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teaching:ft1920:praktikum:start [2019/09/20 12:37]
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teaching:ft1920:praktikum:start [2021/03/02 13:28] (current)
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-====== ​Programmierpraktikum ​======+====== ​Exponential Integrators with PyTorch ​======
  
-More Information coming soon.+===== Organisation ===== 
 +{{teaching:​ft1920:​praktikum:​files:​programmierpraktikum.pdf | Slides from the Introduction}} 
 + 
 +===== Literature ===== 
 + 
 +==== Introduction ==== 
 + 
 +    * {{teaching:​ft1920:​praktikum:​files:​niesen_and_wright_-_algorithm_919_a_krylov_subspace_algorithm_for_eva.pdf|Niesen,​ Wright - Algorithm 919: A Krylov Subspace Algorithm for Evaluating the φ-Functions Appearing in Exponential Integrators}} Good introduction,​ idea of time stepping 
 + 
 + 
 +==== Special topics ==== 
 +    * {{teaching:​ft1920:​praktikum:​files:​al-mohy_higham_-_computing_the_action_of_the_matrix_exponential_with_an_application_to_exponential_integrators.pdf| Al-Hohy, Higham - Computing the Action of the Matrix Exponential,​ with an Application to Exponential Integrators}} computing $e^A B$, computing $e^{tA} B$ over a time intervall 
 +    * {{hochbruck_and_lubich_-_1997_-_on_krylov_subspace_approximations_to_the_matrix_ex.pdf| Hochbruck, Lubich - On Krylov subspace approximations to the Matrix Exponential Operator}} Error bounds 
 +    * {{teaching:​ft1920:​praktikum:​files:​saad_-_analysis_of_some_krylov_subspace_approximations_to.pdf|Saad - Analysis of some Krylov Subspace Approximations to the Matrix Exponential Operator}} Error bounds 
 + 
 + 
 +==== Matrix Exponential ==== 
 +    * {{teaching:​ft1920:​praktikum:​files:​moler2003_-_nineteen_dubious_ways_to_compute_the_exponential_of_a_matrix_twenty_five_years_later.pdf|Moler,​ Van Loan - Nineteen Dubious Ways to Compute the Exponential of a Matrix, Twenty-Five Years Later}} this paper is the definitive guide on how to calculate the exponential of a matrix 
 + 
 + 
 +==== Application of Exponential Integrators ==== 
 +    * {{teaching:​ft1920:​praktikum:​files:​hochbruck_and_ostermann_-_exponential_integrators.pdf|Hochbruck,​ Ostermann - Exponential integrators}} application to stiff problems 
 + 
 +==== Software ==== 
 +    * {{teaching:​ft1920:​praktikum:​files:​sidje_-_expokit_a_software_package_for_computing_matrix_exponentials.pdf| Sidje - Expokit: A Software Package for ComputingMatrix Exponentials}} Expokit is a Fortran/​Matlab implementation of exponential integrators,​ the paper contains a lot of useful details on implementing exponential integrators.