression Simple Regression Definition A regression model is a mathematical equation that descries the

More information

Scalable Hierarchical Multitask Learning Algorithms for Conversion Optimization in Display Advertising

Scalable Hierarchical Multitask Learning Algorithms for Conversion Optimization in Display Advertising Salable Hierarhial Multitask Learning Algorithms for Conversion Optimization in Display Advertising Amr Ahmed Google amra@google.om Abhimanyu Das Mirosoft Researh abhidas@mirosoft.om Alexander J. Smola

More information

Hierarchical Clustering and Sampling Techniques for Network Monitoring

Hierarchical Clustering and Sampling Techniques for Network Monitoring S. Sindhuja Hierarhial Clustering and Sampling Tehniques for etwork Monitoring S. Sindhuja ME ABSTRACT: etwork monitoring appliations are used to monitor network traffi flows. Clustering tehniques are

More information

Deadline-based Escalation in Process-Aware Information Systems

Deadline-based Escalation in Process-Aware Information Systems Deadline-based Esalation in Proess-Aware Information Systems Wil M.P. van der Aalst 1,2, Mihael Rosemann 2, Marlon Dumas 2 1 Department of Tehnology Management Eindhoven University of Tehnology, The Netherlands

More information

Weighting Methods in Survey Sampling

Weighting Methods in Survey Sampling Setion on Survey Researh Methods JSM 01 Weighting Methods in Survey Sampling Chiao-hih Chang Ferry Butar Butar Abstrat It is said that a well-designed survey an best prevent nonresponse. However, no matter

More information

Physical and mathematical postulates behind relativity

Physical and mathematical postulates behind relativity Physial and mathematial postulates behind relativity Tuomo Suntola Physis Foundations Soiety, Finland, www.physisfoundations.org In this presentation we look for answers to questions: What was the problem

More information

4.15 USING METEOSAT SECOND GENERATION HIGH RESOLUTION VISIBLE DATA FOR THE IMPOVEMENT OF THE RAPID DEVELOPPING THUNDERSTORM PRODUCT

4.15 USING METEOSAT SECOND GENERATION HIGH RESOLUTION VISIBLE DATA FOR THE IMPOVEMENT OF THE RAPID DEVELOPPING THUNDERSTORM PRODUCT 4.15 USNG METEOSAT SECOND GENEATON HGH ESOLUTON VSBLE DATA FO THE MPOVEMENT OF THE APD DEVELOPPNG THUNDESTOM PODUCT Oleksiy Kryvobok * Ukrainian HydroMeteorologial nstitute Kyiv, Ukraine Stephane Senesi

More information

Improved Vehicle Classification in Long Traffic Video by Cooperating Tracker and Classifier Modules

Improved Vehicle Classification in Long Traffic Video by Cooperating Tracker and Classifier Modules Improved Vehile Classifiation in Long Traffi Video by Cooperating Traker and Classifier Modules Brendan Morris and Mohan Trivedi University of California, San Diego San Diego, CA 92093 {b1morris, trivedi}@usd.edu

More information

AM Receiver. Prelab. baseband

AM Receiver. Prelab. baseband AM Receiver Prelab In this experiment you will use what you learned in your previous lab sessions to make an AM receiver circuit. You will construct an envelope detector AM receiver. P1) Introduction One

More information

A novel active mass damper for vibration control of bridges

A novel active mass damper for vibration control of bridges IABMAS 08, International Conferene on Bridge Maintenane, Safety and Management, 3-7 July 008, Seoul, Korea A novel ative mass damper for vibration ontrol of bridges U. Starossek & J. Sheller Strutural

More information

International Journal of Supply and Operations Management. Mathematical modeling for EOQ inventory system with advance payment and fuzzy Parameters

International Journal of Supply and Operations Management. Mathematical modeling for EOQ inventory system with advance payment and fuzzy Parameters nternational Journal of Supply and Operations Management JSOM November 0, Volume, ssue 3, pp. 60-78 SSN-Print: 383-359 SSN-Online: 383-55 www.ijsom.om Mathematial modeling for EOQ inventory system with

More information

BUILDING A SPAM FILTER USING NAÏVE BAYES. CIS 391- Intro to AI 1

BUILDING A SPAM FILTER USING NAÏVE BAYES. CIS 391- Intro to AI 1 BUILDING A SPAM FILTER USING NAÏVE BAYES 1 Spam or not Spam: that is the question. From: "" Subjet: real estate is the only way... gem oalvgkay Anyone an buy real estate with no

More information

Nodal domains on graphs - How to count them and why?

Nodal domains on graphs - How to count them and why? Proeedings of Symposia in Pure Mathematis Nodal domains on graphs - How to ount them and why? Ram Band, Idan Oren and Uzy Smilansky, Abstrat. The purpose of the present manusript is to ollet known results

More information

The Basics of International Trade: A Classroom Experiment

The Basics of International Trade: A Classroom Experiment The Basis of International Trade: A Classroom Experiment Alberto Isgut, Ganesan Ravishanker, and Tanya Rosenblat * Wesleyan University Abstrat We introdue a simple web-based lassroom experiment in whih

More information

BOSTON UNIVERSITY SCHOOL OF LAW

BOSTON UNIVERSITY SCHOOL OF LAW BOSTON UNIVERSITY SCHOOL OF LAW WORKING PAPER SERIES, LAW & ECONOMICS WORKING PAPER NO. 00-03 AN ASYMMETRIC INFORMATION MODEL OF LITIGATION KEITH N. HYLTON This paper an be downloaded without harge at:

More information

VOLTAGE CONTROL WITH SHUNT CAPACITANCE ON RADIAL DISTRIBUTION LINE WITH HIGH R/X FACTOR. A Thesis by. Hong-Tuan Nguyen Vu

VOLTAGE CONTROL WITH SHUNT CAPACITANCE ON RADIAL DISTRIBUTION LINE WITH HIGH R/X FACTOR. A Thesis by. Hong-Tuan Nguyen Vu VOLTAGE CONTROL WITH SHUNT CAPACITANCE ON RADIAL DISTRIBUTION LINE WITH HIGH R/X FACTOR A Thesis by Hong-Tuan Nguyen Vu Eletrial Engineer, Polytehni University of HCMC, 1993 Submitted to the College of

More information

WORKFLOW CONTROL-FLOW PATTERNS A Revised View

WORKFLOW CONTROL-FLOW PATTERNS A Revised View WORKFLOW CONTROL-FLOW PATTERNS A Revised View Nik Russell 1, Arthur H.M. ter Hofstede 1, 1 BPM Group, Queensland University of Tehnology GPO Box 2434, Brisbane QLD 4001, Australia {n.russell,a.terhofstede}@qut.edu.au

More information

Optimal Health Insurance for Multiple Goods and Time Periods

Optimal Health Insurance for Multiple Goods and Time Periods Preliminary draft for review only 0R.P. Ellis, S. Jiang, and W.G.Manning MultipleGood_ 00630.dox June 30, 0 Optimal Health Insurane for Multiple Goods and Time Periods Randall P. Ellis a,, Shenyi Jiang

More information

Taking the Mystery out of the Infamous Formula, "SNR = 6.02N + 1.76dB," and Why You Should Care. by Walt Kester

Taking the Mystery out of the Infamous Formula, SNR = 6.02N + 1.76dB, and Why You Should Care. by Walt Kester ITRODUCTIO Taking the Mystery out of the Infamous Formula, "SR = 6.0 + 1.76dB," and Why You Should Care by Walt Kester MT-001 TUTORIAL You don't have to deal with ADCs or DACs for long before running across

More information

Probability, Mean and Median

Probability, Mean and Median Proaility, Mean and Median In the last section, we considered (proaility) density functions. We went on to discuss their relationship with cumulative distriution functions. The goal of this section is

More information

The analysis of brushing tool characteristics

The analysis of brushing tool characteristics ARCHIVES OF CIVIL AND MECHANICAL ENGINEERING Vol. IV 004 No. 4 The analysis of rushing tool harateristis Kiele University of Tehnology, al. Tysiąleia P. P. 7, 5-34 Kiele In this paper, an analytial proedure

More information

Equalization of Fiber Optic Channels

Equalization of Fiber Optic Channels Equalization of Fiber Opti Channels Johan Sjölander Deember 2001 IR SB EX 0118 (1032157) ROYAL INSTITUTE OF TECHNOLOGY Department of Signals, Sensors & Systems Signal Proessing S-100 44 STOCKHOLM KUNGL

More information

[ ] Amplitude Modulation AM with Envelope Detector. Large S/N limit m. c c c c s c. slowly varying. y, low-pass filtered (envelope)

[ ] Amplitude Modulation AM with Envelope Detector. Large S/N limit m. c c c c s c. slowly varying. y, low-pass filtered (envelope) Amplitude Modulation AM with Envelope Detetor Large S/N limit m < 1 (t) in ω t 1 m [ ] Reeived = y(t) = A 1 + m ( t) o ω t + n ( t)o ω t + n ( t)in ω t { j ω t (t)e } = Re Y lowly varying y, low-pa filtered

More information

Non-Linear Regression 2006-2008 Samuel L. Baker

Non-Linear Regression 2006-2008 Samuel L. Baker NON-LINEAR REGRESSION 1 Non-Linear Regression 2006-2008 Samuel L. Baker The linear least squares method that you have een using fits a straight line or a flat plane to a unch of data points. Sometimes

More information

Chap#5 (Data communication)

Chap#5 (Data communication) Chap#5 (Data communication) Q#1: Define analog transmission. Normally, analog transmission refers to the transmission of analog signals using a band-pass channel. Baseband digital or analog signals are

More information

Ultrasound Distance Measurement

Ultrasound Distance Measurement Final Project Report E3390 Electronic Circuits Design Lab Ultrasound Distance Measurement Yiting Feng Izel Niyage Asif Quyyum Submitted in partial fulfillment of the requirements for the Bachelor of Science

More information

A DESIGN OF A FAST PARALLEL-PIPELINED IMPLEMENTATION OF AES: ADVANCED ENCRYPTION STANDARD

A DESIGN OF A FAST PARALLEL-PIPELINED IMPLEMENTATION OF AES: ADVANCED ENCRYPTION STANDARD International Journal of Computer Siene & Information Tehnology (IJCSIT) Vol 6, No 6, Deemer 2014 A DESIGN OF A FAST PARALLEL-PIPELINED IMPLEMENTATION OF AES: ADVANCED ENCRYPTION STANDARD Ghada F.Elkaany,

More information

AN1200.04. Application Note: FCC Regulations for ISM Band Devices: 902-928 MHz. FCC Regulations for ISM Band Devices: 902-928 MHz

AN1200.04. Application Note: FCC Regulations for ISM Band Devices: 902-928 MHz. FCC Regulations for ISM Band Devices: 902-928 MHz AN1200.04 Application Note: FCC Regulations for ISM Band Devices: Copyright Semtech 2006 1 of 15 www.semtech.com 1 Table of Contents 1 Table of Contents...2 1.1 Index of Figures...2 1.2 Index of Tables...2

More information

AUDITING COST OVERRUN CLAIMS *

AUDITING COST OVERRUN CLAIMS * AUDITING COST OVERRUN CLAIMS * David Pérez-Castrillo # University of Copenhagen & Universitat Autònoma de Barelona Niolas Riedinger ENSAE, Paris Abstrat: We onsider a ost-reimbursement or a ost-sharing

More information

luxcontrol DALI manual

luxcontrol DALI manual luxcontrol DALI manual . Tridoni GmbH & Co KG Färbergasse 15 6851 Dornbirn Austria Version 3.0 www.tridoni.om Subjet to hange without prior notie. All information is subjet to hange 2 / 93 Table of ontents

More information