Low order continuous-time filters for approximation of the ISO human vibration sensitivity weightings

Size: px
Start display at page:

Download "Low order continuous-time filters for approximation of the ISO human vibration sensitivity weightings"

Transcription

1 Journal o Sound and Vibration 265 (23) JOURNAL OF SOUND AND VIBRATION Letter to the Editor Low order continuous-time ilters or approximation o the ISO 263- human vibration sensitivity weightings L. Zuo, S.A. Nayeh* Department o Mechanical Engineering, Massachusetts Institute o Technology, 77 Massachusetts Avenue, Cambridge, MA 239, USA Received 24 October 22; accepted 4 November 22. Introduction Human health and comort under whole-body vibration depend on the level, requency, direction, location, and duration o the acceleration. The international standard ISO 263- [] speciies a method o evaluation o the eect o exposure to vibration on humans by weighting the root-mean square (r.m.s.) acceleration with human vibration sensitivity curves. There are six requency-weighting curves given as magnitudes W i at the one-third octave requencies i : WðoÞj o¼2pi ¼ W i ; i ¼ ; 2; 3; y; N: ðþ In order to use these weightings in design, it is sometimes necessary to make a good approximation o these curves using stable rational transer unctions o the orm WðsÞ ¼ b ms m þ?b s þ b s n : ð2þ þ?a s þ a Unlike previous versions o the standard published in 974 and 985, the recent ISO 263- (997) standard gives high order s-plane equations to describe the weighting curves. However, low order ilter approximations are still preerred in practical applications, especially in controller design. Muller et al. [2] approximate the ISO 263- (974) weighting W k (or vertical acceleration) by a second order ilter given by 5s þ 5 WðsÞ ¼ s 2 þ 5s þ 2 : ð3þ This shape ilter has been cited by many researchers in passive and active vehicle suspension design (e.g., Res. [3 7]), even though the ISO weighting curves have been updated several times since 974. Other second order ilter approximations have also been used by Kim and Yoon [8] and Wang and Wilson [9]. As reported by Lewis and Griin [], the weighted r.m.s. accelerations *Corresponding author. Tel.: ; ax: address: nayeh@mit.edu (S.A. Nayeh) X/3/$ - see ront matter r 23 Elsevier Science Ltd. All rights reserved. doi:.6/s22-46x(2)567-5

2 46 L. Zuo, S.A. Nayeh / Journal o Sound and Vibration 265 (23) can dier by more than 2% among the ISO 263- (985) and ISO 263- (997) standards. It is thereore necessary to design good low order ilters to approximate the ISO 263- weighting curves. 2. Method and results A least-pth approximation in the requency domain is usually desired, where p ¼ 2 or a leastsquare approximation and p-n or a minimax (Chebyshev) approximation. The problem then is to determine the coeicients a k and b k such that X N i¼ jjwðs i Þj W i j p ; where s i ¼ 2pj i ð4þ is minimized. This is a highly non-linear problem, and no analytical solution can be obtained even or the irst order least-square approximation []. Fortunately, in the ield o digital signal processing, a great eort has been devoted to advanced ilter design in the z-domain, and many standard codes are available. Thereore, we use the method o bilinear transormation [2] to design the ISO 263- ilters. Step : Map the speciications o the weighting curves in continuous-time requency o i onto the unit circle (z-domain) via the bilinear transormation O i ¼ 2 T tan To i 2 ¼ 2 T tan ðtp i Þ; where O i is the discrete-time requency and T is a constant. Step 2: Design the optimal least-pth digital ilter W D ðzþ to minimize where z i ¼ e jo i and X N i¼ jjw D ðz i Þj W i j p : b W D ðzþ ¼ % n z n þ? %b z þ %b z n þ?%a z : ð7þ þ %a The Matlab Filter Design Toolbox [3] provides the unction iirlpnorm, which computes the IIR digital ilter that best approximates (in the least-pth sense) the desired requency response within single or multiple bands. Step 3: Obtain the s-domain ilter via the bilinear transormation WðsÞ ¼W D ðzþj z¼ðþts=2þ=ð Ts=2Þ : ð8þ This ilter is not an optimal least-pth analog ilter, but it is a very good approximation to the ideal continuous-time requency response. We call such ilters quasi-least-pth continuous-time ilters. Setting px6 [4] yields a good approximation to the minimax (Chebyshev) design. The ollowing are the second through ith order quasi-least-square ðp ¼ 2Þ ilters obtained by taking T ¼ :5 to approximate the ISO 263- (997) requency-weighting curve W k or ð5þ ð6þ

3 L. Zuo, S.A. Nayeh / Journal o Sound and Vibration 265 (23) vertical acceleration: W ð2þ 86:5s þ 546: k ðsþ ¼ s 2 þ 82:7s þ 892 ; W ð3þ k ðsþ ¼ 8:3s2 þ 989:s þ :28 s 3 þ 78:92s 2 þ 242s þ 564 ; W ð4þ k ðsþ ¼ 8:89s3 þ 796:6s 2 þ 937s þ :446 s 4 þ 8:s 3 þ 2264s 2 þ 772s þ 296 ; W ð5þ k ðsþ ¼ 87:72s 4 þ 38s 3 þ 336s 2 þ 5453s þ 559 s 5 þ 92:6854s 4 þ 2549:83s 3 þ 25969s 2 þ 857s þ : The magnitude requency responses are shown in Fig.. The second through ourth order ilters similarly obtained or the weighting curve W d horizontal acceleration are W ð2þ d ðsþ ¼ 3:55s s 2 þ 2:9s þ 47:6 ; or W ð3þ d ðsþ ¼ 4:55s2 þ 6:26s þ 7:725 s 3 þ 5:2s 2 þ 5:63s þ 47:6 ; Fig.. ISO263- requency-weighting curve W k (circles) and quasi-least-square ilter approximations: second order (dot), third order (dash), ourth order (solid), ith order (dash dot).

4 462 L. Zuo, S.A. Nayeh / Journal o Sound and Vibration 265 (23) W ð4þ d ðsþ ¼ 2:66s3 þ 63:7s 2 þ 6:64s þ 2:79 s 4 þ 23:77s 3 þ 236:s 2 þ 692:8s þ 983:4 ; and their magnitude requency responses are shown in Fig. 2. The third principal requency-weighting curve W is used or motion sickness. The second through ith order quasi-least-square ilter approximations are W ð2þ :8892s ðsþ ¼ s 2 þ :8263s þ :63 ; W ð4þ W ð3þ :5726s 3 þ 3:876s ðsþ ¼ s 3 þ 4:263s 2 þ 4:777s þ 4:396 ; ðsþ ¼ :2633s4 þ :238s 3 þ 2:286s 2 þ :2335s þ :292 s 4 þ 2:527s 3 þ 4:584s 2 ; þ 2:993s þ :373 W ð5þ ðsþ ¼ :457s4 þ :233s 3 þ 3:75s 2 þ :75s þ :3596 s 5 þ 7:757s 4 þ 9:6s 3 þ 28:37s 2 þ 8:52s þ 7:23 ; and their magnitude requency responses are shown in Fig. 3. Low order quasi-least-square ilter approximations or the three additional requency weightings can be similarly obtained Fig. 2. ISO263- requency-weighting curve W d (circles) and quasi-least-square ilter approximations: second order (dot), third order (dash), ourth order (solid).

5 L. Zuo, S.A. Nayeh / Journal o Sound and Vibration 265 (23) Fig. 3. ISO263- requency weighting curve W (circles) and quasi-least-square ilter approximations: second order (dot), third order (dash), ourth order (solid), ith order (dash dot) Fig. 4. Second order ilter approximations: Muller s design [2] (dot), Hankel model reduction (dash), balance model reduction (dash dot), quasi-least-square (solid) ISO263- weighting curve W k (circles).

6 464 L. Zuo, S.A. Nayeh / Journal o Sound and Vibration 265 (23) Discussion Unlike previous versions o the standard, that published in 997 provides a high order s-plane description. So a low order approximation could also be obtained by model reduction. The most commonly used methods are the balanced and Hankel model reductions. Standard codes to perorm these reductions are also available, such as the unctions balmr and ohkapp in Matlab Robust Control Toolbox and the unction modred in Matlab Control System Toolbox [3]. Figs. 4 and 5 show the magnitude requency responses o second and ourth order shape ilters obtained by balanced and Hankel model reductions o the ISO 263- (997) weighting W k ðsþ; in comparison with the quasi-least-square ilter approximations and Muller s ilter (3). The r.m.s. errors at the one-third octave requencies are compared in Table. We can see that the quasi-least-square shape ilters are much better than Muller s ilter and those obtained by either model reduction technique Fig. 5. Fourth order ilter approximations: Hankel model reduction (dashed), balance model reduction (dash dot), quasi-least-square (solid), ISO263- weighting curve W k (circles). Table Comparison o r.m.s. errors at the one-third octave requencies Quasi-least-square Balanced model reduction Hankel model reduction Muller s design [2] Second order Fourth order

7 L. Zuo, S.A. Nayeh / Journal o Sound and Vibration 265 (23) Conclusion In this letter, we propose a simple procedure or design o low order quasi-least-pth continuoustime ilters that approximate the ISO 263- requency-weighting curves. We use the bilinear transormation to map the magnitude-requency speciications into the z-domain, design the optimal digital ilters using standard codes, and thence obtain the corresponding quasi-least-pth s-plane ilters. The method is very easy to implement, and the obtained ilters are a better match to the ISO 263- (997) requency weightings than those obtained by model reduction techniques and those widely cited in the literature. The low order ilters presented herein can be used in optimization o vehicle suspensions and other applications. Reerences [] International Organization or Standardization, Mechanical vibration and shock evaluation o human exposure to whole body vibration part : general requirements, ISO 263-:997, 997. [2] P. Muller, K. Popp, W. Schiehlen, Covariance analysis o nonlinear stochastic guideway-vehicle-systems, Proceedings o the Sixth IAVSD Symposium, 979, pp [3] M.M. Elmadany, A procedure or optimization o truck suspensions, Vehicle System Dynamics 6 (987) [4] W. Schiehlen, Modeling, analysis and estimation o vehicle systems, in: W. Schiehlen, W. Wedig (Eds.), Analysis and Estimation o Mechanical Systems, Springer, New York, 988, pp [5] E.M. Elbeheiry, D.C. Karnopp, M.E. Elaraby, A.M. Abdelraaou, Suboptimal control design o active and passive suspensions based on a ull car model, Vehicle System Dynamics 26 (996) [6] P. Eberhard, W. Schiehlen, D. Bestle, Some advantages o stochastic methods in multicriteria optimization o multibody systems, Archive o Applied Mechanicas 69 (999) [7] L. Zuo, S. Nayeh, Structured H 2 optimization o vehicle suspensions based on multi-wheel models, Vehicle System Dynamics, submitted or publication. [8] H. Kim, Y. Yoon, Semi-active suspension with preview using a requency-shape perormance index, Vehicle System Dynamics 24 (995) [9] J. Wang, D. Wilson, Mixed GL 2 =H 2 =GH 2 control with pole placement and its application to vehicle suspension systems, International Journal o Control 74 (2) [] C. Lewis, M. Griin, A comparison o evaluations and assessments obtained using alternative standards or predicting the hazards o whole-body vibration and repeated shocks, Journal o Sound and Vibration 25 (998) [] J. Taylor, Q. Huang, Handbook o Electronic Filters, CRC Press, New York, 996. [2] A. Oppenheim, R. Schaer, J. Buck, Discrete-Time Signal Processing, Prentice-Hall, Englewood Clis, NJ, 998. [3] The MathWorks, Inc., Filter Design Toolbox, Control System Toolbox, Robust Control Toolbox, 2, [4] T. Nishi, F. Lu, On the relation between the maximum errors o the least pth approximation and those o the minimax approximation by rational unction, Electronics and Communications in Japan, Part 3 84 (2)

Asymptote. 2 Problems 2 Methods

Asymptote. 2 Problems 2 Methods Asymptote Problems Methods Problems Assume we have the ollowing transer unction which has a zero at =, a pole at = and a pole at =. We are going to look at two problems: problem is where >> and problem

More information

Butterworth Filter Properties

Butterworth Filter Properties OpenStax-CNX module: m693 Butterworth Filter Properties C. Sidney Burrus This work is produced by OpenStax-CNX and licensed under the Creative Commons Attribution License 3. This section develops the properties

More information

Lab 3: The FFT and Digital Filtering. Slides prepared by: Chun-Te (Randy) Chu

Lab 3: The FFT and Digital Filtering. Slides prepared by: Chun-Te (Randy) Chu Lab 3: The FFT and Digital Filtering Slides prepared by: Chun-Te (Randy) Chu Lab 3: The FFT and Digital Filtering Assignment 1 Assignment 2 Assignment 3 Assignment 4 Assignment 5 What you will learn in

More information

OBSERVER/KALMAN AND SUBSPACE IDENTIFICATION OF THE UBC BENCHMARK STRUCTURAL MODEL

OBSERVER/KALMAN AND SUBSPACE IDENTIFICATION OF THE UBC BENCHMARK STRUCTURAL MODEL OBSERVER/KALMAN AND SUBSPACE IDENTIFICATION OF THE UBC BENCHMARK STRUCTURAL MODEL Dionisio Bernal, Burcu Gunes Associate Proessor, Graduate Student Department o Civil and Environmental Engineering, 7 Snell

More information

Fixed Order H Controller for Quarter Car Active Suspension System

Fixed Order H Controller for Quarter Car Active Suspension System Fixed Order H Controller for Quarter Car Active Suspension System B. Erol, A. Delibaşı Abstract This paper presents an LMI based fixed-order controller design for quarter car active suspension system in

More information

The achievable limits of operational modal analysis. * Siu-Kui Au 1)

The achievable limits of operational modal analysis. * Siu-Kui Au 1) The achievable limits o operational modal analysis * Siu-Kui Au 1) 1) Center or Engineering Dynamics and Institute or Risk and Uncertainty, University o Liverpool, Liverpool L69 3GH, United Kingdom 1)

More information

Optimal FIR Filters for DTMF Applications

Optimal FIR Filters for DTMF Applications ICN 13 : The Twelth International Conerence on Networks Optimal FIR Filters or DTMF Applications Pavel Zahradnik and Boris Šimák Telecommunication Engineering Department Czech Technical University in Prague

More information

Novel Thermal Analysis Model of the Foot-Shoe Sole Interface during Gait Motion

Novel Thermal Analysis Model of the Foot-Shoe Sole Interface during Gait Motion Proceedings Novel Thermal Analysis Model o the Foot-Shoe Sole Interace during Gait Motion Yasuhiro Shimazaki * and Kazutoshi Aisaka Department o Human Inormation Engineering, Okayama Preectural University,

More information

AH 2700A. Attenuator Pair Ratio for C vs Frequency. Option-E 50 Hz-20 khz Ultra-precision Capacitance/Loss Bridge

AH 2700A. Attenuator Pair Ratio for C vs Frequency. Option-E 50 Hz-20 khz Ultra-precision Capacitance/Loss Bridge 0 E ttenuator Pair Ratio or vs requency NEEN-ERLN 700 Option-E 0-0 k Ultra-precision apacitance/loss ridge ttenuator Ratio Pair Uncertainty o in ppm or ll Usable Pairs o Taps 0 0 0. 0. 0. 07/08/0 E E E

More information

Feedback Linearization

Feedback Linearization Feedback Linearization Peter Al Hokayem and Eduardo Gallestey May 14, 2015 1 Introduction Consider a class o single-input-single-output (SISO) nonlinear systems o the orm ẋ = (x) + g(x)u (1) y = h(x) (2)

More information

GIMC-based Fault Detection and Its Application to Magnetic Suspension System

GIMC-based Fault Detection and Its Application to Magnetic Suspension System Proceedings o the 7th World Congress The International Federation o Automatic Control Seoul, Korea, Jul 6-, 28 GIC-based Fault Detection and Its Application to agnetic Suspension Sstem Yujiro Nakaso Toru

More information

Maneuvering assistant for truck and trailer combinations with arbitrary trailer hitching

Maneuvering assistant for truck and trailer combinations with arbitrary trailer hitching Maneuvering assistant or truck and trailer combinations with arbitrary trailer hitching Yevgen Sklyarenko, Frank Schreiber and Walter Schumacher Abstract Stabilizing controllers can assist the driver to

More information

IMPROVED NOISE CANCELLATION IN DISCRETE COSINE TRANSFORM DOMAIN USING ADAPTIVE BLOCK LMS FILTER

IMPROVED NOISE CANCELLATION IN DISCRETE COSINE TRANSFORM DOMAIN USING ADAPTIVE BLOCK LMS FILTER SANJAY KUMAR GUPTA* et al. ISSN: 50 3676 [IJESAT] INTERNATIONAL JOURNAL OF ENGINEERING SCIENCE & ADVANCED TECHNOLOGY Volume-, Issue-3, 498 50 IMPROVED NOISE CANCELLATION IN DISCRETE COSINE TRANSFORM DOMAIN

More information

Estimation of the Vehicle Sideslip Angle by Means of the State Dependent Riccati Equation Technique

Estimation of the Vehicle Sideslip Angle by Means of the State Dependent Riccati Equation Technique Proceedings o the World Congress on Engineering 7 Vol II WCE 7, Jul 5-7, 7, London, U.K. Estimation o the Vehicle Sideslip Angle b Means o the State Dependent Riccati Equation Technique S. Strano, M. Terzo

More information

The Ascent Trajectory Optimization of Two-Stage-To-Orbit Aerospace Plane Based on Pseudospectral Method

The Ascent Trajectory Optimization of Two-Stage-To-Orbit Aerospace Plane Based on Pseudospectral Method Available online at www.sciencedirect.com ScienceDirect Procedia Engineering 00 (014) 000 000 www.elsevier.com/locate/procedia APISAT014, 014 Asia-Paciic International Symposium on Aerospace Technology,

More information

A UNIFIED FRAMEWORK FOR MULTICHANNEL FAST QRD-LS ADAPTIVE FILTERS BASED ON BACKWARD PREDICTION ERRORS

A UNIFIED FRAMEWORK FOR MULTICHANNEL FAST QRD-LS ADAPTIVE FILTERS BASED ON BACKWARD PREDICTION ERRORS A UNIFIED FRAMEWORK FOR MULTICHANNEL FAST QRD-LS ADAPTIVE FILTERS BASED ON BACKWARD PREDICTION ERRORS César A Medina S,José A Apolinário Jr y, and Marcio G Siqueira IME Department o Electrical Engineering

More information

H-infinity Vehicle Control Using NonDimensional Perturbation Measures

H-infinity Vehicle Control Using NonDimensional Perturbation Measures H-ininity Vehicle Control sing NonDimensional Perturbation Measures Abstract Robust controller design techniques have been applied to the ield o vehicle control to achieve many dierent perormance measures:

More information

Scattered Data Approximation of Noisy Data via Iterated Moving Least Squares

Scattered Data Approximation of Noisy Data via Iterated Moving Least Squares Scattered Data Approximation o Noisy Data via Iterated Moving Least Squares Gregory E. Fasshauer and Jack G. Zhang Abstract. In this paper we ocus on two methods or multivariate approximation problems

More information

ROBUST STABILITY AND PERFORMANCE ANALYSIS OF UNSTABLE PROCESS WITH DEAD TIME USING Mu SYNTHESIS

ROBUST STABILITY AND PERFORMANCE ANALYSIS OF UNSTABLE PROCESS WITH DEAD TIME USING Mu SYNTHESIS ROBUST STABILITY AND PERFORMANCE ANALYSIS OF UNSTABLE PROCESS WITH DEAD TIME USING Mu SYNTHESIS I. Thirunavukkarasu 1, V. I. George 1, G. Saravana Kumar 1 and A. Ramakalyan 2 1 Department o Instrumentation

More information

Analog Computing Technique

Analog Computing Technique Analog Computing Technique by obert Paz Chapter Programming Principles and Techniques. Analog Computers and Simulation An analog computer can be used to solve various types o problems. It solves them in

More information

Received: 30 July 2017; Accepted: 29 September 2017; Published: 8 October 2017

Received: 30 July 2017; Accepted: 29 September 2017; Published: 8 October 2017 mathematics Article Least-Squares Solution o Linear Dierential Equations Daniele Mortari ID Aerospace Engineering, Texas A&M University, College Station, TX 77843, USA; mortari@tamu.edu; Tel.: +1-979-845-734

More information

An Alternative Poincaré Section for Steady-State Responses and Bifurcations of a Duffing-Van der Pol Oscillator

An Alternative Poincaré Section for Steady-State Responses and Bifurcations of a Duffing-Van der Pol Oscillator An Alternative Poincaré Section or Steady-State Responses and Biurcations o a Duing-Van der Pol Oscillator Jang-Der Jeng, Yuan Kang *, Yeon-Pun Chang Department o Mechanical Engineering, National United

More information

Analysis of Friction-Induced Vibration Leading to Eek Noise in a Dry Friction Clutch. Abstract

Analysis of Friction-Induced Vibration Leading to Eek Noise in a Dry Friction Clutch. Abstract The 22 International Congress and Exposition on Noise Control Engineering Dearborn, MI, USA. August 19-21, 22 Analysis o Friction-Induced Vibration Leading to Eek Noise in a Dry Friction Clutch P. Wickramarachi

More information

WORCESTER POLYTECHNIC INSTITUTE

WORCESTER POLYTECHNIC INSTITUTE WORCESTER POLYTECHNIC INSTITUTE MECHANICAL ENGINEERING DEPARTMENT Optical Metrology and NDT ME-593L, C 2018 Introduction: Fringe Skeletonization February 2018 Quantitative analysis Fringe skeletonization

More information

EDGES AND CONTOURS(1)

EDGES AND CONTOURS(1) KOM31 Image Processing in Industrial Sstems Dr Muharrem Mercimek 1 EDGES AND CONTOURS1) KOM31 Image Processing in Industrial Sstems Some o the contents are adopted rom R. C. Gonzalez, R. E. Woods, Digital

More information

References Ideal Nyquist Channel and Raised Cosine Spectrum Chapter 4.5, 4.11, S. Haykin, Communication Systems, Wiley.

References Ideal Nyquist Channel and Raised Cosine Spectrum Chapter 4.5, 4.11, S. Haykin, Communication Systems, Wiley. Baseand Data Transmission III Reerences Ideal yquist Channel and Raised Cosine Spectrum Chapter 4.5, 4., S. Haykin, Communication Systems, iley. Equalization Chapter 9., F. G. Stremler, Communication Systems,

More information

PERFORMING RAILWAY TRAFFIC VIBRATION FORECAST USING IN SITU VIBRATION MEASUREMENTS

PERFORMING RAILWAY TRAFFIC VIBRATION FORECAST USING IN SITU VIBRATION MEASUREMENTS PERFORMING RAILWAY TRAFFIC VIBRATION FORECAST USING IN SITU VIBRATION MEASUREMENTS Vitor Rosão 1, C. César Rodrigues,3, Eusébio Conceição 1 1 Faculdade de Ciências e Tecnologia da Universidade do Algarve

More information

Ultra Fast Calculation of Temperature Profiles of VLSI ICs in Thermal Packages Considering Parameter Variations

Ultra Fast Calculation of Temperature Profiles of VLSI ICs in Thermal Packages Considering Parameter Variations Ultra Fast Calculation o Temperature Proiles o VLSI ICs in Thermal Packages Considering Parameter Variations Je-Hyoung Park, Virginia Martín Hériz, Ali Shakouri, and Sung-Mo Kang Dept. o Electrical Engineering,

More information

Robust feedback linearization

Robust feedback linearization Robust eedback linearization Hervé Guillard Henri Bourlès Laboratoire d Automatique des Arts et Métiers CNAM/ENSAM 21 rue Pinel 75013 Paris France {herveguillardhenribourles}@parisensamr Keywords: Nonlinear

More information

Physics 5153 Classical Mechanics. Solution by Quadrature-1

Physics 5153 Classical Mechanics. Solution by Quadrature-1 October 14, 003 11:47:49 1 Introduction Physics 5153 Classical Mechanics Solution by Quadrature In the previous lectures, we have reduced the number o eective degrees o reedom that are needed to solve

More information

SPOC: An Innovative Beamforming Method

SPOC: An Innovative Beamforming Method SPOC: An Innovative Beamorming Method Benjamin Shapo General Dynamics Ann Arbor, MI ben.shapo@gd-ais.com Roy Bethel The MITRE Corporation McLean, VA rbethel@mitre.org ABSTRACT The purpose o a radar or

More information

TLT-5200/5206 COMMUNICATION THEORY, Exercise 3, Fall TLT-5200/5206 COMMUNICATION THEORY, Exercise 3, Fall Problem 1.

TLT-5200/5206 COMMUNICATION THEORY, Exercise 3, Fall TLT-5200/5206 COMMUNICATION THEORY, Exercise 3, Fall Problem 1. TLT-5/56 COMMUNICATION THEORY, Exercise 3, Fall Problem. The "random walk" was modelled as a random sequence [ n] where W[i] are binary i.i.d. random variables with P[W[i] = s] = p (orward step with probability

More information

From acceleration-based semi-active vibration reduction control to functional observer design

From acceleration-based semi-active vibration reduction control to functional observer design MITSUBISHI ELECTRIC RESEARCH LABORATORIES http://wwwmerlcom From acceleration-based semi-active vibration reduction control to unctional observer design Wang, Y; Utsunomiya, K TR18-35 March 18 Abstract

More information

Robust linear control of an active suspension on a quarter car test-rig

Robust linear control of an active suspension on a quarter car test-rig ARTICLE IN PRESS Control Engineering Practice 13 (25) 577 586 Robust linear control of an active suspension on a quarter car test-rig Christophe Lauwerys*, Jan Swevers, Paul Sas Mechanical Engineering,

More information

Lecture : Feedback Linearization

Lecture : Feedback Linearization ecture : Feedbac inearization Niola Misovic, dipl ing and Pro Zoran Vuic June 29 Summary: This document ollows the lectures on eedbac linearization tought at the University o Zagreb, Faculty o Electrical

More information

( x) f = where P and Q are polynomials.

( x) f = where P and Q are polynomials. 9.8 Graphing Rational Functions Lets begin with a deinition. Deinition: Rational Function A rational unction is a unction o the orm ( ) ( ) ( ) P where P and Q are polynomials. Q An eample o a simple rational

More information

OPTIMAL PLACEMENT AND UTILIZATION OF PHASOR MEASUREMENTS FOR STATE ESTIMATION

OPTIMAL PLACEMENT AND UTILIZATION OF PHASOR MEASUREMENTS FOR STATE ESTIMATION OPTIMAL PLACEMENT AND UTILIZATION OF PHASOR MEASUREMENTS FOR STATE ESTIMATION Xu Bei, Yeo Jun Yoon and Ali Abur Teas A&M University College Station, Teas, U.S.A. abur@ee.tamu.edu Abstract This paper presents

More information

Two Dimensional Linear Phase Multiband Chebyshev FIR Filter

Two Dimensional Linear Phase Multiband Chebyshev FIR Filter Two Dimensional Linear Phase Multiband Chebyshev FIR Filter Vinay Kumar, Bhooshan Sunil To cite this version: Vinay Kumar, Bhooshan Sunil. Two Dimensional Linear Phase Multiband Chebyshev FIR Filter. Acta

More information

Objectives. By the time the student is finished with this section of the workbook, he/she should be able

Objectives. By the time the student is finished with this section of the workbook, he/she should be able FUNCTIONS Quadratic Functions......8 Absolute Value Functions.....48 Translations o Functions..57 Radical Functions...61 Eponential Functions...7 Logarithmic Functions......8 Cubic Functions......91 Piece-Wise

More information

1/f noise from the nonlinear transformations of the variables

1/f noise from the nonlinear transformations of the variables Modern Physics Letters B Vol. 9, No. 34 (015) 15503 (6 pages) c World Scientiic Publishing Company DOI: 10.114/S0179849155031 1/ noise rom the nonlinear transormations o the variables Bronislovas Kaulakys,

More information

Estimation of Sample Reactivity Worth with Differential Operator Sampling Method

Estimation of Sample Reactivity Worth with Differential Operator Sampling Method Progress in NUCLEAR SCIENCE and TECHNOLOGY, Vol. 2, pp.842-850 (2011) ARTICLE Estimation o Sample Reactivity Worth with Dierential Operator Sampling Method Yasunobu NAGAYA and Takamasa MORI Japan Atomic

More information

Decibels, Filters, and Bode Plots

Decibels, Filters, and Bode Plots 23 db Decibels, Filters, and Bode Plots 23. LOGAITHMS The use o logarithms in industry is so extensive that a clear understanding o their purpose and use is an absolute necessity. At irst exposure, logarithms

More information

Curve Sketching. The process of curve sketching can be performed in the following steps:

Curve Sketching. The process of curve sketching can be performed in the following steps: Curve Sketching So ar you have learned how to ind st and nd derivatives o unctions and use these derivatives to determine where a unction is:. Increasing/decreasing. Relative extrema 3. Concavity 4. Points

More information

Applied Mathematics Letters

Applied Mathematics Letters Applied Mathematics Letters 4 (011) 114 1148 Contents lists available at ScienceDirect Applied Mathematics Letters journal homepage: www.elsevier.com/locate/aml On the properties o a class o log-biharmonic

More information

Pre-AP Physics Chapter 1 Notes Yockers JHS 2008

Pre-AP Physics Chapter 1 Notes Yockers JHS 2008 Pre-AP Physics Chapter 1 Notes Yockers JHS 2008 Standards o Length, Mass, and Time ( - length quantities) - mass - time Derived Quantities: Examples Dimensional Analysis useul to check equations and to

More information

Objective decomposition of the stress tensor in granular flows

Objective decomposition of the stress tensor in granular flows Objective decomposition o the stress tensor in granular lows D. Gao Ames Laboratory, Ames, Iowa 50010, USA S. Subramaniam* and R. O. Fox Iowa State University and Ames Laboratory, Ames, Iowa 50010, USA

More information

Signal Detection and Estimation

Signal Detection and Estimation 394 based on the criteria o the unbiased and minimum variance estimator but rather on minimizing the squared dierence between the given data and the assumed signal data. We concluded the chapter with a

More information

Products and Convolutions of Gaussian Probability Density Functions

Products and Convolutions of Gaussian Probability Density Functions Tina Memo No. 003-003 Internal Report Products and Convolutions o Gaussian Probability Density Functions P.A. Bromiley Last updated / 9 / 03 Imaging Science and Biomedical Engineering Division, Medical

More information

Analysis of methods proposed by International Standard ISO 2631 for evaluating the human exposure to whole body vibration

Analysis of methods proposed by International Standard ISO 2631 for evaluating the human exposure to whole body vibration Progress in Vibration and Acoustics, December 2016, Volume 4, Issue 4, 1-13 doi: 10.12866/J.PIVAA.2016.19 Analysis of methods proposed by International Standard ISO 2631 for evaluating the human exposure

More information

Decibels, Filters, and Bode Plots

Decibels, Filters, and Bode Plots Decibels, Filters, and Bode Plots 2 Objectives Develop conidence in the use o logarithms and decibels in the description o power and voltage levels. Become amiliar with the requency response o high- and

More information

matic scaling, ii) it can provide or bilateral power amplication / attenuation; iii) it ensures the passivity o the closed loop system with respect to

matic scaling, ii) it can provide or bilateral power amplication / attenuation; iii) it ensures the passivity o the closed loop system with respect to Passive Control o Bilateral Teleoperated Manipulators Perry Y. Li Department o Mechanical Engineering University o Minnesota 111 Church St. SE Minneapolis MN 55455 pli@me.umn.edu Abstract The control o

More information

NONLINEAR CONTROL OF POWER NETWORK MODELS USING FEEDBACK LINEARIZATION

NONLINEAR CONTROL OF POWER NETWORK MODELS USING FEEDBACK LINEARIZATION NONLINEAR CONTROL OF POWER NETWORK MODELS USING FEEDBACK LINEARIZATION Steven Ball Science Applications International Corporation Columbia, MD email: sball@nmtedu Steve Schaer Department o Mathematics

More information

Application of Wavelet Transform Modulus Maxima in Raman Distributed Temperature Sensors

Application of Wavelet Transform Modulus Maxima in Raman Distributed Temperature Sensors PHOTONIC SENSORS / Vol. 4, No. 2, 2014: 142 146 Application o Wavelet Transorm Modulus Maxima in Raman Distributed Temperature Sensors Zongliang WANG, Jun CHANG *, Sasa ZHANG, Sha LUO, Cuanwu JIA, Boning

More information

Least-Squares Spectral Analysis Theory Summary

Least-Squares Spectral Analysis Theory Summary Least-Squares Spectral Analysis Theory Summary Reerence: Mtamakaya, J. D. (2012). Assessment o Atmospheric Pressure Loading on the International GNSS REPRO1 Solutions Periodic Signatures. Ph.D. dissertation,

More information

Letters to the editor

Letters to the editor Letters to the editor Dear Editor, I read with considerable interest the article by Bruno Putzeys in Linear udio Vol 1, The F- word - or, why there is no such thing as too much eedback. In his excellent

More information

2.161 Signal Processing: Continuous and Discrete Fall 2008

2.161 Signal Processing: Continuous and Discrete Fall 2008 MIT OpenCourseWare http://ocw.mit.edu 2.161 Signal Processing: Continuous and Discrete Fall 2008 For information about citing these materials or our Terms of Use, visit: http://ocw.mit.edu/terms. I Reading:

More information

Journal home page: S. Lignon*, J-J. Sinou, and L. Jézéquel. ABSTRACT

Journal home page:   S. Lignon*, J-J. Sinou, and L. Jézéquel. ABSTRACT Journal home page: http://www.sciencedirect.com/science/journal/00460x Stability analysis and µ-synthesis control o brake systems Journal o Sound and Vibration, Volume 98, Issues 4-5, December 006, Pages

More information

A Systematic Approach to Frequency Compensation of the Voltage Loop in Boost PFC Pre- regulators.

A Systematic Approach to Frequency Compensation of the Voltage Loop in Boost PFC Pre- regulators. A Systematic Approach to Frequency Compensation o the Voltage Loop in oost PFC Pre- regulators. Claudio Adragna, STMicroelectronics, Italy Abstract Venable s -actor method is a systematic procedure that

More information

ON AN ESTIMATION OF THE DAMPING PROPERTIES OF WOVEN FABRIC COMPOSITES

ON AN ESTIMATION OF THE DAMPING PROPERTIES OF WOVEN FABRIC COMPOSITES ON AN ESTIMATION OF THE DAMPING PROPERTIES OF WOVEN FABRIC COMPOSITES Masaru Zao 1, Tetsusei Kurashii 1, Yasumasa Naanishi 2 and Kin ya Matsumoto 2 1 Department o Management o Industry and Technology,

More information

Systems & Signals 315

Systems & Signals 315 1 / 15 Systems & Signals 315 Lecture 13: Signals and Linear Systems Dr. Herman A. Engelbrecht Stellenbosch University Dept. E & E Engineering 2 Maart 2009 Outline 2 / 15 1 Signal Transmission through a

More information

Feedback Optimal Control for Inverted Pendulum Problem by Using the Generating Function Technique

Feedback Optimal Control for Inverted Pendulum Problem by Using the Generating Function Technique (IJACSA) International Journal o Advanced Computer Science Applications Vol. 5 No. 11 14 Feedback Optimal Control or Inverted Pendulum Problem b Using the Generating Function echnique Han R. Dwidar Astronom

More information

Natural convection in a vertical strip immersed in a porous medium

Natural convection in a vertical strip immersed in a porous medium European Journal o Mechanics B/Fluids 22 (2003) 545 553 Natural convection in a vertical strip immersed in a porous medium L. Martínez-Suástegui a,c.treviño b,,f.méndez a a Facultad de Ingeniería, UNAM,

More information

A new modified Halley method without second derivatives for nonlinear equation

A new modified Halley method without second derivatives for nonlinear equation Applied Mathematics and Computation 189 (2007) 1268 1273 www.elsevier.com/locate/amc A new modified Halley method without second derivatives for nonlinear equation Muhammad Aslam Noor *, Waseem Asghar

More information

Digital Signal Processing

Digital Signal Processing COMP ENG 4TL4: Digital Signal Processing Notes for Lecture #24 Tuesday, November 4, 2003 6.8 IIR Filter Design Properties of IIR Filters: IIR filters may be unstable Causal IIR filters with rational system

More information

1. Design a 3rd order Butterworth low-pass filters having a dc gain of unity and a cutoff frequency, fc, of khz.

1. Design a 3rd order Butterworth low-pass filters having a dc gain of unity and a cutoff frequency, fc, of khz. ECE 34 Experiment 6 Active Filter Design. Design a 3rd order Butterworth low-pass ilters having a dc gain o unity and a cuto requency, c, o.8 khz. c :=.8kHz K:= The transer unction is given on page 7 j

More information

Presenters. Time Domain and Statistical Model Development, Simulation and Correlation Methods for High Speed SerDes

Presenters. Time Domain and Statistical Model Development, Simulation and Correlation Methods for High Speed SerDes JANUARY 28-31, 2013 SANTA CLARA CONVENTION CENTER Time Domain and Statistical Model Development, Simulation and Correlation Methods or High Speed SerDes Presenters Xingdong Dai Fangyi Rao Shiva Prasad

More information

The second-order diffraction-radiation for a piston-like arrangement

The second-order diffraction-radiation for a piston-like arrangement The second-order diraction-radiation or a piston-like arrangement I.K. Chatjigeorgiou & S.A. Mavrakos Laboratory o Floating Structures and Mooring Systems, School o Naval Architecture and Marine Engineering,

More information

Finite Dimensional Hilbert Spaces are Complete for Dagger Compact Closed Categories (Extended Abstract)

Finite Dimensional Hilbert Spaces are Complete for Dagger Compact Closed Categories (Extended Abstract) Electronic Notes in Theoretical Computer Science 270 (1) (2011) 113 119 www.elsevier.com/locate/entcs Finite Dimensional Hilbert Spaces are Complete or Dagger Compact Closed Categories (Extended bstract)

More information

A new Control Strategy for Trajectory Tracking of Fire Rescue Turntable Ladders

A new Control Strategy for Trajectory Tracking of Fire Rescue Turntable Ladders Proceedings o the 17th World Congress The International Federation o Automatic Control Seoul, Korea, July 6-11, 28 A new Control Strategy or Trajectory Tracking o Fire Rescue Turntable Ladders N. Zimmert,

More information

FEEDFORWARD CONTROLLER DESIGN BASED ON H ANALYSIS

FEEDFORWARD CONTROLLER DESIGN BASED ON H ANALYSIS 271 FEEDFORWARD CONTROLLER DESIGN BASED ON H ANALYSIS Eduardo J. Adam * and Jacinto L. Marchetti Instituto de Desarrollo Tecnológico para la Industria Química (Universidad Nacional del Litoral - CONICET)

More information

Research Article New Stability Tests for Discretized Fractional-Order Systems Using the Al-Alaoui and Tustin Operators

Research Article New Stability Tests for Discretized Fractional-Order Systems Using the Al-Alaoui and Tustin Operators Complexity, Article ID 036809, 9 pages https://doi.org/0.55/08/036809 Research Article New Stability Tests or Discretized Fractional-Order Systems Using the Al-Alaoui and Tustin Operators Raał Stanisławski,

More information

Vibration Analysis of a Horizontal Washing Machine, Part IV: Optimal Damped Vibration Absorber

Vibration Analysis of a Horizontal Washing Machine, Part IV: Optimal Damped Vibration Absorber RESEARCH ARTICLE Vibration Analysis of a Horizontal Washing Machine, Part IV: Optimal Damped Vibration Absorber Galal Ali Hassaan Department of Mechanical Design & Production, Faculty of Engineering, Cairo

More information

PlaS-40 Development Status: New Results

PlaS-40 Development Status: New Results PlaS-40 Development Status: New Results IEPC-2015-99/ISTS-2015-b-9 Presented at Joint Conference of 30 th International Symposium on Space Technology and Science 34 th International Electric Propulsion

More information

Robust and Optimal Control of Uncertain Dynamical Systems with State-Dependent Switchings Using Interval Arithmetic

Robust and Optimal Control of Uncertain Dynamical Systems with State-Dependent Switchings Using Interval Arithmetic Robust and Optimal Control o Uncertain Dynamical Systems with State-Dependent Switchings Using Interval Arithmetic Andreas Rauh Chair o Mechatronics, University o Rostock, D-1859 Rostock, Germany Andreas.Rauh@uni-rostock.de

More information

Robust Residual Selection for Fault Detection

Robust Residual Selection for Fault Detection Robust Residual Selection or Fault Detection Hamed Khorasgani*, Daniel E Jung**, Gautam Biswas*, Erik Frisk**, and Mattias Krysander** Abstract A number o residual generation methods have been developed

More information

Analysis of Non-Thermal Equilibrium in Porous Media

Analysis of Non-Thermal Equilibrium in Porous Media Analysis o Non-Thermal Equilibrium in Porous Media A. Nouri-Borujerdi, M. Nazari 1 School o Mechanical Engineering, Shari University o Technology P.O Box 11365-9567, Tehran, Iran E-mail: anouri@shari.edu

More information

Non-newtonian Rabinowitsch Fluid Effects on the Lubrication Performances of Sine Film Thrust Bearings

Non-newtonian Rabinowitsch Fluid Effects on the Lubrication Performances of Sine Film Thrust Bearings International Journal o Mechanical Engineering and Applications 7; 5(): 6-67 http://www.sciencepublishinggroup.com/j/ijmea doi:.648/j.ijmea.75.4 ISSN: -X (Print); ISSN: -48 (Online) Non-newtonian Rabinowitsch

More information

MODULE 6 LECTURE NOTES 1 REVIEW OF PROBABILITY THEORY. Most water resources decision problems face the risk of uncertainty mainly because of the

MODULE 6 LECTURE NOTES 1 REVIEW OF PROBABILITY THEORY. Most water resources decision problems face the risk of uncertainty mainly because of the MODULE 6 LECTURE NOTES REVIEW OF PROBABILITY THEORY INTRODUCTION Most water resources decision problems ace the risk o uncertainty mainly because o the randomness o the variables that inluence the perormance

More information

Research Article. Spectral Properties of Chaotic Signals Generated by the Bernoulli Map

Research Article. Spectral Properties of Chaotic Signals Generated by the Bernoulli Map Jestr Journal o Engineering Science and Technology Review 8 () (05) -6 Special Issue on Synchronization and Control o Chaos: Theory, Methods and Applications Research Article JOURNAL OF Engineering Science

More information

Part 4: IIR Filters Optimization Approach. Tutorial ISCAS 2007

Part 4: IIR Filters Optimization Approach. Tutorial ISCAS 2007 Part 4: IIR Filters Optimization Approach Tutorial ISCAS 2007 Copyright 2007 Andreas Antoniou Victoria, BC, Canada Email: aantoniou@ieee.org July 24, 2007 Frame # 1 Slide # 1 A. Antoniou Part4: IIR Filters

More information

Double-slit interference of biphotons generated in spontaneous parametric downconversion from a thick crystal

Double-slit interference of biphotons generated in spontaneous parametric downconversion from a thick crystal INSTITUTE OF PHYSICS PUBLISHING JOURNAL OF OPTICS B: QUANTUM AND SEMICLASSICAL OPTICS J. Opt. B: Quantum Semiclass. Opt. 3 (2001 S50 S54 www.iop.org/journals/ob PII: S1464-4266(0115159-1 Double-slit intererence

More information

A Comparative Study of Non-separable Wavelet and Tensor-product. Wavelet; Image Compression

A Comparative Study of Non-separable Wavelet and Tensor-product. Wavelet; Image Compression Copyright c 007 Tech Science Press CMES, vol., no., pp.91-96, 007 A Comparative Study o Non-separable Wavelet and Tensor-product Wavelet in Image Compression Jun Zhang 1 Abstract: The most commonly used

More information

Complexity and Algorithms for Two-Stage Flexible Flowshop Scheduling with Availability Constraints

Complexity and Algorithms for Two-Stage Flexible Flowshop Scheduling with Availability Constraints Complexity and Algorithms or Two-Stage Flexible Flowshop Scheduling with Availability Constraints Jinxing Xie, Xijun Wang Department o Mathematical Sciences, Tsinghua University, Beijing 100084, China

More information

Conference Article. Spectral Properties of Chaotic Signals Generated by the Bernoulli Map

Conference Article. Spectral Properties of Chaotic Signals Generated by the Bernoulli Map Jestr Journal o Engineering Science and Technology Review 8 () (05) -6 Special Issue on Synchronization and Control o Chaos: Theory, Methods and Applications Conerence Article JOURNAL OF Engineering Science

More information

Flip-Flop Functions KEY

Flip-Flop Functions KEY For each rational unction, list the zeros o the polynomials in the numerator and denominator. Then, using a calculator, sketch the graph in a window o [-5.75, 6] by [-5, 5], and provide an end behavior

More information

Analysis Scheme in the Ensemble Kalman Filter

Analysis Scheme in the Ensemble Kalman Filter JUNE 1998 BURGERS ET AL. 1719 Analysis Scheme in the Ensemble Kalman Filter GERRIT BURGERS Royal Netherlands Meteorological Institute, De Bilt, the Netherlands PETER JAN VAN LEEUWEN Institute or Marine

More information

Available online at ScienceDirect. Energy Procedia 83 (2015 ) Václav Dvo ák a *, Tomáš Vít a

Available online at   ScienceDirect. Energy Procedia 83 (2015 ) Václav Dvo ák a *, Tomáš Vít a Available online at www.sciencedirect.com ScienceDirect Energy Procedia 83 (205 ) 34 349 7th International Conerence on Sustainability in Energy and Buildings Numerical investigation o counter low plate

More information

RATIONAL FUNCTIONS. Finding Asymptotes..347 The Domain Finding Intercepts Graphing Rational Functions

RATIONAL FUNCTIONS. Finding Asymptotes..347 The Domain Finding Intercepts Graphing Rational Functions RATIONAL FUNCTIONS Finding Asymptotes..347 The Domain....350 Finding Intercepts.....35 Graphing Rational Functions... 35 345 Objectives The ollowing is a list o objectives or this section o the workbook.

More information

774. Tribological adhesion of particles in acoustic field

774. Tribological adhesion of particles in acoustic field 774. Tribological adhesion o particles in acoustic ield Vladas Vekteris 1 Vytautas Striška Vadim Mokšin 3 Darius Ozarovskis 4 Rolandas Zaremba 5 Vilnius Gediminas Technical University Department o Machine

More information

2.6 Two-dimensional continuous interpolation 3: Kriging - introduction to geostatistics. References - geostatistics. References geostatistics (cntd.

2.6 Two-dimensional continuous interpolation 3: Kriging - introduction to geostatistics. References - geostatistics. References geostatistics (cntd. .6 Two-dimensional continuous interpolation 3: Kriging - introduction to geostatistics Spline interpolation was originally developed or image processing. In GIS, it is mainly used in visualization o spatial

More information

MISS DISTANCE GENERALIZED VARIANCE NON-CENTRAL CHI DISTRIBUTION. Ken Chan ABSTRACT

MISS DISTANCE GENERALIZED VARIANCE NON-CENTRAL CHI DISTRIBUTION. Ken Chan   ABSTRACT MISS DISTANCE GENERALIZED VARIANCE NON-CENTRAL CI DISTRIBUTION en Chan E-Mail: ChanAerospace@verizon.net ABSTRACT In many current practical applications, the probability o collision is oten considered

More information

Two-step self-tuning phase-shifting interferometry

Two-step self-tuning phase-shifting interferometry Two-step sel-tuning phase-shiting intererometry J. Vargas, 1,* J. Antonio Quiroga, T. Belenguer, 1 M. Servín, 3 J. C. Estrada 3 1 Laboratorio de Instrumentación Espacial, Instituto Nacional de Técnica

More information

Lecture 7 Discrete Systems

Lecture 7 Discrete Systems Lecture 7 Discrete Systems EE 52: Instrumentation and Measurements Lecture Notes Update on November, 29 Aly El-Osery, Electrical Engineering Dept., New Mexico Tech 7. Contents The z-transform 2 Linear

More information

Exact Solutions for Generalized Klein-Gordon Equation

Exact Solutions for Generalized Klein-Gordon Equation Journal of Informatics and Mathematical Sciences Volume 4 (0), Number 3, pp. 35 358 RGN Publications http://www.rgnpublications.com Exact Solutions for Generalized Klein-Gordon Equation Libo Yang, Daoming

More information

Midterm Summary Fall 08. Yao Wang Polytechnic University, Brooklyn, NY 11201

Midterm Summary Fall 08. Yao Wang Polytechnic University, Brooklyn, NY 11201 Midterm Summary Fall 8 Yao Wang Polytechnic University, Brooklyn, NY 2 Components in Digital Image Processing Output are images Input Image Color Color image image processing Image Image restoration Image

More information

Pulling by Pushing, Slip with Infinite Friction, and Perfectly Rough Surfaces

Pulling by Pushing, Slip with Infinite Friction, and Perfectly Rough Surfaces 1993 IEEE International Conerence on Robotics and Automation Pulling by Pushing, Slip with Ininite Friction, and Perectly Rough Suraces Kevin M. Lynch Matthew T. Mason The Robotics Institute and School

More information

Numerical calculation of the electron mobility in ZnS and ZnSe semiconductors using the iterative method

Numerical calculation of the electron mobility in ZnS and ZnSe semiconductors using the iterative method International Journal o the Physical Sciences Vol. 5(11), pp. 1752-1756, 18 September, 21 Available online at http://www.academicjournals.org/ijps ISSN 1992-195 21 Academic Journals Full Length Research

More information

ROBUST FAULT DETECTION AND ISOLATION IN CONSTRAINED NONLINEAR SYSTEMS VIA A SECOND ORDER SLIDING MODE OBSERVER. Wen Chen, Mehrdad Saif 1

ROBUST FAULT DETECTION AND ISOLATION IN CONSTRAINED NONLINEAR SYSTEMS VIA A SECOND ORDER SLIDING MODE OBSERVER. Wen Chen, Mehrdad Saif 1 Copyright IFAC 5th Triennial World Congress, Barcelona, Spain ROBUST FAULT DETECTION AND ISOLATION IN CONSTRAINED NONLINEAR SYSTEMS VIA A SECOND ORDER SLIDING MODE OBSERVER Wen Chen, Mehrdad Sai School

More information

MAGNETOHYDRODYNAMIC GO-WATER NANOFLUID FLOW AND HEAT TRANSFER BETWEEN TWO PARALLEL MOVING DISKS

MAGNETOHYDRODYNAMIC GO-WATER NANOFLUID FLOW AND HEAT TRANSFER BETWEEN TWO PARALLEL MOVING DISKS THERMAL SCIENCE: Year 8, Vol., No. B, pp. 383-39 383 MAGNETOHYDRODYNAMIC GO-WATER NANOFLUID FLOW AND HEAT TRANSFER BETWEEN TWO PARALLEL MOVING DISKS Introduction by Mohammadreza AZIMI and Rouzbeh RIAZI

More information