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Calcolo numerico (ca)

2009-10 Academic year

Lecturer: Luisa Donatella Marini  

Course name: Calcolo numerico (ca)
Course code: 062025
Degree course: Ingegneria per l'Ambiente e il Territorio, Ingegneria Civile, Ingegneria Meccanica
Disciplinary field of science: MAT/08
L'insegnamento costituisce attività di base per: Ingegneria per l'Ambiente e il Territorio, Ingegneria Civile, Ingegneria Meccanica
University credits: CFU 6
Course website: http://www.imati.cnr.it/marini

Specific course objectives

Aim: to give the students the basic ideas of numerical algorithms to tackle various practical problems. The course covers the basics of the subject and provides a foundation for more advanced work

Course programme

All the classical subjects of a Numerical Analysis textbook will be presented, with more enphasis on the practical use and implementation than on the theoretical approximation results:
Nonlinear equations/systems
Approximation of functions and data
Numerical Derivation and Integration
Solution of linear systems of equations
Ordinary differential equations/systems

Nonlinear equations/systems

  • Bisection and Newton methods, convergence and order of convegence
  • stopping criteria

Approximation of functions and data

  • Lagrange interpolation, global and piecewise
  • convergence analysis
  • least square approach for the data-fitting

Numerical Derivation and Integration

  • Approximation of derivatives
  • Basic integration formulae
  • error analysis and practical use

Solution of linear systems of equations

  • Direct methods (Gaussian elimination and LU factorization, Choleski factorization), implementational aspects and costs
  • Iterative methods (Jacobi and Gauss-Seidel), convergence analysis, implementational aspects, stopping criteria

Ordinary differential equations/systems

  • one-step methods (Euler backward and forward, Crank-Nicolson, Heun)
  • consistence, 0-stability and A-stability, convergence and orders of convergence.
  • computational aspects and application to systems

Course entry requirements

Integral and differential calculus for real functions; complex numbers; vectors and matrices

Course structure and teaching

Lectures (hours/year in lecture theatre): 28
Practical class (hours/year in lecture theatre): 24
Practicals / Workshops (hours/year in lecture theatre): 0
Project work (hours/year in lecture theatre): 0

Suggested reading materials

A. Quarteroni, F. Saleri. Calcolo Scientifico - IV Edizione. Springer-Verlag Italia, Milano 2008..

Testing and exams

Two written tests (midterm and final) or one written final exam. Oral exam (not compulsory) after a sufficient grade in the written part

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