WUT_Computer_Science/ENUME/projectA/projectA.toc

\contentsline {chapter}{\numberline {1}Problem 1 - Finding machine epsilion}{4}{chapter.1}%
\contentsline {section}{\numberline {1.1}Problem}{4}{section.1.1}%
\contentsline {section}{\numberline {1.2}Theoretical Introduction}{4}{section.1.2}%
\contentsline {subsection}{\numberline {1.2.1}Definition of machine epsilion}{4}{subsection.1.2.1}%
\contentsline {subsection}{\numberline {1.2.2}Practical applications of machine epsilion}{5}{subsection.1.2.2}%
\contentsline {section}{\numberline {1.3}Solution}{6}{section.1.3}%
\contentsline {section}{\numberline {1.4}Results}{7}{section.1.4}%
\contentsline {chapter}{\numberline {2}Problem 2 - Solving a system of n linear equations - indicated method}{8}{chapter.2}%
\contentsline {section}{\numberline {2.1}Problem}{8}{section.2.1}%
\contentsline {section}{\numberline {2.2}Theoretical Introduction}{8}{section.2.2}%
\contentsline {subsection}{\numberline {2.2.1}Transform matrix into upper-triangular matrix}{8}{subsection.2.2.1}%
\contentsline {subsubsection}{Starting conditions}{8}{section*.2}%
\contentsline {subsubsection}{Zeroing first column}{9}{section*.3}%
\contentsline {subsubsection}{Zeroing second column}{9}{section*.4}%
\contentsline {subsubsection}{Zeroing next columns}{10}{section*.5}%
\contentsline {subsection}{\numberline {2.2.2}Backward substitution}{10}{subsection.2.2.2}%
\contentsline {subsection}{\numberline {2.2.3}Partial Pivoting}{11}{subsection.2.2.3}%
\contentsline {section}{\numberline {2.3}Results}{12}{section.2.3}%
\contentsline {subsection}{\numberline {2.3.1}2a)}{12}{subsection.2.3.1}%
\contentsline {subsection}{\numberline {2.3.2}2b)}{14}{subsection.2.3.2}%
\contentsline {section}{\numberline {2.4}Discussion of results}{16}{section.2.4}%
\contentsline {subsection}{\numberline {2.4.1}Errors in b)}{17}{subsection.2.4.1}%
\newpage 
\contentsline {chapter}{\numberline {3}Problem 3 - Solving a system of n linear equations - iterative algorithm}{19}{chapter.3}%
\contentsline {section}{\numberline {3.1}Problem}{19}{section.3.1}%
\contentsline {section}{\numberline {3.2}Theoretical introduction}{20}{section.3.2}%
\contentsline {subsection}{\numberline {3.2.1}Procedure}{20}{subsection.3.2.1}%
\contentsline {subsubsection}{Decomposing matrix}{20}{section*.6}%
\contentsline {subsubsection}{Jacobi's method}{21}{section*.7}%
\contentsline {paragraph}{Converging}{21}{section*.8}%
\contentsline {subsubsection}{Gauss-Seidel method}{22}{section*.9}%
\contentsline {paragraph}{Converging}{23}{section*.10}%
\contentsline {subsubsection}{Stop tests}{24}{section*.11}%
\contentsline {subsubsection}{\textbf {A} and \textbf {b}}{25}{section*.12}%
\contentsline {section}{\numberline {3.3}Results}{26}{section.3.3}%
\contentsline {subsection}{\numberline {3.3.1}Jacobi method result}{26}{subsection.3.3.1}%
\contentsline {subsubsection}{Minimizing the demanded error}{28}{section*.13}%
\contentsline {paragraph}{For original system of equations:}{29}{section*.14}%
\contentsline {paragraph}{For task 2a) system of equations:}{30}{section*.15}%
\contentsline {subsection}{\numberline {3.3.2}Gauss-Seidel method result}{31}{subsection.3.3.2}%
\contentsline {subsubsection}{Minimizing the demanded error}{32}{section*.16}%
\contentsline {paragraph}{For original system of equations:}{32}{section*.17}%
\contentsline {paragraph}{For task 2a) system of equations:}{33}{section*.18}%
\contentsline {section}{\numberline {3.4}Discussion of results}{34}{section.3.4}%
\contentsline {paragraph}{Table}{34}{section*.19}%
\contentsline {subsection}{\numberline {3.4.1}Comparison based on table}{34}{subsection.3.4.1}%
\contentsline {subsection}{\numberline {3.4.2}Convergence}{35}{subsection.3.4.2}%
\contentsline {subsubsection}{2b) task convergence }{35}{section*.20}%
\contentsline {subsubsection}{Iterations as function of size of Matrix}{35}{section*.21}%
\contentsline {chapter}{\numberline {4}Problem 4 - QR method of finding eigenvalues}{38}{chapter.4}%
\contentsline {section}{\numberline {4.1}Problem}{38}{section.4.1}%
\contentsline {section}{\numberline {4.2}Theoretical introduction}{38}{section.4.2}%
\contentsline {subsection}{\numberline {4.2.1}Eigenvalues}{38}{subsection.4.2.1}%
\contentsline {subsection}{\numberline {4.2.2}QR method for finding eigenvalues}{39}{subsection.4.2.2}%
\contentsline {section}{\numberline {4.3}Results}{40}{section.4.3}%
\contentsline {subsection}{\numberline {4.3.1}Starting matrix}{40}{subsection.4.3.1}%
\contentsline {subsection}{\numberline {4.3.2}QR method with no shifts}{41}{subsection.4.3.2}%
\contentsline {subsection}{\numberline {4.3.3}QR method with shifts}{41}{subsection.4.3.3}%
\contentsline {section}{\numberline {4.4}Discussion of the result}{42}{section.4.4}%
\contentsline {subsection}{\numberline {4.4.1}Plot}{42}{subsection.4.4.1}%
\contentsline {subsection}{\numberline {4.4.2}Shift method superiority}{43}{subsection.4.4.2}%
\newpage 
\contentsline {chapter}{\numberline {5}Code appendix}{44}{chapter.5}%
\contentsline {section}{\numberline {5.1}Task 1 Code}{44}{section.5.1}%
\contentsline {subsection}{\numberline {5.1.1}Find macheps}{44}{subsection.5.1.1}%
\contentsline {subsection}{\numberline {5.1.2}Display results}{44}{subsection.5.1.2}%
\contentsline {section}{\numberline {5.2}Task 2 Code}{45}{section.5.2}%
\contentsline {subsection}{\numberline {5.2.1}Main function}{45}{subsection.5.2.1}%
\contentsline {subsection}{\numberline {5.2.2}checkIfMatrixIsSquareMatrix}{45}{subsection.5.2.2}%
\contentsline {subsection}{\numberline {5.2.3}gaussianEliminationWithPartialPivoting}{46}{subsection.5.2.3}%
\contentsline {subsection}{\numberline {5.2.4}partialPivoting}{46}{subsection.5.2.4}%
\contentsline {subsection}{\numberline {5.2.5}partialPivotingSwapOneRow}{47}{subsection.5.2.5}%
\contentsline {subsection}{\numberline {5.2.6}swapRowMatrix}{47}{subsection.5.2.6}%
\contentsline {subsection}{\numberline {5.2.7}swapValueVector}{47}{subsection.5.2.7}%
\contentsline {subsection}{\numberline {5.2.8}gaussianElimination}{48}{subsection.5.2.8}%
\contentsline {subsection}{\numberline {5.2.9}substractRows}{48}{subsection.5.2.9}%
\contentsline {subsection}{\numberline {5.2.10}backSubstitutionPhase}{49}{subsection.5.2.10}%
\contentsline {subsection}{\numberline {5.2.11}iterativeResidualCorrection}{49}{subsection.5.2.11}%
\contentsline {subsection}{\numberline {5.2.12}improveSolution}{50}{subsection.5.2.12}%
\contentsline {subsection}{\numberline {5.2.13}plotErrorsGaussian}{51}{subsection.5.2.13}%
\contentsline {section}{\numberline {5.3}Task 3 Code}{52}{section.5.3}%
\contentsline {subsection}{\numberline {5.3.1}initializeValues}{53}{subsection.5.3.1}%
\contentsline {subsection}{\numberline {5.3.2}decomposeMatrix}{53}{subsection.5.3.2}%
\contentsline {subsection}{\numberline {5.3.3}jacobiLoop}{54}{subsection.5.3.3}%
\contentsline {subsection}{\numberline {5.3.4}jacobiInsideLoop}{54}{subsection.5.3.4}%
\contentsline {subsection}{\numberline {5.3.5}jacobiEquation}{54}{subsection.5.3.5}%
\contentsline {subsection}{\numberline {5.3.6}gaussSeidelLoop}{55}{subsection.5.3.6}%
\contentsline {subsection}{\numberline {5.3.7}gaussiInsideLoop}{55}{subsection.5.3.7}%
\contentsline {subsection}{\numberline {5.3.8}gaussSeidelEquation}{56}{subsection.5.3.8}%
\contentsline {subsection}{\numberline {5.3.9}checkError}{56}{subsection.5.3.9}%
\contentsline {subsection}{\numberline {5.3.10}endOfLoop}{57}{subsection.5.3.10}%
\contentsline {subsection}{\numberline {5.3.11}dispFinalResults}{57}{subsection.5.3.11}%
\contentsline {subsection}{\numberline {5.3.12}plotIterations}{58}{subsection.5.3.12}%
\contentsline {section}{\numberline {5.4}Task 4 Code}{60}{section.5.4}%
\contentsline {subsection}{\numberline {5.4.1}Gram-Schmid algorithm}{60}{subsection.5.4.1}%
\contentsline {subsubsection}{initializeGramSchmid}{60}{section*.22}%
\contentsline {subsubsection}{factorizeColumnsOfQ}{60}{section*.23}%
\contentsline {subsubsection}{normalizeColumns}{61}{section*.24}%
\contentsline {subsection}{\numberline {5.4.2}task4}{61}{subsection.5.4.2}%
\contentsline {subsection}{\numberline {5.4.3}QRNoShifts}{61}{subsection.5.4.3}%
\contentsline {subsubsection}{QRNoShiftsLoop}{62}{section*.25}%
\contentsline {subsubsection}{QRNoShiftsInsideLoop}{62}{section*.26}%
\contentsline {subsubsection}{displayResults}{63}{section*.27}%
\contentsline {subsubsection}{initializeValues}{63}{section*.28}%
\contentsline {subsection}{\numberline {5.4.4}QRShifts}{64}{subsection.5.4.4}%
\contentsline {subsubsection}{initiateValues}{64}{section*.29}%
\contentsline {subsubsection}{QRShiftLoop}{65}{section*.30}%
\contentsline {subsubsection}{findEigenValue}{65}{section*.31}%
\contentsline {subsubsection}{getEigenValueFromCorner}{66}{section*.32}%
\contentsline {subsubsection}{shiftAndIterate}{66}{section*.33}%
\contentsline {subsubsection}{deflateMatrix}{66}{section*.34}%
\contentsline {subsubsection}{thresholdBreached}{67}{section*.35}%
\contentsline {subsubsection}{solveCharactersticEquation}{67}{section*.36}%
\contentsline {subsubsection}{calculateZeros}{68}{section*.37}%
\contentsline {subsubsection}{dispResults}{68}{section*.38}%
\contentsline {subsection}{\numberline {5.4.5}task4Plot}{69}{subsection.5.4.5}%
\contentsline {subsection}{\numberline {5.4.6}Matrix generation}{69}{subsection.5.4.6}%