Computational Analysis of IEEE 57 Bus System Using N-R Method
|
|
- Kerry Chase
- 5 years ago
- Views:
Transcription
1 Vol 4, Issue 11, November 2015 Computatioal Aalysis of IEEE 57 Bus System Usig N-R Method Pooja Sharma 1 ad Navdeep Batish 2 1 MTech Studet, Dept of EE, Sri SAI Istitute of Egieer &Techology, Pathakot, Idia 2 Assistat professor, Dept of EE, Sri SAI Istitute of Egieer &Techology, Pathakot, Idia ABSTRACT: I this research work, the power flow problem, also called as the load flow problem, has bee dealt with The load flow solutio gives the complex voltages at all the buses ad the complex power flows i the lies To obtai power flow solutio, the most popular Newto-Raphso method is used The method has bee used to obtai power flow solutios ad is tested o IEEE 57- bus distributio system I IEEE 57-bus system,, the total power geerated were 1278MW whereas the power demad were 1250MW thus a loss of 28 MW ad the optimal cost rages from 4213$/MVA-hr to 4683$/MVA-hr KEYWORDS: Power Aalysis, Bus, Computatio, MATPOWER IINTRODUCTION Load flow aalysis has the sigificat importace i the study of power systems power Power or load flow study deals with the study of various quatities of the power systems such as real power, reactive power, ad magitude of voltage ad agle of voltage Load flow study is doe o a power system to esure that geeratio supplies load ad losses From load flow study, we ca esure that bus voltage should be ear to the rated values ad the geeratio operates withi real ad reactive power limits We ca isure that trasmissio lies ad trasformers are ot overloaded The objective of load flow aalysis is i the plaig stage of ew etworks, addig ad erectio of a ew etwork to the existig substatio It gives the odal voltages ad phase agles, power ijectio at all t the buses ad power flows through itercoectig power chaels It is helpful i determiig the best locatio as well as optimal capacity of proposed geeratig statio, substatio ad ew lies It determies the voltage of the buses ad keeps withi the closed toleraces From the load flow aalysis the locatio of maximum voltage variatio ca be obtaied Due to load fluctuatios durig peak load coditios uder voltage problems also will be preset But durig some other load coditios over voltage or over load coditios may occur May types of software are available for load flow aalysis of huge power system [1] David I Su et al (1984) proposed a classical optimal power flow problem with a o separable objective fuctio ca be solved by a explicit Newto approach With this approach efficiet, robust solutios ca be obtaied for problems of ay practical size or kid [2] Paulo A N et al (2000) preseted a paper dealig with the formatio of sparse matrix formulatio for the solutio of ubalaced three-phase power systems usig the Newto Raphso method The threephase curret ijectio equatios are writte i rectagular coordiates resultig i a order 6 system of equatios [3] Ambriz-Perez (2002) preseted advaced load flow models for the static VAr compesator (SVC) The models takes ito accout the existig load flow (LF) ad optimal power flow (OPF) Newto algorithms I this paper focus is laid o the ew models depart from the geerator represetatio of the SVC ad are based istead o the variable shut susceptace cocept [4] For carryig put load flow aalysis, umbers of methods are available but the procedure ivolved is same for all ad the particular steps ivolved i load flow aalysis are preseted as: Copyright to IJAREEIE DOI: /IJAREEIE
2 Vol 4, Issue 11, November 2015 Fig 1 Steps for load flow aalysis Newto Raphso method is the best opted method for solvig o-liear load flow equatios [5] The umber of iteratios ivolved i Newto Raphso method is idepedet of umber of buses cosidered, hece power flow equatios ca be solved just i few iteratios Keepig i view all these advatages, Newto Raphso method is popularly used for load flow studies i a power system [6] I usig Newto Raphso method, a direct solver is used to solve the liear systems Basically a iterative techique is used i this method for obtaiig optimal power flow solutio Mathematical model for NR method I applicatio of the NR method, we have to first brig the equatios to be solved, to the form f(x 1, x 2 ) =0 where x 1, x2 x are the ukow variables to be determied Let us assume that the power system has 1 PV buses ad 2 PQ buses I polar coordiates the ukow variables to be determied are: (i) θ i, the agle of the complex bus voltage at bus i, at all the PV ad PQ buses This gives us ukow variables to be determied (ii) V i, the voltage magitude of bus i, at all the PQ buses This gives us 2 ukow variables to be determied Therefore the total umber of variables to be computed is , for which cosistet equatios eeds to be solved The equatios are as uder; P i = P i,spec P i,cal = 0 Q i = Q i,spec Q i,cal = 0 Where P i,spec = Specified active power at bus i Q i,spec = Specified reactive power at bus i P i, cal = Calculated value of active power usig voltage estimates Q i, cal = Calculated value of reactive power usig voltage estimates ΔP = Active power residue ΔQ = Reactive power residue Usig polar coordiate system, the voltage magitude equatio, the real ad reactive power equatios ca be expressed as: V i = V i (cos θ + j si θ) P i = V i Q i = V i j=1 j=1 V j (G ij cos θ ij + B ij si θ ij ) V j (G ij cos θ ij G ij si θ ij ) Whereθ ij = θ i θ j, which is the agle differece betwee buses i ad bus j Copyright to IJAREEIE DOI: /IJAREEIE
3 Vol 4, Issue 11, November 2015 The power flow equatios ca be expaded ito Taylor series usig Newto Raphso method as follows: θ P Q = J V V P Q = H N K L P Q = J 1 J 2 J 3 J 4 θ V D 1 V Where P = P 1 P 2 Ad Q = θ = P 1 Q 1 Q 2 Q m θ 1 θ 2 θ 1 V 1 V 2 V = V m V 1 V D = V 2 V m H is a ( 1) ( 1) matrix, ad its elemet ish ij = P i θ j N is a ( 1) m matrix, ad its elemet is N ij = V j P i V j K is a m ( 1) matrix, ad its elemet is K ij = Q i θ j L is a m m matrix, ad its elemet is L ij = V j Q i V j These parameters are the defiig oe i formig Jacobia matrix ad hece to perform load flow solutio Calculatio of P cal ad Q cal : The real ad reactive powers ca be calculated usig the followig equatios; P i,cal = P i = j =1 V i V j (G ij cos θ ij + B ij si θ ij ) P i = G ii V i 2 + V i j =1 V j (G ij cos θ ij + B ij si θ ij ) Copyright to IJAREEIE DOI: /IJAREEIE
4 Vol 4, Issue 11, November 2015 Q i,cal = Q i = j =1 Q i = B ii V i 2 + V i V j j =1 V i V j (G ij si θ ij B ij cos θ ij ) (G ij si θ ij B ij cos θ ij ) The powers are computed at ay (r+1) th iteratio by usig the voltages available from previous iteratio The elemets of the Jacobia are foud usig the above equatios as: IEEE 57 bus system The stadard IEEE 57-bus system cosists of 80 trasmissio lies; seve geerators at buses 1, 2, 3, 6, 8, 9, 12; ad 15 OLTC trasformers The reactive power sources are cosidered at bus o 18, 25 ad 53 Lie data, bus data ad the miimum ad maximum limits o cotrol variables ad depedet variables have bee adapted from official IEEE stadards ad values The total system active ad reactive power demads are pu ad 3364 pu o 100 MVA base The voltages of all load bus ad geerator bus have bee costraied withi limits of 094 pu to 106 pu Fig 2 Sigle-lie diagram of the IEEE 57 bus test system [7] Copyright to IJAREEIE DOI: /IJAREEIE
5 Vol 4, Issue 11, November 2015 II LITERATURE SURVEY Ta et al (2013) preseted a paper applyig the Newto-Raphso method based o curret ijectio ito the case of distributio etwork Firstly, the correctio equatios of these two methods have bee derived ad compared The Jacobia matrix of the traditioal Newto-Raphso must be recalculated i each iteratio, while the Newto-Raphso method based o curret ijectio oly eed recalculate the diagoal elemets of its Jacobia matrix which maily cosists of admittace matrix s elemets It reduces the computatio ad makes the programmig easier as well Based o these, their covergece properties have bee derived Both of them have the quadratic covergece; the oly differece is the coefficiets IEEE11bus system has bee used to test this method, ad compared with the traditioal Newto-Raphso method The results show the Newto-Raphso (N-R) method based o curret ijectio reliable ad effectively The distributio etwork IEEE11 case shows that with the same iitial values, the curret ijectio methods ca coverget to the upper part of the PV curve, that is the stable solutio of the system The IEEE11 case idicates the curret ijectio method is more reliable tha the traditioal Newto-Raphso [8] Wag et al (2012) exteded research o use of Newto Raphso method for load flow studies The traditioal methods, such as electricity method, the RMS curret method ad so o, i the calculatio i the process of lie loss is very depedet o load output curve of statioary coditio But power grid operatio process load curve are chagig Therefore, use commo method to calculate the lie loss there is greater error However, use improved Newto's method for grid loss calculatio, because the data collectio process of fully cosiderig load chage The method to calculate the power loss results more close to the statistical eergy loss, so that ca effectively cotrol the size of maagemet eergy loss Therefore, this method ca be used as a ew method of distributio eergy loss calculatio [9] Bijwe et al (2003) presets ew o diverget costat Jacobia Newto power flow methods Both coupled ad decoupled Jacobia versios have bee developed The o divergece feature of these methods is achieved through applicatio of optimal multiplier theory for step size adjustmet cotrol I order to verify the effectiveess of these methods results for four IEEE test systems, two Idia power systems ad a famous 11-bus ill-coditioed distributio system have bee obtaied ad compared with those obtaied with the correspodig versios of the covetioal power flows [10] IIMETHODOLOGY I preset study, load flow study of IEEE 57 bus system has bee doe usig Newto Raphso load flow algorithm The MATPOWER software has bee used to ru the algorithm To perform load flow aalysis usig Newto Raphso load flow method, the algorithm developed is as follows: To perform load flow aalysis usig Newto Raphso method, the algorithm developed is as follows: Step 1: Form the odal admittace matrix (Yij) Step 2: Assume a iitial set of bus voltage ad set bus as the referece bus as: V i = V i, spec 0 0 (at all PV buses) V i = (at all PQ buses) Step 3: Calculate the real Power P i usig the load flow equatio; 2 P G V V V G cos B si i ii i i j ij ij ij ij j1 Step 4: Calculate the reactive Power Q i usig the load flow equatio; 2 Q B V V V G si B cos i ii i i j ij ij ij ij j1 Step 5: Form the Jacobia matrix usig sub-matrices H, N K ad L Step 6: Fid the power differeces ΔP i ad Δ Q i for all i=1, 2, 3 (-1); P i = P i,spec P i,cal Q i = Q i,spec Q i,cal Step 7: Choose the tolerace values Copyright to IJAREEIE DOI: /IJAREEIE
6 Vol 4, Issue 11, November 2015 Step 8: Stop the iteratio if all ΔP i ad ΔQi are withi the tolerace values Step 9: Update the values of V i ad δ i usig the equatio x k+1 =x k + Δx k I cotext to various steps ivolved i carryig out load flow studies with Newto Raphso method, followig detailed flow chart has bee desiged: Fig 3 Detailed flow chart of Newto Raphso load flow method IIIRESULTS AND DISCUSSION Power flow results of IEEE 57 bus system iclude voltage magitudes, active ad reactive powers ad various lie losses The results obtaied ca be used to carry out further system studies Various results obtaied usig MATPOWER are show i tables below Copyright to IJAREEIE DOI: /IJAREEIE
7 Vol 4, Issue 11, November 2015 Table 1 Load flow results for IEEE 57-bus system usig N-R method Bus Voltage Geeratio Load Mag(pu) Ag(deg) P (MW) Q (MVAr) P (MW) Q (MVAr) Copyright to IJAREEIE DOI: /IJAREEIE
8 Vol 4, Issue 11, November Total: Various load flow losses ca also be computed usig N-R method which is tabulated as below: Load flow losses for IEEE 57 bus system usig N-R method Brach From To From Bus Ijectio To Bus Ijectio Power loss Q Bus Bus P (MW) Q (MVAr) P (MW) (MVAr) P (MW) Q (MVAr) Copyright to IJAREEIE DOI: /IJAREEIE
9 Vol 4, Issue 11, November Copyright to IJAREEIE DOI: /IJAREEIE
10 Vol 4, Issue 11, November Total: V CONCLUSION I this paper, a IEEE 57 based bus system for power flow is beig discussed I this experimet Newto Raphso method is studied ad discussed to evaluate the load flow coditios icludig power losses for this bus system This techique is studied usig MATPOWER simulatio software ad the results showed faster covergece with reliable results REFERENCES [1] Zia W ad Alvarado F L, Iterval arithmetic i power flow aalysis, IEEE Trasactios o Power System, Vol 7, o 3, pp , 1992 [2] Garcia P A N, Pereira J L R, Careiro S, Vader M da C, ad Martis N, Three-Phase Power Flow Calculatios Usig the Curret Ijectio Method, IEEE Trasactios o Power Systems, vol 15, pp , 2000 [3] Su D, I, Ashley B, Brewer B, Hughes A, ad William F T, "Optimal power flow by Newto approach", IEEE Trasactio o Power Apparatus ad Systems, vol 10, pp , 1984 Copyright to IJAREEIE DOI: /IJAREEIE
11 Vol 4, Issue 11, November 2015 [4] Ambriz P, H, Advaced SVC models for Newto-Raphso load flow ad Newto optimal power flow studies, IEEE Trasactios o Power Apparatus ad Systems, vol 15, pp , 2002 [5] Stagg G ad El-Abiad A, Computer Methods i Power System Aalysis, Tata McGraw-Hill, New York, 1968 [6] Heydt G, Computer Aalysis Methods for Power Systems, Macmilla Publishig, New York, 1986 [7] Paosya A ad Oswald B, Modified Newto-Raphso load flow aalysis for itegrated AC/DC power systems," i Proc Uiversities Power Egieerig Coferece, UPEC 2004, vol 3, pp , 2004 [8] Ta T, Li Y, Li Y, ad Jiag T, The Aalysis of the Covergece of Newto-Raphso Method Based o the Curret Ijectio i Distributio Network Case, i Proc Iteratioal Joural of Computer ad Electrical Egieerig, vol 5, pp , 2013 [9] Xiao mig Wag ad Zhag Li, Improved Newto s Method for Calculatio of Power Distributio Network Theory Eergy Loss, i proc 2d Iteratioal Coferece o Computer ad Iformatio Applicatio, vol6, pp , 2012 [10] Bijwe P R, Abhijith B ad Raju G KV, Robust Three phase Newto Raphso Power Flows, i Proc Fifteeth Natioal Power Systems Coferece (NPSC), IIT Bombay, pp , 2008 Copyright to IJAREEIE DOI: /IJAREEIE
DG Installation in Distribution System for Minimum Loss
DG Istallatio i Distributio System for Miimum Loss Aad K Padey Om Mishra Alat Saurabh Kumar EE, JSSATE EE, JSSATE EE, JSSATE EE, JSSATE oida,up oida,up oida,up oida,up Abstract: This paper proposes optimal
More informationECONOMIC OPERATION OF POWER SYSTEMS
ECOOMC OEATO OF OWE SYSTEMS TOUCTO Oe of the earliest applicatios of o-lie cetralized cotrol was to provide a cetral facility, to operate ecoomically, several geeratig plats supplyig the loads of the system.
More informationStudy on Coal Consumption Curve Fitting of the Thermal Power Based on Genetic Algorithm
Joural of ad Eergy Egieerig, 05, 3, 43-437 Published Olie April 05 i SciRes. http://www.scirp.org/joural/jpee http://dx.doi.org/0.436/jpee.05.34058 Study o Coal Cosumptio Curve Fittig of the Thermal Based
More informationA New Solution Method for the Finite-Horizon Discrete-Time EOQ Problem
This is the Pre-Published Versio. A New Solutio Method for the Fiite-Horizo Discrete-Time EOQ Problem Chug-Lu Li Departmet of Logistics The Hog Kog Polytechic Uiversity Hug Hom, Kowloo, Hog Kog Phoe: +852-2766-7410
More informationSection A assesses the Units Numerical Analysis 1 and 2 Section B assesses the Unit Mathematics for Applied Mathematics
X0/70 NATIONAL QUALIFICATIONS 005 MONDAY, MAY.00 PM 4.00 PM APPLIED MATHEMATICS ADVANCED HIGHER Numerical Aalysis Read carefully. Calculators may be used i this paper.. Cadidates should aswer all questios.
More informationREGRESSION (Physics 1210 Notes, Partial Modified Appendix A)
REGRESSION (Physics 0 Notes, Partial Modified Appedix A) HOW TO PERFORM A LINEAR REGRESSION Cosider the followig data poits ad their graph (Table I ad Figure ): X Y 0 3 5 3 7 4 9 5 Table : Example Data
More informationGenerating Functions for Laguerre Type Polynomials. Group Theoretic method
It. Joural of Math. Aalysis, Vol. 4, 2010, o. 48, 257-266 Geeratig Fuctios for Laguerre Type Polyomials α of Two Variables L ( xy, ) by Usig Group Theoretic method Ajay K. Shula* ad Sriata K. Meher** *Departmet
More informationChapter 9: Numerical Differentiation
178 Chapter 9: Numerical Differetiatio Numerical Differetiatio Formulatio of equatios for physical problems ofte ivolve derivatives (rate-of-chage quatities, such as velocity ad acceleratio). Numerical
More informationOpen Circuit Fault Analysis of Electrical Power System Using MATLAB
Ope Circuit Fault Aalysis of Electrical Power System Usig MATLAB Daljeet Kaur Departmet of Electrical Egieerig GZSPTU Campus, Bathida, Idia Dr. S. K. Bath Departmet of Electrical Egieerig GZSPTU Campus,
More informationChapter 9 - CD companion 1. A Generic Implementation; The Common-Merge Amplifier. 1 τ is. ω ch. τ io
Chapter 9 - CD compaio CHAPTER NINE CD-9.2 CD-9.2. Stages With Voltage ad Curret Gai A Geeric Implemetatio; The Commo-Merge Amplifier The advaced method preseted i the text for approximatig cutoff frequecies
More informationANALYSIS OF EXPERIMENTAL ERRORS
ANALYSIS OF EXPERIMENTAL ERRORS All physical measuremets ecoutered i the verificatio of physics theories ad cocepts are subject to ucertaities that deped o the measurig istrumets used ad the coditios uder
More informationComparison Study of Series Approximation. and Convergence between Chebyshev. and Legendre Series
Applied Mathematical Scieces, Vol. 7, 03, o. 6, 3-337 HIKARI Ltd, www.m-hikari.com http://d.doi.org/0.988/ams.03.3430 Compariso Study of Series Approimatio ad Covergece betwee Chebyshev ad Legedre Series
More informationTHE SOLUTION OF NONLINEAR EQUATIONS f( x ) = 0.
THE SOLUTION OF NONLINEAR EQUATIONS f( ) = 0. Noliear Equatio Solvers Bracketig. Graphical. Aalytical Ope Methods Bisectio False Positio (Regula-Falsi) Fied poit iteratio Newto Raphso Secat The root of
More informationSome New Iterative Methods for Solving Nonlinear Equations
World Applied Scieces Joural 0 (6): 870-874, 01 ISSN 1818-495 IDOSI Publicatios, 01 DOI: 10.589/idosi.wasj.01.0.06.830 Some New Iterative Methods for Solvig Noliear Equatios Muhammad Aslam Noor, Khalida
More informationDirection of Arrival Estimation Method in Underdetermined Condition Zhang Youzhi a, Li Weibo b, Wang Hanli c
4th Iteratioal Coferece o Advaced Materials ad Iformatio Techology Processig (AMITP 06) Directio of Arrival Estimatio Method i Uderdetermied Coditio Zhag Youzhi a, Li eibo b, ag Hali c Naval Aeroautical
More informationRank Modulation with Multiplicity
Rak Modulatio with Multiplicity Axiao (Adrew) Jiag Computer Sciece ad Eg. Dept. Texas A&M Uiversity College Statio, TX 778 ajiag@cse.tamu.edu Abstract Rak modulatio is a scheme that uses the relative order
More informationIP Reference guide for integer programming formulations.
IP Referece guide for iteger programmig formulatios. by James B. Orli for 15.053 ad 15.058 This documet is iteded as a compact (or relatively compact) guide to the formulatio of iteger programs. For more
More informationThe Method of Least Squares. To understand least squares fitting of data.
The Method of Least Squares KEY WORDS Curve fittig, least square GOAL To uderstad least squares fittig of data To uderstad the least squares solutio of icosistet systems of liear equatios 1 Motivatio Curve
More informationCHAPTER 10 INFINITE SEQUENCES AND SERIES
CHAPTER 10 INFINITE SEQUENCES AND SERIES 10.1 Sequeces 10.2 Ifiite Series 10.3 The Itegral Tests 10.4 Compariso Tests 10.5 The Ratio ad Root Tests 10.6 Alteratig Series: Absolute ad Coditioal Covergece
More informationPC5215 Numerical Recipes with Applications - Review Problems
PC55 Numerical Recipes with Applicatios - Review Problems Give the IEEE 754 sigle precisio bit patter (biary or he format) of the followig umbers: 0 0 05 00 0 00 Note that it has 8 bits for the epoet,
More informationA Block Cipher Using Linear Congruences
Joural of Computer Sciece 3 (7): 556-560, 2007 ISSN 1549-3636 2007 Sciece Publicatios A Block Cipher Usig Liear Cogrueces 1 V.U.K. Sastry ad 2 V. Jaaki 1 Academic Affairs, Sreeidhi Istitute of Sciece &
More informationResearch Article A New Second-Order Iteration Method for Solving Nonlinear Equations
Abstract ad Applied Aalysis Volume 2013, Article ID 487062, 4 pages http://dx.doi.org/10.1155/2013/487062 Research Article A New Secod-Order Iteratio Method for Solvig Noliear Equatios Shi Mi Kag, 1 Arif
More informationMATHEMATICS. The assessment objectives of the Compulsory Part are to test the candidates :
MATHEMATICS INTRODUCTION The public assessmet of this subject is based o the Curriculum ad Assessmet Guide (Secodary 4 6) Mathematics joitly prepared by the Curriculum Developmet Coucil ad the Hog Kog
More informationLive Line Measuring the Parameters of 220 kv Transmission Lines with Mutual Inductance in Hainan Power Grid
Egieerig, 213, 5, 146-151 doi:1.4236/eg.213.51b27 Published Olie Jauary 213 (http://www.scirp.org/joural/eg) Live Lie Measurig the Parameters of 22 kv Trasmissio Lies with Mutual Iductace i Haia Power
More informationSimilarity Solutions to Unsteady Pseudoplastic. Flow Near a Moving Wall
Iteratioal Mathematical Forum, Vol. 9, 04, o. 3, 465-475 HIKARI Ltd, www.m-hikari.com http://dx.doi.org/0.988/imf.04.48 Similarity Solutios to Usteady Pseudoplastic Flow Near a Movig Wall W. Robi Egieerig
More informationTHE KALMAN FILTER RAUL ROJAS
THE KALMAN FILTER RAUL ROJAS Abstract. This paper provides a getle itroductio to the Kalma filter, a umerical method that ca be used for sesor fusio or for calculatio of trajectories. First, we cosider
More informationA NEW APPROACH TO SOLVE AN UNBALANCED ASSIGNMENT PROBLEM
A NEW APPROACH TO SOLVE AN UNBALANCED ASSIGNMENT PROBLEM *Kore B. G. Departmet Of Statistics, Balwat College, VITA - 415 311, Dist.: Sagli (M. S.). Idia *Author for Correspodece ABSTRACT I this paper I
More informationNotes on iteration and Newton s method. Iteration
Notes o iteratio ad Newto s method Iteratio Iteratio meas doig somethig over ad over. I our cotet, a iteratio is a sequece of umbers, vectors, fuctios, etc. geerated by a iteratio rule of the type 1 f
More informationInteger Linear Programming
Iteger Liear Programmig Itroductio Iteger L P problem (P) Mi = s. t. a = b i =,, m = i i 0, iteger =,, c Eemple Mi z = 5 s. t. + 0 0, 0, iteger F(P) = feasible domai of P Itroductio Iteger L P problem
More informationEstimation of Backward Perturbation Bounds For Linear Least Squares Problem
dvaced Sciece ad Techology Letters Vol.53 (ITS 4), pp.47-476 http://dx.doi.org/.457/astl.4.53.96 Estimatio of Bacward Perturbatio Bouds For Liear Least Squares Problem Xixiu Li School of Natural Scieces,
More informationENGI 4421 Confidence Intervals (Two Samples) Page 12-01
ENGI 44 Cofidece Itervals (Two Samples) Page -0 Two Sample Cofidece Iterval for a Differece i Populatio Meas [Navidi sectios 5.4-5.7; Devore chapter 9] From the cetral limit theorem, we kow that, for sufficietly
More information-ORDER CONVERGENCE FOR FINDING SIMPLE ROOT OF A POLYNOMIAL EQUATION
NEW NEWTON-TYPE METHOD WITH k -ORDER CONVERGENCE FOR FINDING SIMPLE ROOT OF A POLYNOMIAL EQUATION R. Thukral Padé Research Cetre, 39 Deaswood Hill, Leeds West Yorkshire, LS7 JS, ENGLAND ABSTRACT The objective
More informationHigher-order iterative methods by using Householder's method for solving certain nonlinear equations
Math Sci Lett, No, 7- ( 7 Mathematical Sciece Letters A Iteratioal Joural http://dxdoiorg/785/msl/5 Higher-order iterative methods by usig Householder's method for solvig certai oliear equatios Waseem
More information1 1 2 = show that: over variables x and y. [2 marks] Write down necessary conditions involving first and second-order partial derivatives for ( x0, y
Questio (a) A square matrix A= A is called positive defiite if the quadratic form waw > 0 for every o-zero vector w [Note: Here (.) deotes the traspose of a matrix or a vector]. Let 0 A = 0 = show that:
More information6.3 Testing Series With Positive Terms
6.3. TESTING SERIES WITH POSITIVE TERMS 307 6.3 Testig Series With Positive Terms 6.3. Review of what is kow up to ow I theory, testig a series a i for covergece amouts to fidig the i= sequece of partial
More informationAlgebra of Least Squares
October 19, 2018 Algebra of Least Squares Geometry of Least Squares Recall that out data is like a table [Y X] where Y collects observatios o the depedet variable Y ad X collects observatios o the k-dimesioal
More informationRoot Finding COS 323
Root Fidig COS 323 Remider Sig up for Piazza Assigmet 0 is posted, due Tue 9/25 Last time.. Floatig poit umbers ad precisio Machie epsilo Sources of error Sesitivity ad coditioig Stability ad accuracy
More informationFor example suppose we divide the interval [0,2] into 5 equal subintervals of length
Math 1206 Calculus Sec 1: Estimatig with Fiite Sums Abbreviatios: wrt with respect to! for all! there exists! therefore Def defiitio Th m Theorem sol solutio! perpedicular iff or! if ad oly if pt poit
More informationTwo-step Extrapolated Newton s Method with High Efficiency Index
Jour of Adv Research i Damical & Cotrol Systems Vol. 9 No. 017 Two-step Etrapolated Newto s Method with High Efficiecy Ide V.B. Kumar Vatti Dept. of Egieerig Mathematics Adhra Uiversity Visakhapatam Idia.
More informationGoal. Adaptive Finite Element Methods for Non-Stationary Convection-Diffusion Problems. Outline. Differential Equation
Goal Adaptive Fiite Elemet Methods for No-Statioary Covectio-Diffusio Problems R. Verfürth Ruhr-Uiversität Bochum www.ruhr-ui-bochum.de/um1 Tübige / July 0th, 017 Preset space-time adaptive fiite elemet
More informationA statistical method to determine sample size to estimate characteristic value of soil parameters
A statistical method to determie sample size to estimate characteristic value of soil parameters Y. Hojo, B. Setiawa 2 ad M. Suzuki 3 Abstract Sample size is a importat factor to be cosidered i determiig
More informationThe improvement of the volume ratio measurement method in static expansion vacuum system
Available olie at www.sciecedirect.com Physics Procedia 32 (22 ) 492 497 8 th Iteratioal Vacuum Cogress The improvemet of the volume ratio measuremet method i static expasio vacuum system Yu Hogya*, Wag
More informationA collocation method for singular integral equations with cosecant kernel via Semi-trigonometric interpolation
Iteratioal Joural of Mathematics Research. ISSN 0976-5840 Volume 9 Number 1 (017) pp. 45-51 Iteratioal Research Publicatio House http://www.irphouse.com A collocatio method for sigular itegral equatios
More informationStability Analysis of the Euler Discretization for SIR Epidemic Model
Stability Aalysis of the Euler Discretizatio for SIR Epidemic Model Agus Suryato Departmet of Mathematics, Faculty of Scieces, Brawijaya Uiversity, Jl Vetera Malag 6545 Idoesia Abstract I this paper we
More informationControl Charts for Mean for Non-Normally Correlated Data
Joural of Moder Applied Statistical Methods Volume 16 Issue 1 Article 5 5-1-017 Cotrol Charts for Mea for No-Normally Correlated Data J. R. Sigh Vikram Uiversity, Ujjai, Idia Ab Latif Dar School of Studies
More informationChapter 6 Overview: Sequences and Numerical Series. For the purposes of AP, this topic is broken into four basic subtopics:
Chapter 6 Overview: Sequeces ad Numerical Series I most texts, the topic of sequeces ad series appears, at first, to be a side topic. There are almost o derivatives or itegrals (which is what most studets
More informationOBJECTIVES. Chapter 1 INTRODUCTION TO INSTRUMENTATION FUNCTION AND ADVANTAGES INTRODUCTION. At the end of this chapter, students should be able to:
OBJECTIVES Chapter 1 INTRODUCTION TO INSTRUMENTATION At the ed of this chapter, studets should be able to: 1. Explai the static ad dyamic characteristics of a istrumet. 2. Calculate ad aalyze the measuremet
More informationOptimally Sparse SVMs
A. Proof of Lemma 3. We here prove a lower boud o the umber of support vectors to achieve geeralizatio bouds of the form which we cosider. Importatly, this result holds ot oly for liear classifiers, but
More informationDIGITAL MEASUREMENT OF POWER SYSTEM HARMONIC MAGNITUDE AND PHASE ANGLE
DIGIL MESUREMEN OF POWER SYSEM HRMONIC MGNIUDE ND PHSE NGLE R Micheletti (, R Pieri ( ( Departmet of Electrical Systems ad utomatio, Uiversity of Pisa, Via Diotisalvi, I-566 Pisa, Italy Phoe +39 5 565,
More informationMath 113 Exam 3 Practice
Math Exam Practice Exam will cover.-.9. This sheet has three sectios. The first sectio will remid you about techiques ad formulas that you should kow. The secod gives a umber of practice questios for you
More informationNUMERICAL METHOD FOR SINGULARLY PERTURBED DELAY PARABOLIC PARTIAL DIFFERENTIAL EQUATIONS
THERMAL SCIENCE, Year 07, Vol., No. 4, pp. 595-599 595 NUMERICAL METHOD FOR SINGULARLY PERTURBED DELAY PARABOLIC PARTIAL DIFFERENTIAL EQUATIONS by Yula WANG *, Da TIAN, ad Zhiyua LI Departmet of Mathematics,
More informationChapter 7: Numerical Series
Chapter 7: Numerical Series Chapter 7 Overview: Sequeces ad Numerical Series I most texts, the topic of sequeces ad series appears, at first, to be a side topic. There are almost o derivatives or itegrals
More informationMathematical Modeling of Optimum 3 Step Stress Accelerated Life Testing for Generalized Pareto Distribution
America Joural of Theoretical ad Applied Statistics 05; 4(: 6-69 Published olie May 8, 05 (http://www.sciecepublishiggroup.com/j/ajtas doi: 0.648/j.ajtas.05040. ISSN: 6-8999 (Prit; ISSN: 6-9006 (Olie Mathematical
More informationSession 5. (1) Principal component analysis and Karhunen-Loève transformation
200 Autum semester Patter Iformatio Processig Topic 2 Image compressio by orthogoal trasformatio Sessio 5 () Pricipal compoet aalysis ad Karhue-Loève trasformatio Topic 2 of this course explais the image
More informationModule 5 EMBEDDED WAVELET CODING. Version 2 ECE IIT, Kharagpur
Module 5 EMBEDDED WAVELET CODING Versio ECE IIT, Kharagpur Lesso 4 SPIHT algorithm Versio ECE IIT, Kharagpur Istructioal Objectives At the ed of this lesso, the studets should be able to:. State the limitatios
More informationModified Decomposition Method by Adomian and. Rach for Solving Nonlinear Volterra Integro- Differential Equations
Noliear Aalysis ad Differetial Equatios, Vol. 5, 27, o. 4, 57-7 HIKARI Ltd, www.m-hikari.com https://doi.org/.2988/ade.27.62 Modified Decompositio Method by Adomia ad Rach for Solvig Noliear Volterra Itegro-
More informationSection 1 of Unit 03 (Pure Mathematics 3) Algebra
Sectio 1 of Uit 0 (Pure Mathematics ) Algebra Recommeded Prior Kowledge Studets should have studied the algebraic techiques i Pure Mathematics 1. Cotet This Sectio should be studied early i the course
More informationActivity 3: Length Measurements with the Four-Sided Meter Stick
Activity 3: Legth Measuremets with the Four-Sided Meter Stick OBJECTIVE: The purpose of this experimet is to study errors ad the propagatio of errors whe experimetal data derived usig a four-sided meter
More informationSome properties of Boubaker polynomials and applications
Some properties of Boubaker polyomials ad applicatios Gradimir V. Milovaović ad Duša Joksimović Citatio: AIP Cof. Proc. 179, 1050 (2012); doi: 10.1063/1.756326 View olie: http://dx.doi.org/10.1063/1.756326
More informationDefinitions and Theorems. where x are the decision variables. c, b, and a are constant coefficients.
Defiitios ad Theorems Remember the scalar form of the liear programmig problem, Miimize, Subject to, f(x) = c i x i a 1i x i = b 1 a mi x i = b m x i 0 i = 1,2,, where x are the decisio variables. c, b,
More informationOptimization Methods MIT 2.098/6.255/ Final exam
Optimizatio Methods MIT 2.098/6.255/15.093 Fial exam Date Give: December 19th, 2006 P1. [30 pts] Classify the followig statemets as true or false. All aswers must be well-justified, either through a short
More informationThe target reliability and design working life
Safety ad Security Egieerig IV 161 The target reliability ad desig workig life M. Holický Kloker Istitute, CTU i Prague, Czech Republic Abstract Desig workig life ad target reliability levels recommeded
More informationInversion of Earthquake Rupture Process:Theory and Applications
Iversio of Earthquake Rupture Process:Theory ad Applicatios Yu-tai CHEN 12 * Yog ZHANG 12 Li-sheg XU 2 1School of the Earth ad Space Scieces, Pekig Uiversity, Beijig 1871 2Istitute of Geophysics, Chia
More informationA numerical Technique Finite Volume Method for Solving Diffusion 2D Problem
The Iteratioal Joural Of Egieerig d Sciece (IJES) Volume 4 Issue 10 Pages PP -35-41 2015 ISSN (e): 2319 1813 ISSN (p): 2319 1805 umerical Techique Fiite Volume Method for Solvig Diffusio 2D Problem 1 Mohammed
More informationAppendix: The Laplace Transform
Appedix: The Laplace Trasform The Laplace trasform is a powerful method that ca be used to solve differetial equatio, ad other mathematical problems. Its stregth lies i the fact that it allows the trasformatio
More informationME NUMERICAL METHODS Fall 2007
ME - 310 NUMERICAL METHODS Fall 2007 Group 02 Istructor: Prof. Dr. Eres Söylemez (Rm C205, email:eres@metu.edu.tr ) Class Hours ad Room: Moday 13:40-15:30 Rm: B101 Wedesday 12:40-13:30 Rm: B103 Course
More information*X203/701* X203/701. APPLIED MATHEMATICS ADVANCED HIGHER Numerical Analysis. Read carefully
X0/70 NATIONAL QUALIFICATIONS 006 MONDAY, MAY.00 PM.00 PM APPLIED MATHEMATICS ADVANCED HIGHER Numerical Aalysis Read carefully. Calculators may be used i this paper.. Cadidates should aswer all questios.
More informationU8L1: Sec Equations of Lines in R 2
MCVU U8L: Sec. 8.9. Equatios of Lies i R Review of Equatios of a Straight Lie (-D) Cosider the lie passig through A (-,) with slope, as show i the diagram below. I poit slope form, the equatio of the lie
More informationChapter 10: Power Series
Chapter : Power Series 57 Chapter Overview: Power Series The reaso series are part of a Calculus course is that there are fuctios which caot be itegrated. All power series, though, ca be itegrated because
More informationThis is an introductory course in Analysis of Variance and Design of Experiments.
1 Notes for M 384E, Wedesday, Jauary 21, 2009 (Please ote: I will ot pass out hard-copy class otes i future classes. If there are writte class otes, they will be posted o the web by the ight before class
More informationEllipsoid Method for Linear Programming made simple
Ellipsoid Method for Liear Programmig made simple Sajeev Saxea Dept. of Computer Sciece ad Egieerig, Idia Istitute of Techology, Kapur, INDIA-08 06 December 3, 07 Abstract I this paper, ellipsoid method
More informationNUMERICAL METHODS FOR SOLVING EQUATIONS
Mathematics Revisio Guides Numerical Methods for Solvig Equatios Page 1 of 11 M.K. HOME TUITION Mathematics Revisio Guides Level: GCSE Higher Tier NUMERICAL METHODS FOR SOLVING EQUATIONS Versio:. Date:
More information15.081J/6.251J Introduction to Mathematical Programming. Lecture 21: Primal Barrier Interior Point Algorithm
508J/65J Itroductio to Mathematical Programmig Lecture : Primal Barrier Iterior Poit Algorithm Outlie Barrier Methods Slide The Cetral Path 3 Approximatig the Cetral Path 4 The Primal Barrier Algorithm
More informationTeaching Mathematics Concepts via Computer Algebra Systems
Iteratioal Joural of Mathematics ad Statistics Ivetio (IJMSI) E-ISSN: 4767 P-ISSN: - 4759 Volume 4 Issue 7 September. 6 PP-- Teachig Mathematics Cocepts via Computer Algebra Systems Osama Ajami Rashaw,
More informationTopic 5 [434 marks] (i) Find the range of values of n for which. (ii) Write down the value of x dx in terms of n, when it does exist.
Topic 5 [44 marks] 1a (i) Fid the rage of values of for which eists 1 Write dow the value of i terms of 1, whe it does eist Fid the solutio to the differetial equatio 1b give that y = 1 whe = π (cos si
More informationSeptember 2012 C1 Note. C1 Notes (Edexcel) Copyright - For AS, A2 notes and IGCSE / GCSE worksheets 1
September 0 s (Edecel) Copyright www.pgmaths.co.uk - For AS, A otes ad IGCSE / GCSE worksheets September 0 Copyright www.pgmaths.co.uk - For AS, A otes ad IGCSE / GCSE worksheets September 0 Copyright
More informationSCORE. Exam 2. MA 114 Exam 2 Fall 2016
MA 4 Exam Fall 06 Exam Name: Sectio ad/or TA: Do ot remove this aswer page you will retur the whole exam. You will be allowed two hours to complete this test. No books or otes may be used. You may use
More informationSection 5.5. Infinite Series: The Ratio Test
Differece Equatios to Differetial Equatios Sectio 5.5 Ifiite Series: The Ratio Test I the last sectio we saw that we could demostrate the covergece of a series a, where a 0 for all, by showig that a approaches
More informationCalculus 2 - D. Yuen Final Exam Review (Version 11/22/2017. Please report any possible typos.)
Calculus - D Yue Fial Eam Review (Versio //7 Please report ay possible typos) NOTE: The review otes are oly o topics ot covered o previous eams See previous review sheets for summary of previous topics
More informationTime-Domain Representations of LTI Systems
2.1 Itroductio Objectives: 1. Impulse resposes of LTI systems 2. Liear costat-coefficiets differetial or differece equatios of LTI systems 3. Bloc diagram represetatios of LTI systems 4. State-variable
More informationApproximating the ruin probability of finite-time surplus process with Adaptive Moving Total Exponential Least Square
WSEAS TRANSACTONS o BUSNESS ad ECONOMCS S. Khotama, S. Boothiem, W. Klogdee Approimatig the rui probability of fiite-time surplus process with Adaptive Movig Total Epoetial Least Square S. KHOTAMA, S.
More information6.003 Homework #3 Solutions
6.00 Homework # Solutios Problems. Complex umbers a. Evaluate the real ad imagiary parts of j j. π/ Real part = Imagiary part = 0 e Euler s formula says that j = e jπ/, so jπ/ j π/ j j = e = e. Thus the
More informationPolynomial Multiplication and Fast Fourier Transform
Polyomial Multiplicatio ad Fast Fourier Trasform Com S 477/577 Notes Ya-Bi Jia Sep 19, 2017 I this lecture we will describe the famous algorithm of fast Fourier trasform FFT, which has revolutioized digital
More informationBIBECHANA A Multidisciplinary Journal of Science, Technology and Mathematics
Mohd Yusuf Yasi / BIBECHANA 8 (2012) 31-36 : BMHSS, p. 31 BIBECHANA A Multidiscipliary Joural of Sciece, Techology ad Mathematics ISSN 2091-0762 (olie) Joural homepage: http://epjol.ifo/ide.php/bibechana
More informationChapter 2 The Solution of Numerical Algebraic and Transcendental Equations
Chapter The Solutio of Numerical Algebraic ad Trascedetal Equatios Itroductio I this chapter we shall discuss some umerical methods for solvig algebraic ad trascedetal equatios. The equatio f( is said
More informationwavelet collocation method for solving integro-differential equation.
IOSR Joural of Egieerig (IOSRJEN) ISSN (e): 5-3, ISSN (p): 78-879 Vol. 5, Issue 3 (arch. 5), V3 PP -7 www.iosrje.org wavelet collocatio method for solvig itegro-differetial equatio. Asmaa Abdalelah Abdalrehma
More informationTemperature Distribution in a Cylindrical Core and Coil Assembly with Heat Generation
Temperature Distributio i a Cylidrical Core ad Coil Assembly with Heat Geeratio P. S. Yeh, Ph.D. Abstract A residetial distributio trasformer cosists of a cylidrical steel tak ad a core-ad-coil assembly
More informationReliability and Queueing
Copyright 999 Uiversity of Califoria Reliability ad Queueig by David G. Messerschmitt Supplemetary sectio for Uderstadig Networked Applicatios: A First Course, Morga Kaufma, 999. Copyright otice: Permissio
More informationRecurrence Relations
Recurrece Relatios Aalysis of recursive algorithms, such as: it factorial (it ) { if (==0) retur ; else retur ( * factorial(-)); } Let t be the umber of multiplicatios eeded to calculate factorial(). The
More information62. Power series Definition 16. (Power series) Given a sequence {c n }, the series. c n x n = c 0 + c 1 x + c 2 x 2 + c 3 x 3 +
62. Power series Defiitio 16. (Power series) Give a sequece {c }, the series c x = c 0 + c 1 x + c 2 x 2 + c 3 x 3 + is called a power series i the variable x. The umbers c are called the coefficiets of
More informationThe Mathematical Model and the Simulation Modelling Algoritm of the Multitiered Mechanical System
The Mathematical Model ad the Simulatio Modellig Algoritm of the Multitiered Mechaical System Demi Aatoliy, Kovalev Iva Dept. of Optical Digital Systems ad Techologies, The St. Petersburg Natioal Research
More informationWe are mainly going to be concerned with power series in x, such as. (x)} converges - that is, lims N n
Review of Power Series, Power Series Solutios A power series i x - a is a ifiite series of the form c (x a) =c +c (x a)+(x a) +... We also call this a power series cetered at a. Ex. (x+) is cetered at
More informationRay Optics Theory and Mode Theory. Dr. Mohammad Faisal Dept. of EEE, BUET
Ray Optics Theory ad Mode Theory Dr. Mohammad Faisal Dept. of, BUT Optical Fiber WG For light to be trasmitted through fiber core, i.e., for total iteral reflectio i medium, > Ray Theory Trasmissio Ray
More informationOptimal Design of Accelerated Life Tests with Multiple Stresses
Optimal Desig of Accelerated Life Tests with Multiple Stresses Y. Zhu ad E. A. Elsayed Departmet of Idustrial ad Systems Egieerig Rutgers Uiversity 2009 Quality & Productivity Research Coferece IBM T.
More informationTHE POTENTIALS METHOD FOR A CLOSED QUEUEING SYSTEM WITH HYSTERETIC STRATEGY OF THE SERVICE TIME CHANGE
Joural of Applied Mathematics ad Computatioal Mechaics 5, 4(), 3-43 www.amcm.pcz.pl p-issn 99-9965 DOI:.75/amcm.5..4 e-issn 353-588 THE POTENTIALS METHOD FOR A CLOSED QUEUEING SYSTEM WITH HYSTERETIC STRATEGY
More informationNumerical Methods in Fourier Series Applications
Numerical Methods i Fourier Series Applicatios Recall that the basic relatios i usig the Trigoometric Fourier Series represetatio were give by f ( x) a o ( a x cos b x si ) () where the Fourier coefficiets
More informationTHE APPEARANCE OF FIBONACCI AND LUCAS NUMBERS IN THE SIMULATION OF ELECTRICAL POWER LINES SUPPLIED BY TWO SIDES
THE APPEARANCE OF FIBONACCI AND LUCAS NUMBERS IN THE SIMULATION OF ELECTRICAL POWER LINES SUPPLIED BY TWO SIDES Giuseppe Ferri Dipartimeto di Ihgegeria Elettrica-FacoM di Igegeria, Uiversita di L'Aquila
More informationLinear Programming and the Simplex Method
Liear Programmig ad the Simplex ethod Abstract This article is a itroductio to Liear Programmig ad usig Simplex method for solvig LP problems i primal form. What is Liear Programmig? Liear Programmig is
More informationc. Explain the basic Newsvendor model. Why is it useful for SC models? e. What additional research do you believe will be helpful in this area?
1. Research Methodology a. What is meat by the supply chai (SC) coordiatio problem ad does it apply to all types of SC s? Does the Bullwhip effect relate to all types of SC s? Also does it relate to SC
More informationENGI Series Page 6-01
ENGI 3425 6 Series Page 6-01 6. Series Cotets: 6.01 Sequeces; geeral term, limits, covergece 6.02 Series; summatio otatio, covergece, divergece test 6.03 Stadard Series; telescopig series, geometric series,
More information