INTERNET PID CONTROLLER DESIGN: M. Schlegel, M. Čech
|
|
- Samuel Hopkins
- 6 years ago
- Views:
Transcription
1 INTERNET PID CONTROLLER DESIGN: M. Schlegel, M. Čech Deartment of Cybernetics, University of West Bohemia in Pilsen fax : , schlegel@kky.zcu.cz, mcech@kky.zcu.cz Abstract: The urose of this aer is to introduce a simle Internet tool (Java alet) for PID controller design free accessible on The alet imlements the Nyquist lot shaing according to gain and hase margins and/or sensitivity functions shaing. It is based on the robustness regions method. This aroach is suitable esecially for any non-oscillatory or slightly oscillatory linear system with dead time. The authors believe, that the Java alet will be worthwhile for industrial ractitioners. Coyright 004 IFAC Keywords: robust control, PID, Nyquist lot shaing, Java alet. INTRODUCTION PID controllers are widely used in industrial ractice more than 60 years. The develoment went from neumatic through analogue to digital controllers, but the control algorithm is in fact the same. The PID controller is a standard and roved solution for the most of industrial control alications. In site of this fact, there is not some standard and generally acceted method for PID controller design based on known rocess model. Over the years, there are many formulas derived to tune the PID controller. But there exist only a few universal rocedures, which can be used for arbitrary order irrational or non-minimum hase transfer functions. Some of these are described in (Shafei and Shenton, 994, 997; Ackerman and Kaesbauer, 99, 003). The classical D-artition method (Neimark, 948, 998; Bimbirekov 994) is used for the ideal PID controller design where the gain and hase margins are secified. For the real PID controller (filtered derivative art) and for more general design secifications, this method must be modified as it is shown in Sections and 3. The arising algorithm seems to be universal and still comrehensible for eole in industrial ractice. That is why we decided to create a Java alet accessible on Internet. The alet is described in Section 4. Illustrating examle is given in Section 5.. DESIGN METHOD PRINCIPLE Consider the control loo shown in Figure with the PI(D) controller C(s) and the lant described by a stable transfer function P(s). w - e C u l Fig.. Control loo The variables w, e and y denote the setoint, control error and rocess variable, resectively. The variables l and n denote disturbances affecting the control loo. It is well known, that required loo erformance (e. g. gain and hase margins) could be reached by shaing of the Nyquist lot L( j) = C( j) P( j). () For examle, the minimum gain margin (Gm>) and minimum hase margin 60 (Pm 60 ) are equivalent with requirement that oints X = -/ and X = /(+ j 3) in Figure lie on the left side of P n y
2 L( j) or just on this curve. If the secifications Gm < 3 and Pm < 90 are required, the oints X 3 = -/3 and X 4 = -j should lie on the right side of L( j ). In such way the oints X, X,, X 3, X 4 define required Nyquist lot shae. Similarly, one can roceed with, if the limitation of the sensitivity function S( j) = + L( j) is required in the form su S( j) Ms, () or if the limitation of the comlementary sensitivity function L( j) T( j) = + L( j) is required in the form su T( j) M. (3) It can be simly roved, that condition () (res. (3)) is equivalent with the requirement that the Nyquist lot L( j) does not have any intersection with a circle having center M c = - (res. c = ) (4) M and radius M R = (res. R = ). (5) M s M If we want to rovide the disturbance rejection at a given frequency range and the roer bandwidth of the closed loo, the following conditions are suitable su S( j) ε, (6) < 0, s > su < T, + ) T( j) ε. s T (7) The general roblem of (comlementary) sensitivity function shaing (Schlegel and Mertl, 004) is shown in Figure 4. Now, consider the case, when only one shaing oint X = u+jv is secified in the Nyquist lot lane. Our aim is to find all ossible airs of arameters k, k i of the PI controller with transfer function ki Cs () = k +, s for which the oint X lies on the left side of the Nyquist curve. For this urose, let us solve the equation k i L( j) = ( k j )( a( ) + jb( )) = u+ jv (8) for unknown k and k i, where a( ) = Re( P( j)) and b( ) = Im( P( j)). The exressions obtained a( ) u+ b( ) v k = a ( ) + b ( ) [ a( ) v b( ) u] ki = a ( ) + b ( ) (9) define arametric curve in the k, k i lane. This curve together with k, k i axis slits the arametric lane into several regions as it is shown in Figure 3. We are interested only in ositive values of k, k i in the first quadrant. It follows from (8) that the boundary of regions corresonds with PI arameters leading to the Nyquist lot assing through the oint X. All oints inside any region lead to the Nyquist lot having oint X at the same side. More recisely, the number of encirclements of the oint X by the Nyquist lot is the same. Usually, just one region contains suitable oints corresonding to the required relative location of the Nyquist lot and the oint X. Any Nyquist lot shaing roblem with a finite number of shaing oints could be converted to the several one-oint cases described above. If we find corresonding regions R i for all oints X i, i=,,,n, than their intersection - n R = I R contains all oints i= solving our roblem. It is suitable to choose a oint with the maximum k i coordinate from all ossible solutions. Then, the PI controller has the maximum gain in low frequencies and also minimizes the criterion IE = etdt (), when the ste is alied to the setoint. + 0 i X X 3 60 o L(j ) Im X X 4 Fig.. Nyquist lot shaing oint X at the left side from L(j) k oint X encircled twice oint X encircled once Re Fig. 3. Curve (9) and corresonding regions 3. PID CONTROLLER DESIGN The method resented above can be modified for a real DOF PID controller design. The PID controller is in according to ISA norm described by the relation k i
3 T(j) M T ε T S(j) M S T It follows from (0), that the closed loo stability and disturbance resonse are deendent only on arameters k, T i, T d and N, while the closed loo resonse can be indeendently influenced by the arameters b and c. Therefore, the controller design should be divided into two stes. Firstly, we design the DOF PID controller (b = c = ) described by the transfer function Ts d Cs () = k+ + () Ts T i d s+ N and then we tune arameters b and c manually ( b 0, and c=0 are recommended). Since the ε s s Fig. 4. The constrains on sensitivity and comlementary sensitivity functions Ts d U() s = kbw() s Ys () + Es () + [ cw() s Ys ()], Ts T i d s+ N (0) where Y(s), W(s) and U(s) denote the Lalace transforms of the rocess variable, setoint and maniulated variable, and E(s)=W(s)-Y(s). Further, k denotes gain, T i and T d are integral and derivative time constants, b and c are weight coefficients of the set oint in roortional and derivative art and arameter N secifies the degree of derivative art filtering. controller () has four design arameters k, T i, T d and N, we must relate them by additional conditions, in order to the arameter lane method could be used. Fortunataly, arameter N has the clear hysical interretation. When N, we obtain an ideal PID controller, while the derivative art is switched off if N 0. The value of N is usually chosen in the interval,0 according to the signal/noise ratio. Moreover, the ratio f =T d / T i is used to be equal to ¼ (Ziegler and Nichols, 94). Newer studies (Aström and Hägglund, 995) acknowledged correctness of this value esecially for lants with a monotone ste resonse. Note, that f = 0 leads to PI controller and f > /4 enhances the derivative art. When N and f are constant, we only need to determine two arameters k and k i = k /T i like in Section. Comutation of region boundaries is much more comlicated (Schlegel, et al., 003a) but the design technique can be used without changes. Fig. 5. General view of the alet
4 The rule of otimal arameters choice is also the same: the otimal oint has the maximum k i coordinate. 4. USER DESCRIPTION OF THE APPLET Now, we shortly describe the grahical user interface of the alet, which is free accessible on The alet area is divided into five basic windows (Figure 5) ) Process model (PM). In this window, one can secify a rocess model (transfer function) using one of four ways selected in the right middle. The otions are: coefficients of the numerator and denominator of the transfer function, time constants (Bode), zeroes and oles and the second order lus dead time (SOPDT) form. All forms can be comlemented by the gain and the transort delay. The introduced rocess model should always be confirmed by the OK button. ) Controller (C). The controller design is divided into following stes. a) Define new rocess model b) Choose tye of the controller (PI/PID). Choose the fix arameters N and f. c) Define design secifications in the Nyquist lot lane (DS window). d) By clicking on any oint in satisfactory region in the RP window (the intersection of all regions meeting the design secifications) we obtain the arameters k and k i and related T i, T d. e) Finally, we can change some arameters by hand. Esecially decreasing of the arameter b could cause a lower overshot in closed loo. Moreover, it is also ossible to set all arameters of the DOF ISA PID controller by hand. 3) Design secifications (DS). In this window, we secify the Nyquist lot shae using shaing oints. We can easily secify gain and hase margins or the limitations of the (comlementary) sensitivity function by secial choice of these oints. Points can be added by left mouse button click. All oints are listed in the design secifications list. and can be edited manually there. If the Gain and hase margins checkbox is checked, then it is easy to secify oints on the unit circle or the negative real axes. 4) Robustness regions in PID arameter lane (RP) This window is active only if at least one design secification is defined. The regions corresonding to design secifications are loted in this window. We need to click here to choose or change controller arameters k and k i. 5) Loo erformance (LP). One of four grahs can be chosen in this window. The rocess ste resonse is loted when new rocess is defined. Other grahs are available only if all controller arameters are secified. We can choose the closed loo setoint and load disturbance ste resonse, the sensitivity function or the comlementary sensitivity function. Grah Axes We can change the axes ranges with buttons under each grah. When the button 'auto' is ressed, the ranges of the current lot are set automatically. The best way to zoom is to define the zoom rectangle by mouse dragging. Settings and status line In the lower art of the alet is the settings anel. Here, the ranges for all frequency characteristics can be changed. We can also set the simulation time and the samling eriod of discretization of the rocess and the controller. The status line can be very useful. Actual alet state information as so as the short hel about imortant comonents are rinted here. 5. PRACTICAL EXAMPLE Let us use the alet for a brick ress controller design. Assume, that the brick ress is described by the transfer function 00s e Fs () =. (40s+ )(0s+ ) The controller design is divided into following stes. ) Process model definition We secify the time constants, gain and transort delay in BODE form. After that, we need to confirm the introduced model by the OK button (Figure 6). Fig. 6. Process model definition ) Design secifications We use default values of controller tye (PID), N and f. Then we secify gain and hase margins (P m =60, G m =) by mouse clicking in DS window. We can set the P m and G m values more recisely manually after selection in the design secifications list (Figure 7). If we want to see the standard sensitivity and comlementary sensitivity functions limitations (so called m-circles), we must check the m-circles checkbox. The required Nyquist lot shaing can be reached by choosing oints on these circles. 3) Choice of PID controller arameters K, K i in arameter lane We will see two regions corresonding to the gain and hase margins shaing oints. The region actually selected in design secification list is loted by red color. If we want to fulfill both conditions, we must choose the arameters at the intersection of the regions boundaries by mouse clicking (Figure 0).
5 Fig. 0. Robustness regions in PID arameter lane Fig. 7. Design secifications definition 4) Manual tuning of PID arameters The corresonding PID arameters aear in C window after clicking at some oint of the PID arameter lane in RP window. Parameters b and c are set at default values b =, c = 0. If we set the arameter b = 0.3, the closed loo behavior will be without overshot. We see the closed loo resonse in LP window. The rocess variable is ainted blue and the maniulating variable is ainted green. Let us look now, how the region shae deends on values N and f. Note that the shae is strongly influenced (mainly for rocesses without dead time) by the value of derivative art filter arameter N. It is clear, that most of methods based on ideal PID controller will not work roerly (Schlegel, et al., 003b), because the influence of N is very strong (Figure b). Fig. 8. Controller arameters (a) Finally, we can ensure that the Nyquist lot asses through both oints and the closed loo has required erformance (Figure 9). (b) Fig.. Deendency of the shae of the region on values N and f for the rocess /(s+) 3 with time delay 0 (a) res. 0 (b) and shaing oint Pm=60. Fig. 9. Closed loo erformance The new version of the alet (PID controller designer.5) rovides extended shaing of the (comlementary) sensitivity function according to Figure 4. Consider now, that we want to fulfil in our examle the closed loo bandwidth requirement su T ( j) 0.. () < 0., + ) By clicking in comlementary sensitivity function (CSF) lot, we can define the corner of rotected area (Figure 3). Then, the new secification is added into the list. Now we can edit the values of ε T
6 and M T more recisely there. Consequently, the third region will aear in RP window. Fig.. CSF shaing region The otimal controller (which fulfils all design secifications) is reresented by the oint lying in the intersection of all three regions with maximum K i coordinate and is highlighted by red colour in Figure. Now, the comlementary sensitivity function has the required shae as you can see in Figure 3. Fig. 3. CSF shaing This aroach can also be used for simultaneous robust stabilization of several rocesses. More examles and detailed documentation of the alet can be found at 6. CONCLUSIONS The main urose of this aer is to introduce a new tool for the PID controller design (free accessible Java alet on based on new Nyquist lot shaing method. This method allows to design the real DOF PID controller for ractical requirements, e. g. gain and hase margins. But the method is suitable also for more comlicated Nyquist lot shae requirements including disturbance rejection in a given frequency range and the roer bandwidth secification. The method works for any linear system (unstable, non-minimum hase, with or without dead time, fractional order). This aroach is useful esecially for stable non-oscillatory or slightly oscillatory rocesses, where the Nyquist lot shae requirements are well known. REFERENCES Ackerman, J., D. Kaesbauer and R. Muench (99). Robust gamma-stability analysis in a lant arameter sace. Automatica, 7, Ackerman, J. and D. Kaesbauer (003). Stable olyhedra in arameter sace. Automatica, 39, Åström, K. J. and T. Hägglund (995). PID controllers. Theory design and tuning, NC: Instrument Society of America, Research Triangle Park, 995. Bimbirekov, B. L. (994). Local D-artition of the sace of regulator adjustable arameters for a linear system and choice of arameters by frequency techniques. Automation and Remote Control, 55, Neimark, Y. I. (948). Structure of the D-artition of the sace of olynomials and the diagram of Vishnegradskii and Nyquist, Dokl Akad Nauk SSSR, 59, 853. Neimark, Y. I. (998). D-artition and robust stability. Comutational Mathematics and Modeling. 9, Shafei, Z. and A.T. Shenton (994). Tuning PIDtye controllers for stable and unstable systems with time delay. Automatica. 30, Shafei, Z. and A.T. Shenton (997). Frequency domain Design of PID Controllers for Stable and Unstable Systems with Time Delay, Automatica, Volume 33, Issue, December 997, Pages 3-3. Schlegel, M., J. Mertl and M. Čech (003a). Generalized robustness regions for PID controllers. In: Proceedings of Process Control Conference 003, Štrbské Pleso, June 003, Slovak Reublic. Schlegel, M., M. Čech and J. Mertl (003b). Are heuristic methods for PID design reliable? In: Proceedings of Process Control Conference 003, Štrbské Pleso, June 003, Slovak Reublic. Schlegel, M. and J. Mertl (004). Stablility regions for PI/PID controllers. In: Proceedings of ICCC 004, Zakoane, June 004, Poland. Ziegler J. G. and N.B Nichols (94). Otimum settings for automatic controllers. Trans. ASME, 64, htt:// Alet documentation and examles
Consider the control loop shown in figure 1 with the PI(D) controller C(s) and the plant described by a stable transfer function P(s).
PID controller design on Internet: www.pidlab.com Čech Martin, Schlegel Miloš Abstract The purpose of this article is to introduce a simple Internet tool (Java applet) for PID controller design. The applet
More informationCHAPTER 5 INTERNAL MODEL CONTROL STRATEGY. The Internal Model Control (IMC) based approach for PID controller
CHAPTER 5 INTERNAL MODEL CONTROL STRATEGY 5. INTRODUCTION The Internal Model Control (IMC) based aroach for PID controller design can be used to control alications in industries. It is because, for ractical
More informationEXPERIMENT 6 CLOSED-LOOP TEMPERATURE CONTROL OF AN ELECTRICAL HEATER
YEDITEPE UNIVERSITY ENGINEERING & ARCHITECTURE FACULTY INDUSTRIAL ELECTRONICS LABORATORY EE 432 INDUSTRIAL ELECTRONICS EXPERIMENT 6 CLOSED-LOOP TEMPERATURE CONTROL OF AN ELECTRICAL HEATER Introduction:
More informationServo Mechanism Technique based Anti-Reset Windup PI Controller for Pressure Process Station
Indian Journal of Science and Technology, Vol 9(11), DOI: 10.17485/ijst/2016/v9i11/89298, March 2016 ISSN (Print) : 0974-6846 ISSN (Online) : 0974-5645 Servo Mechanism Technique based Anti-Reset Windu
More informationUniversity of Twente
University of Twente Faculty of Electrical Engineering, Mathematics & Comuter Science Design of an audio ower amlifier with a notch in the outut imedance Remco Twelkemeijer MSc. Thesis May 008 Suervisors:
More informationSeries PID Pitch Controller of Large Wind Turbines Generator
SERBIAN JOURNAL OF ELECRICAL ENGINEERING Vol. 1, No., June 015, 183-196 UDC: 61.311.4:681.5 DOI: 10.98/SJEE150183M Series PID Pitch Controller of Large Wind urbines Generator Aleksandar D. Micić 1, Miroslav
More informationModeling and simulation of level control phenomena in a non-linear system
www.ijiarec.com ISSN:2348-2079 Volume-5 Issue- International Journal of Intellectual Advancements and Research in Engineering Comutations Modeling and simulation of level control henomena in a non-linear
More informationWeb-Based Fractional PID Controller Design:
FrAT2.6 Web-Based Fractional PID Controller Design: www.pidlab.com M. Čech University of West Bohemia / NTIS European center of excellence, Pilsen, Czech Republic (e-mail: mcech@ntis.zcu.cz). Abstract:
More informationHydro-turbine governor control: theory, techniques and limitations
University of Wollongong Research Online Faculty of Engineering and Information Sciences - Paers: Part A Faculty of Engineering and Information Sciences 006 Hydro-turbine governor control: theory, techniques
More informationREAL TIME PERFORMANCE ANALYSIS, FAULT DETECTION AND CONTROL IN CONICAL TANK SYSTEM
REAL TIME PERFORMANCE ANALYSIS, FAULT DETECTION AND CONTROL IN CONICAL TANK SYSTEM S.Pooja Dr.S.Vijayachitra 2 (Electronics and Instrumentation Engineering, Anna University, Erode, India, oojainst27@gmail.com)
More informationDesign of PID Controller Based on an Expert System
International Journal of Comuter, Consumer and Control (IJ3C), Vol. 3, No.1 (014) 31 Design of PID Controller Based on an Exert System Wei Li Abstract For the instability of traditional control systems,
More informationDESIGN OF PID CONTROLLER FOR FOPDT AND IPDT SYSTEM
DESIGN OF PID CONTROLLER FOR FOPDT AND IPDT SYSTEM A THESIS SUBMITTED IN PARTIAL FULFILLMENT OF THE REQUIREMENT FOR THE DEGREE OF Master of Technology (Dual Degree) in Electrical Engineering By RUBEN ANDULNA
More informationDesign and Implementation of Type-II Compensator in DC-DC Switch-Mode Step-up Power Supply
Design and Imlementation of Tye-II Comensator in DC-DC Switch-Mode Ste-u Power Suly Arnab Ghosh, Student Member, IEEE, and Subrata Banerjee, Member, IEEE Deartment of Electrical Engineering, National Institute
More informationAnalysis of Electronic Circuits with the Signal Flow Graph Method
Circuits and Systems, 207, 8, 26-274 htt://www.scir.org/journal/cs ISSN Online: 253-293 ISSN Print: 253-285 Analysis of Electronic Circuits with the Signal Flow Grah Method Feim Ridvan Rasim, Sebastian
More informationLaboratory Essay with Online Back-calculation Anti-windup Scheme for a MTG System
PID' Brescia (Italy), March 8-, WeB. Laboratory Essay with Online Back-calculation Anti-windu Scheme for a MTG System Antônio M. S. Neto, Thaise P. Damo, Antonio A. R. Coelho Federal University of Santa
More informationA Genetic Algorithm Approach for Sensorless Speed Estimation by using Rotor Slot Harmonics
A Genetic Algorithm Aroach for Sensorless Seed Estimation by using Rotor Slot Harmonics Hayri Arabaci Abstract In this aer a sensorless seed estimation method with genetic algorithm for squirrel cage induction
More informationCircular Dynamic Stereo and Its Image Processing
Circular Dynamic Stereo and Its Image Processing Kikuhito KAWASUE *1 and Yuichiro Oya *2 *1 Deartment of Mechanical Systems Engineering Miyazaki University 1-1, Gakuen Kibanadai Nishi, Miyazaki 889-2192
More informationComputational Complexity of Generalized Push Fight
Comutational Comlexity of Generalized Push Fight Jeffrey Bosboom Erik D. Demaine Mikhail Rudoy Abstract We analyze the comutational comlexity of otimally laying the two-layer board game Push Fight, generalized
More informationEfficient Importance Sampling for Monte Carlo Simulation of Multicast Networks
Efficient Imortance Samling for Monte Carlo Simulation of Multicast Networks P. Lassila, J. Karvo and J. Virtamo Laboratory of Telecommunications Technology Helsinki University of Technology P.O.Box 3000,
More informationEvolutionary Circuit Design: Information Theory Perspective on Signal Propagation
Evolutionary Circuit Design: Theory Persective on Signal Proagation Denis Poel Deartment of Comuter Science, Baker University, P.O. 65, Baldwin City, KS 66006, E-mail: oel@ieee.org Nawar Hakeem Deartment
More informationPrediction Efficiency in Predictive p-csma/cd
Prediction Efficiency in Predictive -CSMA/CD Mare Miśowicz AGH University of Science and Technology, Deartment of Electronics al. Miciewicza 30, 30-059 Kraów, Poland misow@agh.edu.l Abstract. Predictive
More informationPostprocessed time-delay interferometry for LISA
PHYSICAL REVIEW D, VOLUME 70, 081101(R) Postrocessed time-delay interferometry for LISA D. A. Shaddock,* B. Ware, R. E. Sero, and M. Vallisneri Jet Proulsion Laboratory, California Institute of Technology,
More informationLab 4: The transformer
ab 4: The transformer EEC 305 July 8 05 Read this lab before your lab eriod and answer the questions marked as relaboratory. You must show your re-laboratory answers to the TA rior to starting the lab.
More informationLAB IX. LOW FREQUENCY CHARACTERISTICS OF JFETS
LAB X. LOW FREQUENCY CHARACTERSTCS OF JFETS 1. OBJECTVE n this lab, you will study the -V characteristics and small-signal model of Junction Field Effect Transistors (JFET).. OVERVEW n this lab, we will
More informationControl of Grid Integrated Voltage Source Converters under Unbalanced Conditions
Jon Are Suul Control of Grid Integrated Voltage Source Converters under Unbalanced Conditions Develoment of an On-line Frequency-adative Virtual Flux-based Aroach Thesis for the degree of Philosohiae Doctor
More informationTHE HELMHOLTZ RESONATOR TREE
THE HELMHOLTZ RESONATOR TREE Rafael C. D. Paiva and Vesa Välimäki Deartment of Signal Processing and Acoustics Aalto University, School of Electrical Engineering Esoo, Finland rafael.dias.de.aiva@aalto.fi
More informationImprovements of Bayesian Matting
Imrovements of Bayesian Matting Mikhail Sindeyev, Vadim Konushin, Vladimir Vezhnevets Deartment of omutational Mathematics and ybernetics, Grahics and Media Lab Moscow State Lomonosov University, Moscow,
More informationA Novel, Robust DSP-Based Indirect Rotor Position Estimation for Permanent Magnet AC Motors Without Rotor Saliency
IEEE TANSACTIONS ON POWE EECTONICS, VO. 18, NO. 2, MACH 2003 539 A Novel, obust DSP-Based Indirect otor Position Estimation for Permanent Magnet AC Motors Without otor Saliency i Ying and Nesimi Ertugrul,
More informationHigh resolution radar signal detection based on feature analysis
Available online www.jocr.com Journal of Chemical and Pharmaceutical Research, 4, 6(6):73-77 Research Article ISSN : 975-7384 CODEN(USA) : JCPRC5 High resolution radar signal detection based on feature
More informationA Game Theoretic Analysis of Distributed Power Control for Spread Spectrum Ad Hoc Networks
A Game Theoretic Analysis of Distributed ower Control for Sread Sectrum Ad Hoc Networs Jianwei Huang, Randall A. Berry, Michael L. Honig Deartment of Electrical & Comuter Engineering, Northwestern University,
More informationEscaping from a Labyrinth with One-way Roads for Limited Robots
1 Escaing from a Labyrinth with One-way Roads for Limited Robots Bernd Brüggemann Tom Kamhans Elmar Langetee FKIE, FGAN e.v., Bonn, Germany Institute of Comuter Science I, University of Bonn, Bonn, Germany
More informationAn Overview of PAPR Reduction Optimization Algorithm for MC-CDMA System
RESEARCH ARTICLE OPEN ACCESS An Overview of PAPR Reduction Otimization Algorithm for MC-CDMA System Kanchan Singla*, Rajbir Kaur**, Gagandee Kaur*** *(Deartment of Electronics and Communication, Punjabi
More informationThe Gini Coefficient: An Application to Greece
International Journal of Economics and Finance; Vol. 10, No. 3; 2018 ISSN 1916-971X E-ISSN 1916-9728 Published by Canadian Center of Science and Education The Gini Coefficient: An Alication to Greece Augustine
More informationPractical Swarm Intelligent Control Brushless DC Motor Drive System using GSM Technology
Practical Swarm Intelligent Control Brushless DC Motor Drive System using GSM Technology EHAB H.E. BAYOUMI, ZAID A. SALMEEN Deartment of Electrical and Electronics Engineering Technology Abu Dhabi Men
More informationFrequency Structures Vibration Indentified by an Adaptative Filterging Techiques Applied on GPS L1 Signal
Positioning, 213, 4, 137-143 htt://dx.doi.org/1.4236/os.213.4213 Published Online May 213 (htt://www.scir.org/journal/os) 137 Frequency Structures Vibration Indentified by an Adatative Filterging Techiques
More informationParameter Controlled by Contrast Enhancement Using Color Image
Parameter Controlled by Contrast Enhancement Using Color Image Raguathi.S and Santhi.K Abstract -The arameter-controlled virtual histogram distribution (PCVHD) method is roosed in this roject to enhance
More informationInfluence of Earth Conductivity and Permittivity Frequency Dependence in Electromagnetic Transient Phenomena
Influence of Earth Conductivity and Permittivity Frequency Deendence in Electromagnetic Transient Phenomena C. M. Portela M. C. Tavares J. Pissolato ortelac@ism.com.br cristina@sel.eesc.sc.us.br isso@dt.fee.unicam.br
More informationAustralian Journal of Basic and Applied Sciences. Design and modeling of fractional order PI controller for a coupled spherical tank MIMO system.
Australian Journal of Basic and Alied Sciences, 9(5) March 15, Pages: 477-485 ISSN:1991-8178 Australian Journal of Basic and Alied Sciences Journal home age: www.ajbasweb.com Design and modeling of fractional
More informationScenarios for Development, Test and Validation of Automated Vehicles
Scenarios for Develoment, Test and Validation of Automated Vehicles Till Menzel, Gerrit Bagschik and Markus Maurer Institute of Control Engineering Technische Universität Braunschweig Braunschweig, Germany
More informationIntelligent PID Product Design
IFAC Conference on Adances in PID Control Intelligent PID Product Design Willy K. Wojsznis*, Terrence L. Bleins*, John Caldwell*, Peter W. Wojsznis*, Mark J. Nixon* *Emerson Process Management, 1301 Research
More informationVelocity Analysis of a DC Brushed Encoder Motor using Ziegler-Nichols Algorithm: A Case of an Automated Guided Vehicle
Indian Journal of Science and Technology, Vol 9(38), DOI: 10.17485/ijst/016/v9i38/100884, October 016 ISSN (Print) : 0974-6846 ISSN (Online) : 0974-5645 Velocity Analysis of a DC Brushed Encoder Motor
More informationReliability and Criticality Analysis of Communication Networks by Stochastic Computation
> EPLACE HIS LINE WIH YOU PAPE IDENIFICAION NUMBE (DOUBLE-CLICK HEE O EDI) < 1 eliability and Criticality Analysis of Communication Networks by Stochastic Comutation Peican Zhu, Jie Han, Yangming Guo and
More informationThe Multi-Focus Plenoptic Camera
The Multi-Focus Plenotic Camera Todor Georgiev a and Andrew Lumsdaine b a Adobe Systems, San Jose, CA, USA; b Indiana University, Bloomington, IN, USA Abstract Text for Online or Printed Programs: The
More informationAnalysis of Mean Access Delay in Variable-Window CSMA
Sensors 007, 7, 3535-3559 sensors ISSN 44-80 007 by MDPI www.mdi.org/sensors Full Research Paer Analysis of Mean Access Delay in Variable-Window CSMA Marek Miśkowicz AGH University of Science and Technology,
More informationDESIGN AND FABRICATION OF A DEEP DRAWING MACHINE: EXPERIMENTAL STUDY OF DRAWING FORCE VS DRAWING STROKE
DESIGN AND FABRICATION OF A DEEP DRAWING MACHINE: EXPERIMENTAL STUDY OF DRAWING FORCE VS DRAWING STROKE Ahmed Ramahi, ramahi@najah.edu, a_ramahi@yahoo.com. Industrial Engineering Deartment, An-Najah National
More informationState-of-the-Art Verification of the Hard Driven GTO Inverter Development for a 100 MVA Intertie
State-of-the-Art Verification of the Hard Driven GTO Inverter Develoment for a 100 MVA Intertie P. K. Steimer, H. Grüning, J. Werninger R&D Drives and Power Electronics ABB Industrie AG CH-5300 Turgi,
More informationMatching Book-Spine Images for Library Shelf-Reading Process Automation
4th IEEE Conference on Automation Science and Engineering Key Bridge Marriott, Washington DC, USA August 23-26, 2008 Matching Book-Sine Images for Library Shelf-Reading Process Automation D. J. Lee, Senior
More informationSlow-Wave Causal Model for Multi Layer Ceramic Capacitors
DesignCon 26 Slow-Wave Causal Model for Multi ayer Ceramic Caacitors Istvan Novak Gustavo Blando Jason R. Miller Sun Microsystems, Inc. Tel: (781) 442 34, e-mail: istvan.novak@sun.com Abstract There is
More informationImage Processing Based Level Crossing Detection and Foreign Objects Recognition Approach in Railways
International Journal of Alied Mathematics, Electronics and Comuters Advanced Technology and Science ISS:247-8228247-6799 www.atscience.org/ijamec Original Research Paer Image Processing Based Level Crossing
More informationApplication of Notch Filtering under Low Sampling Rate for Broken Rotor Bar Detection with DTFT and AR based Spectrum Methods
Alication of Notch Filtering under Low Samling Rate for Broken Rotor Bar Detection with DTFT and AR based Sectrum Methods B. Ayhan H. J. Trussell M.-Y. Chow M.-H. Song IEEE Student Member IEEE Fellow IEEE
More informationUplink Scheduling in Wireless Networks with Successive Interference Cancellation
1 Ulink Scheduling in Wireless Networks with Successive Interference Cancellation Majid Ghaderi, Member, IEEE, and Mohsen Mollanoori, Student Member, IEEE, Abstract In this aer, we study the roblem of
More informationThe online muon identification with the ATLAS experiment at the LHC
32 he online muon identification with the ALAS exeriment at the LHC Abstract he Large Hadron Collider (LHC) at CERN is a roton-roton collider roviding the highest energy and the highest instantaneous luminosity
More informationIMPROVED POLYNOMIAL TRANSITION REGIONS ALGORITHM FOR ALIAS-SUPPRESSED SIGNAL SYNTHESIS
IMPROVED POLYNOMIAL TRANSITION REGIONS ALGORITHM FOR ALIAS-SUPPRESSED SIGNAL SYNTHESIS Dániel Ambrits and Balázs Bank Budaest University of Technology and Economics, Det. of Measurement and Information
More informationChapter 7: Passive Filters
EETOMAGNETI OMPATIBIITY HANDBOOK 1 hater 7: Passive Filters 7.1 eeat the analytical analysis given in this chater for the low-ass filter for an filter in shunt with the load. The and for this filter are
More informationChapter 7 Local Navigation: Obstacle Avoidance
Chater 7 Local Navigation: Obstacle Avoidance A mobile robot must navigate from one oint to another in its environment. This can be a simle task, for examle, if a robot can follow an unobstructed line
More informationRICIAN FADING DISTRIBUTION FOR 40GHZ CHANNELS
Jan 006 RICIAN FADING DISTRIBUTION FOR 40GHZ CHANNELS.0 Background and Theory Amlitude fading in a general multiath environment may follow different distributions deending recisely on the area covered
More informationTechnical and Economic Feasibility of Passive Shielding Used to Mitigate Power Lines Magnetic Fields
Technical and Economic Feasibility of Passive Shielding Used to Mitigate Power Lines Magnetic Fields AHMED R. SAYED, HUSSEIN I. ANIS Electrical Power and Machine Deartment Cairo University Giza EGYPT eng_ahmed.rabee@eng.cu.edu.eg,
More informationSoftware for Modeling Estimated Respiratory Waveform
Software for Modeling Estimated Resiratory Waveform Aleksei E. Zhdanov, Leonid G. Dorosinsky Abstract In the imaging of chest or abdomen, motion artifact is an unavoidable roblem. In the radiation treatment,
More informationOptimization of an Evaluation Function of the 4-sided Dominoes Game Using a Genetic Algorithm
o Otimization of an Evaluation Function of the 4-sided Dominoes Game Using a Genetic Algorithm Nirvana S. Antonio, Cícero F. F. Costa Filho, Marly G. F. Costa, Rafael Padilla Abstract In 4-sided dominoes,
More informationPerformance Analysis of Battery Power Management Schemes in Wireless Mobile. Devices
Performance Analysis of Battery Power Management Schemes in Wireless Mobile Devices Balakrishna J Prabhu, A Chockalingam and Vinod Sharma Det of ECE, Indian Institute of Science, Bangalore, INDIA Abstract
More informationOnline Tuning of Adaptive-Optimal PID Controllers via Artificial Neural Networks
International OPEN ACCESS Journal Of Modern Engineering Research (IJMER) Online Tuning of Adative-Otimal PID Controllers via Artificial Neural Networks Hilton S. S. Santos. 1, Madson C. Machado 1, João
More informationModeling of power autotransformer
Modeling of ower autotransformer VLADMÍR VOLČKO, ŽAETA ELEHOVÁ, ATO BELÁŇ, PETER JAGA, DOMK VGLAŠ, MROLAVA MTKOVÁ Deartment of Electrical Power Engineering lovak niversity of Technology in Bratislava lkovičova,
More informationGLM700ASB family. Tooth sensor module with integrated magnet DATA SHEET
The sensor modules of the GLM700ASB-Ax family are designed for use with assive measurement scales. The modules combine a GiantMagnetoResistive (GMR) tooth sensor with an integrated bias magnet in a comact
More informationAn Overview of Substrate Noise Reduction Techniques
An Overview of Substrate Noise Reduction Techniques Shahab Ardalan, and Manoj Sachdev ardalan@ieee.org, msachdev@ece.uwaterloo.ca Deartment of Electrical and Comuter Engineering University of Waterloo
More informationThe pulse compression waveform that we have already considered is the LFM t is a quadratic phase function.
5.0 PULSE COMPRESSION WAVEFORMS There is a class of waveforms termed ulse comression waveforms. These tyes of waveforms, and their associated signal rocessors, are useful because the overall signal duration
More informationPerceptibility and Acceptability of Gamma Differences of Displayed srgb Images
Percetibility and Accetability of Gamma Differences of Dislayed srgb Images Efthimia Bilissi, Ralh E. Jacobson, and Geoffrey G. Attridge Imaging Technology Research Grou, University of Westminster Harrow,
More informationRandom Access Compressed Sensing in Underwater Sensor Networks
Random Access Comressed Sensing in Underwater Sensor Networks Fatemeh Fazel Northeastern University Boston, MA 2115 Email: ffazel@ece.neu.edu Maryam Fazel University of Washington Seattle, WA 98195 Email:
More informationApplication Note D. Dynamic Torque Measurement
Page 1 of 9 Alication Note 221101D Dynamic Torque Measurement Background Rotary ower sources and absorbers have discrete oles and/or istons and/or gear meshes, etc. As a result, they develo and absorb
More informationThe Optimization Model and Algorithm for Train Connection at Transfer Stations in Urban Rail Transit Network
Send Orders for Rerints to rerints@benthamscienceae 690 The Oen Cybernetics & Systemics Journal, 05, 9, 690-698 Oen Access The Otimization Model and Algorithm for Train Connection at Transfer Stations
More informationMeasurement of Field Complex Noise Using a Novel Acoustic Detection System
Southern Illinois University Carbondale OenSIUC Conference Proceedings Deartment of Electrical and Comuter Engineering Fall 04 Measurement of Field Comlex Noise Using a Novel Acoustic Detection System
More informationEE 462: Laboratory Assignment 5 Biasing N- channel MOSFET Transistor
EE 46: Laboratory Assignment 5 Biasing N channel MOFET Transistor by r. A.V. adun and r... onohue (/1/07 Udated ring 008 by tehen Maloney eartment of Elecical and Comuter Engineering University of entucky
More informationMulti-TOA Based Position Estimation for IR-UWB
Multi-TOA Based Position Estimation for IR-UWB Genís Floriach, Montse Nájar and Monica Navarro Deartment of Signal Theory and Communications Universitat Politècnica de Catalunya (UPC), Barcelona, Sain
More informationMulti-period Channel Assignment
Multi-eriod Channel Assignment Hakim Mabed, Alexandre Caminada and Jin-Kao Hao 2 France Télécom R&D, 6 Avenue des Usines, BP 382, 97 Belfort, France {hakim.mabed,alexandre.caminada}@francetelecm.com Tel:
More informationFigure 1 7-chip Barker Coded Waveform
3.0 WAVEFOM CODING 3.1 Introduction We now want to loo at waveform coding. We secifically want to loo at hase and frequency coding. Our first exosure to waveform coding was our study of LFM ulses. In that
More informationAdaptive Switching between Spatial Diversity and Multiplexing: a Cross-layer Approach
Adative Switching between Satial Diversity and ultilexing: a Cross-layer Aroach José Lóez Vicario and Carles Antón-Haro Centre Tecnològic de Telecomunicacions de Catalunya (CTTC) c/ Gran Caità -4, 08034
More informationInvestigation on Channel Estimation techniques for MIMO- OFDM System for QAM/QPSK Modulation
International Journal Of Comutational Engineering Research (ijceronline.com) Vol. 2 Issue. Investigation on Channel Estimation techniques for MIMO- OFDM System for QAM/QPSK Modulation Rajbir Kaur 1, Charanjit
More informationA Multi-View Nonlinear Active Shape Model Using Kernel PCA
A Multi-View Nonlinear Active Shae Model Using Kernel PCA Sami Romdhani y, Shaogang Gong z and Alexandra Psarrou y y Harrow School of Comuter Science, University of Westminster, Harrow HA1 3TP, UK [rodhams
More informationSpeech Signals Enhancement Using LPC Analysis. based on Inverse Fourier Methods
Contemorary Engineering Sciences, Vol., 009, no. 1, 1-15 Seech Signals Enhancement Using LPC Analysis based on Inverse Fourier Methods Mostafa Hydari, Mohammad Reza Karami Deartment of Comuter Engineering,
More informationMULTIPLE CHOICE QUESTIONS
MULTIPLE CHOICE QUESTIONS (1) In 1831 Faraday in England and hennery in USA observed that an e.m.f is set u in conductor when it moves across a (a) Electric field (b) Magnetic field (c) Gravitational field
More informationFEATURE EXTRACTION FOR SPEECH RECOGNITON
M.Tech. Credit Seminar Reort, Electronic Systems Grou, EE. Det, IIT Bombay, Submitted November2003 Abstract FEATURE EXTRACTION FOR SPEECH RECOGNITON Manish P. Kesarkar (Roll No: 03307003) Suervisor: Prof.
More informationMulti Domain Behavioral Models of Smart-Power ICs for Design Integration in Automotive Applications. Dieter Metzner, Jürgen Schäfer, Chihao Xu
Multi Domain Behavioral Models of Smart-Power ICs for Design Integration in Automotive Alications Dieter Metzner, Jürgen Schäfer, Chihao Xu Infineon Technologies AG P.O. Box 800949, D-81609 München, Germany
More informationOrigins of Stator Current Spectra in DFIGs with Winding Faults and Excitation Asymmetries
Origins of Stator Current Sectra in DFIGs with Wing Faults and Excitation Asymmetries S. Williamson * and S. Djurović * University of Surrey, Guildford, Surrey GU2 7XH, United Kingdom School of Electrical
More informationA toy-model for the regulation of cognitive radios
A toy-model for the regulation of cognitive radios Kristen Woyach and Anant Sahai Wireless Foundations Deartment of EECS University of California at Berkeley Email: {kwoyach, sahai}@eecs.berkeley.edu Abstract
More informationAn Alternative Single Parameter Functional Form for Lorenz Curve
Crawford School of Public Policy Crawford School working aers An Alternative Single Parameter Functional Form for Lorenz Curve Crawford School Working Paer 7 Setember 07 Satya Paul Amrita University, India
More informationL. Eriksson, A PID Tuning Tool for Networked Control Systems, WSEAS Transactions on Systems, Vol. 4, Issue 1, January 2005, pp
Publication [P] L. Eriksson, A PID Tuning Tool for Networke Control Systems, WSEAS Transactions on Systems, Vol. 4, Issue, January 2,. 9-97. 2 WSEAS. Rerinte, with ermission. A PID Tuning Tool for Networke
More informationComputational Complexity of Generalized Push Fight
Comutational Comlexity of Generalized Push Fight Jeffrey Bosboom MIT CSAIL, 32 Vassar Street, Cambridge, MA 2139, USA jbosboom@csail.mit.edu Erik D. Demaine MIT CSAIL, 32 Vassar Street, Cambridge, MA 2139,
More informationComputational Complexity of Generalized Push Fight
1 2 3 4 5 6 7 8 9 1 11 12 13 14 15 16 17 18 19 2 21 22 23 24 25 26 Comutational Comlexity of Generalized Push Fight Jeffrey Bosboom MIT CSAIL, 32 Vassar Street, Cambridge, MA 2139, USA jbosboom@csail.mit.edu
More informationA Comparative Study on Compensating Current Generation Algorithms for Shunt Active Filter under Non-linear Load Conditions
International Journal of Scientific and Research Publications, Volume 3, Issue 6, June 2013 1 A Comarative Study on Comensating Current Generation Algorithms for Shunt Active Filter under Non-linear Conditions
More informationCharacteristics of optical bandpass filters employing series-cascaded double-ring resonators q
Otics Communications 8 (003) 91 98 www.elsevier.com/locate/otcom Characteristics of otical bandass filters emloying series-cascaded double-ring resonators q Jianyi Yang a,b, *, Qingjun Zhou b, Feng Zhao
More informationLight field panorama by a plenoptic camera
Light field anorama by a lenotic camera Zhou Xue, Loic Baboulaz, Paolo Prandoni and Martin Vetterli École Polytechnique Fédérale de Lausanne, Switzerland ABSTRACT Consumer-grade lenotic camera Lytro draws
More informationUnderwater acoustic channel model and variations due to changes in node and buoy positions
Volume 24 htt://acousticalsociety.org/ 5th Pacific Rim Underwater Acoustics Conference Vladivostok, Russia 23-26 Setember 2015 Underwater acoustic channel model and variations due to changes in node and
More informationPerformance Analysis of MIMO System using Space Division Multiplexing Algorithms
Performance Analysis of MIMO System using Sace Division Multilexing Algorithms Dr.C.Poongodi 1, Dr D Deea, M. Renuga Devi 3 and N Sasireka 3 1, Professor, Deartment of ECE 3 Assistant Professor, Deartment
More informationApproximated fast estimator for the shape parameter of generalized Gaussian distribution for a small sample size
BULLETIN OF THE POLISH ACADEMY OF SCIENCES TECHNICAL SCIENCES, Vol. 63, No. 2, 2015 DOI: 10.1515/basts-2015-0046 Aroximated fast estimator for the shae arameter of generalized Gaussian distribution for
More informationEstimating the Time-To-First-Fix for GNSS Signals Theory and Simulation Results
Estimating the Time-To-First-Fix for GNSS s Theory and Simulation Results Marco Anghileri, Matteo Paonni, Sten Wallner, José-Ángel Ávila-Rodríguez, Bernd Eissfeller Institute of Geodesy and Navigation,
More informationProduct Accumulate Codes on Fading Channels
Product Accumulate Codes on Fading Channels Krishna R. Narayanan, Jing Li and Costas Georghiades Det of Electrical Engineering Texas A&M University, College Station, TX 77843 Abstract Product accumulate
More informationRECOMMENDATION ITU-R SF
Rec. ITU-R SF.1649-1 1 RECOMMENDATION ITU-R SF.1649-1 Guidance for determination of interference from earth stations on board vessels to stations in the fixed service when the earth station on board vessels
More informationJoint Tx/Rx Energy-Efficient Scheduling in Multi-Radio Networks: A Divide-and-Conquer Approach
Joint Tx/Rx Energy-Efficient Scheduling in Multi-Radio Networs: A Divide-and-Conquer Aroach Qingqing Wu, Meixia Tao, and Wen Chen Deartment of Electronic Engineering, Shanghai Jiao Tong University, Shanghai,
More informationRESIDUE NUMBER SYSTEM. (introduction to hardware aspects) Dr. Danila Gorodecky
RESIDUE NUMBER SYSTEM (introduction to hardware asects) Dr. Danila Gorodecky danila.gorodecky@gmail.com Terminology Residue number system (RNS) (refers to Chinese remainder theorem) Residue numeral system
More informationOnline Adaptive Continuous Wavelet Transform and Fuzzy Logic Based High Precision Fault Detection of Broken Rotor Bars for IM
Science Research 206; 4(6): 57-68 htt://www.scienceublishinggrou.com/j/sr doi: 0.648/j.sr.2060406.3 ISSN: 2329-0935 (Print); ISSN: 2329-0927 (Online) Online Adative Continuous Wavelet Transform and Fuzzy
More informationElectronic Ballast with Wide Dimming Range: Matlab-Simulink Implementation of a Double Exponential Fluorescent-Lamp Model
Electronic Ballast with Wide Dimming ange: Matlab-Simulink Imlementation of a Double Exonential Fluorescent-Lam Model Marina Perdigão and E. S. Saraiva Deartamento de Engenharia Electrotécnica Instituto
More information