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teaching:methcalchim:system_of_linear_equations

System of linear equations

Numerical methods used to solve such problem allow to introduce and experiment on Time_complexity, considering cubic time behavior of standard algorithms and i.e. quadratic time solutions using LU decomposition.

Theory

Jupyter notebooks

Exercices and applications

  • Exercices :
    • write a python function for diagonalisation with partial pivoting
    • random numbers → linear systems
    • comparison with numpy standard library
    • measurements of execution time to check cubic complexity

1D problems with neigbours

  • Thermal diffusion and chemical diffusion (transient or stationary) on a regular 1D space with equidistant steps. ODE equations can be writen such a given evolution equation for node # i only imlies nodes i+1 and i-1
  • Using tridiagonal Thomas algorithm allows to save computational time thanks to n complexity
  • ? Python library with Thomas algorithm

What you must have learned in this chapter

  • Except ill-conditionned, linear systems can be solved “exactly” using linear algebra algorithms in a finite and known number of arithmetic operations.
  • The accuracy is determined by the number of numerical figures which are encoded in floating point description
  • For a general system of n equations, diagonalisation requires of the order of n3 operations. Also for solving a system using these method.
  • If the coefficient matrix is the same for different systems (only the independent coefficients are different), it is possible to solve systems with the order of n2 operations, if the matrix of coeeficients is decomposed in the product of two triangular matrix (Lower-Upper decomposition). This n3 step is realised only once.

References :

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teaching/methcalchim/system_of_linear_equations.txt · Dernière modification: 2018/10/18 10:10 par villersd