Voltage and Current Based MPPT of Fuel Cells for fuel Consumption Optimization andmismatching Compensation

Size: px
Start display at page:

Download "Voltage and Current Based MPPT of Fuel Cells for fuel Consumption Optimization andmismatching Compensation"

Transcription

1 Technical Journal of Engineering and Applied Sciences Available online at TJEAS Journal / SSN TJEAS oltage and Current Based MPPT of Fuel Cells for fuel Consuption Optiization andmisatching Copensation Mohaad Sarvi 1*, an Soltani 1. Assistant Professor, Faculty of Engineering and Technology, a Khoeini nternational University Qazvin, ran. MSc Student, Faculty of Engineering and Technology, a Khoeini nternational University Qazvin, ran Corresponding author: Mohaad Sarvi ABSTRACT: A fuel cell (FC) is a device that converts the cheical energy into electricity energy. Fuel cell is a clean and efficient source of electricity. n order to bring up the syste efficiency, this paper oltage and Current Based ethod for Maxiu Power Point Tracking of PEMFC s Syste. n this work a coplete study of PEMFC s syste integrating an MPPT controller is studied, also siulation work dealing with MPPT controller, a DC/DC boost converter feeding a resistive load is achieved. The siulation result of designed proposed ethod. oltage and Current Based MPPT has better response tie, less oscillation and uch ore accurate tracking. Significant extracted results are given to prove the validity of the proposed PEMFC s syste control schee. n this paper, siulation odel of PEMFC syste s axiu power point tracking based on the oltage and Current BasedMPPT control ethod is developed in the MATLAB software. Keywords: PEM Fuel Cell, Maxiu Power Point Tracking (MPPT),MPPT, CMPPT. NTRODUCTON Fuel Cells are one of the ore proising generation systes of electric power at present and are particularly interesting as vehicle propulsion coponents, because they are not constrained of Carnot efficiency. Soe of the present-day challenges are the production and optiization of the fuel use in Fuel Cells based systes. n this paper, an algorith for tracking the axiu power point of a Fuel Cell Syste is presented(nehrir.h et al., 006). The topology proposed in this paper does not work to axiu fuel flow. This topology has a DC/DC Boost converter that adjusts it s input current at the axiu power generation point of the stack, this for the iniu fuel consuption that can produce the desired electric power(masou et al., 00). Fuel cell output power depends on the applied current or voltage and fuel cell output voltage is dependent on operating conditions, including cell teperature, air pressure, oxygen partial pressure, and ebrane water content (Masou et al., 1998). Fuel cells have nonlinear voltage-current characteristic, and there is only one unique operating point for a fuel cell syste with a axiu output under a particular condition. However, the axiu power point (MPP) varies with teperature and ebrane water content. Therefore, the axiu power point tracking (MPPT) at all operating conditions is a challenging proble. n fact, in the MPPT algorith, the stack current and fuel flow are controlled under various operating conditions to optiize fuel consuption and the extract axial power of the fuel cell (Masou et al., 1998). So it is necessary to force the syste to operate in conditions which atch up with fuel cell axiu power point (MPP). A MPP tracking (MPPT) which utilizes a MPPT algorith can undertake this duty. When fuel cell operates in this condition, since MPP is a unique and fixed point of operation, load power requireents are not taken into account and output voltage will vary with variations of load resistance. Different axiu power point tracking (MPPT) techniques for photovoltaic systes have been reported (Masou et al., 00), (Masou et al., 1998), (Sarvi et al., 00), (Masou et al., 005), (Karlis et al.,

2 Tech J Engin & App Sci., 3 (1): , ), (Hussein et al., 1995), (Noguchi et al., 00), (Enslin et al., 1997). Aong the Perturbation and Observe (P&O) is the ost coonly used ethod because of its siple algorith. Also oltage-based (MPPT) and current-based (CMPPT) axiu power point tracking are siple and practical approaches for iproving the efficiency of photovoltaic systes(masou et al., 00), (Masou et al., 1998). This paper investigates MPPT and CMPPT ethods for FC. Also the ipact of varying teperatures on the perforance of MPPT and CMPPT techniques is analyzed. The siulated and theoretical results are copared. Siulations are carried in MATLAB facilities. Fuel Cell Characteristic Fuel cell voltage as a function of current density in a steady state can be represented by a polarization curve, which is influenced by such paraeters as the cell teperature, oxygen partial pressure, hydrogen partial pressure and ebrane water content. When current is drawn fro a fuel cell, the cell voltage decreases fro its equilibriu therodynaic potential E nernst (open circuit voltage)[10]. This voltage drop consists of activation loss ( act ), ohic loss ( ohic) and concentration loss ( con ). The basic expression for the cell voltage is (Zhi-dan et al., 008) cell (1) cell E nernst act ohic con Reversible therodynaic potential 008) 4 Enernst (T )... () T(lnP 0.5lnP ) H O E nernst is described by the Nernst equation. This voltage is (Zhi-dan et al., Activation overvoltage ( η act )is described by the Tafel equation as the following (Zhi-dan et al., 008) act 1 T 3 O 4 T lnc T ln (3) whereξ (i= 1:4) are paraetric coefficients for each cell odel. CO is the concentration of dissolved oxygen at 3 the gas/liquid interface ( ol.c ), which can be calculated as (Zhi-dan et al., 008) C O PO (4) 6 ( ) exp( 498 / T ) Ohic overvoltage ohic results fro the resistance of the polyer ebrane in electron and proton transfers. t can be written as (Zhi-dan et al., 008) ohic R (5) The resistance R is given by: rt R A (6) where r is ebrane resistivity ( c ) to proton conductivity, t ebrane thickness ( c ), A cell active 846

3 Tech J Engin & App Sci., 3 (1): , 013 area ( c ). Mebrane resistivity depends strongly on ebrane huidity and teperature, and can be described by the following epirical expression (Zhi-dan et al., 008) 181.6[ ( / A) 0.006( T / 303 ) ( / A) ] r [ ( / A)] exp[ 4.18( T 303 / T )].5 (7) where is the ebrane water content. The ebrane water content is a function of the average water activity a ( a 1), { a 39.85a 36a 3, (8) 0 a 1 a 1 3 The average water activity is related to the anode water vapor partial pressure vapor partial pressure P v, ca (Zhi-dan et al., 008) : P v, an and the cathode water a 1 1 pv,an Pv,ca ( aan aca ) (9) P sat The saturation pressure of water 008) : P sat can be calculated with the following epirical expression (Zhi-dan et al., log10 Psat T... (10) T T The value of varies between 0 and 14, which is equivalent to the relative huidity of 0% and 100%. Under supersaturated conditions, however, the axiu possible value of can be as high as 3. n addition, is influenced by the ebrane preparation procedure, the relative huidity of the feed gas and the ebrane age. n this paper, is considered as an adjustable paraeter with a possible value between 0 and 3. Concentration overvoltage con results fro the concentration gradient of reactants as they are consued in the reaction. The equation for concentration overvoltage is shown by (Zhi-dan et al., 008) : RT con ln(1 ) (11) nf i A L 847

4 P(w) (v) Tech J Engin & App Sci., 3 (1): , 013 Figure 1. PEMFC generator syste where i L is the liiting current. t denotes the axiu rate at which a reactant can be supplied to an electrode. Polarization Curves The fuel cell voltage as a function of current density in a steady state can be represented by a polarization curve, which isinfluenced by such paraeters as the cell teperature, oxygenpartial pressure, hydrogen partial pressure and ebrane watercontent. When current is drawn fro a fuel cell, the cell voltagecell decreases fro its equilibriu therodynaic potentialenernst (open circuit voltage).by considering the odel paraeters in (Zhi-dan et al., 008) (A) Figure. Fuel cell output voltage versus current. and using MATLAB facilities, - and P- curves are obtained as Figs. and 3, respectively ncreasing of teperature ncreasing of teperature Figure 3. Fuel cell output power versus current. n the CMPPT technique, the fuel cell current corresponding to axiu power ( p ) is considered proportional to the fuel cell short current ( sc ) as the following K (1) p sc where K is the constant "current factor" (A) 848

5 Tech J Engin & App Sci., 3 (1): , 013 n the MPPT technique, the relation between fuel cell voltage corresponding to axiu power ( p ) and fuel cell open circuit voltage is considered to be linear as the following K (13) p oc where K is the constant "voltage factor". The ipact of teperature on factors K and K is considered and will be investigated in the next section. Analysis ofsiulated Results for MPPT and CMPPT Techniques n order to investigate the ipact of teperature variations on the perforance and accuracy of MPPT and CMPPT techniques, theoretical values of array voltage ( oc, p ), array current ( sc, p )current factor ( K ) and voltage factor ( K ) for different teperature conditions are copared. Siulations are done in MATLABenvironent for two techniques Analysis of the Current-Based MPPT Fuel cell characteristics including the short circuit current ( sc ) and the current corresponding to the axiu power point ( p ) are calculated and then current factor K p / sc are deterined. Fig. 3 shows the current factor ( K ) versus teperature. The stars (*) are the coputed data and the continuous line is curve fitted of the. The voltage factor ( K ) is not constant and depends on array teperature but the changing of K v is approxiately insignificant. Figure4 shows flowchart of CMPPT ethod respectively. Start Calculation of SC p=k i SC Copare p and fc with PD End Figure4. the flowchart of CMPPT ethod Analysis of the oltage-based MPPT n order to investigate the accuracy of MPPT technique under variable teperature conditions, cell open circuit voltage ( oc ) and the voltage corresponding to axiu power ( p ), as well as the voltage factor K / ) are coputed for different teperature conditions. Fig.5 shows flowchart of MPPT ethod ( v p oc respectively.fig. 6 shows the current factor ( K ) versus teperature. Fig. 7 shows the voltage factor ( K ) versus teperature.the stars (*) are the coputed data and the continuous line is curve fitted of the. The voltage factor ( K v ) is not constant and depends on array teperature but the changing of approxiately insignificant. K v is 849

6 Tech J Engin & App Sci., 3 (1): , 013 Start Calculation of oc p=k v oc Copare p and fc with PD End Figure5. the flowchart of MPPT ethod Figure6. Current factor ( K ) versus teperature. Figure 7.oltage factor ( K ) versus teperature. CONCLUSON This paper proposes MPPT and CMPPT techniques for MPP tracking of fuel cell. n MPPT techniques, by increasing the teperature, K is decreasing and the variation of the voltage factor with respect to teperature is linear and slop of variation is approxiately constant. n CMPPT techniques, by increasing the teperature K is increasing and the variation of the current factor with respect to teperature is linear and slop of variation is approxiately constant. n spite of this, the variation of K and K is very insignificant at t can be assued constant. Therefore these two techniques are very siple practical tracking approaches. 850

7 Tech J Engin & App Sci., 3 (1): , 013 REFERENCES Enslin JHR, Wolf MS, Snyan DB, Swiegers W ntegrated PhotovoltaicMaxiu Power Point Tracking Converter, EEE Trans. on ndustrial Electronics, vol.44, pp Hussein K, Muta, Hoshino T, Osakada M Maxiu Photovoltaic Power Tracking: An Algorith for Rapidly Changing Atospheric Conditions, EE Proc. Of Generation, Transission, Distribution, vol.14, no.1, pp Karlis AD A novel axiu power point tracking ethod for P systes using fuzzy cognitive networks, Electric Power Systes Research vol.77, pp Masou MAS, Dehbonei H. Sept. 1-18, Optial Power Point Tracking of Photovoltaic Syste under all Operating Conditions, in 17th Congress of the world Energy Council, Houston, TX. Masou MAS, Dehbonei H.00. Theoretical and Experiental analyses of Photovoltaic Systes with oltage- and Current- based Maxiu Power Point Tracker, EEE Trans. On Energy Conversion, vol.17, no.4, pp.514-5, Masou MAS, Sarvi M.005. A New Fuzzy-Based Maxiu Power Point Tracker for Photovoltaic Applications, nternational Journal of Engineering Science, vol.1, no.1, pp Nehrir H, Caisheng W, Shaw SR.006. Fuel cells: proising devices for distributed generation, EEE Power and Energy Magazine, vol.4, no.1, pp Noguchi T, Togashi S, Nakaoto R. 00. Short-Current Pulse-Based Maxiu-Power-Point Tracking Method for Multiple Photovoltaic and Converter Module Syste, EEE Trans. On ndustrial Electronics, vol.49, pp Sarvi M, Masou MAS.00. pact of Teperature and nsolation ariations on Fuzzy MPP Tracking of Solar Panels, 17th nternational Power Syste Conference, Tehran, ran. Zhi-dan Z, Hai-bo H, Xin-jian Z, Guang-yi C, Yuan R.008. Adaptive axiu power point tracking control of fuel cell power plants, Journal of Power Sources, vol.176, pp

Modeling of Photovoltaic System in the Large Ocean-going Ship Based on Simulink

Modeling of Photovoltaic System in the Large Ocean-going Ship Based on Simulink 2016 International Conference on Materials, Inforation, Mechanical, Electronic and Coputer Engineering (MIMECE 2016) IBN: 978-1-60595-420-2 Modeling of Photovoltaic yste in the Large Ocean-going hip Based

More information

OPTIMIZATION OF SPECIFIC FACTORS TO PRODUCE SPECIAL ALLOYS

OPTIMIZATION OF SPECIFIC FACTORS TO PRODUCE SPECIAL ALLOYS 5 th International Conference Coputational Mechanics and Virtual Engineering COMEC 2013 24-25 October 2013, Braşov, Roania OPTIMIZATION OF SPECIFIC FACTORS TO PRODUCE SPECIAL ALLOYS I. Milosan 1 1 Transilvania

More information

Mechanistic Model versus Artificial Neural Network Model of a Single-Cell PEMFC

Mechanistic Model versus Artificial Neural Network Model of a Single-Cell PEMFC Engineering, 014, 6, 418-46 Published Online July 014 in SciRes. http://www.scirp.org/journal/eng http://dx.doi.org/10.436/eng.014.68044 Mechanistic Model versus Artificial Neural Network Model of a Single-Cell

More information

PV Characteristics and Their Maximum Power Point Tracking Algorithms using LabVIEW

PV Characteristics and Their Maximum Power Point Tracking Algorithms using LabVIEW nternational Journal of Applied Engineering Research SSN 0973-4562 olume 12, Number 7 (2017) pp. 1437-1441 Research ndia Publications. http://www.ripublication.com P Characteristics and Their Maximum Power

More information

Supplementary Information for Design of Bending Multi-Layer Electroactive Polymer Actuators

Supplementary Information for Design of Bending Multi-Layer Electroactive Polymer Actuators Suppleentary Inforation for Design of Bending Multi-Layer Electroactive Polyer Actuators Bavani Balakrisnan, Alek Nacev, and Elisabeth Sela University of Maryland, College Park, Maryland 074 1 Analytical

More information

Daniel López Gaxiola 1 Student View Jason M. Keith

Daniel López Gaxiola 1 Student View Jason M. Keith Suppleental Material for Transport Process and Separation Process Principles Chapter Principles of Moentu Transfer and Overall Balances In fuel cells, the fuel is usually in gas or liquid phase. Thus,

More information

Maximum Power Point Tracking Method for PMSG-based Wind Energy Conversion Systems using Torque Observer

Maximum Power Point Tracking Method for PMSG-based Wind Energy Conversion Systems using Torque Observer International Journal of Applied Engineering Research ISS 0973-4562 Volue 13, uber 13 (2018) pp. 11295-11304 Research India Publications. http://www.ripublication.co Maxiu Power Point Tracking Method for

More information

Warning System of Dangerous Chemical Gas in Factory Based on Wireless Sensor Network

Warning System of Dangerous Chemical Gas in Factory Based on Wireless Sensor Network 565 A publication of CHEMICAL ENGINEERING TRANSACTIONS VOL. 59, 07 Guest Editors: Zhuo Yang, Junie Ba, Jing Pan Copyright 07, AIDIC Servizi S.r.l. ISBN 978-88-95608-49-5; ISSN 83-96 The Italian Association

More information

A Simplified Analytical Approach for Efficiency Evaluation of the Weaving Machines with Automatic Filling Repair

A Simplified Analytical Approach for Efficiency Evaluation of the Weaving Machines with Automatic Filling Repair Proceedings of the 6th SEAS International Conference on Siulation, Modelling and Optiization, Lisbon, Portugal, Septeber -4, 006 0 A Siplified Analytical Approach for Efficiency Evaluation of the eaving

More information

Spine Fin Efficiency A Three Sided Pyramidal Fin of Equilateral Triangular Cross-Sectional Area

Spine Fin Efficiency A Three Sided Pyramidal Fin of Equilateral Triangular Cross-Sectional Area Proceedings of the 006 WSEAS/IASME International Conference on Heat and Mass Transfer, Miai, Florida, USA, January 18-0, 006 (pp13-18) Spine Fin Efficiency A Three Sided Pyraidal Fin of Equilateral Triangular

More information

ANALYTICAL INVESTIGATION AND PARAMETRIC STUDY OF LATERAL IMPACT BEHAVIOR OF PRESSURIZED PIPELINES AND INFLUENCE OF INTERNAL PRESSURE

ANALYTICAL INVESTIGATION AND PARAMETRIC STUDY OF LATERAL IMPACT BEHAVIOR OF PRESSURIZED PIPELINES AND INFLUENCE OF INTERNAL PRESSURE DRAFT Proceedings of the ASME 014 International Mechanical Engineering Congress & Exposition IMECE014 Noveber 14-0, 014, Montreal, Quebec, Canada IMECE014-36371 ANALYTICAL INVESTIGATION AND PARAMETRIC

More information

DESIGN OF THE DIE PROFILE FOR THE INCREMENTAL RADIAL FORGING PROCESS *

DESIGN OF THE DIE PROFILE FOR THE INCREMENTAL RADIAL FORGING PROCESS * IJST, Transactions of Mechanical Engineering, Vol. 39, No. M1, pp 89-100 Printed in The Islaic Republic of Iran, 2015 Shira University DESIGN OF THE DIE PROFILE FOR THE INCREMENTAL RADIAL FORGING PROCESS

More information

A novel two-mode MPPT control algorithm based on comparative study of existing algorithms

A novel two-mode MPPT control algorithm based on comparative study of existing algorithms Solar Energy 76 (2004) 455 463 www.elsevier.com/locate/solener A novel two-mode MPPT control algorithm based on comparative study of existing algorithms G.J. Yu a,1, Y.S. Jung, J.Y. Choi b, *, G.S. Kim

More information

ENHANCEMENT MAXIMUM POWER POINT TRACKING OF PV SYSTEMS USING DIFFERENT ALGORITHMS

ENHANCEMENT MAXIMUM POWER POINT TRACKING OF PV SYSTEMS USING DIFFERENT ALGORITHMS Journal of Al Azhar University Engineering Sector Vol. 13, No. 49, October, 2018, 1290-1299 ENHANCEMENT MAXIMUM POWER POINT TRACKING OF PV SYSTEMS USING DIFFERENT ALGORITHMS Yasmin Gharib 1, Wagdy R. Anis

More information

SUPERIOR-ORDER CURVATURE-CORRECTED PROGRAMMABLE VOLTAGE REFERENCES

SUPERIOR-ORDER CURVATURE-CORRECTED PROGRAMMABLE VOLTAGE REFERENCES SUPEIO-ODE CUATUE-COECTED POGAMMABLE OLTAGE EFEENCES Cosin Popa e-ail: cosin@golanapubro Faculty of Electronics and Telecounications, University Politehnica of Bucharest, B dul Iuliu Maniu 1-3, Bucuresti,

More information

World Academy of Science, Engineering and Technology International Journal of Computer and Systems Engineering Vol:7, No:12, 2013

World Academy of Science, Engineering and Technology International Journal of Computer and Systems Engineering Vol:7, No:12, 2013 Performance Comparison between ĆUK and SEPIC Converters for Maximum Power Point Tracking Using Incremental Conductance Technique in Solar Power Applications James Dunia, Bakari M. M. Mwinyiwiwa 1 Abstract

More information

Department of Electronic and Optical Engineering, Ordnance Engineering College, Shijiazhuang, , China

Department of Electronic and Optical Engineering, Ordnance Engineering College, Shijiazhuang, , China 6th International Conference on Machinery, Materials, Environent, Biotechnology and Coputer (MMEBC 06) Solving Multi-Sensor Multi-Target Assignent Proble Based on Copositive Cobat Efficiency and QPSO Algorith

More information

Explicit Approximate Solution for Finding the. Natural Frequency of the Motion of Pendulum. by Using the HAM

Explicit Approximate Solution for Finding the. Natural Frequency of the Motion of Pendulum. by Using the HAM Applied Matheatical Sciences Vol. 3 9 no. 1 13-13 Explicit Approxiate Solution for Finding the Natural Frequency of the Motion of Pendulu by Using the HAM Ahad Doosthoseini * Mechanical Engineering Departent

More information

EMPIRICAL COMPLEXITY ANALYSIS OF A MILP-APPROACH FOR OPTIMIZATION OF HYBRID SYSTEMS

EMPIRICAL COMPLEXITY ANALYSIS OF A MILP-APPROACH FOR OPTIMIZATION OF HYBRID SYSTEMS EMPIRICAL COMPLEXITY ANALYSIS OF A MILP-APPROACH FOR OPTIMIZATION OF HYBRID SYSTEMS Jochen Till, Sebastian Engell, Sebastian Panek, and Olaf Stursberg Process Control Lab (CT-AST), University of Dortund,

More information

Model Fitting. CURM Background Material, Fall 2014 Dr. Doreen De Leon

Model Fitting. CURM Background Material, Fall 2014 Dr. Doreen De Leon Model Fitting CURM Background Material, Fall 014 Dr. Doreen De Leon 1 Introduction Given a set of data points, we often want to fit a selected odel or type to the data (e.g., we suspect an exponential

More information

e-companion ONLY AVAILABLE IN ELECTRONIC FORM

e-companion ONLY AVAILABLE IN ELECTRONIC FORM OPERATIONS RESEARCH doi 10.1287/opre.1070.0427ec pp. ec1 ec5 e-copanion ONLY AVAILABLE IN ELECTRONIC FORM infors 07 INFORMS Electronic Copanion A Learning Approach for Interactive Marketing to a Custoer

More information

Experimental Design For Model Discrimination And Precise Parameter Estimation In WDS Analysis

Experimental Design For Model Discrimination And Precise Parameter Estimation In WDS Analysis City University of New York (CUNY) CUNY Acadeic Works International Conference on Hydroinforatics 8-1-2014 Experiental Design For Model Discriination And Precise Paraeter Estiation In WDS Analysis Giovanna

More information

This model assumes that the probability of a gap has size i is proportional to 1/i. i.e., i log m e. j=1. E[gap size] = i P r(i) = N f t.

This model assumes that the probability of a gap has size i is proportional to 1/i. i.e., i log m e. j=1. E[gap size] = i P r(i) = N f t. CS 493: Algoriths for Massive Data Sets Feb 2, 2002 Local Models, Bloo Filter Scribe: Qin Lv Local Models In global odels, every inverted file entry is copressed with the sae odel. This work wells when

More information

Figure 1: Equivalent electric (RC) circuit of a neurons membrane

Figure 1: Equivalent electric (RC) circuit of a neurons membrane Exercise: Leaky integrate and fire odel of neural spike generation This exercise investigates a siplified odel of how neurons spike in response to current inputs, one of the ost fundaental properties of

More information

This is a repository copy of Analytical optimisation of electromagnetic design of a linear (tubular) switched reluctance motor.

This is a repository copy of Analytical optimisation of electromagnetic design of a linear (tubular) switched reluctance motor. This is a repository copy of Analytical optiisation of electroagnetic design of a linear (tubular) switched reluctance otor. White Rose Research Online URL for this paper: http://eprints.whiterose.ac.uk/907/

More information

DIRECT TORQUE CONTROL OF INDUCTION MACHINES CONSIDERING THE IRON LOSSES

DIRECT TORQUE CONTROL OF INDUCTION MACHINES CONSIDERING THE IRON LOSSES DIRECT TORQUE CONTROL OF INDUCTION MACHINES CONSIDERING THE IRON LOSSES TRUC PHAM-DINH A thesis subitted in partial fulfilent of the requireents of Liverpool John Moores University for the degree of Doctor

More information

Ştefan ŞTEFĂNESCU * is the minimum global value for the function h (x)

Ştefan ŞTEFĂNESCU * is the minimum global value for the function h (x) 7Applying Nelder Mead s Optiization Algorith APPLYING NELDER MEAD S OPTIMIZATION ALGORITHM FOR MULTIPLE GLOBAL MINIMA Abstract Ştefan ŞTEFĂNESCU * The iterative deterinistic optiization ethod could not

More information

Sliding Mode Control for Stabilizing of Boost Converter in a Solid Oxide Fuel Cell

Sliding Mode Control for Stabilizing of Boost Converter in a Solid Oxide Fuel Cell BUGARAN ACADEMY OF SCENCES CYBERNETCS AND NFORMATON TECHNOOGES Volume 13, No 4 Sofia 013 Print SSN: 1311-970; Online SSN: 1314-4081 DO: 10.478/cait-013-0060 Sliding Mode Control for Stabilizing of Boost

More information

INCREMENTAL CONDUCTANCE BASED MPPT FOR INCREASING SOLAR PANEL EFFICIENCY

INCREMENTAL CONDUCTANCE BASED MPPT FOR INCREASING SOLAR PANEL EFFICIENCY INCREMENTAL CONDUCTANCE BASED MPPT FOR INCREASING SOLAR PANEL EFFICIENCY Prof. Ajay Mendhe 1, Alambabu Siddiqui 2, Bhavana D. Bobde 3, Nikhil A. Bawane 4, Prathmesh S. Giradkar 5 Rucha P. Kawde 6 1 Assistant

More information

PAC-Bayes Analysis Of Maximum Entropy Learning

PAC-Bayes Analysis Of Maximum Entropy Learning PAC-Bayes Analysis Of Maxiu Entropy Learning John Shawe-Taylor and David R. Hardoon Centre for Coputational Statistics and Machine Learning Departent of Coputer Science University College London, UK, WC1E

More information

UNCERTAINTIES IN THE APPLICATION OF ATMOSPHERIC AND ALTITUDE CORRECTIONS AS RECOMMENDED IN IEC STANDARDS

UNCERTAINTIES IN THE APPLICATION OF ATMOSPHERIC AND ALTITUDE CORRECTIONS AS RECOMMENDED IN IEC STANDARDS Paper Published on the16th International Syposiu on High Voltage Engineering, Cape Town, South Africa, 2009 UNCERTAINTIES IN THE APPLICATION OF ATMOSPHERIC AND ALTITUDE CORRECTIONS AS RECOMMENDED IN IEC

More information

MODIFIED SERIES RESISTANCE MODEL - DETERMINATION OF MEAN CONCENTRATION BY INTEGRAL TRANSFORMATION

MODIFIED SERIES RESISTANCE MODEL - DETERMINATION OF MEAN CONCENTRATION BY INTEGRAL TRANSFORMATION MODIFIED SERIES RESISTANCE MODEL - DETERMINATION OF MEAN CONCENTRATION BY INTEGRAL TRANSFORMATION A. L. Venezuela a, R. F. Cantão a, R. S. Ongaratto b, and R. N. Haneda c a Universidade Federal de São

More information

Non-Parametric Non-Line-of-Sight Identification 1

Non-Parametric Non-Line-of-Sight Identification 1 Non-Paraetric Non-Line-of-Sight Identification Sinan Gezici, Hisashi Kobayashi and H. Vincent Poor Departent of Electrical Engineering School of Engineering and Applied Science Princeton University, Princeton,

More information

Sensorless Control of Induction Motor Drive Using SVPWM - MRAS Speed Observer

Sensorless Control of Induction Motor Drive Using SVPWM - MRAS Speed Observer Journal of Eerging Trends in Engineering and Applied Sciences (JETEAS) 2 (3): 509-513 Journal Scholarlink of Eerging Research Trends Institute in Engineering Journals, 2011 and Applied (ISSN: 2141-7016)

More information

The Wilson Model of Cortical Neurons Richard B. Wells

The Wilson Model of Cortical Neurons Richard B. Wells The Wilson Model of Cortical Neurons Richard B. Wells I. Refineents on the odgkin-uxley Model The years since odgkin s and uxley s pioneering work have produced a nuber of derivative odgkin-uxley-like

More information

CS Lecture 13. More Maximum Likelihood

CS Lecture 13. More Maximum Likelihood CS 6347 Lecture 13 More Maxiu Likelihood Recap Last tie: Introduction to axiu likelihood estiation MLE for Bayesian networks Optial CPTs correspond to epirical counts Today: MLE for CRFs 2 Maxiu Likelihood

More information

ANALYSIS OF HALL-EFFECT THRUSTERS AND ION ENGINES FOR EARTH-TO-MOON TRANSFER

ANALYSIS OF HALL-EFFECT THRUSTERS AND ION ENGINES FOR EARTH-TO-MOON TRANSFER IEPC 003-0034 ANALYSIS OF HALL-EFFECT THRUSTERS AND ION ENGINES FOR EARTH-TO-MOON TRANSFER A. Bober, M. Guelan Asher Space Research Institute, Technion-Israel Institute of Technology, 3000 Haifa, Israel

More information

CFD SIMULATION OF A MEMBRANE DISTILLATION MODULE CHANNEL

CFD SIMULATION OF A MEMBRANE DISTILLATION MODULE CHANNEL CFD SIMULATION OF A MEMBRANE DISTILLATION MODULE CHANNEL A. Cipollina *, A. Di Miceli *, J. Koschikowski, G. Micale *, L. Rizzuti * * Dipartiento di Ingegneria Chiica dei Processi e dei Materiali, Università

More information

ISSN Vol.05,Issue.10, October-2017, Pages:

ISSN Vol.05,Issue.10, October-2017, Pages: WWW.IJITECH.ORG ISSN 2321-8665 Vol.05,Issue.10, October-2017, Pages:1904-1908 Implementation of An Improved Incremental Conductance Algorithm Solar PV Panel C. SUSMITHA 1, S. VIJAYA LALITHA 2 1 PG Scholar,

More information

Optical Properties of Plasmas of High-Z Elements

Optical Properties of Plasmas of High-Z Elements Forschungszentru Karlsruhe Techni und Uwelt Wissenschaftlishe Berichte FZK Optical Properties of Plasas of High-Z Eleents V.Tolach 1, G.Miloshevsy 1, H.Würz Project Kernfusion 1 Heat and Mass Transfer

More information

Adapting the Pheromone Evaporation Rate in Dynamic Routing Problems

Adapting the Pheromone Evaporation Rate in Dynamic Routing Problems Adapting the Pheroone Evaporation Rate in Dynaic Routing Probles Michalis Mavrovouniotis and Shengxiang Yang School of Coputer Science and Inforatics, De Montfort University The Gateway, Leicester LE1

More information

Model Predictive Control Approach to Design Practical Adaptive Cruise Control for Traffic Jam

Model Predictive Control Approach to Design Practical Adaptive Cruise Control for Traffic Jam Taku Takahaa et al./international Journal of Autootive Engineering Vol.9, No.3 (218) pp.99-14 Research Paper 218495 Model Predictive Control Approach to Design Practical Adaptive Cruise Control for Traffic

More information

Protein Structure Prediction in a 210-Type Lattice Model: Parameter Optimization in the Genetic Algorithm Using Orthogonal Array

Protein Structure Prediction in a 210-Type Lattice Model: Parameter Optimization in the Genetic Algorithm Using Orthogonal Array Journal of rotein Cheistry, Vol. 8, No., 999 rotein Structure rediction in a 0-Type Lattice Model: araeter Optiization in the Genetic Algorith Using Orthogonal Array Zhirong Sun, Xiaofeng Xia, Qing Guo,

More information

Statistical Logic Cell Delay Analysis Using a Current-based Model

Statistical Logic Cell Delay Analysis Using a Current-based Model Statistical Logic Cell Delay Analysis Using a Current-based Model Hanif Fatei Shahin Nazarian Massoud Pedra Dept. of EE-Systes, University of Southern California, Los Angeles, CA 90089 {fatei, shahin,

More information

arxiv: v1 [cs.ds] 3 Feb 2014

arxiv: v1 [cs.ds] 3 Feb 2014 arxiv:40.043v [cs.ds] 3 Feb 04 A Bound on the Expected Optiality of Rando Feasible Solutions to Cobinatorial Optiization Probles Evan A. Sultani The Johns Hopins University APL evan@sultani.co http://www.sultani.co/

More information

An improved self-adaptive harmony search algorithm for joint replenishment problems

An improved self-adaptive harmony search algorithm for joint replenishment problems An iproved self-adaptive harony search algorith for joint replenishent probles Lin Wang School of Manageent, Huazhong University of Science & Technology zhoulearner@gail.co Xiaojian Zhou School of Manageent,

More information

Bipartite subgraphs and the smallest eigenvalue

Bipartite subgraphs and the smallest eigenvalue Bipartite subgraphs and the sallest eigenvalue Noga Alon Benny Sudaov Abstract Two results dealing with the relation between the sallest eigenvalue of a graph and its bipartite subgraphs are obtained.

More information

Multi-view Discriminative Manifold Embedding for Pattern Classification

Multi-view Discriminative Manifold Embedding for Pattern Classification Multi-view Discriinative Manifold Ebedding for Pattern Classification X. Wang Departen of Inforation Zhenghzou 450053, China Y. Guo Departent of Digestive Zhengzhou 450053, China Z. Wang Henan University

More information

Iranian Journal of Hydrogen & Fuel Cell 1(2017) Iranian Journal of Hydrogen & Fuel Cell IJHFC. Journal homepage://ijhfc.irost.

Iranian Journal of Hydrogen & Fuel Cell 1(2017) Iranian Journal of Hydrogen & Fuel Cell IJHFC. Journal homepage://ijhfc.irost. DOI: http://dx.doi.org/10.104/ijhfc.017.117.113 Iranian Journal of Hydrogen & Fuel Cell IJHFC Journal hoepage://ijhfc.irost.ir The effect of increasing the ultiplicity of ow elds contact surface on the

More information

Journal of Chemical and Pharmaceutical Research, 2014, 6(2): Research Article

Journal of Chemical and Pharmaceutical Research, 2014, 6(2): Research Article Available online www.jocpr.co Journal of Cheical and Pharaceutical Research, 214, 6(2):77-82 Research Article ISSN : 975-7384 CODEN(USA) : JCPRC5 Design of experients of electroigration reliability for

More information

Supervised assessment: Modelling and problem-solving task

Supervised assessment: Modelling and problem-solving task Matheatics C 2008 Saple assessent instruent and indicative student response Supervised assessent: Modelling and proble-solving tas This saple is intended to infor the design of assessent instruents in

More information

DEPARTMENT OF ECONOMETRICS AND BUSINESS STATISTICS

DEPARTMENT OF ECONOMETRICS AND BUSINESS STATISTICS ISSN 1440-771X AUSTRALIA DEPARTMENT OF ECONOMETRICS AND BUSINESS STATISTICS An Iproved Method for Bandwidth Selection When Estiating ROC Curves Peter G Hall and Rob J Hyndan Working Paper 11/00 An iproved

More information

Cinematic and Kinetic Analyses of the Slider-Crank Mechanism in Engine of MF-285 Tractor

Cinematic and Kinetic Analyses of the Slider-Crank Mechanism in Engine of MF-285 Tractor Australian Journal of Basic and Applied Sciences, 5(12): 3112-3121, 2011 ISSN 1991-8178 Cineatic and Kinetic Analyses of the Slider-Crank Mechanis in Engine of MF-285 Tractor 1 Mohaad Reza Asadi, 1 Heidar

More information

DESIGN & DEVELOPMENT OF COMBINED UNIT FOR AN AIR CONDITIONING & REFRIGERATION AND SIMULATION OF SYSTEM

DESIGN & DEVELOPMENT OF COMBINED UNIT FOR AN AIR CONDITIONING & REFRIGERATION AND SIMULATION OF SYSTEM http:// ESIGN & EVELOPMENT OF COMBINE UNIT FOR AN AIR CONITIONING & REFRIGERATION AN SIMULATION OF SYSTEM Arif O. Hannure 1, Avinash M. Patil 2 1 PG Student PVPIT, Budhgaon, Sangli. (India) 2 Vice Principal

More information

Neural Network Identifier with Iterative Learning for Turbofan Engine Rotor Speed Control System

Neural Network Identifier with Iterative Learning for Turbofan Engine Rotor Speed Control System Neural Network Identifier with Iterative earning for Turbofan Engine Rotor Speed Control Syste QIAN Kun PANG Xiangping I Bangyuan Departent of Aerial Instruent and Electric Engineering The First Aeronautical

More information

A Smoothed Boosting Algorithm Using Probabilistic Output Codes

A Smoothed Boosting Algorithm Using Probabilistic Output Codes A Soothed Boosting Algorith Using Probabilistic Output Codes Rong Jin rongjin@cse.su.edu Dept. of Coputer Science and Engineering, Michigan State University, MI 48824, USA Jian Zhang jian.zhang@cs.cu.edu

More information

THERMAL ENDURANCE OF UNREINFORCED UNSATURATED POLYESTERS AND VINYL ESTER RESINS = (1) ln = COMPOSITES & POLYCON 2009

THERMAL ENDURANCE OF UNREINFORCED UNSATURATED POLYESTERS AND VINYL ESTER RESINS = (1) ln = COMPOSITES & POLYCON 2009 Aerican Coposites Manufacturers Association January 15-17, 29 Tapa, FL USA Abstract THERMAL ENDURANCE OF UNREINFORCED UNSATURATED POLYESTERS AND VINYL ESTER RESINS by Thore M. Klaveness, Reichhold AS In

More information

On Constant Power Water-filling

On Constant Power Water-filling On Constant Power Water-filling Wei Yu and John M. Cioffi Electrical Engineering Departent Stanford University, Stanford, CA94305, U.S.A. eails: {weiyu,cioffi}@stanford.edu Abstract This paper derives

More information

Measuring Temperature with a Silicon Diode

Measuring Temperature with a Silicon Diode Measuring Teperature with a Silicon Diode Due to the high sensitivity, nearly linear response, and easy availability, we will use a 1N4148 diode for the teperature transducer in our easureents 10 Analysis

More information

The Development of a Generalised Jet Mixing Model for the Derivation of Exclusion Zones in Hazardous Area Classification

The Development of a Generalised Jet Mixing Model for the Derivation of Exclusion Zones in Hazardous Area Classification The Developent of a Generalised Jet Mixing Model for the Derivation of Exclusion Zones in Hazardous Area Classification Katherine McCobe, Peter Tait, Jason Whitley LogiCas Ltd. 33 Boundary Street, Spring

More information

A note on the multiplication of sparse matrices

A note on the multiplication of sparse matrices Cent. Eur. J. Cop. Sci. 41) 2014 1-11 DOI: 10.2478/s13537-014-0201-x Central European Journal of Coputer Science A note on the ultiplication of sparse atrices Research Article Keivan Borna 12, Sohrab Aboozarkhani

More information

HODGKIN-HUXLEY MODEL: MEMBRANE CURRENT

HODGKIN-HUXLEY MODEL: MEMBRANE CURRENT DOING PHYSICS WITH MATLAB BIOPHYSICS HODGKIN-HUXLEY MODEL: MEMBRANE CURRENT Ian Cooper School of Physics, University of Sydney ian.cooper@sydney.edu.au MATLAB SCRIPTS (download files) alpha. Function:

More information

Developed Correlations for Prediction of The Enthalpies of Saturated Vapor Liquid Coexisting Phases

Developed Correlations for Prediction of The Enthalpies of Saturated Vapor Liquid Coexisting Phases Nahrain University, College of Engineering Journal (NUCEJ) Vol.13 No.2, 2010 pp.116-128 Developed Correlations for Prediction of he Enthalpies of Saturated Vapor Liquid Coexisting Phases Mahoud Oar bdullah

More information

Intelligent Systems: Reasoning and Recognition. Perceptrons and Support Vector Machines

Intelligent Systems: Reasoning and Recognition. Perceptrons and Support Vector Machines Intelligent Systes: Reasoning and Recognition Jaes L. Crowley osig 1 Winter Seester 2018 Lesson 6 27 February 2018 Outline Perceptrons and Support Vector achines Notation...2 Linear odels...3 Lines, Planes

More information

Figure 1. Schematic of Scriber Associates Model 850C fuel cell system.

Figure 1. Schematic of Scriber Associates Model 850C fuel cell system. Objective of the fuel cell experiments: To familiarize the working principles and performance characteristics of proton exchange membrane fuel cells. Experimental Procedures Instrumentation A Scriber Associates

More information

2. Electric Current. E.M.F. of a cell is defined as the maximum potential difference between the two electrodes of the

2. Electric Current. E.M.F. of a cell is defined as the maximum potential difference between the two electrodes of the 2. Electric Current The net flow of charges through a etallic wire constitutes an electric current. Do you know who carries current? Current carriers In solid - the electrons in outerost orbit carries

More information

Available online at ScienceDirect. Energy Procedia 54 (2014 ) 11 20

Available online at  ScienceDirect. Energy Procedia 54 (2014 ) 11 20 Available online at www.sciencedirect.com ScienceDirect Energy Procedia 54 (2014 ) 11 20 4th International Conference on Advances in Energy Research 2013, ICAER 2013 An Investigation Of Incremental Conductance

More information

Optimizing energy potentials for success in protein tertiary structure prediction Ting-Lan Chiu 1 and Richard A Goldstein 1,2

Optimizing energy potentials for success in protein tertiary structure prediction Ting-Lan Chiu 1 and Richard A Goldstein 1,2 Research Paper 223 Optiizing energy potentials for success in protein tertiary structure prediction Ting-Lan Chiu 1 and Richard A Goldstein 1,2 Background: Success in solving the protein structure prediction

More information

Research in Area of Longevity of Sylphon Scraies

Research in Area of Longevity of Sylphon Scraies IOP Conference Series: Earth and Environental Science PAPER OPEN ACCESS Research in Area of Longevity of Sylphon Scraies To cite this article: Natalia Y Golovina and Svetlana Y Krivosheeva 2018 IOP Conf.

More information

About the definition of parameters and regimes of active two-port networks with variable loads on the basis of projective geometry

About the definition of parameters and regimes of active two-port networks with variable loads on the basis of projective geometry About the definition of paraeters and regies of active two-port networks with variable loads on the basis of projective geoetry PENN ALEXANDR nstitute of Electronic Engineering and Nanotechnologies "D

More information

Molecular dynamics algorithm for multiple time scales: Systems with long range forces

Molecular dynamics algorithm for multiple time scales: Systems with long range forces Molecular dynaics algorith for ultiple tie scales: Systes with long range forces Mark E. Tuckeran@ Bruce J. Berne Departent of Cheistry, Colubia University, New York, New York 10027 Glenn J. Martyna Departent

More information

Research on Power Output Characteristics of Magnetic Core in Energy Harvesting Devices

Research on Power Output Characteristics of Magnetic Core in Energy Harvesting Devices Sensors & Transducers Vol. 74 Issue 7 July 04 pp. 53-59 Sensors & Transducers 04 by IFSA Publishing S. L. http://www.sensorsportal.co Research on Power Output Characteristics of Magnetic Core in Energy

More information

2.9 Feedback and Feedforward Control

2.9 Feedback and Feedforward Control 2.9 Feedback and Feedforward Control M. F. HORDESKI (985) B. G. LIPTÁK (995) F. G. SHINSKEY (970, 2005) Feedback control is the action of oving a anipulated variable in response to a deviation or error

More information

Adaptive Congestion Control in ATM Networks

Adaptive Congestion Control in ATM Networks Aaptive Congestion Control in ATM Networks Farza Habibipour, Mehi Galily, Masou Faris, Ali Yazian Iran Telecounication Research Center, Ministry of ICT, Tehran, IRAN habibipor@itrc.ac.ir Abstract. In this

More information

REDUCTION OF FINITE ELEMENT MODELS BY PARAMETER IDENTIFICATION

REDUCTION OF FINITE ELEMENT MODELS BY PARAMETER IDENTIFICATION ISSN 139 14X INFORMATION TECHNOLOGY AND CONTROL, 008, Vol.37, No.3 REDUCTION OF FINITE ELEMENT MODELS BY PARAMETER IDENTIFICATION Riantas Barauskas, Vidantas Riavičius Departent of Syste Analysis, Kaunas

More information

WIRELESS DRIVE OF PIEZOELECTRIC COMPONENTS SATYANARAYAN BHUYAN 2011

WIRELESS DRIVE OF PIEZOELECTRIC COMPONENTS SATYANARAYAN BHUYAN 2011 WIRELESS DRIVE OF PIEZOELECTRIC COMPONENTS SATYANARAYAN BHUYAN 011 WIRELESS DRIVE OF PIEZOELECTRIC COMPONENTS SATYANARAYAN BHUYAN SCHOOL OF ELECTRICAL & ELECTRONIC ENGINEERING 011 SATYANARAYAN BHUYAN WIRELESS

More information

Efficient Filter Banks And Interpolators

Efficient Filter Banks And Interpolators Efficient Filter Banks And Interpolators A. G. DEMPSTER AND N. P. MURPHY Departent of Electronic Systes University of Westinster 115 New Cavendish St, London W1M 8JS United Kingdo Abstract: - Graphical

More information

Course Notes for EE227C (Spring 2018): Convex Optimization and Approximation

Course Notes for EE227C (Spring 2018): Convex Optimization and Approximation Course Notes for EE227C (Spring 2018): Convex Optiization and Approxiation Instructor: Moritz Hardt Eail: hardt+ee227c@berkeley.edu Graduate Instructor: Max Sichowitz Eail: sichow+ee227c@berkeley.edu October

More information

Local Maximum Ozone Concentration Prediction Using LSTM Recurrent Neural Networks

Local Maximum Ozone Concentration Prediction Using LSTM Recurrent Neural Networks Local Maxiu Ozone Concentration Prediction Using LSTM Recurrent Neural Networks Sabrine Ribeiro René Alquézar Dept. Llenguatges i Sistees Inforàtics Universitat Politècnica de Catalunya Capus Nord, Mòdul

More information

CONTINUOUS THERMODYNAMICS FINITE DIFFUSION MODEL FOR MULTICOMPONENT FUEL SPRAY EVAPORATION

CONTINUOUS THERMODYNAMICS FINITE DIFFUSION MODEL FOR MULTICOMPONENT FUEL SPRAY EVAPORATION CONTINUOUS THERMODYNAMICS FINITE DIFFUSION MODEL FOR MULTICOMPONENT FUEL SPRAY EVAPORATION Dongyao Wang 1 and Chia-fon F. Lee Departent of Theoretical and Applied Mechanics 1 Departent of Mechanical and

More information

Optimal Resource Allocation in Multicast Device-to-Device Communications Underlaying LTE Networks

Optimal Resource Allocation in Multicast Device-to-Device Communications Underlaying LTE Networks 1 Optial Resource Allocation in Multicast Device-to-Device Counications Underlaying LTE Networks Hadi Meshgi 1, Dongei Zhao 1 and Rong Zheng 2 1 Departent of Electrical and Coputer Engineering, McMaster

More information

Envelope frequency Response Function Analysis of Mechanical Structures with Uncertain Modal Damping Characteristics

Envelope frequency Response Function Analysis of Mechanical Structures with Uncertain Modal Damping Characteristics Copyright c 2007 Tech Science Press CMES, vol.22, no.2, pp.129-149, 2007 Envelope frequency Response Function Analysis of Mechanical Structures with Uncertain Modal Daping Characteristics D. Moens 1, M.

More information

SPECTRUM sensing is a core concept of cognitive radio

SPECTRUM sensing is a core concept of cognitive radio World Acadey of Science, Engineering and Technology International Journal of Electronics and Counication Engineering Vol:6, o:2, 202 Efficient Detection Using Sequential Probability Ratio Test in Mobile

More information

Using a De-Convolution Window for Operating Modal Analysis

Using a De-Convolution Window for Operating Modal Analysis Using a De-Convolution Window for Operating Modal Analysis Brian Schwarz Vibrant Technology, Inc. Scotts Valley, CA Mark Richardson Vibrant Technology, Inc. Scotts Valley, CA Abstract Operating Modal Analysis

More information

Fast Structural Similarity Search of Noncoding RNAs Based on Matched Filtering of Stem Patterns

Fast Structural Similarity Search of Noncoding RNAs Based on Matched Filtering of Stem Patterns Fast Structural Siilarity Search of Noncoding RNs Based on Matched Filtering of Ste Patterns Byung-Jun Yoon Dept. of Electrical Engineering alifornia Institute of Technology Pasadena, 91125, S Eail: bjyoon@caltech.edu

More information

th Annual IEEE Power Electronics Specialists Conference Aachen, Germany, Parallel Connection of Piezoelectric Transformers

th Annual IEEE Power Electronics Specialists Conference Aachen, Germany, Parallel Connection of Piezoelectric Transformers 004 35th Annual IEEE ower Electronics Specialists Conference Aachen, Gerany, 004 arallel Connection of iezoelectric Transforers Svetlana Bronstein, Gregory Ivensky and Sa Ben-Yaakov* ower Electronics Laboratory

More information

How and why neurons fire

How and why neurons fire How and why neurons fire 1 Neurophysiological Background The Neuron Contents: Structure Electrical Mebrane Properties Ion Channels Actionpotential Signal Propagation Synaptic Transission 2 Structure of

More information

EE5900 Spring Lecture 4 IC interconnect modeling methods Zhuo Feng

EE5900 Spring Lecture 4 IC interconnect modeling methods Zhuo Feng EE59 Spring Parallel LSI AD Algoriths Lecture I interconnect odeling ethods Zhuo Feng. Z. Feng MTU EE59 So far we ve considered only tie doain analyses We ll soon see that it is soeties preferable to odel

More information

Synergetic power optimization control of photovoltaic systems

Synergetic power optimization control of photovoltaic systems Synergetic power optimization control of photovoltaic systems Hadjira ATTOUI QUERE Laboratory, Faculty of technology University of Setif 1, Setif, Algeria Farid KHABER QUERE Laboratory, Faculty of technology

More information

Robustness Experiments for a Planar Hopping Control System

Robustness Experiments for a Planar Hopping Control System To appear in International Conference on Clibing and Walking Robots Septeber 22 Robustness Experients for a Planar Hopping Control Syste Kale Harbick and Gaurav S. Sukhate kale gaurav@robotics.usc.edu

More information

ESTIMATING AND FORMING CONFIDENCE INTERVALS FOR EXTREMA OF RANDOM POLYNOMIALS. A Thesis. Presented to. The Faculty of the Department of Mathematics

ESTIMATING AND FORMING CONFIDENCE INTERVALS FOR EXTREMA OF RANDOM POLYNOMIALS. A Thesis. Presented to. The Faculty of the Department of Mathematics ESTIMATING AND FORMING CONFIDENCE INTERVALS FOR EXTREMA OF RANDOM POLYNOMIALS A Thesis Presented to The Faculty of the Departent of Matheatics San Jose State University In Partial Fulfillent of the Requireents

More information

An Adaptive UKF Algorithm for the State and Parameter Estimations of a Mobile Robot

An Adaptive UKF Algorithm for the State and Parameter Estimations of a Mobile Robot Vol. 34, No. 1 ACTA AUTOMATICA SINICA January, 2008 An Adaptive UKF Algorith for the State and Paraeter Estiations of a Mobile Robot SONG Qi 1, 2 HAN Jian-Da 1 Abstract For iproving the estiation accuracy

More information

Celal S. Konor Release 1.1 (identical to 1.0) 3/21/08. 1-Hybrid isentropic-sigma vertical coordinate and governing equations in the free atmosphere

Celal S. Konor Release 1.1 (identical to 1.0) 3/21/08. 1-Hybrid isentropic-sigma vertical coordinate and governing equations in the free atmosphere Celal S. Konor Release. (identical to.0) 3/2/08 -Hybrid isentropic-siga vertical coordinate governing equations in the free atosphere This section describes the equations in the free atosphere of the odel.

More information

Decentralized Adaptive Control of Nonlinear Systems Using Radial Basis Neural Networks

Decentralized Adaptive Control of Nonlinear Systems Using Radial Basis Neural Networks 050 IEEE TRANSACTIONS ON AUTOMATIC CONTROL, VOL. 44, NO., NOVEMBER 999 Decentralized Adaptive Control of Nonlinear Systes Using Radial Basis Neural Networks Jeffrey T. Spooner and Kevin M. Passino Abstract

More information

Study Committee B5 Colloquium 2005 September Calgary, CANADA

Study Committee B5 Colloquium 2005 September Calgary, CANADA 36 Study oittee B olloquiu Septeber 4-6 algary, ND ero Sequence urrent opensation for Distance Protection applied to Series opensated Parallel Lines TKHRO KSE* PHL G BEUMONT Toshiba nternational (Europe

More information

A DESIGN GUIDE OF DOUBLE-LAYER CELLULAR CLADDINGS FOR BLAST ALLEVIATION

A DESIGN GUIDE OF DOUBLE-LAYER CELLULAR CLADDINGS FOR BLAST ALLEVIATION International Journal of Aerospace and Lightweight Structures Vol. 3, No. 1 (2013) 109 133 c Research Publishing Services DOI: 10.3850/S201042862013000550 A DESIGN GUIDE OF DOUBLE-LAYER CELLULAR CLADDINGS

More information

EE 434 Lecture 16. Small signal model Small signal applications in amplifier analysis and design

EE 434 Lecture 16. Small signal model Small signal applications in amplifier analysis and design EE 434 Lecture 16 Sall sinal odel Sall sinal applications in aplifier analysis and desin Quiz 13 The of an n-channel OS transistor that has a quiescent current of 5A was easured to be 10A/. If the lenth

More information

Basic overall reaction for hydrogen powering

Basic overall reaction for hydrogen powering Fuel Cell Basics Basic overall reaction for hydrogen powering 2H 2 + O 2 2H 2 O Hydrogen produces electrons, protons, heat and water PEMFC Anode reaction: H 2 2H + + 2e Cathode reaction: (½)O 2 + 2H +

More information

The Thermal Dependence and Urea Concentration Dependence of Rnase A Denaturant Transition

The Thermal Dependence and Urea Concentration Dependence of Rnase A Denaturant Transition The Theral Dependence and Urea Concentration Dependence of Rnase A Denaturant Transition Bin LI Departent of Physics & Astronoy, University of Pittsburgh, Pittsburgh, PA 15260, U.S.A Feb.20 th, 2001 Abstract:

More information

Keywords: Estimator, Bias, Mean-squared error, normality, generalized Pareto distribution

Keywords: Estimator, Bias, Mean-squared error, normality, generalized Pareto distribution Testing approxiate norality of an estiator using the estiated MSE and bias with an application to the shape paraeter of the generalized Pareto distribution J. Martin van Zyl Abstract In this work the norality

More information