Impulse Response and Generating Functions of sinc N FIR Filters
|
|
- Arthur Franklin
- 5 years ago
- Views:
Transcription
1 ICDT 20 : The Sixth International Conference on Diital Telecommunications Impulse Response and eneratin Functions of sinc FIR Filters J. Le Bihan Laboratoire RESO Ecole ationale d'inénieurs de Brest (EIB) CS BREST cedex 3 France ean.le_bihan@enib.fr Abstract Sinc finite impulse response (FIR) filters are built as a cascade of sinc filters each of lenth. The are used for diital sinal processin applications in various areas includin telecommunications. eneratin functions for the sinc FIR filters transfer functions are iven. It is shown that -Transform techniques can offer an efficient method to derive straihtforward recurrence relations for fast computation of the impulse response. oreover a simple expression valid for all the filter coefficients is also obtained. It is new and eneral compared to previousl published formula. Kewords diital filter ; impulse response ; coefficient computation ; -Transform. I. ITRODUCTIO Different structures for diital filters have been proposed for applications as decimation interpolation or noise suppression in Sima-Delta A/D conversion [ 2]. As suitable filters for hih speed operation cascadedinterator-comb (CIC) filters [] and sinc impulse finite response (FIR) filters [3 4] are amon the well nown solutions. The use of sinc filters constituted of a cascade of sinc filters each of lenth requires the calculation of all of the impulse response coefficients. So adequate recursions or expressions for rapid calculation of these coefficients have been the subect of numerous investiations as in [5-7]. Interestin computation aids have alread been published: a closed form expression for the first coefficients has been iven in [6] while a recurrence formula has been presented in [7]. It has been proved that usin -Transform techniques can be an efficient method to derive diital filter coefficients [8 ]. Here emploin these techniques new results are obtained. Simple effective recurrence relations are derived for the computation of the coefficients of sinc FIR filters. In addition a simple expression is deduced which is valid not onl for the first coefficients of the impulse response but for all of them. In addition eneratin functions for the transfer functions of sinc FIR filters are presented. In this paper the eneral form of the transfer function of the sinc FIR filters is iven in section II as well as its useful basic properties. In section III it is shown how recurrence relations for the filter coefficients can be derived usin -Transform techniques applied to the expression of the transfer function considered as a -transform. Similarl the wa to obtain an expression for the filter coefficients new and eneral compared to formula previousl published b other authors is described in section IV. Finall in section V forms of eneratin functions for the transfer functions of sinc FIR filters are expressed. II. TRASFER FUCTIO OF sinc FILTERS The transfer function H written as H or ( ) = ( ) ( ) of sinc filters can be 2 ( ) H ( ) = (2) to which corresponds the followin manitude response H ω sin( ω / 2) ( e ) = (Fi. ). sin( ω / 2) Fi.. anitude responses of H 33 (e ω ) (a) H 34 (e ω ) (b) and H 43 (e ω ) (c) versus normalied anular frequenc ω. For simplicit we will consider the scaled transfer function ( ) = H ( ) ( ) = ( ) is a polnomial with deree (-) of the form () (3) Copriht (c) IARIA 20. ISB:
2 ICDT 20 : The Sixth International Conference on Diital Telecommunications ( ) ( ) = 0 = (4) where represent the coefficients of the impulse response of the sinc filters. b h and h =. ote that = 0 ( ) 0 ( ) = ( ) are related = 0 ( < 0) = ( ) ( ) and ( ) =. In the followin we will propose simple recurrence relations useful for the computation of sinc FIR filter coefficients and especiall a new eneral expression of these coefficients. III. RECURRECE RELATIOS FOR THE FILTER COEFFICIETS In this section several relations are derived accordin to different criteria such as simplicit low order varin index. Each of these independent relations can be useful dependin on the wa chosen for computation and implemented separatel. A. Calculation of from 3 coefficients with the same values and and lower indexes - - and -(+) Differentiatin ln ( ) usin (3) and multiplin b ( ) ields ( + ) 2 d ( ) = ( ) d ( + ) d ( ) ( + ) = d + ( + ) ( ) ( ) ( ) B usin basic -Transform techniques (6) leads immediatel to ( ) [ ( ) = + + ] (7) [ ( ) ( ) ] + + ( + ) which can also be written = + ( + ) + ( ) ( ( + ) ) ( ( + ) ) ( + ) An advantae of (8) is the fact that and eep constant values. Relative drawbacs are that the number of terms is not the lowest possible and that shifts in indexes increase with and ma be lare. This recurrence relation is the same as () in [7] but here it has been straihtforwardl derived usin -Transform techniques. For example for =8 =4 and = the relation ives: = [3( 8 ) 40( )] 0 0 (5) (6) (8) = (6 ) 40(4 ) = 204 B. Calculation of from 2 coefficients with the same 84 i.e. [ ] value and indexes (- ) and ( -) Differentiatin ( ) usin (3) ields ( + ) 2 d ( ) ( ) = 2 d ( ) d ( ) ( ) = d { ( ) + ( ) ( )} B usin basic -Transform techniques it can be immediatel deduced = ( + ) + () () (0) Advantaes of () are a ver low number of terms the fact that eeps a constant value and that shifts in and indexes equal onl one and occur separatel. This new and simple relation allows a fast recursive calculation of the impulse response coefficients. Therefrom computation is quite eas even permittin to fill up the start of the table of filter coefficients simpl b hand. For example for =8 =4 and = the relation ives: = ( ) i.e. = ( ) = C. Calculation of from 3 coefficients with the same value and indexes (- ) and ( -) and (- -) Usin (3) ( ) can be lined to ( ) as follows ( ) = ( ) (2) B usin basic -Transform techniques it can be immediatel deduced from (2) = + (3) Advantaes of (3) are a low number of terms with no multiplin factors the fact that eeps a constant value and that shifts in equal onl one. Relative drawbacs are that the number of terms is not the lowest possible and that shifts in index increase with and ma be lare. This simple relation allows a fast recursive calculation of the impulse response coefficients. Computation is quite eas even permittin to fill up the start of the table of filter coefficients simpl b hand. For example for =8 =4 and = the relation ives: = i.e. = = 204 D. Calculation of from + coefficients with the same lower value - and indexes (- ) =0.. Usin (3) ( ) can be expressed as follows Copriht (c) IARIA 20. ISB:
3 ICDT 20 : The Sixth International Conference on Diital Telecommunications ( ) ( ) = + (4) ( ) = ( ) (5) = 0 B usin basic -Transform techniques (5) ields = (6) = 0 An advantae of (6) is the fact that - eeps constant in the riht side of the equation. Drawbacs are that the number of terms the number of sets of coefficients involved in the relation as well as shifts in index increase with. For example for =8 =4 and = can be easil computed usin the values of the coefficients 7 4 weihted b the binomial coefficients : = = = 0 84 i.e. 0 = = 204 = =2 =3 =4 TABLE I Values of for = 4 and = 8 (-) Copriht (c) IARIA 20. ISB:
4 ICDT 20 : The Sixth International Conference on Diital Telecommunications In this section usin -Transform techniques efficient recursive formulae for computin the impulse response coefficients of sinc filters have been derived especiall () and (3). The values of the coefficients for 8 and 4 are iven in Table I. For smmetr reasons onl the coefficients for ( ) = 0.. IT are shown. 2 Futher investiations should be undertaen in order to evaluate precisel the number of operations and the computation time when usin such or such recurrence relation or a combination of them and in a wa the more efficient strate. IV. EERAL EXPRESSIO FOR THE FILTER COEFFICIETS Let us write Y ( ) under the form ( ) = ( ) ( ) (7) with Y ( ) defined as follows Y ( ) = (8) A. Explicit expression for the coefficients of Y ( ) Differentiatin ln Y ( ) and multiplin b ( ) Y ( ) ives dy ( ) () d Basic -Transform techniques allow to obtain + = (20) ( ) = Y ( ) This relation permits eas recursive computation of from. oreover (20) leads to the followin simple explicit relation for the coefficients + = B. eneral expression for the coefficients ( ) (2) of Developin ( ) in (7) leads to the followin relation between ( ) and Y ( ) ( ) = ( ) Y ( ) (22) = 0 Then usin the -Transform translation propert the coefficients can be written [ / ] + = ( ) = 0 (23) with =0..(-) and where [/] denotes the inteer quotient of and. It is worth notin that this new expression of the coefficients applies for all values of and. This simple formula allows to calculate an coefficient numericall. It offers the obvious advantae compared to previous results to be eneral and valid for all the coefficients of the impulse response of the sinc filters. In fact in [6] (cf. ()) and in [7] (cf. (2) and (3)) explicit expressions are iven onl for the ver first coefficients of the impulse response of the sinc filters. ote that here (23) leads immediatel to these explicit expressions for =0..(- ) and for = with =0 and = respectivel. For example for =8 =4 and = ([/]=) can be easil computed usin the products of + binomial coefficients i.e multiplied b ( ) : = ( ) = 4 = i.e. = = 204 In this section a simple eneral expression (23) has been obtained for rapid computation of an of the coefficients of sinc filters. As a summar useful recurrence relations and formula (8) () (3) (6) and (23) have been derived for computin the sinc FIR filter coefficients h =. V. EERATI FUCTIOS FOR THE TRASFER FUCTIOS OF sinc FIR FILTERS Let us consider (2) ( ) = ( ) with 0 ( ) =. A. Ordinar eneratin function ultiplin ( ) b x and summin with varin from 0 to infinit leads to the followin ordinar eneratin function Γ o ( x) = ( ) x = (24) = 0 x Conversel developin Γ o ( x) into series expansion enerates the expression of the filter transfer functions ( ) as the coefficients of x ( = 0.. ). B. Exponential eneratin function ultiplin ( ) b x and summin with! varin from 0 to infinit leads to the followin exponential eneratin function x x e ( x) ( ) e = 0! Γ = = (25) Copriht (c) IARIA 20. ISB:
5 ICDT 20 : The Sixth International Conference on Diital Telecommunications Conversel developin ( x) Γ e into series expansion enerates the expression of the filter transfer functions ( ) as the coefficients of x ( = 0.. ).! VI. COCLUSIO Sinc filters constituted of a cascade of sinc filters each of lenth are useful for diital sinal processin applications in various domains includin telecommunications. In this paper -Transform has been used as an efficient tool for derivin various formulae allowin to compute the impulse response coefficients of sinc FIR filters. In particular straihtforward recursive relations have been demonstrated. Further investiations should be made to evaluate the computation time and the more efficient strate when exploitin these relations separatel or in combination. oreover a simple eneral expression new compared to previous published formula has been iven valid for all the coefficients whatever their ran and the values of and. In addition eneratin functions for the sinc FIR filters transfer functions have been iven. REFERECES [] E. B. Hoenauer An economical class of diital filters for decimation and interpolation IEEE Trans. Acoust. Speech Sinal Process. vol. ASSP-2 2 pp Apr. 8 [2] J. C. Cand A use of double interation in sima delta modulation IEEE Trans. Commun. vol. CO- 3 3 pp arch 85 [3] H. eleis and P. Le Fur "A novel architecture desin for VLSI implementation of a FIR decimation filter" Proc. ICASSP'85 pp [4] V. Friedman D.. Brinthampt D.-P. Chen and T. Deppa J. P. Edward Jr. E.. Fields and H. eleis "A bit slice architecture for sima delta analo-todiital converters" IEEE J. Select. Areas Commun. vol. 6 pp Apr. 88 [5]. Shiraishi A simultaneous coefficient calculation method for sinc FIR filters IEEE Trans. Circuits Sst. I vol pp Apr [6] S. C. Dutta Ro "Impulse response of sinc FIR filters" IEEE Trans. Circuits Sst. II (3) pp [7] E. E. Hassan "Recurrence formula for impulse response coefficients of sinc FIR filter" Electron. Letters (5) pp [8] J. Le Bihan aximall linear FIR diital differentiators Circuits Sst. Sinal Process. vol pp [] J. Le Bihan Coefficients of FIR diital differentiators and Hilbert transformers for midband frequencies IEEE Trans. Circuits Sst. II vol arch 6 pp Copriht (c) IARIA 20. ISB:
COMPARISON OF CLASSICAL CIC AND A NEW CLASS OF STOPBAND-IMPROVED CIC FILTERS FORMED BY CASCADING NON-IDENTICAL COMB SECTIONS
FACTA UIVERSITATIS Series: Electronics and Energetics Vol. 29, o 1, March 216, pp. 61-76 DOI: 1.2298/FUEE16161M COMPARISO OF CLASSICAL CIC AD A EW CLASS OF STOPBAD-IMPROVED CIC FILTERS FORMED BY CASCADIG
More informationIT6502 DIGITAL SIGNAL PROCESSING Unit I - SIGNALS AND SYSTEMS Basic elements of DSP concepts of frequency in Analo and Diital Sinals samplin theorem Discrete time sinals, systems Analysis of discrete time
More informationRound-off Error Free Fixed-Point Design of Polynomial FIR Predictors
Round-off Error Free Fixed-Point Desin of Polynomial FIR Predictors Jarno. A. Tanskanen and Vassil S. Dimitrov Institute of Intellient Power Electronics Department of Electrical and Communications Enineerin
More informationTransactions of the VŠB Technical University of Ostrava, Mechanical Series No. 2, 2008, vol. LIV, article No. 1618
Transactions of the VŠB Technical University of Ostrava, Mechanical Series No., 008, vol. LIV, article No. 68 Dariusz JANECKI *, Lesze CEDRO ** SAMPLED SIGNALS DIFFERENTIATION USING A FREQUENCY CORRECTED
More informationAmplitude Adaptive ASDM without Envelope Encoding
Amplitude Adaptive ASDM without Envelope Encodin Kaspars Ozols and Rolands Shavelis Institute of Electronics and Computer Science 14 Dzerbenes Str., LV-16, Ria, Latvia Email: kaspars.ozols@edi.lv, shavelis@edi.lv
More informationCmpt 250 Unsigned Numbers January 11, 2008
Cmt 25 Unsined Numbers Januar, 28 These notes serve two uroses in the contet of Cmt 25: as we develo the basic desin of an inteer ALU, we ll review the basics of number reresentation and combinational
More informationA Mathematical Model for the Fire-extinguishing Rocket Flight in a Turbulent Atmosphere
A Mathematical Model for the Fire-extinuishin Rocket Fliht in a Turbulent Atmosphere CRISTINA MIHAILESCU Electromecanica Ploiesti SA Soseaua Ploiesti-Tiroviste, Km 8 ROMANIA crismihailescu@yahoo.com http://www.elmec.ro
More informationFourier Optics and Image Analysis
Laboratory instruction to Fourier Optics and Imae Analysis Sven-Göran Pettersson and Anders Persson updated by Maïté Louisy and Henrik Ekerfelt This laboratory exercise demonstrates some important applications
More informationV DD. M 1 M 2 V i2. V o2 R 1 R 2 C C
UNVERSTY OF CALFORNA Collee of Enineerin Department of Electrical Enineerin and Computer Sciences E. Alon Homework #3 Solutions EECS 40 P. Nuzzo Use the EECS40 90nm CMOS process in all home works and projects
More informationA GENERALIZATION OF THE YOULA-KUČERA PARAMETRIZATION FOR MIMO STABILIZABLE SYSTEMS. Alban Quadrat
A GENERALIZATION OF THE YOULA-KUČERA ARAMETRIZATION FOR MIMO STABILIZABLE SYSTEMS Alban Quadrat INRIA Sophia Antipolis, CAFE project, 2004 Route des Lucioles, B 93, 06902 Sophia Antipolis cedex, France.
More informationLevenberg-Marquardt-based OBS Algorithm using Adaptive Pruning Interval for System Identification with Dynamic Neural Networks
Proceedins of the 29 IEEE International Conference on Systems, Man, and Cybernetics San Antonio, X, USA - October 29 evenber-marquardt-based OBS Alorithm usin Adaptive Prunin Interval for System Identification
More informationNonlinear Integro-differential Equations by Differential Transform Method with Adomian Polynomials
Math Sci Lett No - Mathematical Science Letters An International Journal http://ddoior//msl/ Nonlinear Intero-dierential Equations b Dierential Transorm Method with Adomian Polnomials S H Behir General
More informationGeneral formulation of shift and delta operator based 2-D VLSI filter structures without global broadcast and incorporation of the symmetry
Multidim yst in Process 04) 5:795 88 DOI 0007/s045-03-03-9 General formulation of shift and delta operator based -D VLI filter structures without lobal broadcast and incorporation of the symmetry I-Hun
More informationC. Non-linear Difference and Differential Equations: Linearization and Phase Diagram Technique
C. Non-linear Difference and Differential Equations: Linearization and Phase Diaram Technique So far we have discussed methods of solvin linear difference and differential equations. Let us now discuss
More informationMODIFIED SPHERE DECODING ALGORITHMS AND THEIR APPLICATIONS TO SOME SPARSE APPROXIMATION PROBLEMS. Przemysław Dymarski and Rafał Romaniuk
MODIFIED SPHERE DECODING ALGORITHMS AND THEIR APPLICATIONS TO SOME SPARSE APPROXIMATION PROBLEMS Przemysław Dymarsi and Rafał Romaniu Institute of Telecommunications, Warsaw University of Technoloy ul.
More informationStochastic learning feedback hybrid automata for dynamic power management in embedded systems
Electrical and Computer Enineerin Faculty Publications Electrical & Computer Enineerin 2005 Stochastic learnin feedback hybrid automata for dynamic power manaement in embedded systems T. Erbes Eurecom
More informationOPTIMAL BEAMFORMING AS A TIME DOMAIN EQUALIZATION PROBLEM WITH APPLICATION TO ROOM ACOUSTICS
OPTIMAL BEAMFORMING AS A TIME DOMAIN EQUALIZATION PROBLEM WITH APPLICATION TO ROOM ACOUSTICS Mark R P Thomas, Ivan J Tashev Microsoft Research Redmond, WA 985, USA {markth, ivantash}@microsoftcom Felicia
More informationMaximally Flat Lowpass Digital Differentiators
Maximally Flat Lowpass Digital Differentiators Ivan W. Selesnick August 3, 00 Electrical Engineering, Polytechnic University 6 Metrotech Center, Brooklyn, NY 0 selesi@taco.poly.edu tel: 78 60-36 fax: 78
More informationMechanics Cycle 3 Chapter 12++ Chapter 12++ Revisit Circular Motion
Chapter 12++ Revisit Circular Motion Revisit: Anular variables Second laws for radial and tanential acceleration Circular motion CM 2 nd aw with F net To-Do: Vertical circular motion in ravity Complete
More informationA-Level Mathematics. MM05 Mechanics 5 Final Mark scheme June Version/Stage: v1.0
A-Level Mathematics MM0 Mechanics Final Mark scheme 6360 June 07 Version/Stae: v.0 Mark schemes are prepared by the Lead Assessment Writer and considered, toether with the relevant questions, by a panel
More informationMatrix multiplication: a group-theoretic approach
CSG399: Gems of Theoretical Computer Science. Lec. 21-23. Mar. 27-Apr. 3, 2009. Instructor: Emanuele Viola Scribe: Ravi Sundaram Matrix multiplication: a roup-theoretic approach Given two n n matrices
More informationAnalysis of Outage and Throughput for Opportunistic Cooperative HARQ Systems over Time Correlated Fading Channels
Analysis of Outae and Throuhput for Opportunistic Cooperative HARQ Systems over Time Correlated Fadin Channels Xuanxuan Yan, Haichuan Din,3, Zhen Shi, Shaodan Ma, and Su Pan Department of Electrical and
More informationSection 3.1. ; X = (0, 1]. (i) f : R R R, f (x, y) = x y
Paul J. Bruillard MATH 0.970 Problem Set 6 An Introduction to Abstract Mathematics R. Bond and W. Keane Section 3.1: 3b,c,e,i, 4bd, 6, 9, 15, 16, 18c,e, 19a, 0, 1b Section 3.: 1f,i, e, 6, 1e,f,h, 13e,
More informationDecentralized Control Design for Interconnected Systems Based on A Centralized Reference Controller
Decentralized Control Desin for Interconnected Systems Based on A Centralized Reference Controller Javad Lavaei and Amir G Ahdam Department of Electrical and Computer Enineerin, Concordia University Montréal,
More informationMYSTERY BEHIND SIMILARITY MEASURES MSE AND SSIM. Gintautas Palubinskas
MYSTEY BEHID SIMILAITY MEASUES MSE AD SSIM Gintautas Palubinskas German Aerospace Center DL, emote Sensing Technolog Institute Oberpfaffenhofen, 834 Wessling, German ABSTACT Similarit or distance measures
More informationChapter 4 Analytic Trigonometry
Analtic Trigonometr Chapter Analtic Trigonometr Inverse Trigonometric Functions The trigonometric functions act as an operator on the variable (angle, resulting in an output value Suppose this process
More informationONLINE: MATHEMATICS EXTENSION 2 Topic 6 MECHANICS 6.3 HARMONIC MOTION
ONINE: MATHEMATICS EXTENSION Topic 6 MECHANICS 6.3 HARMONIC MOTION Vibrations or oscillations are motions that repeated more or less reularly in time. The topic is very broad and diverse and covers phenomena
More informationv( t) g 2 v 0 sin θ ( ) ( ) g t ( ) = 0
PROJECTILE MOTION Velocity We seek to explore the velocity of the projectile, includin its final value as it hits the round, or a taret above the round. The anle made by the velocity vector with the local
More informationAnalysis and Design of Analog Integrated Circuits Lecture 7. Differential Amplifiers
Analysis and Desin of Analo Interated Circuits ecture 7 Differential Amplifiers Michael H. Perrott February 1, 01 Copyriht 01 by Michael H. Perrott All rihts reserved. Review Proposed Thevenin CMOS Transistor
More informationarxiv:cs/ v1 [cs.it] 4 Feb 2007
Hih-rate, Multi-Symbol-Decodable STBCs from Clifford Alebras Sanjay Karmakar Beceem Communications Pvt Ltd, Banalore skarmakar@beceemcom B Sundar Rajan Department of ECE Indian Institute of Science, Banalore
More informationANALYSIS OF POWER EFFICIENCY FOR FOUR-PHASE POSITIVE CHARGE PUMPS
ANALYSS OF POWER EFFCENCY FOR FOUR-PHASE POSTVE CHARGE PUMPS Chien-pin Hsu and Honchin Lin Department of Electrical Enineerin National Chun-Hsin University, Taichun, Taiwan e-mail:hclin@draon.nchu.edu.tw
More informationComputing running DCTs and DSTs based on their second-order shift properties
University of Wollongong Research Online Faculty of Informatics - Papers (Archive) Faculty of Engineering Information Sciences 000 Computing running DCTs DSTs based on their second-order shift properties
More informationCode_Aster. Element CABLE_GAINE
Titre : Élément CABLE_GAINE Date : 28/07/2015 Pae : 1/12 Element CABLE_GAINE Summary: The element CABLE_GAINE presented in this document is to model cables of prestressin bein able to rub or slip into
More information10.2 The Unit Circle: Cosine and Sine
0. The Unit Circle: Cosine and Sine 77 0. The Unit Circle: Cosine and Sine In Section 0.., we introduced circular motion and derived a formula which describes the linear velocit of an object moving on
More informationDigital Electronics Paper-EE-204-F SECTION-A
B.Tech 4 th Semester (AEIE) F Scheme, May 24 Diital Electronics Paper-EE-24-F Note : Attempt five questions. Question is compulsory and one question from each of the four sections.. What is a loic ate?
More informationWire antenna model of the vertical grounding electrode
Boundary Elements and Other Mesh Reduction Methods XXXV 13 Wire antenna model of the vertical roundin electrode D. Poljak & S. Sesnic University of Split, FESB, Split, Croatia Abstract A straiht wire antenna
More informationNonlinear Model Reduction of Differential Algebraic Equation (DAE) Systems
Nonlinear Model Reduction of Differential Alebraic Equation DAE Systems Chuili Sun and Jueren Hahn Department of Chemical Enineerin eas A&M University Collee Station X 77843-3 hahn@tamu.edu repared for
More informationConical Pendulum Linearization Analyses
European J of Physics Education Volume 7 Issue 3 309-70 Dean et al. Conical Pendulum inearization Analyses Kevin Dean Jyothi Mathew Physics Department he Petroleum Institute Abu Dhabi, PO Box 533 United
More informationMinimal reductions of monomial ideals
ISSN: 1401-5617 Minimal reductions of monomial ideals Veronica Crispin Quiñonez Research Reports in Mathematics Number 10, 2004 Department of Mathematics Stocholm Universit Electronic versions of this
More informationEfficient method for obtaining parameters of stable pulse in grating compensated dispersion-managed communication systems
3 Conference on Information Sciences and Systems, The Johns Hopkins University, March 12 14, 3 Efficient method for obtainin parameters of stable pulse in ratin compensated dispersion-manaed communication
More informationSimultaneous Orthogonal Rotations Angle
ELEKTROTEHNIŠKI VESTNIK 8(1-2): -11, 2011 ENGLISH EDITION Simultaneous Orthogonal Rotations Angle Sašo Tomažič 1, Sara Stančin 2 Facult of Electrical Engineering, Universit of Ljubljana 1 E-mail: saso.tomaic@fe.uni-lj.si
More informationA Novel Complete High Precision Standard Linear Element-Based Equivalent Circuit Model of CMOS Gyrator-C Active Transformer
WSEAS TANSATIONS on IUITS and SYSTES A Novel omplete Hih Precision Standard Linear Element-Based Equivalent ircuit odel of OS Gyrator- Active Transformer AWID BANHUIN Department of omputer Enineerin Siam
More informationA simple scheme for realizing six-photon entangled state based on cavity quantum electrodynamics
J. At. Mol. Sci. doi: 10.4208/jams.041711.051011a Vol. 3, No. 1, pp. 73-77 February 2012 A simple scheme for realizin six-photon entanled state based on cavity quantum electrodynamics Den-Yu Zhan, Shi-Qin
More informationMotion in Two Dimensions Sections Covered in the Text: Chapters 6 & 7, except 7.5 & 7.6
Motion in Two Dimensions Sections Covered in the Tet: Chapters 6 & 7, ecept 7.5 & 7.6 It is time to etend the definitions we developed in Note 03 to describe motion in 2D space. In doin so we shall find
More information16.5. Maclaurin and Taylor Series. Introduction. Prerequisites. Learning Outcomes
Maclaurin and Talor Series 6.5 Introduction In this Section we eamine how functions ma be epressed in terms of power series. This is an etremel useful wa of epressing a function since (as we shall see)
More information2.3. PBL Equations for Mean Flow and Their Applications
.3. PBL Equations for Mean Flow and Their Applications Read Holton Section 5.3!.3.1. The PBL Momentum Equations We have derived the Reynolds averaed equations in the previous section, and they describe
More informationLinearized optimal power flow
Linearized optimal power flow. Some introductory comments The advantae of the economic dispatch formulation to obtain minimum cost allocation of demand to the eneration units is that it is computationally
More informationAdjustment of Sampling Locations in Rail-Geometry Datasets: Using Dynamic Programming and Nonlinear Filtering
Systems and Computers in Japan, Vol. 37, No. 1, 2006 Translated from Denshi Joho Tsushin Gakkai Ronbunshi, Vol. J87-D-II, No. 6, June 2004, pp. 1199 1207 Adjustment of Samplin Locations in Rail-Geometry
More informationApproximation of Continuous Functions
Approximation of Continuous Functions Francis J. Narcowich October 2014 1 Modulus of Continuit Recall that ever function continuous on a closed interval < a x b < is uniforml continuous: For ever ɛ > 0,
More informationDesign and implementation of model predictive control for a three-tank hybrid system
International Journal of Computer cience and Electronics Enineerin (IJCEE) Volume 1, Issue 2 (2013) IN 2320 4028 (Online) Desin and implementation of model predictive control for a three-tank hybrid system
More informationIsotropic diffeomorphisms: solutions to a differential system for a deformed random fields study
Isotropic diffeomorphisms: solutions to a differential system for a deformed random fields study Marc Briant, Julie Fournier To cite this version: Marc Briant, Julie Fournier. Isotropic diffeomorphisms:
More informationTHE SIGNAL ESTIMATOR LIMIT SETTING METHOD
' THE SIGNAL ESTIMATOR LIMIT SETTING METHOD Shan Jin, Peter McNamara Department of Physics, University of Wisconsin Madison, Madison, WI 53706 Abstract A new method of backround subtraction is presented
More informationParameterized Joint Densities with Gaussian and Gaussian Mixture Marginals
Parameterized Joint Densities with Gaussian and Gaussian Miture Marginals Feli Sawo, Dietrich Brunn, and Uwe D. Hanebeck Intelligent Sensor-Actuator-Sstems Laborator Institute of Computer Science and Engineering
More informationMAT 1275: Introduction to Mathematical Analysis. Graphs and Simplest Equations for Basic Trigonometric Functions. y=sin( x) Function
MAT 275: Introduction to Mathematical Analsis Dr. A. Rozenblum Graphs and Simplest Equations for Basic Trigonometric Functions We consider here three basic functions: sine, cosine and tangent. For them,
More informationA Multigrid-like Technique for Power Grid Analysis
A Multirid-like Technique for Power Grid Analysis Joseph N. Kozhaya, Sani R. Nassif, and Farid N. Najm 1 Abstract Modern sub-micron VLSI desins include hue power rids that are required to distribute lare
More information11. Excitons in Nanowires and Nanotubes
Excitons in Nanowires and Nanotubes We have seen that confinement in quantum wells leads to enhanced excitonic effects in the optical response of semiconductors The bindin enery of the stronest bound excitons
More informationAnswers. Chapter 4 A33. + as. 4.1 Start Thinking
. + 7i. 0 i 7. 9 i. 79 + i 9. 7 i 0. 7 i. + i. 0 + i. a. lb b. $0. c. about $0.9 Chapter. Start Thinkin () = () = The raph o = is a curv line that is movin upward rom let to riht as increases. The raph
More informationActive filter synthesis based on nodal admittance matrix expansion
Tan et al. EURASIP Journal on Wireless Communications and Networkin (1) 1:9 DOI 1.118/s18-1-881-8 RESEARCH Active filter synthesis based on nodal admittance matrix expansion Linlin Tan, Yunpen Wan and
More information4Cubic. polynomials UNCORRECTED PAGE PROOFS
4Cubic polnomials 4.1 Kick off with CAS 4. Polnomials 4.3 The remainder and factor theorems 4.4 Graphs of cubic polnomials 4.5 Equations of cubic polnomials 4.6 Cubic models and applications 4.7 Review
More informationFrom Social Trust Assisted Reciprocity (STAR) to Utility-Optimal Mobile Crowdsensing
From ocial Trust Assisted eciprocity (TA) to Utility-Optimal Mobile Crowdsensin Xiaowen Gon, Xu Chen, Junshan Zhan, H. Vincent Poor chool of Electrical, Computer and Enery Enineerin Arizona tate University,
More informationCh 14: Feedback Control systems
Ch 4: Feedback Control systems Part IV A is concerned with sinle loop control The followin topics are covered in chapter 4: The concept of feedback control Block diaram development Classical feedback controllers
More informationNEW ANALYTICAL SOLUTION FOR NATURAL CONVECTION OF DARCIAN FLUID IN POROUS MEDIA PRESCRIBED SURFACE HEAT FLUX
NEW ANALYICAL SOLUION FOR NAURAL CONVECION OF DARCIAN FLUID IN POROUS MEDIA PRESCRIBED SURFACE HEA FLUX Yousef VAZIFESHENAS, Davood DOMIRY GANJI*, Hasan SAJJADI Department of Mechanical Enineerin, Babol
More informationIntegration in General Relativity
arxiv:physics/9802027v1 [math-ph] 14 Feb 1998 Interation in General Relativity Andrew DeBenedictis Dec. 03, 1995 Abstract This paper presents a brief but comprehensive introduction to certain mathematical
More informationTransmit Beamforming for Frequency Selective Channels
Transmit Beamformin for Frequency Selective Channels Yan-wen Lian, Robert Schober, and Wolfan Gerstacker Dept of Elec and Comp Enineerin, University of British Columbia, Email: {yanl,rschober}@eceubcca
More informationGeneralization of Vieta's Formula
Rose-Hulman Underraduate Mathematics Journal Volume 7 Issue Article 4 Generalization of Vieta's Formula Al-Jalila Al-Abri Sultan Qaboos University in Oman Follow this and additional wors at: https://scholar.rose-hulman.edu/rhumj
More informationOn Diophantine quintuples and D( 1)-quadruples
On Diophantine quintuples and D( 1)-quadruples Christian Elsholtz, Alan Filipin and Yasutsugu Fujita September 13, 2013 Abstract In this paper the known upper bound 10 96 for the number of Diophantine
More informationFig.1: Non-stationary temperature distribution in a circular plate.
LECTURE Problem 1 13. 5 : Fi.1: Non-stationary temperature distribution in a circular plate. The non-stationary, radial symmetric temperature distribution ur, t in a circular plate of radius c is determined
More informationFilters. Massimiliano Laddomada and Marina Mondin. Abstract
Decimation Schemes for Σ A/D Converters 1 based on Kaiser and Hamming Sharpened Filters Massimiliano Laddomada and Marina Mondin Abstract Cascaded-Integrator-Comb (CIC) filters are efficient anti-aliasing
More informationwhere a 0 and the base b is a positive number other
7. Graph Eponential growth functions No graphing calculators!!!! EXPONENTIAL FUNCTION A function of the form than one. a b where a 0 and the base b is a positive number other a = b = HA = Horizontal Asmptote:
More informationComputation of Csiszár s Mutual Information of Order α
Computation of Csiszár s Mutual Information of Order Damianos Karakos, Sanjeev Khudanpur and Care E. Priebe Department of Electrical and Computer Engineering and Center for Language and Speech Processing
More informationGraph Entropy, Network Coding and Guessing games
Graph Entropy, Network Codin and Guessin ames Søren Riis November 25, 2007 Abstract We introduce the (private) entropy of a directed raph (in a new network codin sense) as well as a number of related concepts.
More informationIEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II: ANALOG AND DIGITAL SIGNAL PROCESSING, VOL. 49, NO. 2, FEBRUARY H(z) = N (z) D(z) =
IEEE TRASACTIOS O CIRCUITS AD SYSTEMS II: AALOG AD DIGITAL SIGAL PROCESSIG, VOL. 49, O. 2, FEBRUARY 2002 145 Transactions Briefs Design of a Class of IIR Eigenfilters With Time- Frequency-Domain Constraints
More informationConvex Combination of MIMO Filters for Multichannel Acoustic Echo Cancellation
Convex Combination of MIMO Filters for Multichannel Acoustic Echo Cancellation Danilo Comminiello, Simone Scardapane, Michele Scarpiniti, Raffaele Parisi, and Aurelio Uncini Department of Information Engineering,
More informationBlock-Processing Approach to Fractional Sample Rate Conversion with Adjustable Timing
Block-Processin Approac to ractional Sample Rate Conversion wit Adjustable Timin Alexandra Grot, Heinz G. Göckler Diital Sinal Processin Group Rur-Universität Bocum Universitätsstr. 5, D-448 Bocum,Germany
More informationConical Pendulum: Part 2 A Detailed Theoretical and Computational Analysis of the Period, Tension and Centripetal Forces
European J of Physics Education Volume 8 Issue 1 1309-70 Dean onical Pendulum: Part A Detailed heoretical and omputational Analysis of the Period, ension and entripetal orces Kevin Dean Physics Department,
More informationCOMBINED SEISMIC ACTIVATION OF A SDOF-BUILDING WITH A PASSIVE TLCD ATTACHED
13 th World Conference on Earthquake Enineerin Vancouver, B.C., Canada Auust 1-6, 004 Paper No. 6 COMBINED SEISMIC ACTIVATION OF A SDOF-BUILDING WITH A PASSIVE TLCD ATTACHED Michael REITERER 1, Franz ZIEGLER
More informationFuliband Differentiators
Design of FIR LS Hibert Transformers Through Fuliband Differentiators Guergana Mollova* Institute of Communications and Radio-Frequency Engineering Vienna University of Technology Gusshausstrasse 25/389,
More information2.2 Differentiation and Integration of Vector-Valued Functions
.. DIFFERENTIATION AND INTEGRATION OF VECTOR-VALUED FUNCTIONS133. Differentiation and Interation of Vector-Valued Functions Simply put, we differentiate and interate vector functions by differentiatin
More informationA Low-Complexity Approach to Computation of the Discrete Fractional Fourier Transform
Circuits Sst Signal Process (1) 36:411 4144 DOI 11/s34-1-53-z A Low-Compleit Approach to Computation of the Discrete Fractional Fourier Transform Dorota Majorkowska-Mech 1 Aleksandr Cariow 1 Received:
More informationSimulation of Reciprocating Compressor Including Suction and Discharge Lines by Hybrid Computer
Purdue University Purdue e-pubs International Compressor Enineerin Conference School of Mechanical Enineerin 976 Simulation of Reciprocatin Compressor Includin Suction and Dischare Lines by Hybrid Computer
More informationSubband Coding and Wavelets. National Chiao Tung University Chun-Jen Tsai 12/04/2014
Subband Coding and Wavelets National Chiao Tung Universit Chun-Jen Tsai /4/4 Concept of Subband Coding In transform coding, we use N (or N N) samples as the data transform unit Transform coefficients are
More informationResearch Article Decentralized Detection in Wireless Sensor Networks with Channel Fading Statistics
Hindawi Publishin Corporation EURASIP Journal on Wireless Communications and Networkin Volume 7, Article ID 695, 8 paes doi:.55/7/695 Research Article Decentralized Detection in Wireless Sensor Networks
More informationSHAPE OF IMPULSE RESPONSE CHARACTERISTICS OF LINEAR-PHASE NONRECURSIVE 2D FIR FILTER FUNCTION *
FACTA UNIVERSITATIS Series: Electronics and Energetics Vol. 6, N o, August 013, pp. 133-143 DOI: 10.98/FUEE130133P SHAPE OF IMPULSE RESPONSE CHARACTERISTICS OF LINEAR-PHASE NONRECURSIVE D FIR FILTER FUNCTION
More informationDESIGN OF PI CONTROLLERS FOR MIMO SYSTEM WITH DECOUPLERS
Int. J. Chem. Sci.: 4(3), 6, 598-6 ISSN 97-768X www.sadurupublications.com DESIGN OF PI CONTROLLERS FOR MIMO SYSTEM WITH DECOUPLERS A. ILAKKIYA, S. DIVYA and M. MANNIMOZHI * School of Electrical Enineerin,
More informationAvailable online at ScienceDirect. Procedia Computer Science 57 (2015 )
vailable online at www.sciencedirect.com ScienceDirect Procedia Computer Science 57 (25 ) 99 28 3 rd International Conference on Recent Trends in Computin 25 (ICRTC - 25) Efficient desin and analysiss
More informationPropagation Modes in Multimode Graded-Index Fibers
International Journal o Science and Research (IJSR) ISSN (Online): 319-7064 Index Copernicus Value (013): 6.14 Impact Factor (015): 6.391 Propaation Modes in Multie Graded-Index Fibers Zaman Hameed Kareem
More informationThe approximation of piecewise linear membership functions and Łukasiewicz operators
Fuzz Sets and Sstems 54 25 275 286 www.elsevier.com/locate/fss The approimation of piecewise linear membership functions and Łukasiewicz operators József Dombi, Zsolt Gera Universit of Szeged, Institute
More informationInvestigation of Piezoelectric Vibro Impact Energy System
International Journal of Emerin Enineerin Research and Technoloy Volume, Issue 7, October 4, PP 99- ISSN 349-4395 (Print) & ISSN 349-449 (Online) Investiation of Piezoelectric Vibro Impact Enery System
More informationDielectric characteristics of glass fibre reinforced plastics and their components
Plasticheskie Massy, No. 11, 2004, pp. 20 22 Dielectric characteristics of lass fibre reinforced plastics and their components V. I. Sokolov, S. I. Shalunov, I. G. Gurtovnik, L. G. Mikheeva, and I. D.
More informationParametric Equations
Parametric Equations Suppose a cricket jumps off of the round with an initial velocity v 0 at an anle θ. If we take his initial position as the oriin, his horizontal and vertical positions follow the equations:
More informationAltitude measurement for model rocketry
Altitude measurement for model rocketry David A. Cauhey Sibley School of Mechanical Aerospace Enineerin, Cornell University, Ithaca, New York 14853 I. INTRODUCTION In his book, Rocket Boys, 1 Homer Hickam
More informationPREDICTIVE CONTROL OF TIME-DELAY PROCESSES
PREDICIVE CONROL OF IME-DELAY PROCESSES Marek Kubalčík, Vladimír Bobál omas Bata Universit in Zlín Facult of Alied Informatics Nad Stráněmí 45 76 5 Zlín Czech Reublic E-mail: kubalcikl@fai.utb.cz KEYWORDS
More informationarxiv: v2 [math.oc] 11 Jun 2018
: Tiht Automated Converence Guarantees Adrien Taylor * Bryan Van Scoy * 2 Laurent Lessard * 2 3 arxiv:83.673v2 [math.oc] Jun 28 Abstract We present a novel way of eneratin Lyapunov functions for provin
More informationA-LEVEL Mathematics. MM05 Mechanics 5 Mark scheme June Version 1.0: Final
A-LEVEL Mathematics MM05 Mechanics 5 Mark scheme 6360 June 016 Version 1.0: Final Mark schemes are prepared by the Lead Assessment Writer and considered, toether with the relevant questions, by a panel
More informationMath 4381 / 6378 Symmetry Analysis
Math 438 / 6378 Smmetr Analsis Elementar ODE Review First Order Equations Ordinar differential equations of the form = F(x, ( are called first order ordinar differential equations. There are a variet of
More informationDesign of FIR Nyquist Filters with Low Group Delay
454 IEEE TRASACTIOS O SIGAL PROCESSIG, VOL. 47, O. 5, MAY 999 Design of FIR yquist Filters with Low Group Delay Xi Zhang and Toshinori Yoshikawa Abstract A new method is proposed for designing FIR yquist
More informationANALYTIC CENTER CUTTING PLANE METHODS FOR VARIATIONAL INEQUALITIES OVER CONVEX BODIES
ANALYI ENER UING PLANE MEHODS OR VARIAIONAL INEQUALIIES OVER ONVE BODIES Renin Zen School of Mathematical Sciences honqin Normal Universit honqin hina ABSRA An analtic center cuttin plane method is an
More informationAbstract. Navier-Stokes Equations Solutions Completed. Copyright A. A. Frempong. The simplest solution is usually the best solution---albert Einstein
Copriht A. A. Frempon Navier-Stokes Equations Solutions Completed Abstract The simplest solution is usuall the best solution---albert Einstein Over nearl a ear and half ao, the Navier-Stokes equations
More informationHARDWARE IMPLEMENTATION OF FIR/IIR DIGITAL FILTERS USING INTEGRAL STOCHASTIC COMPUTATION. Arash Ardakani, François Leduc-Primeau and Warren J.
HARWARE IMPLEMENTATION OF FIR/IIR IGITAL FILTERS USING INTEGRAL STOCHASTIC COMPUTATION Arash Ardakani, François Leduc-Primeau and Warren J. Gross epartment of Electrical and Computer Engineering McGill
More information2-D FIR WIENER FILTER REALIZATIONS USING ORTHOGONAL LATTICE STRUCTURES
-D FIR WIENER FILTER REALIZATIONS USING ORTHOGONAL LATTICE STRUCTURES by Ahmet H. Kayran and Ender Ekşioğlu Department of Electrical Engineering Istanbul Technical University aslak, Istanbul, Turkey 866
More information