Optimal Locations and Sizing of Capacitors for Voltage Stability Enhancement in Distribution Systems

Size: px
Start display at page:

Download "Optimal Locations and Sizing of Capacitors for Voltage Stability Enhancement in Distribution Systems"

Transcription

1 Optimal catins and Sizing f Capacitrs fr ltage Stability Enhancement in Distributin Systems Mhan. G Reader in Electrical Engineering Annamalai University Annamalainagar , Tamil Nadu, India. Aravindhababu. P Prfessr f Electrical Engineering, Annamalai University Annamalainagar , Tamil Nadu, India. ABSTRACT ltage instability ccurs in pwer s when the is unable t maintain an acceptable vltage prfile under an increasing lad demand and/r cnfiguratin changes. The perating cnditins f the present day distributin s are clser t the vltage stability bundaries due t the ever increasing lad demand. This paper presents a new algrithm fr ptimal lcatins and sizing f static and/r switched shunt capacitrs in rder t enhance vltage stability in additin t imprving the vltage prfile and minimising lsses. Test results n 33 and 69-nde distributin s reveal the superirity f this algrithm. Key wrds: vltage stability, radial distributin s, capacitr placement. Nmenclature l distributin line cnnected between ndes k and m resistance and reactance f linel nn r km jx km pwer lad at nde-m CP M S SI m number f ndes in the real and reactive capacitr placement vltage magnitude vltage stability vltage stability index SI f line- l r nde- m t threshld value fr SI est value f SI in the PA prpsed algrithm P km sum f real pwer lads f all the ndes beynd nde-m plus the real pwer lad f nde-m itself plus the sum f the real pwer lsses f all the branches beynd nde-m. Q km sum f reactive pwer lads f all the ndes beynd nde-m plus the reactive pwer lad f nde-m itself plus the sum f the reactive pwer lsses f all the branches beynd nde-m. Q m reactive pwer delivered by nde-m Q m reactive pwer delivered by nde-m befre cmpensatin Q Q min and max minimum and maximum reactive pwer demands repectively m net reactive pwer cmpensatin at nde- m m initial value f m k vltage magnitude at nde-k est value f M in the k km m vltage angle at nde-k k m t m m, mismatch f SI at nde- Q m additinal reactive pwer cmpensatin required at nde- m 1. INTRODUCTION Mdern pwer s are mre heavily laded than ever befre t meet the grwing demand and ne f the majr prblems assciated with such a stressed is vltage cllapse r vltage instability. ltage cllapse is characterized by a s variatin in perating pint due t increase in lads in such a way that the vltage magnitude gradually decreases until a sharp accelerated change ccurs [1]. The prblem f vltage cllapse may simply be explained as the inability f the pwer t supply the required reactive pwer r because f an excessive absrptin f the reactive pwer by the itself [2]. The prblem f vltage instability r cllapse has becme a matter f great cncern t the utilities in view f its predictin, preventin and necessary crrectins t ensure stable peratin. In recent years, the lad demand in distributin 7

2 s are sharply increasing due t ecnmical and envirnmental pressures. The perating cnditins are thus clser t the vltage stability bundaries. In additin, distributin netwrks experience frequent distinct lad changes. In certain industrial areas, it is bserved that under certain critical lading cnditins, the distributin suffers frm vltage cllapse. In 1997, the vltage instability prblem in a distributin that spread t a crrespnding transmissin caused a majr blackut in S/SE Brazilian [3]. Recently, the vltage stability (S) f radial distributin has been studied and varius vltage stability indices have been develped [-7]. Capacitrs are cmmnly used t prvide reactive pwer supprt in distributin s. The amunt f reactive cmpensatin prvided is very much linked t the placement f capacitrs in distributin feeders in the sense that it essentially determines the lcatin, size, number and type f capacitrs t be placed, as it reduces pwer and energy lsses, increases the available capacity f the feeders and imprves the feeder vltage prfile. Numerus capacitr placement (CP) methds with a view f minimising lsses have been suggested in the literature [-13]. Optimal allcatin and sizing f capacitr banks fr prfitability and vltage enhancement f P n feeders has been suggested [1]. The effect f lcatin and capacity f distributed generatin n vltage stability f distributin s has been studied [15]. Algrithms fr enhancing vltage stability f transmissin s by ptimal CP have been discussed [16-17]. A relatinship between vltage stability and lss minimisatin has been develped and the cncept f maximising vltage stability thrugh lss minimisatin has been utlined [1-19]. Measures fr enhancing vltage stability f distributin s by netwrk recnfiguratin that alters the tplgical structure f the distributin feeders by rearranging the status f switches have been suggested [20-23]. Thugh several attempts have been made t use capacitr banks fr lss minimisatin, vltage prfile imprvement, imprvement f pwer factr, etc, hardly any wrk has been reprted invlving them with a view f enhancing vltage stability f distributin s. The rapid grwth f size and expnentially increasing pwer demand at distributin level necessitate efficient and effective methdlgies t avid vltage cllapse and the cnsequent ccurrence f black-uts. This paper is thus directed twards enhancing S f distributin s thrugh the use f capacitr banks. A new algrithm that uses the SI suggested in [7], fr ptimal lcatins and sizing f static and/r switched shunt capacitrs in radial distributin fr vltage stability enhancement is prpsed in this paper. This methd imprves vltage prfile and reduces lsses in additin t enhancing vltage stability. The methd is tested n 33 and 69-nde radial distributin s and the results are presented. 2. Prpsed CP Algrithm The aim f the present wrk is t place capacitr banks at ptimal lcatins with a view t enhance vltage stability f radial distributin s. The methd uses SI suggested in [7] and ffers reactive pwer supprt at the apprpriate ndes t imprve SI values twards a fixed threshld value, which is chsen based n cnfiguratin and the perating state. The prpsed algrithm (PA) determines the number, sizes, lcatins and types fr capacitrs t be placed n a distributin in rder t enhance vltage stability. Fig. 1 Sample Distributin ine The SI, which varies between unity at n lad and zer at vltage cllapse pint, fr line-l r fr nde-m can be determined by inearising Eq. (1) and neglecting the higher rder terms (1) (2)

3 where (3) The net reactive pwer delivered by nde- m can be written as () inearising Eq. () and neglecting the higher rder terms where (5) (6) Rearranging Eq. (2) and substituting it in Eq. (5), (7) The SI at all ndes are cmputed using Eq. (1). If all these values are greater than a fixed threshld value, it indicates that the is away frm the vltage instability pint and the des nt require any reactive pwer cmpensatin; else the ndes, whse SI values are er than the threshld value, are chsen as the candidate ndes fr cmpensatin. m Hwever, the nde- having the est SI value is chsen fr CP and the additinal reactive pwer Q cmpensatin, m, t be prvided at this nde can be btained by slving Eq. (7). The calculated reactive pwer supprt is prvided at nde- m and the abve prcess is cntinued till all the SI values becme less than the threshld value. The chsen nde- m is said t be ptimal as it is the mst vulnerable nde frm vltage stability pint f view and reactive supprt at that nde ensures the t be far away frm the vltage instability pint when cmpared t prviding reactive supprt at all ther ndes ne at a time. The maximum cmpensatin at each nde is limited t the initial reactive pwer delivered by the respective nde prir t cmpensatin fr aviding ver-dimensining f the capacitr banks as, The capacitr t be installed at a specific nde may be either fixed r switched type, which is based n the minimum and maximum reactive pwer demands, and Q max () Q min in a defined perid. They are chsen t be fixed capacitrs when and switched capacitrs when have t prvide AR supprt. The algrithm f the prpsed methd is summarized as fls: 1. Read the data. 2. t Chse a fixed threshld value,. 3. Set flag 0 and m = 0 fr all the ndes. 9

4 . fr all the ndes. 5. Carryut distributin pwer f. 6. Cmpute SI values, m, at all ndes using Eq. (1). 7. Chse the nde having est value f SI,, as the sensitive nde- m fr CP. t. If, r if flag 1 fr all the candidate ndes, then g t step (10). Q 9. Slve Eq. (7) fr m and then cmpute the net cmpensatin at nde - m 10. Check fr reactive pwer cmpensatin limit: 11. If m Q m, then m Q m and set flag 1 fr nde-m t avid this nde in the subsequent cmputatins. and g t step (). 12. The ptimal lcatins fr CP are btained. Chse the nearest available value f capacitr frm the cmputed values f m. 13. Stp. Table-1 Requirement f AR cmpensatin fr 33 nde ad evel Nde-6 Nde- ight ad Medium ad 50 kar --- Full lad 1200 kar 150 kar Overlad 1350 kar 300 kar Table-2 Type and Size f Capacitr placed fr 33 nde Type Size (kar) Nde-6 Nde- Fixed N N N 1 N Switched N Table-3 Perfrmance f the PM fr 33 nde 3. Simulatin The prpsed algrithm is tested n 33 and 69-nde distributin s. The line and lad data fr these tw s are btained frm the references [2] and [22]. The pwer f suggested in [25] is used in this study. The size f the capacitr banks cnsidered in this study are 150, 300, 50, 600 and 900 kar. The results are btained fr light, medium, full and ver lad cnditins by multiplying the base-lad by a factr 0.5, 0., 1.0 and 1.1 respectively. The threshld value fr SI is taken as 0.95 fr bth s. The threshld value depends n the pwer cnfiguratin and the perating state. If this value is fixed t, it des nt ensure that the pwer will be maintained in a stable state. If this value is fixed t high, the reactive pwer t be prvided will be t excessive. 33 nde test : The minimum reactive pwer cmpensatin required t enhance vltage stability fr different lading cnditins fr 33 nde are given in Table-1. The minimum and maximum reactive pwer demands are 1150 kar and 2530 kar respectively. The size and type f capacitr banks required fr 33 nde based n the variatin f reactive pwer demands are given in Table-2. Tw fixed type f capacitr banks with a net rating f 1050 kar are permanently cnnected at nde-6 and nde- t supply reactive pwer at all lading cnditins. Switched capacitr banks ranging frm 150 kar t 300 kar are cnnected, as shwn in Table-2, t ffer additinal reactive pwer. Table-3 cmpares, and lsses befre and after CP fr different ad evel ight ad Medium ad Full lad Overla d Befre CP ss (kw ) After CP ss (kw )

5 Table- Requirement f AR cmpensatin fr 69 nde ad evel Nde-57 Nde-5 ight ad 50 kar --- Medium ad 900 kar --- Full lad 1200 kar 1050 kar Overlad 1350 kar 1350 kar Table-5 Type and Size f Capacitrs placed fr 69 nde Type Size Nde-57 Nde-5 (kar) Fixed 50 1 N N N Switched N 1 N ad evel ight ad Medium ad N Table-6 Perfrmance f the PM fr 69 nde Befre CP ss (kw) After CP ss (kw) Full lad ading cnditins: The tw fixed capacitrs, given in Table-2, thugh are nt required at lad cnditins t meet the reactive pwer demand, still serve t er the reactive burden f the and reduce the lsses frm.7 kw t 3.0 kw in additin t imprving the vltage prfile. At full lad cnditin, the est SI f befre CP is enhanced t the safe level f 0.96 besides reducing the lses frm t kw and imprving the vltage prfile. This perfrmance is btained in medium as well as ver lad cnditins as seen frm Table-3. It is therefre clear that the ptimal CP enhances vltage stability, imprves vltage prfile and reduces the lsses. 69 nde : The minimum and maximum reactive pwer demands fr 69 nde are 137 kar and 296 kar respectively. 6 The required reactive pwer cmpensatin, size and type f capacitr banks, perfrmance befre and after CP are given in Tables, 5 and 6 respectively. These results als reveal that there is significant imprvement in perfrmance in terms f vltage stability, vltage prfile and lsses.. CONCUSION A CP algrithm fr vltage stability enhancement f radial distributin has been develped. This methd finds the ptimal lcatins and determines the size and type f capacitr banks t be placed t enhance the vltage stability besides imprving the vltage prfile and reducing the lsses. The algrithm selects nly ne nde at a time Q irrespective f the size and cmpute m at the chsen nde during the iterative prcess, which invlves very simple cmputatins and hence is suitable fr practical implementatin n s f any size. 5. Acknwledgements The authrs gratefully acknwledge the authrities f Annamalai University fr the facilities ffered t carry ut this wrk. 6. REFERENCES 1. C. W. Taylr, Pwer System ltage Stability, McGraw-Hill, Inc., P. Kessel and M. Glavitch, Estimating the vltage stability f a pwer, IEEE Trans. Pwer Delivery, 196, PWRD-I (3), pp R. B. Prada.,..J. Suza, ltage stability and thermal limit: cnstraints n the maximum lading f electrical energy distributin feeders, IEE Prc. Gen. Trans and Dist., 199, l. 15 (5), pp G.B.Jasmn and.h.c.c.ee, Distributin netwrk reductin fr vltage stability analysis and lad f calculatins, Internatinal Jurnal f Electrical Pwer and Energy Systems, 1991, l. 13, N. 1, pp F. Gubina and B. Strmenik, A simple apprach t vltage stability assessment in radial netwrks, IEEE Trans. n Pwer Systems, 1997, l.12, N. 3, pp M. Chakravrty and D. Das, ltage stability analysis f radial distributin netwrks, Internatinal Jurnal f Electrical Pwer and Energy Systems, 2001, l. 23, N. 2, pp M. H. Haque, A linear vltage stability margin fr radial distributin s, Prc. IEEE PES General Meeting, Mntreal, Canada, June-2006, pp B. enkatesh and B. Ranjan, Fuzzy EP algrithm and dynamic data structure fr ptimal capacitr allcatin in radial distributin s, IEE Prc. Gen. Trans and Dist., 2006, l. 153, N. 5, pp

6 9. M.-R. Haghifam and O. P. Malik, Genetic algrithm-based apprach fr fixed and switchable capacitrs placement in distributin s with uncertainity and time varying lads, IET Gener. Transm. Distrib., 2007, l.1, N.2, pp P.. Prasad, S. Sivanagaraju and N. Sreenivasalu, A fuzzy-genetic algrithm fr ptimal capacitr placement in radial distributin s, ARPN Jurnal f Engineering and Applied Sciences, 2007, l. 2, N. 3, pp R. Srinivasa Ra and S... Narasimham, Optimal capacitr placement in a radial distributin using plant grwth simulatin algrithm, Internatinal Jurnal f Electrical Pwer and Energy Systems Engineering, 200, l. 1, N. 2, pp H. M. Khdr, F. G. Olsina, P. M. De Oliveira-De Jesus and J. M. Yusta, Maximum savings apprach fr lcatin and sizing f capacitrs in distributin s, Electric Pwer System Research, 200, l. 7, N., pp Amgad A. E-Dib, Hsam K.M. Yussef, M.M. E-Metwally and Z. Osman, Optimum AR sizing and allcatin using particle swarm ptimisatin, Electric Pwer System Research, 200, l. 77, N., pp J.C. Hernandez, A. Medina and F. Jurad, Optimal allcatin and sizing fr prfitability and vltage enhancement f P s n feeders, Renewable Energy Jurnal, 2007, l. 32, N. 10, pp N.G.A. Hemda and M. Kurrat, Distributed generatin lcatin and capacity effect n vltage stability f distributin netwrks, Annual IEEE Cnference, 200, pp M. El Arini, Optimal capacitr placement incrprating vltage stability and security ETEP, 2000, l. 10, N. 5, pp B. Jasmn and. H. C. C. ee, Maximising vltage stability in distributin netwrks via lss minimisatin, Jurnal f Electrical Pwer and Energy Systems, 1991, l. 13, N. 3, pp M. A. Kashem and M. Mghaavvemi, Maximising radial vltage stability and lad balancing via lss minimisatin in distributin netwrks, Prceedings f Energy Management and Pwer Delivery, March 199, l. 1, pp J. C. Wang, H. C. Chiang and G. R. Darling, An efficient algrithm fr real-time netwrk recnfiguratin in large scale unbalanced distributin s, IEEE Trans. n Pwer Systems, 1996, l.11, N. 1, pp M. A. Kashem,. Ganapathy and G.B.Jasmn, Netwrk recnfiguratin fr enhancement f vltage stability in distributin netwrks, IEE Prc. Gen. Trans and Dist., 2000, l. 17 (3), pp S. Sivanagaraju, N. isali,. Sankar and T. Ramana, Enhancing vltage stability f radial distributin s by netwrk recnfiguratin, Electric pwer cmpnents and s, 200, l.33, N. 5, pp N.C.Sah and K. Prasad, A fuzzy genetic apprach fr netwrk recnfiguratin t enhance vltage stability in radial distributin s, Energy Cnversin and Management, 2006, l.7, N. 1, pp B. enkatesh and R. Ranjan, Optimal radial distributin recnfiguratin using fuzzy adaptatin f evlutinary prgramming, Jurnal f Electrical Pwer and Energy Systems, 2003, l. 25, N. 10, pp P. Aravindhababu, S. Ganapathy and K. R. Nayar, A nvel technique fr the analysis f radial distributin s, Internatinal Jurnal f Electrical Pwer and Energy Systems, 2001, l. 23, N. 3, pp P. K. Satpathy, D. Das and P. B. Dutta Gupta, Critical switching f capacitrs t prevent vltage cllapse, Electric Pwer Systems Research, 200, l. 71, N. 1, pp

the results to larger systems due to prop'erties of the projection algorithm. First, the number of hidden nodes must

the results to larger systems due to prop'erties of the projection algorithm. First, the number of hidden nodes must M.E. Aggune, M.J. Dambrg, M.A. El-Sharkawi, R.J. Marks II and L.E. Atlas, "Dynamic and static security assessment f pwer systems using artificial neural netwrks", Prceedings f the NSF Wrkshp n Applicatins

More information

Optimization Programming Problems For Control And Management Of Bacterial Disease With Two Stage Growth/Spread Among Plants

Optimization Programming Problems For Control And Management Of Bacterial Disease With Two Stage Growth/Spread Among Plants Internatinal Jurnal f Engineering Science Inventin ISSN (Online): 9 67, ISSN (Print): 9 676 www.ijesi.rg Vlume 5 Issue 8 ugust 06 PP.0-07 Optimizatin Prgramming Prblems Fr Cntrl nd Management Of Bacterial

More information

Revision: August 19, E Main Suite D Pullman, WA (509) Voice and Fax

Revision: August 19, E Main Suite D Pullman, WA (509) Voice and Fax .7.4: Direct frequency dmain circuit analysis Revisin: August 9, 00 5 E Main Suite D Pullman, WA 9963 (509) 334 6306 ice and Fax Overview n chapter.7., we determined the steadystate respnse f electrical

More information

THERMAL-VACUUM VERSUS THERMAL- ATMOSPHERIC TESTS OF ELECTRONIC ASSEMBLIES

THERMAL-VACUUM VERSUS THERMAL- ATMOSPHERIC TESTS OF ELECTRONIC ASSEMBLIES PREFERRED RELIABILITY PAGE 1 OF 5 PRACTICES PRACTICE NO. PT-TE-1409 THERMAL-VACUUM VERSUS THERMAL- ATMOSPHERIC Practice: Perfrm all thermal envirnmental tests n electrnic spaceflight hardware in a flight-like

More information

Simulation of Line Outage Distribution Factors (L.O.D.F) Calculation for N-Buses System

Simulation of Line Outage Distribution Factors (L.O.D.F) Calculation for N-Buses System Simulatin f Line Outage Distributin Factrs (L.O.D.F) Calculatin fr N-Buses System Rashid H. AL-Rubayi Department f Electrical Engineering, University f Technlgy Afaneen A. Abd Department f Electrical Engineering,

More information

Design and Simulation of Dc-Dc Voltage Converters Using Matlab/Simulink

Design and Simulation of Dc-Dc Voltage Converters Using Matlab/Simulink American Jurnal f Engineering Research (AJER) 016 American Jurnal f Engineering Research (AJER) e-issn: 30-0847 p-issn : 30-0936 Vlume-5, Issue-, pp-9-36 www.ajer.rg Research Paper Open Access Design and

More information

Technical Bulletin. Generation Interconnection Procedures. Revisions to Cluster 4, Phase 1 Study Methodology

Technical Bulletin. Generation Interconnection Procedures. Revisions to Cluster 4, Phase 1 Study Methodology Technical Bulletin Generatin Intercnnectin Prcedures Revisins t Cluster 4, Phase 1 Study Methdlgy Release Date: Octber 20, 2011 (Finalizatin f the Draft Technical Bulletin released n September 19, 2011)

More information

Floating Point Method for Solving Transportation. Problems with Additional Constraints

Floating Point Method for Solving Transportation. Problems with Additional Constraints Internatinal Mathematical Frum, Vl. 6, 20, n. 40, 983-992 Flating Pint Methd fr Slving Transprtatin Prblems with Additinal Cnstraints P. Pandian and D. Anuradha Department f Mathematics, Schl f Advanced

More information

A Novel Isolated Buck-Boost Converter

A Novel Isolated Buck-Boost Converter vel slated uck-st Cnverter S-Sek Kim *,WOO-J JG,JOOG-HO SOG, Ok-K Kang, and Hee-Jn Kim ept. f Electrical Eng., Seul atinal University f Technlgy, Krea Schl f Electrical and Cmputer Eng., Hanyang University,

More information

Least Squares Optimal Filtering with Multirate Observations

Least Squares Optimal Filtering with Multirate Observations Prc. 36th Asilmar Cnf. n Signals, Systems, and Cmputers, Pacific Grve, CA, Nvember 2002 Least Squares Optimal Filtering with Multirate Observatins Charles W. herrien and Anthny H. Hawes Department f Electrical

More information

System Non-Synchronous Penetration Definition and Formulation

System Non-Synchronous Penetration Definition and Formulation System Nn-Synchrnus Penetratin Definitin and Frmulatin Operatinal Plicy 27 August 2018 Disclaimer EirGrid as the Transmissin System Operatr (TSO) fr Ireland, and SONI as the TSO fr Nrthern Ireland make

More information

Module 4: General Formulation of Electric Circuit Theory

Module 4: General Formulation of Electric Circuit Theory Mdule 4: General Frmulatin f Electric Circuit Thery 4. General Frmulatin f Electric Circuit Thery All electrmagnetic phenmena are described at a fundamental level by Maxwell's equatins and the assciated

More information

On Huntsberger Type Shrinkage Estimator for the Mean of Normal Distribution ABSTRACT INTRODUCTION

On Huntsberger Type Shrinkage Estimator for the Mean of Normal Distribution ABSTRACT INTRODUCTION Malaysian Jurnal f Mathematical Sciences 4(): 7-4 () On Huntsberger Type Shrinkage Estimatr fr the Mean f Nrmal Distributin Department f Mathematical and Physical Sciences, University f Nizwa, Sultanate

More information

Linearization of the Output of a Wheatstone Bridge for Single Active Sensor. Madhu Mohan N., Geetha T., Sankaran P. and Jagadeesh Kumar V.

Linearization of the Output of a Wheatstone Bridge for Single Active Sensor. Madhu Mohan N., Geetha T., Sankaran P. and Jagadeesh Kumar V. Linearizatin f the Output f a Wheatstne Bridge fr Single Active Sensr Madhu Mhan N., Geetha T., Sankaran P. and Jagadeesh Kumar V. Dept. f Electrical Engineering, Indian Institute f Technlgy Madras, Chennai

More information

Synchronous Motor V-Curves

Synchronous Motor V-Curves Synchrnus Mtr V-Curves 1 Synchrnus Mtr V-Curves Intrductin Synchrnus mtrs are used in applicatins such as textile mills where cnstant speed peratin is critical. Mst small synchrnus mtrs cntain squirrel

More information

1.1 The main transmission network of Eskom The classical two generator model 11

1.1 The main transmission network of Eskom The classical two generator model 11 LIST OF FIGURS Figure Page 1.1 The main transmissin netwrk f skm 4 2.1 The classical tw generatr mdel 11 2.2 Obtaining the lcatin f the electrical centre. The line cnnecting A with B represents the netwrk

More information

A Novel Electro-thermal Simulation Approach to Power IGBT Modules for Automotive Traction Applications

A Novel Electro-thermal Simulation Approach to Power IGBT Modules for Automotive Traction Applications Special Issue Recent R&D Activities f Pwer Devices fr Hybrid Electric Vehicles 27 Research Reprt A Nvel Electr-thermal Simulatin Apprach t Pwer IGBT Mdules fr Autmtive Tractin Applicatins Takashi Kjima,

More information

On Boussinesq's problem

On Boussinesq's problem Internatinal Jurnal f Engineering Science 39 (2001) 317±322 www.elsevier.cm/lcate/ijengsci On Bussinesq's prblem A.P.S. Selvadurai * Department f Civil Engineering and Applied Mechanics, McGill University,

More information

Kinetic Model Completeness

Kinetic Model Completeness 5.68J/10.652J Spring 2003 Lecture Ntes Tuesday April 15, 2003 Kinetic Mdel Cmpleteness We say a chemical kinetic mdel is cmplete fr a particular reactin cnditin when it cntains all the species and reactins

More information

Enhancing Performance of MLP/RBF Neural Classifiers via an Multivariate Data Distribution Scheme

Enhancing Performance of MLP/RBF Neural Classifiers via an Multivariate Data Distribution Scheme Enhancing Perfrmance f / Neural Classifiers via an Multivariate Data Distributin Scheme Halis Altun, Gökhan Gelen Nigde University, Electrical and Electrnics Engineering Department Nigde, Turkey haltun@nigde.edu.tr

More information

3D FE Modeling Simulation of Cold Rotary Forging with Double Symmetry Rolls X. H. Han 1, a, L. Hua 1, b, Y. M. Zhao 1, c

3D FE Modeling Simulation of Cold Rotary Forging with Double Symmetry Rolls X. H. Han 1, a, L. Hua 1, b, Y. M. Zhao 1, c Materials Science Frum Online: 2009-08-31 ISSN: 1662-9752, Vls. 628-629, pp 623-628 di:10.4028/www.scientific.net/msf.628-629.623 2009 Trans Tech Publicatins, Switzerland 3D FE Mdeling Simulatin f Cld

More information

Electric power distribution feeders are frequently subjected

Electric power distribution feeders are frequently subjected 21 nternatinal Cnference n Pwer System > REPLACE THS LNE WTH YOUR PAPER DENTFCATON NUMBER (DOUBLE-CLCK HERE TO EDT) < Lcating Fault Using Vltage Sags Prfile fr Undergrund Distributin System H. Mkhlis,

More information

Biocomputers. [edit]scientific Background

Biocomputers. [edit]scientific Background Bicmputers Frm Wikipedia, the free encyclpedia Bicmputers use systems f bilgically derived mlecules, such as DNA and prteins, t perfrm cmputatinal calculatins invlving string, retrieving, and prcessing

More information

Eric Klein and Ning Sa

Eric Klein and Ning Sa Week 12. Statistical Appraches t Netwrks: p1 and p* Wasserman and Faust Chapter 15: Statistical Analysis f Single Relatinal Netwrks There are fur tasks in psitinal analysis: 1) Define Equivalence 2) Measure

More information

WRITING THE REPORT. Organizing the report. Title Page. Table of Contents

WRITING THE REPORT. Organizing the report. Title Page. Table of Contents WRITING THE REPORT Organizing the reprt Mst reprts shuld be rganized in the fllwing manner. Smetime there is a valid reasn t include extra chapters in within the bdy f the reprt. 1. Title page 2. Executive

More information

Chapter 3: Cluster Analysis

Chapter 3: Cluster Analysis Chapter 3: Cluster Analysis } 3.1 Basic Cncepts f Clustering 3.1.1 Cluster Analysis 3.1. Clustering Categries } 3. Partitining Methds 3..1 The principle 3.. K-Means Methd 3..3 K-Medids Methd 3..4 CLARA

More information

ECE 2100 Circuit Analysis

ECE 2100 Circuit Analysis ECE 2100 Circuit Analysis Lessn 25 Chapter 9 & App B: Passive circuit elements in the phasr representatin Daniel M. Litynski, Ph.D. http://hmepages.wmich.edu/~dlitynsk/ ECE 2100 Circuit Analysis Lessn

More information

Modelling of NOLM Demultiplexers Employing Optical Soliton Control Pulse

Modelling of NOLM Demultiplexers Employing Optical Soliton Control Pulse Micwave and Optical Technlgy Letters, Vl. 1, N. 3, 1999. pp. 05-08 Mdelling f NOLM Demultiplexers Emplying Optical Slitn Cntrl Pulse Z. Ghassemly, C. Y. Cheung & A. K. Ray Electrnics Research Grup, Schl

More information

GENERAL FORMULAS FOR FLAT-TOPPED WAVEFORMS. J.e. Sprott. Plasma Studies. University of Wisconsin

GENERAL FORMULAS FOR FLAT-TOPPED WAVEFORMS. J.e. Sprott. Plasma Studies. University of Wisconsin GENERAL FORMULAS FOR FLAT-TOPPED WAVEFORMS J.e. Sprtt PLP 924 September 1984 Plasma Studies University f Wiscnsin These PLP Reprts are infrmal and preliminary and as such may cntain errrs nt yet eliminated.

More information

initially lcated away frm the data set never win the cmpetitin, resulting in a nnptimal nal cdebk, [2] [3] [4] and [5]. Khnen's Self Organizing Featur

initially lcated away frm the data set never win the cmpetitin, resulting in a nnptimal nal cdebk, [2] [3] [4] and [5]. Khnen's Self Organizing Featur Cdewrd Distributin fr Frequency Sensitive Cmpetitive Learning with One Dimensinal Input Data Aristides S. Galanpuls and Stanley C. Ahalt Department f Electrical Engineering The Ohi State University Abstract

More information

Analysis on the Stability of Reservoir Soil Slope Based on Fuzzy Artificial Neural Network

Analysis on the Stability of Reservoir Soil Slope Based on Fuzzy Artificial Neural Network Research Jurnal f Applied Sciences, Engineering and Technlgy 5(2): 465-469, 2013 ISSN: 2040-7459; E-ISSN: 2040-7467 Maxwell Scientific Organizatin, 2013 Submitted: May 08, 2012 Accepted: May 29, 2012 Published:

More information

Lead/Lag Compensator Frequency Domain Properties and Design Methods

Lead/Lag Compensator Frequency Domain Properties and Design Methods Lectures 6 and 7 Lead/Lag Cmpensatr Frequency Dmain Prperties and Design Methds Definitin Cnsider the cmpensatr (ie cntrller Fr, it is called a lag cmpensatr s K Fr s, it is called a lead cmpensatr Ntatin

More information

Computational modeling techniques

Computational modeling techniques Cmputatinal mdeling techniques Lecture 4: Mdel checing fr ODE mdels In Petre Department f IT, Åb Aademi http://www.users.ab.fi/ipetre/cmpmd/ Cntent Stichimetric matrix Calculating the mass cnservatin relatins

More information

NUROP CONGRESS PAPER CHINESE PINYIN TO CHINESE CHARACTER CONVERSION

NUROP CONGRESS PAPER CHINESE PINYIN TO CHINESE CHARACTER CONVERSION NUROP Chinese Pinyin T Chinese Character Cnversin NUROP CONGRESS PAPER CHINESE PINYIN TO CHINESE CHARACTER CONVERSION CHIA LI SHI 1 AND LUA KIM TENG 2 Schl f Cmputing, Natinal University f Singapre 3 Science

More information

Current/voltage-mode third order quadrature oscillator employing two multiple outputs CCIIs and grounded capacitors

Current/voltage-mode third order quadrature oscillator employing two multiple outputs CCIIs and grounded capacitors Indian Jurnal f Pure & Applied Physics Vl. 49 July 20 pp. 494-498 Current/vltage-mde third rder quadrature scillatr emplying tw multiple utputs CCIIs and grunded capacitrs Jiun-Wei Hrng Department f Electrnic

More information

Bicycle Generator Dump Load Control Circuit: An Op Amp Comparator with Hysteresis

Bicycle Generator Dump Load Control Circuit: An Op Amp Comparator with Hysteresis Bicycle Generatr Dump Lad Cntrl Circuit: An Op Amp Cmparatr with Hysteresis Sustainable Technlgy Educatin Prject University f Waterl http://www.step.uwaterl.ca December 1, 2009 1 Summary This dcument describes

More information

High penetration of renewable resources and the impact on power system stability. Dharshana Muthumuni

High penetration of renewable resources and the impact on power system stability. Dharshana Muthumuni High penetratin f renewable resurces and the impact n pwer system stability Dharshana Muthumuni Outline Intrductin Discussin f case studies Suth Australia system event f September 2016 System Study integratin

More information

ON THE COMPUTATIONAL DESIGN METHODS FOR IMPROOVING THE GEAR TRANSMISSION PERFORMANCES

ON THE COMPUTATIONAL DESIGN METHODS FOR IMPROOVING THE GEAR TRANSMISSION PERFORMANCES ON THE COMPUTATIONAL DESIGN METHODS FOR IMPROOVING THE GEAR TRANSMISSION PERFORMANCES Flavia Chira 1, Mihai Banica 1, Dinu Sticvici 1 1 Assc.Prf., PhD. Eng., Nrth University f Baia Mare, e-mail: Flavia.Chira@ubm.r

More information

Bootstrap Method > # Purpose: understand how bootstrap method works > obs=c(11.96, 5.03, 67.40, 16.07, 31.50, 7.73, 11.10, 22.38) > n=length(obs) >

Bootstrap Method > # Purpose: understand how bootstrap method works > obs=c(11.96, 5.03, 67.40, 16.07, 31.50, 7.73, 11.10, 22.38) > n=length(obs) > Btstrap Methd > # Purpse: understand hw btstrap methd wrks > bs=c(11.96, 5.03, 67.40, 16.07, 31.50, 7.73, 11.10, 22.38) > n=length(bs) > mean(bs) [1] 21.64625 > # estimate f lambda > lambda = 1/mean(bs);

More information

Verification of Quality Parameters of a Solar Panel and Modification in Formulae of its Series Resistance

Verification of Quality Parameters of a Solar Panel and Modification in Formulae of its Series Resistance Verificatin f Quality Parameters f a Slar Panel and Mdificatin in Frmulae f its Series Resistance Sanika Gawhane Pune-411037-India Onkar Hule Pune-411037- India Chinmy Kulkarni Pune-411037-India Ojas Pandav

More information

Broadcast Program Generation for Unordered Queries with Data Replication

Broadcast Program Generation for Unordered Queries with Data Replication Bradcast Prgram Generatin fr Unrdered Queries with Data Replicatin Jiun-Lng Huang and Ming-Syan Chen Department f Electrical Engineering Natinal Taiwan University Taipei, Taiwan, ROC E-mail: jlhuang@arbr.ee.ntu.edu.tw,

More information

Quantum Harmonic Oscillator, a computational approach

Quantum Harmonic Oscillator, a computational approach IOSR Jurnal f Applied Physics (IOSR-JAP) e-issn: 78-4861.Vlume 7, Issue 5 Ver. II (Sep. - Oct. 015), PP 33-38 www.isrjurnals Quantum Harmnic Oscillatr, a cmputatinal apprach Sarmistha Sahu, Maharani Lakshmi

More information

Sequential Allocation with Minimal Switching

Sequential Allocation with Minimal Switching In Cmputing Science and Statistics 28 (1996), pp. 567 572 Sequential Allcatin with Minimal Switching Quentin F. Stut 1 Janis Hardwick 1 EECS Dept., University f Michigan Statistics Dept., Purdue University

More information

Biplots in Practice MICHAEL GREENACRE. Professor of Statistics at the Pompeu Fabra University. Chapter 13 Offprint

Biplots in Practice MICHAEL GREENACRE. Professor of Statistics at the Pompeu Fabra University. Chapter 13 Offprint Biplts in Practice MICHAEL GREENACRE Prfessr f Statistics at the Pmpeu Fabra University Chapter 13 Offprint CASE STUDY BIOMEDICINE Cmparing Cancer Types Accrding t Gene Epressin Arrays First published:

More information

CHAPTER 3 INEQUALITIES. Copyright -The Institute of Chartered Accountants of India

CHAPTER 3 INEQUALITIES. Copyright -The Institute of Chartered Accountants of India CHAPTER 3 INEQUALITIES Cpyright -The Institute f Chartered Accuntants f India INEQUALITIES LEARNING OBJECTIVES One f the widely used decisin making prblems, nwadays, is t decide n the ptimal mix f scarce

More information

5 th grade Common Core Standards

5 th grade Common Core Standards 5 th grade Cmmn Cre Standards In Grade 5, instructinal time shuld fcus n three critical areas: (1) develping fluency with additin and subtractin f fractins, and develping understanding f the multiplicatin

More information

ENSC Discrete Time Systems. Project Outline. Semester

ENSC Discrete Time Systems. Project Outline. Semester ENSC 49 - iscrete Time Systems Prject Outline Semester 006-1. Objectives The gal f the prject is t design a channel fading simulatr. Upn successful cmpletin f the prject, yu will reinfrce yur understanding

More information

Fabrication Thermal Test. Methodology for a Safe Cask Thermal Performance

Fabrication Thermal Test. Methodology for a Safe Cask Thermal Performance ENSA (Grup SEPI) Fabricatin Thermal Test. Methdlgy fr a Safe Cask Thermal Perfrmance IAEA Internatinal Cnference n the Management f Spent Fuel frm Nuclear Pwer Reactrs An Integrated Apprach t the Back-End

More information

Supply Voltage Effects on the Operation of Residential Air Conditioning Appliances: Experimental Analysis

Supply Voltage Effects on the Operation of Residential Air Conditioning Appliances: Experimental Analysis upply Vltage Effects n the Operatin f Residential Air Cnditining Appliances: Experimental Analysis J.M. Maza Ortega 1, M. Burgs Payán 1, J.M. Rmer Grdón 2 and M. Pinilla Rdríguez 2 1 Department f Electrical

More information

Section 6-2: Simplex Method: Maximization with Problem Constraints of the Form ~

Section 6-2: Simplex Method: Maximization with Problem Constraints of the Form ~ Sectin 6-2: Simplex Methd: Maximizatin with Prblem Cnstraints f the Frm ~ Nte: This methd was develped by Gerge B. Dantzig in 1947 while n assignment t the U.S. Department f the Air Frce. Definitin: Standard

More information

A Study on Pullout Strength of Cast-in-place Anchor bolt in Concrete under High Temperature

A Study on Pullout Strength of Cast-in-place Anchor bolt in Concrete under High Temperature Transactins f the 7 th Internatinal Cnference n Structural Mechanics in Reactr Technlgy (SMiRT 7) Prague, Czech Republic, August 7 22, 23 Paper #H-2 A Study n Pullut Strength f Cast-in-place Anchr blt

More information

A Comparison of AC/DC Piezoelectric Transformer Converters with Current Doubler and Voltage Doubler Rectifiers

A Comparison of AC/DC Piezoelectric Transformer Converters with Current Doubler and Voltage Doubler Rectifiers A Cmparisn f AC/DC Piezelectric Transfrmer Cnverters with Current Dubler and ltage Dubler Rectifiers Gregry vensky, Svetlana Brnstein and Sam Ben-Yaakv* Pwer Electrnics abratry Department f Electrical

More information

Aircraft Performance - Drag

Aircraft Performance - Drag Aircraft Perfrmance - Drag Classificatin f Drag Ntes: Drag Frce and Drag Cefficient Drag is the enemy f flight and its cst. One f the primary functins f aerdynamicists and aircraft designers is t reduce

More information

UN Committee of Experts on Environmental Accounting New York, June Peter Cosier Wentworth Group of Concerned Scientists.

UN Committee of Experts on Environmental Accounting New York, June Peter Cosier Wentworth Group of Concerned Scientists. UN Cmmittee f Experts n Envirnmental Accunting New Yrk, June 2011 Peter Csier Wentwrth Grup f Cncerned Scientists Speaking Ntes Peter Csier: Directr f the Wentwrth Grup Cncerned Scientists based in Sydney,

More information

February 28, 2013 COMMENTS ON DIFFUSION, DIFFUSIVITY AND DERIVATION OF HYPERBOLIC EQUATIONS DESCRIBING THE DIFFUSION PHENOMENA

February 28, 2013 COMMENTS ON DIFFUSION, DIFFUSIVITY AND DERIVATION OF HYPERBOLIC EQUATIONS DESCRIBING THE DIFFUSION PHENOMENA February 28, 2013 COMMENTS ON DIFFUSION, DIFFUSIVITY AND DERIVATION OF HYPERBOLIC EQUATIONS DESCRIBING THE DIFFUSION PHENOMENA Mental Experiment regarding 1D randm walk Cnsider a cntainer f gas in thermal

More information

An Efficient Load Shedding Scheme from Customer s Perspective

An Efficient Load Shedding Scheme from Customer s Perspective Internatinal Jurnal f Advanced Research in Electrical, Electrnics and Instrumentatin Engineering (An ISO 3297: 2007 Certified Organizatin) Vl. 2, Issue 10, Octber 2013 An Efficient Lad Shedding Scheme

More information

OF SIMPLY SUPPORTED PLYWOOD PLATES UNDER COMBINED EDGEWISE BENDING AND COMPRESSION

OF SIMPLY SUPPORTED PLYWOOD PLATES UNDER COMBINED EDGEWISE BENDING AND COMPRESSION U. S. FOREST SERVICE RESEARCH PAPER FPL 50 DECEMBER U. S. DEPARTMENT OF AGRICULTURE FOREST SERVICE FOREST PRODUCTS LABORATORY OF SIMPLY SUPPORTED PLYWOOD PLATES UNDER COMBINED EDGEWISE BENDING AND COMPRESSION

More information

Pattern Recognition 2014 Support Vector Machines

Pattern Recognition 2014 Support Vector Machines Pattern Recgnitin 2014 Supprt Vectr Machines Ad Feelders Universiteit Utrecht Ad Feelders ( Universiteit Utrecht ) Pattern Recgnitin 1 / 55 Overview 1 Separable Case 2 Kernel Functins 3 Allwing Errrs (Sft

More information

CS 477/677 Analysis of Algorithms Fall 2007 Dr. George Bebis Course Project Due Date: 11/29/2007

CS 477/677 Analysis of Algorithms Fall 2007 Dr. George Bebis Course Project Due Date: 11/29/2007 CS 477/677 Analysis f Algrithms Fall 2007 Dr. Gerge Bebis Curse Prject Due Date: 11/29/2007 Part1: Cmparisn f Srting Algrithms (70% f the prject grade) The bjective f the first part f the assignment is

More information

, which yields. where z1. and z2

, which yields. where z1. and z2 The Gaussian r Nrmal PDF, Page 1 The Gaussian r Nrmal Prbability Density Functin Authr: Jhn M Cimbala, Penn State University Latest revisin: 11 September 13 The Gaussian r Nrmal Prbability Density Functin

More information

Chem 115 POGIL Worksheet - Week 8 Thermochemistry (Continued), Electromagnetic Radiation, and Line Spectra

Chem 115 POGIL Worksheet - Week 8 Thermochemistry (Continued), Electromagnetic Radiation, and Line Spectra Chem 115 POGIL Wrksheet - Week 8 Thermchemistry (Cntinued), Electrmagnetic Radiatin, and Line Spectra Why? As we saw last week, enthalpy and internal energy are state functins, which means that the sum

More information

A Scalable Recurrent Neural Network Framework for Model-free

A Scalable Recurrent Neural Network Framework for Model-free A Scalable Recurrent Neural Netwrk Framewrk fr Mdel-free POMDPs April 3, 2007 Zhenzhen Liu, Itamar Elhanany Machine Intelligence Lab Department f Electrical and Cmputer Engineering The University f Tennessee

More information

The blessing of dimensionality for kernel methods

The blessing of dimensionality for kernel methods fr kernel methds Building classifiers in high dimensinal space Pierre Dupnt Pierre.Dupnt@ucluvain.be Classifiers define decisin surfaces in sme feature space where the data is either initially represented

More information

Checking the resolved resonance region in EXFOR database

Checking the resolved resonance region in EXFOR database Checking the reslved resnance regin in EXFOR database Gttfried Bertn Sciété de Calcul Mathématique (SCM) Oscar Cabells OECD/NEA Data Bank JEFF Meetings - Sessin JEFF Experiments Nvember 0-4, 017 Bulgne-Billancurt,

More information

Design and Analysis of Gas Turbine Blade by Potential Flow Approach

Design and Analysis of Gas Turbine Blade by Potential Flow Approach V. Vijaya kumar et al Int. Jurnal f Engineering Research and Applicatins RESEARCH ARTICLE OPEN ACCESS Design and Analysis f Gas Turbine Blade by Ptential Flw Apprach V. Vijaya Kumar 1, R. Lalitha Narayana

More information

Relationship Between Amplifier Settling Time and Pole-Zero Placements for Second-Order Systems *

Relationship Between Amplifier Settling Time and Pole-Zero Placements for Second-Order Systems * Relatinship Between Amplifier Settling Time and Ple-Zer Placements fr Secnd-Order Systems * Mark E. Schlarmann and Randall L. Geiger Iwa State University Electrical and Cmputer Engineering Department Ames,

More information

Introduction to Smith Charts

Introduction to Smith Charts Intrductin t Smith Charts Dr. Russell P. Jedlicka Klipsch Schl f Electrical and Cmputer Engineering New Mexic State University as Cruces, NM 88003 September 2002 EE521 ecture 3 08/22/02 Smith Chart Summary

More information

Heat Management Methodology for Successful UV Processing on Heat Sensitive Substrates

Heat Management Methodology for Successful UV Processing on Heat Sensitive Substrates Heat Management Methdlgy fr Successful UV Prcessing n Heat Sensitive Substrates Juliet Midlik Prime UV Systems Abstract: Nw in 2005, UV systems pssess heat management cntrls that fine tune the exthermic

More information

3.4 Shrinkage Methods Prostate Cancer Data Example (Continued) Ridge Regression

3.4 Shrinkage Methods Prostate Cancer Data Example (Continued) Ridge Regression 3.3.4 Prstate Cancer Data Example (Cntinued) 3.4 Shrinkage Methds 61 Table 3.3 shws the cefficients frm a number f different selectin and shrinkage methds. They are best-subset selectin using an all-subsets

More information

Types of Gear Pg xxx. Spur Gear Teeth is parallel to axis of rotation Can transmit power between parallel shaft The simplest form for gear

Types of Gear Pg xxx. Spur Gear Teeth is parallel to axis of rotation Can transmit power between parallel shaft The simplest form for gear [Pg / 2] Gears Objectives. 2. 3. 4. 5. Cmpute the frces exerted n gear teeth as they rtate and transmit pwer. Use apprpriate stress analyses t determine the relatinships amng the applied frces, the gemetry

More information

Department of Electrical Engineering, University of Waterloo. Introduction

Department of Electrical Engineering, University of Waterloo. Introduction Sectin 4: Sequential Circuits Majr Tpics Types f sequential circuits Flip-flps Analysis f clcked sequential circuits Mre and Mealy machines Design f clcked sequential circuits State transitin design methd

More information

EDA Engineering Design & Analysis Ltd

EDA Engineering Design & Analysis Ltd EDA Engineering Design & Analysis Ltd THE FINITE ELEMENT METHOD A shrt tutrial giving an verview f the histry, thery and applicatin f the finite element methd. Intrductin Value f FEM Applicatins Elements

More information

NUMERICAL SIMULATION OF CHLORIDE DIFFUSION IN REINFORCED CONCRETE STRUCTURES WITH CRACKS

NUMERICAL SIMULATION OF CHLORIDE DIFFUSION IN REINFORCED CONCRETE STRUCTURES WITH CRACKS VIII Internatinal Cnference n Fracture Mechanics f Cnete and Cnete Structures FraMCS-8 J.G.M. Van Mier, G. Ruiz, C. Andrade, R.C. Yu and X.X. Zhang (Eds) NUMERICAL SIMULATION OF CHLORIDE DIFFUSION IN REINFORCED

More information

SOLUTION OF THREE-CONSTRAINT ENTROPY-BASED VELOCITY DISTRIBUTION

SOLUTION OF THREE-CONSTRAINT ENTROPY-BASED VELOCITY DISTRIBUTION SOLUTION OF THREECONSTRAINT ENTROPYBASED VELOCITY DISTRIBUTION By D. E. Barbe,' J. F. Cruise, 2 and V. P. Singh, 3 Members, ASCE ABSTRACT: A twdimensinal velcity prfile based upn the principle f maximum

More information

Determining the Accuracy of Modal Parameter Estimation Methods

Determining the Accuracy of Modal Parameter Estimation Methods Determining the Accuracy f Mdal Parameter Estimatin Methds by Michael Lee Ph.D., P.E. & Mar Richardsn Ph.D. Structural Measurement Systems Milpitas, CA Abstract The mst cmmn type f mdal testing system

More information

Evaluation of the outdoor thermal environment in redevelopment buildings in front of Osaka Station based on observations

Evaluation of the outdoor thermal environment in redevelopment buildings in front of Osaka Station based on observations Academic Article Jurnal f Heat Island Institute Internatinal Vl. 9-2 (2014) Evaluatin f the utdr thermal envirnment in redevelpment buildings in frnt f Osaka Statin based n bservatins Kentar Ayama *1 Sae

More information

SMART TESTING BOMBARDIER THOUGHTS

SMART TESTING BOMBARDIER THOUGHTS Bmbardier Inc. u ses filiales. Tus drits réservés. BOMBARDIER THOUGHTS FAA Bmbardier Wrkshp Mntreal 15-18 th September 2015 Bmbardier Inc. u ses filiales. Tus drits réservés. LEVERAGING ANALYSIS METHODS

More information

Protection of ungrounded systems using an advanced relay element

Protection of ungrounded systems using an advanced relay element ENG 460 Prtectin f ungrunded systems using an advanced relay element A reprt submitted t the schl f Engineering and Energy, Murdch University in partial fulfilment f the requirements fr the degree f Bachelr

More information

Early detection of mining truck failure by modelling its operation with neural networks classification algorithms

Early detection of mining truck failure by modelling its operation with neural networks classification algorithms RU, Rand GOLOSINSKI, T.S. Early detectin f mining truck failure by mdelling its peratin with neural netwrks classificatin algrithms. Applicatin f Cmputers and Operatins Research ill the Minerals Industries,

More information

EXPERIMENTAL STUDY ON DISCHARGE COEFFICIENT OF OUTFLOW OPENING FOR PREDICTING CROSS-VENTILATION FLOW RATE

EXPERIMENTAL STUDY ON DISCHARGE COEFFICIENT OF OUTFLOW OPENING FOR PREDICTING CROSS-VENTILATION FLOW RATE EXPERIMENTAL STUD ON DISCHARGE COEFFICIENT OF OUTFLOW OPENING FOR PREDICTING CROSS-VENTILATION FLOW RATE Tmnbu Gt, Masaaki Ohba, Takashi Kurabuchi 2, Tmyuki End 3, shihik Akamine 4, and Tshihir Nnaka 2

More information

Methods for Determination of Mean Speckle Size in Simulated Speckle Pattern

Methods for Determination of Mean Speckle Size in Simulated Speckle Pattern 0.478/msr-04-004 MEASUREMENT SCENCE REVEW, Vlume 4, N. 3, 04 Methds fr Determinatin f Mean Speckle Size in Simulated Speckle Pattern. Hamarvá, P. Šmíd, P. Hrváth, M. Hrabvský nstitute f Physics f the Academy

More information

(2) Even if such a value of k was possible, the neutrons multiply

(2) Even if such a value of k was possible, the neutrons multiply CHANGE OF REACTOR Nuclear Thery - Curse 227 POWER WTH REACTVTY CHANGE n this lessn, we will cnsider hw neutrn density, neutrn flux and reactr pwer change when the multiplicatin factr, k, r the reactivity,

More information

Series and Parallel Resonances

Series and Parallel Resonances Series and Parallel esnances Series esnance Cnsider the series circuit shwn in the frequency dmain. The input impedance is Z Vs jl jl I jc C H s esnance ccurs when the imaginary part f the transfer functin

More information

Churn Prediction using Dynamic RFM-Augmented node2vec

Churn Prediction using Dynamic RFM-Augmented node2vec Churn Predictin using Dynamic RFM-Augmented nde2vec Sandra Mitrvić, Jchen de Weerdt, Bart Baesens & Wilfried Lemahieu Department f Decisin Sciences and Infrmatin Management, KU Leuven 18 September 2017,

More information

Accreditation Information

Accreditation Information Accreditatin Infrmatin The ISSP urges members wh have achieved significant success in the field t apply fr higher levels f membership in rder t enjy the fllwing benefits: - Bth Prfessinal members and Fellws

More information

Green economic transformation in Europe: territorial performance, potentials and implications

Green economic transformation in Europe: territorial performance, potentials and implications ESPON Wrkshp: Green Ecnmy in Eurpean Regins? Green ecnmic transfrmatin in Eurpe: territrial perfrmance, ptentials and implicatins Rasmus Ole Rasmussen, NORDREGIO 29 September 2014, Brussels Green Grwth:

More information

7.0 Heat Transfer in an External Laminar Boundary Layer

7.0 Heat Transfer in an External Laminar Boundary Layer 7.0 Heat ransfer in an Eternal Laminar Bundary Layer 7. Intrductin In this chapter, we will assume: ) hat the fluid prperties are cnstant and unaffected by temperature variatins. ) he thermal & mmentum

More information

Examiner: Dr. Mohamed Elsharnoby Time: 180 min. Attempt all the following questions Solve the following five questions, and assume any missing data

Examiner: Dr. Mohamed Elsharnoby Time: 180 min. Attempt all the following questions Solve the following five questions, and assume any missing data Benha University Cllege f Engineering at Banha Department f Mechanical Eng. First Year Mechanical Subject : Fluid Mechanics M111 Date:4/5/016 Questins Fr Final Crrective Examinatin Examiner: Dr. Mhamed

More information

Jurnal Teknologi. Design Verification of Heat Exchanger for Ballast Water Treatment. Full paper

Jurnal Teknologi. Design Verification of Heat Exchanger for Ballast Water Treatment. Full paper SW FROM SYSTEMS/ BALLAST TANKS SW FROM SYSTEMS/ BALLAST TANKS Jurnal Teknlgi Full paper Design Verificatin f Heat Exchanger fr Ballast Water Treatment Raj Balaji a*, Omar Yaakb b, Faizul Amri Adnan b,

More information

A Novel Stochastic-Based Algorithm for Terrain Splitting Optimization Problem

A Novel Stochastic-Based Algorithm for Terrain Splitting Optimization Problem A Nvel Stchastic-Based Algrithm fr Terrain Splitting Optimizatin Prblem Le Hang Sn Nguyen inh Ha Abstract This paper deals with the prblem f displaying large igital Elevatin Mdel data in 3 GIS urrent appraches

More information

SEISMIC STABILITY ANALYSIS OF FOOTING ADJACENT TO SLOPES BY SLIP LINE METHOD

SEISMIC STABILITY ANALYSIS OF FOOTING ADJACENT TO SLOPES BY SLIP LINE METHOD The 4 th Wrld Cnference n Earthquake Engineering Octber -7, 008, Beijing, China SEISMIC STABILITY ANALYSIS OF FOOTING ADJACENT TO SLOPES BY SLIP LINE METHOD ABSTRACT : M. Jahanandish and M.R. Arvin Assciate

More information

A Simple Set of Test Matrices for Eigenvalue Programs*

A Simple Set of Test Matrices for Eigenvalue Programs* Simple Set f Test Matrices fr Eigenvalue Prgrams* By C. W. Gear** bstract. Sets f simple matrices f rder N are given, tgether with all f their eigenvalues and right eigenvectrs, and simple rules fr generating

More information

A Study on Applicability of Hysteretic Damper to Existing Rail Way Viaduct Structure

A Study on Applicability of Hysteretic Damper to Existing Rail Way Viaduct Structure Mem. Fac. Eng. Osaka City Univ. Vl. 49 pp. 43-49 (2008) A Study n Applicability f Hysteretic Damper t Existing Rail Way Viaduct Structure Yuki NAKATA * Hajime OHUCH**. and Hlsa TSUNOKAKE*** (Received September

More information

Pressure And Entropy Variations Across The Weak Shock Wave Due To Viscosity Effects

Pressure And Entropy Variations Across The Weak Shock Wave Due To Viscosity Effects Pressure And Entrpy Variatins Acrss The Weak Shck Wave Due T Viscsity Effects OSTAFA A. A. AHOUD Department f athematics Faculty f Science Benha University 13518 Benha EGYPT Abstract:-The nnlinear differential

More information

Dead-beat controller design

Dead-beat controller design J. Hetthéssy, A. Barta, R. Bars: Dead beat cntrller design Nvember, 4 Dead-beat cntrller design In sampled data cntrl systems the cntrller is realised by an intelligent device, typically by a PLC (Prgrammable

More information

A New Evaluation Measure. J. Joiner and L. Werner. The problems of evaluation and the needed criteria of evaluation

A New Evaluation Measure. J. Joiner and L. Werner. The problems of evaluation and the needed criteria of evaluation III-l III. A New Evaluatin Measure J. Jiner and L. Werner Abstract The prblems f evaluatin and the needed criteria f evaluatin measures in the SMART system f infrmatin retrieval are reviewed and discussed.

More information

Application Of Mealy Machine And Recurrence Relations In Cryptography

Application Of Mealy Machine And Recurrence Relations In Cryptography Applicatin Of Mealy Machine And Recurrence Relatins In Cryptgraphy P. A. Jytirmie 1, A. Chandra Sekhar 2, S. Uma Devi 3 1 Department f Engineering Mathematics, Andhra University, Visakhapatnam, IDIA 2

More information

Reactive Power Control of Isolated Wind-Diesel Hybrid Power Systems for Variable Slip

Reactive Power Control of Isolated Wind-Diesel Hybrid Power Systems for Variable Slip INDIAN INSTITUTE OF TECHNOLOGY, KHARAGUR 730, DECEMBER 79, 00 35 Reactive wer Cntrl f Islated WindDiesel Hybrid wer Systems fr Variable Slip R.C. Bansal, T.S. Bhatti, and D.. Kthari Abstract In this paper

More information

Lecture 20a. Circuit Topologies and Techniques: Opamps

Lecture 20a. Circuit Topologies and Techniques: Opamps Lecture a Circuit Tplgies and Techniques: Opamps In this lecture yu will learn: Sme circuit tplgies and techniques Intrductin t peratinal amplifiers Differential mplifier IBIS1 I BIS M VI1 vi1 Vi vi I

More information

Tree Structured Classifier

Tree Structured Classifier Tree Structured Classifier Reference: Classificatin and Regressin Trees by L. Breiman, J. H. Friedman, R. A. Olshen, and C. J. Stne, Chapman & Hall, 98. A Medical Eample (CART): Predict high risk patients

More information