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Computer-Modelling-and-Simulation

Some Jupyter notebooks that explore computer modelling and simulation techniques.


Files "Asm*.ipynb" and "Asm9.pdf" are assignments from a course titled Computer Modelling and Simulation.

Reference Book: Spectral Methods in MATLAB by Llyod N. Trefethen

  • Asm1 : Differentiation matrices, Finite Difference schemes
  • Asm2 : Fourier Transforms, spectral derivative, sinc function interpolation
  • Asm3 : Spectral derivative matrix, time-stepping using Euler Explicit and Leap Frog
  • Asm4 : Vandermonde matrix, lagrange interpolation on Uniform and Chebyshev nodes
  • Asm5 : Legendre nodes and Chebyshev nodes
  • Asm6 : Chebyshev differentiation matrices
  • Asm7 : Euler-Maclaurin summation formula, Stirling's approximation, numerical integration, Hermite polynomials
  • Asm8 : Runge-Kutta methods
  • Asm9 : Monte carlo simulations, Markov chains