Noise properties in the ideal Kirchhoff-Law-Johnson-Noise. secure communication system

Size: px
Start display at page:

Download "Noise properties in the ideal Kirchhoff-Law-Johnson-Noise. secure communication system"

Transcription

1 Noise roeries in he ideal Kirchhoff-aw-Johnson-Noise secure communicaion sysem Zolan Gingl and ober Mingesz Dearmen of Technical Informaics, Universiy of Szeged, ungary bsrac In his aer we deermine he noise roeries needed for uncondiional securiy for he ideal Kirchhoff-aw-Johnson-Noise KJN secure key disribuion sysem using simle saisical analysis. I has already been shown using hysical laws ha resisors and Johnson-like noise sources rovide uncondiional securiy. owever real imlemenaions use arificial noise generaors, herefore i is a quesion if oher kind of noise sources and resisor values could be used as well. We answer his quesion and in he same ime we rovide a heoreical basis o analyze real sysems as well. Inroducion Communicaion securiy is geing more and more imoran in many differen alicaions including elecronic banking, roecing ersonal daa, securing inellecual roery of comanies, ransmission of medical daa and many more. The Kirchhoff-aw-Johnson-Noise KJN roocol was inroduced as a low cos uncondiionally secure key echange roocol using only assive comonens: four resisors, wo swiches and inerconnecing wires []. The roocol is based only on he laws of classical hysics and has been inroduced as an ineensive alernaive o quanum communicaors. The firs real imlemenaion has been shown a few years afer is discovery [, 3] and i has insired he develomen of anoher secre key echanged mehod [4]. There are many oenial alicaions including securing comuers, algorihms and hardware memories,

2 rocessors, keyboards, mass sorage media [5], key disribuion over he Smar Grid [6], eherne cables [7], uncloneable hardware keys [8]. Several aack mehods has been discussed [9-4], however he ideal KJN sysem is found o be secure. Debaes are sill going on [5,6] and recen aers discuss racical consideraions for he alicaions [7,8]. The KJN key echange roocol is raher simle. During he communicaion a secre key is generaed and shared beween he wo communicaing aries, lice and Bob. The sysem consiss of wo communicaors and a ransmission wire, see Fig.. Figure. The KJN secure communicaion sysem. Each communicaor includes wo resisors and and wo series volage noise sources, and B, B reresening he hermal noise of he resisors a lice and Bob, resecively: S kt f 4 f 4 S kt where S f is he ower secral densiy of he volage noise sources, B and S f is he ower secral densiy of he volage noise sources, B ; k is he Bolzmann consan and T is he emeraure. swich is used o selec one of he resisors o be conneced o he wire connecing he wo communicaors, see Fig.. he beginning of each bi echange, boh lice and Bob connec a resisor or o he wire. If boh, lice and Bob connec he higher value resisor, he volage noise level will be high in he wire. If hey boh connec he low value resisor, he volage noise will be low. If hey connec differen value resisors, he noise level will be inermediae and his is invarian if he resisors are swaed. [,3]. This level can also be idenified by he eavesdroer,

3 Eve, however she canno deermine who has chosen he low value resisor. For his reason, his is he secure sae ha can be used for key echange. Noe ha in real alicaions he noise would be oo small, herefore arificial noise generaors are used o rovide large enough signals in a given frequency band. In his case, he noise equivalen emeraure is above 0 9 K []. On he oher hand generaors can enhance he securiy and offer new schemes wih higher racical securiy in he non-ideal siuaions [7]. esuls ccording o he aers abou he KJN communicaion mehod he arificial noise generaors are only used o emulae high emeraures, so hey mus generae Johnson-like noise. Therefore he securiy roof based on hysical laws remains valid []. Our aroach is in some sense oosie o he revious ones, when securiy has been roven for he given noise roeries. ere we deermine wha he requiremens of noise roeries for uncondiional securiy are. On he oher hand, our analysis is based on saisical mehods insead of hysical laws of hermodynamics, herefore i can be more easily undersandable for comuer engineers and sofware engineers. e us assume ha he sysem is oeraed in he siuaion, when lice has swiched on he lower value resisor and noise, while Bob uses he higher value resisor and noise as shown in Fig.. In his case Eve measures he following volage E and curren I E flowing from Bob s side owards lice in he wire: E B 3 and I E B 4 where and B are he volage noise signals a lice and Bob, resecively. She can have wo hyoheses: he correc one and he oosie. She can calculae he saisics of lice s volage

4 noise for boh cases. Since she knows he resisor values and he used volage noise saisics, i is clear, ha she will know ha her assumion is wrong, if she ges invalid values during her calculaions. For he correc assumion she mus ge correc resuls of course. e us see wha haens in he case of he wrong hyohesis. In his case Eve assumes ha he high value resisor has been chosen by lice. Therefore she calculaes lice s noise volage as: B B E E I 5 B 6 B 7 The variance is given by he sum of variances: 8 where is he variance of and and are he variances of he volage noise and B, resecively. The communicaion can only be secure if =, oherwise Eve will know ha lice conneced he low value resisor and volage generaor o he wire. Subsiuing his ino Eq. 8 yields: or in oher form

5 Therefore he noise amliude mus deend on he resisance as in he case of hermal noise; i mus be roorional o he square roo of he resisance. Oherwise he communicaion is cerainly unsecure. In he following we check how he securiy deends on he robabiliy disribuion of he noise. When he eavesdroer makes he correc assumion, she can calculae he noise signal ha lice is using eacly; herefore she ges he correc robabiliy disribuion of course. When she makes he wrong assumion hen she obains: 3 The robabiliy densiy of is given by he convoluion of he robabiliy densiies of he wo indeenden erms in Eq. 3. If is he robabiliy densiy funcion wih uniy variance, 4 and 5 hen 6 where is he variance of, and d 7 If Eq. is saisfied, hen =, ha is needed for secure communicaion. Furhermore measured by Eve mus also be idenical o he robabiliy densiy funcion of he noise volages and B, oherwise Eve can deec ha her assumion is wrong. Therefore using Eqs. 6 and 7 can be eressed as 8

6 and finally we ge d. 9 Discussion Eq. 9 is valid for normal disribuion only [9], herefore we can conclude ha he noise sources, B and, B mus have normal disribuion and he raio of heir amliude mus be equal o he square roo of he raio of he corresonding resisor values. In oher words, Johnson-like noise mus be used for he secure key echange in he KJN sysem. Noe ha alhough several oher disribuions for eamle Cauchy-disribuion saisfy he condiion ha he convoluion in Eq. 9 does no change he ye of disribuion, however he finie variance required by energeic consideraions is only rovided by normal disribuion. I is easy o see ha for eamle random numbers wih uniform disribuion can be used for secure communicaion. In his case Eq. 7 gives a raezoidal robabiliy densiy funcion for as shown on Fig., herefore is deviaion from can be very easily deeced. Figure. The robabiliy densiy funcion in he case of uniform disribuion solid line srongly differs from dashed line. We have develoed a simle sofware alicaion wrien in abiew ha can be used o simulae he KJN roocol [0]. Normal or uniform disribuion can be seleced and he values of,

7 , amliude of, B and, B can be arbirarily chosen. The alicaion erforms Eve s calculaion of for boh hyoheses, and los he corresonding measured amliudes and robabiliy densiies. imiaions and Oen Quesions We have resened a mahemaical saisical aroach o deermine he noise roeries and resisor values required for secure communicaion and he resuls are in agreemen wih he original hysical aroach []. On he oher hand our work does no address he quesion of comlee securiy. Considerable addiional work could be carried ou o invesigae several aack yes wih similar aroach. For eamle, in racical alicaions he effec of resisor inaccuracies, wire resisances can also be analyzed using our mehod; Eq. 8 can be alied o find he difference beween he observed and eeced variances, and, resecively. This means ha he informaion leak due o hese inaccuracies can be esimaed. On he oher hand, if he desired securiy level is given, he required resisor values and accuracy of he comonens can be obained. Furhermore one can consider correlaion roeries, bandwidh of he noise sources ha is imoran in racical alicaions and discussed in several ublicaions. Conclusions In his aer we have shown a mahemaical saisical aroach o find ou wha kind of noise sources are required for secure communicaions in he Kirchhoff-oo-Johnson-Noise uncondiionally secure key echange sysem. In agreemen wih he resuls can be found in he lieraure we found ha he noise amliude mus scale wih he square roo of he corresonding resisor value and Gaussian noise sources mus be used. Noe ha our aroach can serve as a saring oin o quaniaively analyze several aack yes in racical alicaions.

8 cknowledgmens Zolan Gingl hanks Béla Szenáli for drawing his aenion o he roblem. Discussions wih Gyula Pa abou robabiliy disribuions are grealy areciaed. eferences. Kish B 006 Toally secure classical communicaion uilizing Johnson-like noise and Kirchhoff's law. Phys. e. 35: doi: 0.06/j.hyslea Mingesz, Gingl Z, Kish B 008 Johnson-like-noise-Kirchhoff-loo based secure classical communicaor characerisics, for ranges of wo o wo housand kilomeers, via model-line,. Phys e 37: doi: 0.06/j.hyslea Mingesz, Kish B, Gingl Z, Granqvis CG, Wen, e al. 03 Uncondiional securiy by he laws of classical hysics. Merology & Measuremen Sysems XX: 3 6 DOI:0.478/mms vailable: h:// 4. iu P 009 key agreemen roocol using band-limied random signals and feedback. IEEE J ighwave Technol 7: doi: 0.09/jl Kish B, Saidi O 008 Uncondiionally secure comuers, algorihms and hardware. Fluc Noise e 8: doi: 0.4/s Gonzalez E, Kish B, Balog S, Enjei P 03 Informaion heoreically secure, enhanced Johnson noise based key disribuion over he smar grid wih swiched filers. POS ONE 87: e7006. doi: 0.37/journal.one in, P. K., le Ivanov, Bradley Johnson, and Sunil P. Khari. " novel cryograhic key echange scheme using resisors." In Comuer Design ICCD, 0 IEEE 9h Inernaional Conference on, IEEE, 0., doi: 0.09/ICCD aszlo B. Kish, Chiman Kwan, Physical uncloneable funcion hardware keys uilizing Kirchhoff-aw-Johnson- Noise secure key echange and noise-based logic, Flucuaion and Noise eers,, h://d.doi.org/0.4/s , vailable: h://vira.org/abs/ ao F 006 Kish's key echange scheme is insecure. IEE Proc. Inform. Soc. 53: 4 4. doi: 0.049/iifs: Kish B 006 esonse o Feng ao's aer Kish's key echange scheme is insecure. Fluc. Noise e. 6: C37 C4. doi: 0.4/s Scheuer J, Yariv 006 classical key-disribuion sysem based on Johnson like noise ow secure? Phys. e. 359: doi: 0.06/j.hyslea Kish B 006 esonse o Scheuer-Yariv: classical key-disribuion sysem based on Johnson like noise ow secure?. Phys. e. 359: doi: 0.06/j.hyslea Kish B, orvah T 009 Noes on recen aroaches concerning he Kirchhoff-law-Johnson-noise-based secure key echange. Phys. e. 373: doi: 0.06/j.hyslea Kish B, Scheuer J 00 Noise in he wire: The real imac of wire resisance for he Johnson-like noise based secure communicaor. Phys. e. 374: doi: 0.06/j.hyslea Benne C, iedel CJ 03 On he securiy of key disribuion based on Johnson-Nyquis noise. vailable: h://ariv.org/abs/ Kish B, bbo D, Granqvis CG 03 Criical analysis of he Benne iedel aack on secure cryograhic key disribuions via he Kirchhoff-aw Johnson-Noise scheme. POS ONE 8: e880. doi:0.37/journal.one Kish B 03 Enhanced secure key echange sysems based on he Johnson-noise scheme. Merology & Measuremen Sysems XX: 9 04 vailable: h:// 8. Saez Y, Kish B 03 Errors and heir miigaion a he Kirchhoff-aw-Johnson-Noise secure key echange. POS ONE 8: e803. doi:0.37/journal.one Feller W 968, 97, n inroducion o robabiliy heory and is alicaions, ol. and ol., John Wiley & Sons, ISBN and Kirchhoff's-aw-Johnson-Noise secure key disribuion simulaion sofware. vailable: h://

Memorandum on Impulse Winding Tester

Memorandum on Impulse Winding Tester Memorandum on Impulse Winding Teser. Esimaion of Inducance by Impulse Response When he volage response is observed afer connecing an elecric charge sored up in he capaciy C o he coil L (including he inside

More information

4.5 Biasing in BJT Amplifier Circuits

4.5 Biasing in BJT Amplifier Circuits 4/5/011 secion 4_5 Biasing in MOS Amplifier Circuis 1/ 4.5 Biasing in BJT Amplifier Circuis eading Assignmen: 8086 Now le s examine how we C bias MOSFETs amplifiers! f we don bias properly, disorion can

More information

P. Bruschi: Project guidelines PSM Project guidelines.

P. Bruschi: Project guidelines PSM Project guidelines. Projec guidelines. 1. Rules for he execuion of he projecs Projecs are opional. Their aim is o improve he sudens knowledge of he basic full-cusom design flow. The final score of he exam is no affeced by

More information

EE201 Circuit Theory I Fall

EE201 Circuit Theory I Fall EE1 Circui Theory I 17 Fall 1. Basic Conceps Chaper 1 of Nilsson - 3 Hrs. Inroducion, Curren and Volage, Power and Energy. Basic Laws Chaper &3 of Nilsson - 6 Hrs. Volage and Curren Sources, Ohm s Law,

More information

Lecture 4. EITN Chapter 12, 13 Modulation and diversity. Antenna noise is usually given as a noise temperature!

Lecture 4. EITN Chapter 12, 13 Modulation and diversity. Antenna noise is usually given as a noise temperature! Lecure 4 EITN75 2018 Chaper 12, 13 Modulaion and diversiy Receiver noise: repeiion Anenna noise is usually given as a noise emperaure! Noise facors or noise figures of differen sysem componens are deermined

More information

EXPERIMENT #9 FIBER OPTIC COMMUNICATIONS LINK

EXPERIMENT #9 FIBER OPTIC COMMUNICATIONS LINK EXPERIMENT #9 FIBER OPTIC COMMUNICATIONS LINK INTRODUCTION: Much of daa communicaions is concerned wih sending digial informaion hrough sysems ha normally only pass analog signals. A elephone line is such

More information

An Area Efficient Low Power TG Full Adder Design using CMOS Nano Technology

An Area Efficient Low Power TG Full Adder Design using CMOS Nano Technology An Area Efficien Low Power TG Full Adder Design using CMOS Nano Technology 1 Shivani Singh 1 M.ech, Digial Communicaion, RTU, KOTA 2 Buddhi Prakash Sharma 2 ME Scholor, Elecronics & Comm., NITTTR, Chandigarh,

More information

LAB VII. TRANSIENT SIGNALS OF PN DIODES

LAB VII. TRANSIENT SIGNALS OF PN DIODES LAB VII. TRANSIENT SIGNALS OF PN DIODES 1. OBJECTIVE In his lab, you will sudy he ransien effecs in a -n juncion diode due o a sudden change in curren. Secifically, you will sudy he urn-on, urn-off, and

More information

ECE-517 Reinforcement Learning in Artificial Intelligence

ECE-517 Reinforcement Learning in Artificial Intelligence ECE-517 Reinforcemen Learning in Arificial Inelligence Lecure 11: Temporal Difference Learning (con.), Eligibiliy Traces Ocober 8, 2015 Dr. Iamar Arel College of Engineering Deparmen of Elecrical Engineering

More information

A New Voltage Sag and Swell Compensator Switched by Hysteresis Voltage Control Method

A New Voltage Sag and Swell Compensator Switched by Hysteresis Voltage Control Method Proceedings of he 8h WSEAS Inernaional Conference on ELECTRIC POWER SYSTEMS, HIGH VOLTAGES, ELECTRIC MACHINES (POWER '8) A New Volage Sag and Swell Compensaor Swiched by Hyseresis Volage Conrol Mehod AMIR

More information

10. The Series Resistor and Inductor Circuit

10. The Series Resistor and Inductor Circuit Elecronicsab.nb 1. he Series esisor and Inducor Circui Inroducion he las laboraory involved a resisor, and capacior, C in series wih a baery swich on or off. I was simpler, as a pracical maer, o replace

More information

Development of Temporary Ground Wire Detection Device

Development of Temporary Ground Wire Detection Device Inernaional Journal of Smar Grid and Clean Energy Developmen of Temporary Ground Wire Deecion Device Jing Jiang* and Tao Yu a Elecric Power College, Souh China Universiy of Technology, Guangzhou 5164,

More information

ECMA st Edition / June Near Field Communication Wired Interface (NFC-WI)

ECMA st Edition / June Near Field Communication Wired Interface (NFC-WI) ECMA-373 1 s Ediion / June 2006 Near Field Communicaion Wired Inerface (NFC-WI) Sandard ECMA-373 1 s Ediion / June 2006 Near Field Communicaion Wired Inerface (NFC-WI) Ecma Inernaional Rue du Rhône 114

More information

Direct Analysis of Wave Digital Network of Microstrip Structure with Step Discontinuities

Direct Analysis of Wave Digital Network of Microstrip Structure with Step Discontinuities Direc Analysis of Wave Digial Nework of Microsrip Srucure wih Sep Disconinuiies BILJANA P. SOŠIĆ Faculy of Elecronic Engineering Universiy of Niš Aleksandra Medvedeva 4, Niš SERBIA MIODRAG V. GMIROVIĆ

More information

Lecture #7: Discrete-time Signals and Sampling

Lecture #7: Discrete-time Signals and Sampling EEL335: Discree-Time Signals and Sysems Lecure #7: Discree-ime Signals and Sampling. Inroducion Lecure #7: Discree-ime Signals and Sampling Unlike coninuous-ime signals, discree-ime signals have defined

More information

TELE4652 Mobile and Satellite Communications

TELE4652 Mobile and Satellite Communications TELE465 Mobile and Saellie Communicaions Assignmen (Due: 4pm, Monday 7 h Ocober) To be submied o he lecurer before he beginning of he final lecure o be held a his ime.. This quesion considers Minimum Shif

More information

Pulse Train Controlled PCCM Buck-Boost Converter Ming Qina, Fangfang Lib

Pulse Train Controlled PCCM Buck-Boost Converter Ming Qina, Fangfang Lib 5h Inernaional Conference on Environmen, Maerials, Chemisry and Power Elecronics (EMCPE 016 Pulse Train Conrolled PCCM Buck-Boos Converer Ming Qina, Fangfang ib School of Elecrical Engineering, Zhengzhou

More information

Chapter 14: Bandpass Digital Transmission. A. Bruce Carlson Paul B. Crilly 2010 The McGraw-Hill Companies

Chapter 14: Bandpass Digital Transmission. A. Bruce Carlson Paul B. Crilly 2010 The McGraw-Hill Companies Communicaion Sysems, 5e Chaper 4: Bandpass Digial Transmission A. Bruce Carlson Paul B. Crilly The McGraw-Hill Companies Chaper 4: Bandpass Digial Transmission Digial CW modulaion Coheren binary sysems

More information

Signal Characteristics

Signal Characteristics Signal Characerisics Analog Signals Analog signals are always coninuous (here are no ime gaps). The signal is of infinie resoluion. Discree Time Signals SignalCharacerisics.docx 8/28/08 10:41 AM Page 1

More information

Proceedings of International Conference on Mechanical, Electrical and Medical Intelligent System 2017

Proceedings of International Conference on Mechanical, Electrical and Medical Intelligent System 2017 on Mechanical, Elecrical and Medical Inelligen Sysem 7 Consan On-ime Conrolled Four-phase Buck Converer via Saw-oohwave Circui and is Elemen Sensiiviy Yi Xiong a, Koyo Asaishi b, Nasuko Miki c, Yifei Sun

More information

Pointwise Image Operations

Pointwise Image Operations Poinwise Image Operaions Binary Image Analysis Jana Kosecka hp://cs.gmu.edu/~kosecka/cs482.hml - Lookup able mach image inensiy o he displayed brighness values Manipulaion of he lookup able differen Visual

More information

Experiment 6: Transmission Line Pulse Response

Experiment 6: Transmission Line Pulse Response Eperimen 6: Transmission Line Pulse Response Lossless Disribued Neworks When he ime required for a pulse signal o raverse a circui is on he order of he rise or fall ime of he pulse, i is no longer possible

More information

Evaluation of Instantaneous Reliability Measures for a Gradual Deteriorating System

Evaluation of Instantaneous Reliability Measures for a Gradual Deteriorating System General Leers in Mahemaic, Vol. 3, No.3, Dec 27, pp. 77-85 e-issn 259-9277, p-issn 259-9269 Available online a hp:\\ www.refaad.com Evaluaion of Insananeous Reliabiliy Measures for a Gradual Deerioraing

More information

Design and Simulation of Remotely Power Controller

Design and Simulation of Remotely Power Controller Inernaional Journal of Alied Engineering Research ISSN 973-456 olume 1, Number 1 (15. 369-366 Research India Publicaions h://www.riublicaion.com Design and Simulaion of Remoely Power Conroller Hussain

More information

Negative frequency communication

Negative frequency communication Negaive frequency communicaion Fanping DU Email: dufanping@homail.com Qing Huo Liu arxiv:2.43v5 [cs.it] 26 Sep 2 Deparmen of Elecrical and Compuer Engineering Duke Universiy Email: Qing.Liu@duke.edu Absrac

More information

ECEN325: Electronics Spring 2017

ECEN325: Electronics Spring 2017 ECEN325: Elecronics Srg 207 Semiconducor n Juncion Diode Sam alermo Analog & Mixed-Signal Cener Texas A&M Universiy Announcemens & eadg HW5 due Mar. 9 azavi Ch2 (oional) Basic semiconducor device hysics,

More information

Parameters Affecting Lightning Backflash Over Pattern at 132kV Double Circuit Transmission Lines

Parameters Affecting Lightning Backflash Over Pattern at 132kV Double Circuit Transmission Lines Parameers Affecing Lighning Backflash Over Paern a 132kV Double Circui Transmission Lines Dian Najihah Abu Talib 1,a, Ab. Halim Abu Bakar 2,b, Hazlie Mokhlis 1 1 Deparmen of Elecrical Engineering, Faculy

More information

EITG05 Digital Communications

EITG05 Digital Communications Week, Lecure ETG5 Digial Communicaions Week, Lecure Signal Consellaions (. 55) ichael Lenmaier Thursday, Augus, 7 Chaer : odel of a Digial Communicaion Sysem. Signal consellaions.. Pulse amliude modulaion

More information

A new image security system based on cellular automata and chaotic systems

A new image security system based on cellular automata and chaotic systems A new image securiy sysem based on cellular auomaa and chaoic sysems Weinan Wang Jan 2013 Absrac A novel image encrypion scheme based on Cellular Auomaa and chaoic sysem is proposed in his paper. The suggesed

More information

The design of an improved matched filter in DSSS-GMSK system

The design of an improved matched filter in DSSS-GMSK system Journal of Physics: Conference Series PAPER OPEN ACCESS The design of an improved mached filer in DSSS-GMSK sysem To cie his aricle: Mao Wei-ong e al 16 J. Phys.: Conf. Ser. 679 1 View he aricle online

More information

Chapter 2 Introduction: From Phase-Locked Loop to Costas Loop

Chapter 2 Introduction: From Phase-Locked Loop to Costas Loop Chaper 2 Inroducion: From Phase-Locked Loop o Cosas Loop The Cosas loop can be considered an exended version of he phase-locked loop (PLL). The PLL has been invened in 932 by French engineer Henri de Belleszice

More information

ECMA-373. Near Field Communication Wired Interface (NFC-WI) 2 nd Edition / June Reference number ECMA-123:2009

ECMA-373. Near Field Communication Wired Interface (NFC-WI) 2 nd Edition / June Reference number ECMA-123:2009 ECMA-373 2 nd Ediion / June 2012 Near Field Communicaion Wired Inerface (NFC-WI) Reference number ECMA-123:2009 Ecma Inernaional 2009 COPYRIGHT PROTECTED DOCUMENT Ecma Inernaional 2012 Conens Page 1 Scope...

More information

AN303 APPLICATION NOTE

AN303 APPLICATION NOTE AN303 APPLICATION NOTE LATCHING CURRENT INTRODUCTION An imporan problem concerning he uilizaion of componens such as hyrisors or riacs is he holding of he componen in he conducing sae afer he rigger curren

More information

EE 40 Final Project Basic Circuit

EE 40 Final Project Basic Circuit EE 0 Spring 2006 Final Projec EE 0 Final Projec Basic Circui Par I: General insrucion 1. The final projec will coun 0% of he lab grading, since i s going o ake lab sessions. All oher individual labs will

More information

CHAPTER CONTENTS. Notes. 9.0 Line Coding. 9.1 Binary Line Codes

CHAPTER CONTENTS. Notes. 9.0 Line Coding. 9.1 Binary Line Codes Noes CHAPTER CONTENTS 9. Line Coding 9. inary Line Codes 9. ipolar and iphase Line Codes 9.. AMI 9... inary N Zero Subsiuion 9..3 lock Line Codes 9.3 M-ary Correlaion Codes 9.3. Q 9.3. Correlaion Coding

More information

Name Class Date. Angles Formed by Parallel Lines and Transversals Going Deeper. Introducing Transversals t

Name Class Date. Angles Formed by Parallel Lines and Transversals Going Deeper. Introducing Transversals t Name Class Dae 3-2 Angles Formed by Parallel Lines and Transversals Going Deeer Essenial uesion: How can you rove and use heorems abou angles formed by ransversals ha inersec arallel lines? 1 G-CO.3.9

More information

16.5 ADDITIONAL EXAMPLES

16.5 ADDITIONAL EXAMPLES 16.5 ADDITIONAL EXAMPLES For reiew purposes, more examples of boh piecewise linear and incremenal analysis are gien in he following subsecions. No new maerial is presened, so readers who do no need addiional

More information

AN5028 Application note

AN5028 Application note Applicaion noe Calculaion of urn-off power losses generaed by an ulrafas diode Inroducion This applicaion noe explains how o calculae urn-off power losses generaed by an ulrafas diode, by aking ino accoun

More information

EE 330 Lecture 24. Amplification with Transistor Circuits Small Signal Modelling

EE 330 Lecture 24. Amplification with Transistor Circuits Small Signal Modelling EE 330 Lecure 24 Amplificaion wih Transisor Circuis Small Signal Modelling Review from las ime Area Comparison beween BJT and MOSFET BJT Area = 3600 l 2 n-channel MOSFET Area = 168 l 2 Area Raio = 21:1

More information

Lab 3 Acceleration. What You Need To Know: Physics 211 Lab

Lab 3 Acceleration. What You Need To Know: Physics 211 Lab b Lab 3 Acceleraion Wha You Need To Know: The Physics In he previous lab you learned ha he velociy of an objec can be deermined by finding he slope of he objec s posiion vs. ime graph. x v ave. = v ave.

More information

MEASUREMENTS OF VARYING VOLTAGES

MEASUREMENTS OF VARYING VOLTAGES MEASUREMENTS OF ARYING OLTAGES Measuremens of varying volages are commonly done wih an oscilloscope. The oscilloscope displays a plo (graph) of volage versus imes. This is done by deflecing a sream of

More information

Automatic Power Factor Control Using Pic Microcontroller

Automatic Power Factor Control Using Pic Microcontroller IDL - Inernaional Digial Library Of Available a:www.dbpublicaions.org 8 h Naional Conference on Advanced Techniques in Elecrical and Elecronics Engineering Inernaional e-journal For Technology And Research-2017

More information

4 20mA Interface-IC AM462 for industrial µ-processor applications

4 20mA Interface-IC AM462 for industrial µ-processor applications Because of he grea number of indusrial buses now available he majoriy of indusrial measuremen echnology applicaions sill calls for he sandard analog curren nework. The reason for his lies in he fac ha

More information

Digital Communications - Overview

Digital Communications - Overview EE573 : Advanced Digial Communicaions Digial Communicaions - Overview Lecurer: Assoc. Prof. Dr Noor M Khan Deparmen of Elecronic Engineering, Muhammad Ali Jinnah Universiy, Islamabad Campus, Islamabad,

More information

Square Waves, Sinusoids and Gaussian White Noise: A Matching Pursuit Conundrum? Don Percival

Square Waves, Sinusoids and Gaussian White Noise: A Matching Pursuit Conundrum? Don Percival Square Waves, Sinusoids and Gaussian Whie Noise: A Maching Pursui Conundrum? Don Percival Applied Physics Laboraory Deparmen of Saisics Universiy of Washingon Seale, Washingon, USA hp://faculy.washingon.edu/dbp

More information

Motion-blurred star image acquisition and restoration method based on the separable kernel Honglin Yuana, Fan Lib and Tao Yuc

Motion-blurred star image acquisition and restoration method based on the separable kernel Honglin Yuana, Fan Lib and Tao Yuc 5h Inernaional Conference on Advanced Maerials and Compuer Science (ICAMCS 206) Moion-blurred sar image acquisiion and resoraion mehod based on he separable kernel Honglin Yuana, Fan Lib and Tao Yuc Beihang

More information

EXPERIMENT #4 AM MODULATOR AND POWER AMPLIFIER

EXPERIMENT #4 AM MODULATOR AND POWER AMPLIFIER EXPERIMENT #4 AM MODULATOR AND POWER AMPLIFIER INTRODUCTION: Being able o ransmi a radio frequency carrier across space is of no use unless we can place informaion or inelligence upon i. This las ransmier

More information

weight: amplitude of sine curve

weight: amplitude of sine curve Joseph Fourier s claim: all signals are sums of sinusoids of differen frequencies. weighed sine curves weigh: ampliude of sine curve all : no exacly bu doesn maer for us in pracice Example: 3 sin() + sin(*)

More information

Investigation and Simulation Model Results of High Density Wireless Power Harvesting and Transfer Method

Investigation and Simulation Model Results of High Density Wireless Power Harvesting and Transfer Method Invesigaion and Simulaion Model Resuls of High Densiy Wireless Power Harvesing and Transfer Mehod Jaber A. Abu Qahouq, Senior Member, IEEE, and Zhigang Dang The Universiy of Alabama Deparmen of Elecrical

More information

Power losses in pulsed voltage source inverters/rectifiers with sinusoidal currents

Power losses in pulsed voltage source inverters/rectifiers with sinusoidal currents ree-wheeling diode Turn-off power dissipaion: off/d = f s * E off/d (v d, i LL, T j/d ) orward power dissipaion: fw/t = 1 T T 1 v () i () d Neglecing he load curren ripple will resul in: fw/d = i Lavg

More information

Table of Contents. 3.0 SMPS Topologies. For Further Research. 3.1 Basic Components. 3.2 Buck (Step Down) 3.3 Boost (Step Up) 3.4 Inverter (Buck/Boost)

Table of Contents. 3.0 SMPS Topologies. For Further Research. 3.1 Basic Components. 3.2 Buck (Step Down) 3.3 Boost (Step Up) 3.4 Inverter (Buck/Boost) Table of Conens 3.0 SMPS Topologies 3.1 Basic Componens 3.2 Buck (Sep Down) 3.3 Boos (Sep Up) 3.4 nverer (Buck/Boos) 3.5 Flyback Converer 3.6 Curren Boosed Boos 3.7 Curren Boosed Buck 3.8 Forward Converer

More information

Transmit Beamforming with Reduced Feedback Information in OFDM Based Wireless Systems

Transmit Beamforming with Reduced Feedback Information in OFDM Based Wireless Systems Transmi Beamforming wih educed Feedback Informaion in OFDM Based Wireless Sysems Seung-Hyeon Yang, Jae-Yun Ko, and Yong-Hwan Lee School of Elecrical Engineering and INMC, Seoul Naional Universiy Kwanak

More information

Control and Protection Strategies for Matrix Converters. Control and Protection Strategies for Matrix Converters

Control and Protection Strategies for Matrix Converters. Control and Protection Strategies for Matrix Converters Conrol and Proecion Sraegies for Marix Converers Dr. Olaf Simon, Siemens AG, A&D SD E 6, Erlangen Manfred Bruckmann, Siemens AG, A&D SD E 6, Erlangen Conrol and Proecion Sraegies for Marix Converers To

More information

Active Filters - 1. Active Filters - 2

Active Filters - 1. Active Filters - 2 PHY35 - Elecronics Laboraory, all Term (K rong) Acie ilers - By combining op-amps wih energy-sorage elemens, circuis can be designed o gie frequency-dependen op-amp responses Acie filers are hose ha use

More information

BOUNCER CIRCUIT FOR A 120 MW/370 KV SOLID STATE MODULATOR

BOUNCER CIRCUIT FOR A 120 MW/370 KV SOLID STATE MODULATOR BOUNCER CIRCUIT FOR A 120 MW/370 KV SOLID STATE MODULATOR D. Gerber, J. Biela Laboraory for High Power Elecronic Sysems ETH Zurich, Physiksrasse 3, CH-8092 Zurich, Swizerland Email: gerberdo@ehz.ch This

More information

Anomalous oscillations with an IMP ATT diode

Anomalous oscillations with an IMP ATT diode Philips ech. Rev. 32, 361-369,1971, No. 9/10/11/12 361 Anomalous oscillaions wih an IMP ATT diode P. J. de Waard Inrodueion In 1967 i was discovered ha an IMPATT-diode oscillaor can have a mode of oscillaion

More information

Design of High-linearity Delay Detection Circuit for 10-Gb/s Communication System in 65-nm CMOS

Design of High-linearity Delay Detection Circuit for 10-Gb/s Communication System in 65-nm CMOS JOURNAL OF SEMICONDUCTOR TECHNOLOGY AND SCIENCE, VOL.17, NO.6, DECEMBER, 2017 ISSN(Prin) 1598-1657 hps://doi.org/10.5573/jsts.2017.17.6.742 ISSN(Online) 2233-4866 Design of High-lineariy Delay Deecion

More information

Optical Short Pulse Generation and Measurement Based on Fiber Polarization Effects

Optical Short Pulse Generation and Measurement Based on Fiber Polarization Effects Opical Shor Pulse Generaion and Measuremen Based on Fiber Polarizaion Effecs Changyuan Yu Deparmen of Elecrical & Compuer Engineering, Naional Universiy of Singapore, Singapore, 117576 A*STAR Insiue for

More information

Communications II LABORATORY : Lab1- Signal Statistics, an Introduction to Simulink and FM

Communications II LABORATORY : Lab1- Signal Statistics, an Introduction to Simulink and FM Communicaions II LABORATORY : Lab1- Signal Saisics, an Inroducion o Simulink and FM Inroducion: In oday's lab we have hree pars. Throughou he firs par we will develop ools for analyzing, modifying, processing

More information

The University of Melbourne Department of Mathematics and Statistics School Mathematics Competition, 2013 JUNIOR DIVISION Time allowed: Two hours

The University of Melbourne Department of Mathematics and Statistics School Mathematics Competition, 2013 JUNIOR DIVISION Time allowed: Two hours The Universiy of Melbourne Deparmen of Mahemaics and Saisics School Mahemaics Compeiion, 203 JUNIOR DIVISION Time allowed: Two hours These quesions are designed o es your abiliy o analyse a problem and

More information

Universal microprocessor-based ON/OFF and P programmable controller MS8122A MS8122B

Universal microprocessor-based ON/OFF and P programmable controller MS8122A MS8122B COMPETENCE IN MEASUREMENT Universal microprocessor-based ON/OFF and P programmable conroller MS8122A MS8122B TECHNICAL DESCRIPTION AND INSTRUCTION FOR USE PLOVDIV 2003 1 I. TECHNICAL DATA Analog inpus

More information

ATEE Adriana FLORESCU

ATEE Adriana FLORESCU SWITCHING POWER SUPPLY WITH MONOLITHIC SWITCHING REGULATOR SUBSYSTEMS AND DC-DC STEP-UP CONERTER PART B: Design Example, Pspice Simulaion, Pracical Consideraions, Experimenal Resuls Adriana FLORESCU Poliehnica

More information

International Journal of Electronics and Electrical Engineering Vol. 4, No. 2, April Supercapacitors

International Journal of Electronics and Electrical Engineering Vol. 4, No. 2, April Supercapacitors Inernaional Journal of Elecronics and Elecrical Engineering Vol. 4, No., April 16 Equalizaion Chargers Using Parallel- or SeriesParallel-Resonan Inverer for Series-Conneced Supercapaciors Yifan Zhou and

More information

Lecture 5: DC-DC Conversion

Lecture 5: DC-DC Conversion 1 / 31 Lecure 5: DC-DC Conversion ELEC-E845 Elecric Drives (5 ECTS) Mikko Rouimo (lecurer), Marko Hinkkanen (slides) Auumn 217 2 / 31 Learning Oucomes Afer his lecure and exercises you will be able o:

More information

Communications II Lecture 7: Performance of digital modulation

Communications II Lecture 7: Performance of digital modulation Communicaions II Lecure 7: Performance of digial modulaion Professor Kin K. Leung EEE and Compuing Deparmens Imperial College London Copyrigh reserved Ouline Digial modulaion and demodulaion Error probabiliy

More information

Foreign Fiber Image Segmentation Based on Maximum Entropy and Genetic Algorithm

Foreign Fiber Image Segmentation Based on Maximum Entropy and Genetic Algorithm Journal of Compuer and Communicaions, 215, 3, 1-7 Published Online November 215 in SciRes. hp://www.scirp.org/journal/jcc hp://dx.doi.org/1.4236/jcc.215.3111 Foreign Fiber Image Segmenaion Based on Maximum

More information

7 th International Conference on DEVELOPMENT AND APPLICATION SYSTEMS S u c e a v a, R o m a n i a, M a y 27 29,

7 th International Conference on DEVELOPMENT AND APPLICATION SYSTEMS S u c e a v a, R o m a n i a, M a y 27 29, 7 h Inernaional Conference on DEVEOPMENT AND APPICATION SYSTEMS S u c e a v a, o m a n i a, M a y 27 29, 2 0 0 4 THEE-PHASE AC CHOPPE WITH IGBT s Ovidiu USAU 1, Mihai UCANU, Crisian AGHION, iviu TIGAEU

More information

EECE 301 Signals & Systems Prof. Mark Fowler

EECE 301 Signals & Systems Prof. Mark Fowler EECE 301 s & Sysems Prof. Mark Fowler Noe Se #1 Wha is s & Sysems all abou??? 1/9 Do All EE s & CoE s Design Circuis? No!!!! Someone has o figure ou wha funcion hose circuis need o do Someone also needs

More information

Communication Systems. Department of Electronics and Electrical Engineering

Communication Systems. Department of Electronics and Electrical Engineering COMM 704: Communicaion Lecure : Analog Mulipliers Dr Mohamed Abd El Ghany Dr. Mohamed Abd El Ghany, Mohamed.abdel-ghany@guc.edu.eg nroducion Nonlinear operaions on coninuous-valued analog signals are ofen

More information

Diodes. Diodes, Page 1

Diodes. Diodes, Page 1 Diodes, Page 1 Diodes V-I Characerisics signal diode Measure he volage-curren characerisic of a sandard signal diode, he 1N914, using he circui shown below. The purpose of he back-o-back power supplies

More information

Explanation of Maximum Ratings and Characteristics for Thyristors

Explanation of Maximum Ratings and Characteristics for Thyristors 8 Explanaion of Maximum Raings and Characerisics for Thyrisors Inroducion Daa shees for s and riacs give vial informaion regarding maximum raings and characerisics of hyrisors. If he maximum raings of

More information

Increasing Measurement Accuracy via Corrective Filtering in Digital Signal Processing

Increasing Measurement Accuracy via Corrective Filtering in Digital Signal Processing ISSN(Online): 39-8753 ISSN (Prin): 347-67 Engineering and echnology (An ISO 397: 7 Cerified Organizaion) Vol. 6, Issue 5, ay 7 Increasing easuremen Accuracy via Correcive Filering in Digial Signal Processing

More information

Study on the Wide Gap Dielectric Barrier Discharge Device Gaofeng Wang

Study on the Wide Gap Dielectric Barrier Discharge Device Gaofeng Wang Sudy on he Wide Gap Dielecric Barrier Discharge Device Gaofeng Wang School of Informaion Engineering, Zhengzhou Universiy, Zhengzhou 450001, China 932167312@qq.com Keywords: DBD; Wide air gap; Plasma body;

More information

f t 2cos 2 Modulator Figure 21: DSB-SC modulation.

f t 2cos 2 Modulator Figure 21: DSB-SC modulation. 4.5 Ampliude modulaion: AM 4.55. DSB-SC ampliude modulaion (which is summarized in Figure 21) is easy o undersand and analyze in boh ime and frequency domains. However, analyical simpliciy is no always

More information

A novel quasi-peak-detector for time-domain EMI-measurements F. Krug, S. Braun, and P. Russer Abstract. Advanced TDEMI measurement concept

A novel quasi-peak-detector for time-domain EMI-measurements F. Krug, S. Braun, and P. Russer Abstract. Advanced TDEMI measurement concept Advances in Radio Science (24) 2: 27 32 Copernicus GmbH 24 Advances in Radio Science A novel quasi-peak-deecor for ime-domain EMI-measuremens F. Krug, S. Braun, and P. Russer Insiue for High-Frequency

More information

A Novel Concept for Transformer Volt Second Balancing of a VIENNA Rectifier III Based on Direct Magnetizing Current Measurement

A Novel Concept for Transformer Volt Second Balancing of a VIENNA Rectifier III Based on Direct Magnetizing Current Measurement A Novel Concep for ransformer Vol Second Balancing of a VIENNA Recifier III Based on Direc Magneizing Curren Measuremen Franz Sögerer Johann W. Kolar Uwe Drofenik echnical Universiy Vienna Dep. of Elecrical

More information

GaN-HEMT Dynamic ON-state Resistance characterisation and Modelling

GaN-HEMT Dynamic ON-state Resistance characterisation and Modelling GaN-HEMT Dynamic ON-sae Resisance characerisaion and Modelling Ke Li, Paul Evans, Mark Johnson Power Elecronics, Machine and Conrol group Universiy of Noingham, UK Email: ke.li@noingham.ac.uk, paul.evans@noingham.ac.uk,

More information

Phase-Shifting Control of Double Pulse in Harmonic Elimination Wei Peng1, a*, Junhong Zhang1, Jianxin gao1, b, Guangyi Li1, c

Phase-Shifting Control of Double Pulse in Harmonic Elimination Wei Peng1, a*, Junhong Zhang1, Jianxin gao1, b, Guangyi Li1, c Inernaional Symposium on Mechanical Engineering and Maerial Science (ISMEMS 016 Phase-Shifing Conrol of Double Pulse in Harmonic Eliminaion Wei Peng1, a*, Junhong Zhang1, Jianxin gao1, b, Guangyi i1, c

More information

Accurate Tunable-Gain 1/x Circuit Using Capacitor Charging Scheme

Accurate Tunable-Gain 1/x Circuit Using Capacitor Charging Scheme Accurae Tunable-Gain 1/x Circui Using Capacior Charging Scheme Byung-Do Yang and Seo Weon Heo This paper proposes an accurae unable-gain 1/x circui. The oupu volage of he 1/x circui is generaed by using

More information

Direct Coupling of Power Active Filters with Photovoltaic Generation Systems with Improved MPPT Capability

Direct Coupling of Power Active Filters with Photovoltaic Generation Systems with Improved MPPT Capability Direc Coupling of Power Acie Filers wih Phooolaic Generaion Sysems wih Improed MPPT Capabiliy G. Grandi, Member, IEEE, D. Casadei, Member, IEEE, C. Rossi Absrac - Phooolaic sources can be usefully combined

More information

Chapter 2 Design of LCL Filter

Chapter 2 Design of LCL Filter Chaer Design of LCL Filer Absrac As he inerface beween renewable energy ower generaion sysem and he ower grid, he grid-conneced inverer is used o conver he dc ower o he high-qualiy ac ower and feed i ino

More information

Installing remote sites using TCP/IP

Installing remote sites using TCP/IP v dc Keypad from nework Whie/ 3 Whie/ 4 v dc Keypad from nework Whie/ 3 Whie/ 4 v dc Keypad from nework Whie/ 3 Whie/ 4 +v pu +v pu +v pu v dc Keypad from nework Whie/ 3 Whie/ 4 v dc Keypad from nework

More information

Lecture September 6, 2011

Lecture September 6, 2011 cs294-p29 Seminar on Algorihmic Game heory Sepember 6, 2011 Lecure Sepember 6, 2011 Lecurer: Chrisos H. Papadimiriou Scribes: Aloni Cohen and James Andrews 1 Game Represenaion 1.1 abular Form and he Problem

More information

Passband Data Transmission I References Phase-shift keying Chapter , S. Haykin, Communication Systems, Wiley. G.1

Passband Data Transmission I References Phase-shift keying Chapter , S. Haykin, Communication Systems, Wiley. G.1 Passand Daa ransmission I References Phase-shif keying Chaper 4.-4.3, S. Haykin, Communicaion Sysems, Wiley. G. Inroducion Inroducion In aseand pulse ransmission, a daa sream represened in he form of a

More information

On the Efficiency of Shaping Live Video Streams

On the Efficiency of Shaping Live Video Streams On he Efficiency of Shaping Live Video Sreams György Dán and Vikoria Fodor KTH, Royal Insiue of Technology Elecrum 9, 6440 Kisa, Sweden gyuri,vikoria @i.kh.se Absrac In his work he efficiency of shaping

More information

DAGSTUHL SEMINAR EPIDEMIC ALGORITHMS AND PROCESSES: FROM THEORY TO APPLICATIONS

DAGSTUHL SEMINAR EPIDEMIC ALGORITHMS AND PROCESSES: FROM THEORY TO APPLICATIONS DAGSTUHL SEMINAR 342 EPIDEMIC ALGORITHMS AND PROCESSES: FROM THEORY TO APPLICATIONS A Sysems Perspecive Pascal Felber Pascal.Felber@unine.ch hp://iiun.unine.ch/! Gossip proocols Inroducion! Decenralized

More information

THE OSCILLOSCOPE AND NOISE. Objectives:

THE OSCILLOSCOPE AND NOISE. Objectives: -26- Preparaory Quesions. Go o he Web page hp://www.ek.com/measuremen/app_noes/xyzs/ and read a leas he firs four subsecions of he secion on Trigger Conrols (which iself is a subsecion of he secion The

More information

FROM ANALOG TO DIGITAL

FROM ANALOG TO DIGITAL FROM ANALOG TO DIGITAL OBJECTIVES The objecives of his lecure are o: Inroduce sampling, he Nyquis Limi (Shannon s Sampling Theorem) and represenaion of signals in he frequency domain Inroduce basic conceps

More information

Technology Trends & Issues in High-Speed Digital Systems

Technology Trends & Issues in High-Speed Digital Systems Deailed comparison of dynamic range beween a vecor nework analyzer and sampling oscilloscope based ime domain reflecomeer by normalizing measuremen ime Sho Okuyama Technology Trends & Issues in High-Speed

More information

<Diode Modules> RM200CY-24S HIGH POWER SWITCHING USE INSULATED TYPE

<Diode Modules> RM200CY-24S HIGH POWER SWITCHING USE INSULATED TYPE dual swich (Cahode Common) Forward curren...... 2 0 0 A Repeiive peak reverse volage V RRM... 1 2 0 0 V Maximum juncion emperaure T jmax... 1 5 0 C Fla base Type Copper base plae RoHS Direcive

More information

Chapter 3. in this forward looking imaging sonar is chirp based. A chirp is a signal in which the

Chapter 3. in this forward looking imaging sonar is chirp based. A chirp is a signal in which the Chaer 3 Performance Analysis of Chir Technology Sonar mouned on AUV 3.1 Inroducion Real ime underwaer environmen evaluaion and collision avoidance of Auonomous underwaer vehicle (AUV) wih he floaing or

More information

Passband Data Transmission II References Frequency-shift keying Chapter 6.5, S. Haykin, Communication Systems, Wiley. H.1

Passband Data Transmission II References Frequency-shift keying Chapter 6.5, S. Haykin, Communication Systems, Wiley. H.1 Passand Daa ransmission II Reerences Frequency-shi keying Chaper 6.5, S. Haykin, Communicaion Sysems, Wiley. H. Inroducion Inroducion PSK and QAM are linear modulaion FSK is a nonlinear modulaion Similar

More information

PREDICTION OF WAVEFORMS UNDER THE VARIATION OF INPUT PARAMETERS USING NEURAL NETWORKS

PREDICTION OF WAVEFORMS UNDER THE VARIATION OF INPUT PARAMETERS USING NEURAL NETWORKS PREDICTION OF WAVEFORS UNDER THE VARIATION OF INPUT PARAETERS USING NEURA NETWORKS Gabriel OTEAN*, Alex PRODAN*, onica RAFAIĂ**, aura IVANCIU*, *Technical Universiy of Cluj-Naoca, Romania, sr. emorandumului,

More information

Chapter 2. The Physical Layer

Chapter 2. The Physical Layer Chaper 2 The Physical Layer The Physical Layer Defines he mechanical, elecrical and iming inerfaces o he nework Transmission media - guided (copper and fiber opics) - wireless (radio erresrial) - saellie

More information

ELEG 3124 SYSTEMS AND SIGNALS Ch. 1 Continuous-Time Signals

ELEG 3124 SYSTEMS AND SIGNALS Ch. 1 Continuous-Time Signals Deparmen of Elecrical Engineering Universiy of Arkansas ELEG 3124 SYSTEMS AND SIGNALS Ch. 1 Coninuous-Time Signals Dr. Jingxian Wu wuj@uark.edu OUTLINE 2 Inroducion: wha are signals and sysems? Signals

More information

UNIT IV DIGITAL MODULATION SCHEME

UNIT IV DIGITAL MODULATION SCHEME UNI IV DIGIAL MODULAION SCHEME Geomeric Represenaion of Signals Ojecive: o represen any se of M energy signals {s i (} as linear cominaions of N orhogonal asis funcions, where N M Real value energy signals

More information

Role of Kalman Filters in Probabilistic Algorithm

Role of Kalman Filters in Probabilistic Algorithm Volume 118 No. 11 2018, 5-10 ISSN: 1311-8080 (prined version); ISSN: 1314-3395 (on-line version) url: hp://www.ijpam.eu doi: 10.12732/ijpam.v118i11.2 ijpam.eu Role of Kalman Filers in Probabilisic Algorihm

More information

Wideband characterization of the urban PCS channel

Wideband characterization of the urban PCS channel Wideband characerizaion of he urban PCS channel Aris L. Mousakas, Sridhar Arunachalam, Kam H. Wu and Howard Heller Wireless Advanced Technology Laboraory Lucen Technologies Bell Laboraories 67 Whippany

More information

Channel Estimation for Wired MIMO Communication Systems

Channel Estimation for Wired MIMO Communication Systems Channel Esimaion for Wired MIMO Communicaion Sysems Final Repor Mulidimensional DSP Projec, Spring 2005 Daifeng Wang Absrac This repor addresses raining-based channel modeling and esimaion for a wired

More information

Fuzzy Inference Model for Learning from Experiences and Its Application to Robot Navigation

Fuzzy Inference Model for Learning from Experiences and Its Application to Robot Navigation Fuzzy Inference Model for Learning from Experiences and Is Applicaion o Robo Navigaion Manabu Gouko, Yoshihiro Sugaya and Hiroomo Aso Deparmen of Elecrical and Communicaion Engineering, Graduae School

More information