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[Coursera] Scientific Computing by Nathan Kutz
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2016-12-21 15:20
2024-11-12 10:29
216
3.22 GB
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Coursera
Scientific
Computing
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Kutz
文件列表
01_Week_2_-_Lecture_4_-__Implementation_of_Shooting_and_Convergence_Studies/01_Week_2-_4.0_-_Lecture_4_Overview.mp4
8.96MB
01_Week_2_-_Lecture_4_-__Implementation_of_Shooting_and_Convergence_Studies/02_Week_2-_4.1_-Converting_to_first-order_systems.mp4
24.32MB
01_Week_2_-_Lecture_4_-__Implementation_of_Shooting_and_Convergence_Studies/03_Week_2-_4.2_-_Implementation_of_boundary_conditions.mp4
17.39MB
01_Week_2_-_Lecture_4_-__Implementation_of_Shooting_and_Convergence_Studies/04_Week_2-_4.3_-_Coding_the_boundary_value_problem.mp4
42.38MB
01_Week_2_-_Lecture_4_-__Implementation_of_Shooting_and_Convergence_Studies/05_Week_2-_4.4_-_Code_exploration_for_strategic_searching.mp4
14.63MB
01_Week_2_-_Lecture_4_-__Implementation_of_Shooting_and_Convergence_Studies/06_Week_2-_4.5_-_Multiple_solutions_and_eigenvalues.mp4
22.26MB
01_Week_2_-_Lecture_4_-__Implementation_of_Shooting_and_Convergence_Studies/07_Week_2-_4.6_-_Targeted_searching_for_multiple_solutions-__eigenvalues_and_eigenfunctions.mp4
19.77MB
02_Week_2_-_Lecture_5_-__Boundary_value_problems-_direct_solve_and_relaxation/01_Week_2-_5.0_-_Lecture_5_Overview.mp4
6.72MB
02_Week_2_-_Lecture_5_-__Boundary_value_problems-_direct_solve_and_relaxation/02_Week_2-_5.1_-_Computing_derivatives_with_Taylor_series.mp4
35.1MB
02_Week_2_-_Lecture_5_-__Boundary_value_problems-_direct_solve_and_relaxation/03_Week_2-_5.2_-_Second_derivatives_and_forward-_and_backward_differences.mp4
32.77MB
02_Week_2_-_Lecture_5_-__Boundary_value_problems-_direct_solve_and_relaxation/04_Week_2-_5.3_-_Boundary_value_problems_and_Axb.mp4
28.93MB
02_Week_2_-_Lecture_5_-__Boundary_value_problems-_direct_solve_and_relaxation/05_Week_2-_5.4_-_Boundary_implementation.mp4
11.53MB
02_Week_2_-_Lecture_5_-__Boundary_value_problems-_direct_solve_and_relaxation/06_Week_2-_5.5_-_Nonlinear_boundary_value_problems.mp4
26.26MB
03_Week_2_-_Lecture_6_-___Implementing_MATLABs_boundary_value_solver/01_Week_2-_6.0_-_Lecture_6_Overview.mp4
7.92MB
03_Week_2_-_Lecture_6_-___Implementing_MATLABs_boundary_value_solver/02_Week_2-_6.1_-_Setting_up_boundary_value_problems_in_MATLAB.mp4
22.76MB
03_Week_2_-_Lecture_6_-___Implementing_MATLABs_boundary_value_solver/03_Week_2-_6.2_-_Implementing_bvp4c_in_MATLAB.mp4
41.57MB
03_Week_2_-_Lecture_6_-___Implementing_MATLABs_boundary_value_solver/04_Week_2-_6.3_-_Nonlinear_boundary_value_problems.mp4
18.71MB
03_Week_2_-_Lecture_6_-___Implementing_MATLABs_boundary_value_solver/05_Week_2-_6.4_-_Solving_nonlinear_problems_with_bvp4c.mp4
33.7MB
04_Week_3_-_Lecture_7_-_The_Advection-diffusion_Equations/01_Week_3-_Lecture_Overview.mp4
7.9MB
04_Week_3_-_Lecture_7_-_The_Advection-diffusion_Equations/02_Week_3-_7.1_-_Shallow-fluids_and_Conservation_of_Mass.mp4
63.46MB
04_Week_3_-_Lecture_7_-_The_Advection-diffusion_Equations/03_Week_3-_7.2_-_The_Advection-Diffusion_Equations.mp4
37.11MB
04_Week_3_-_Lecture_7_-_The_Advection-diffusion_Equations/04_Week_3-_7.3_-_Solution_Techniques_and_Characteristics_of_Advection-Diffusion.mp4
23.09MB
05_Week_3_-_Lecture_8_-_Finite_Difference_Discretization/01_Week_3-_8.1_-_Algorithms_for_Solving_the_Advection-Diffusion_Equation.mp4
36.82MB
05_Week_3_-_Lecture_8_-_Finite_Difference_Discretization/02_Week_3-_8.2_-_Discretizing_the_Laplacian.mp4
32.92MB
05_Week_3_-_Lecture_8_-_Finite_Difference_Discretization/03_Week_3-_8.3_-_Building_the_Laplacian_Matrix.mp4
63.19MB
05_Week_3_-_Lecture_8_-_Finite_Difference_Discretization/04_Week_3-_8.4_-_Derivative_Matrices.mp4
7.7MB
06_Week_3_-_Lecture_9_-__Iterative_Solution_Methods_for_Axb/01_Week_3-_9.1_-_Linear_Systems_of_Equations.mp4
24MB
06_Week_3_-_Lecture_9_-__Iterative_Solution_Methods_for_Axb/02_Week_3-_9.2_-_The_LU_Decomposition.mp4
36.2MB
06_Week_3_-_Lecture_9_-__Iterative_Solution_Methods_for_Axb/03_Week_3-_9.3_-_Factoring_a_Matrix.mp4
32.84MB
06_Week_3_-_Lecture_9_-__Iterative_Solution_Methods_for_Axb/04_Week_3-_9.4_-_The_Backslash_Command_in_MATLAB.mp4
46.28MB
07_Week_4_-_Lecture_10_-__Iterative_solution_methods_for_Axb/01_Week_4-_Lecture_Overview.mp4
12.62MB
07_Week_4_-_Lecture_10_-__Iterative_solution_methods_for_Axb/02_Week_4-_10.1_-_A_basic_iteration_procedure-__Jacobi.mp4
19.91MB
07_Week_4_-_Lecture_10_-__Iterative_solution_methods_for_Axb/03_Week_4-_10.2_-_Strict_diagonal_dominance.mp4
56.1MB
07_Week_4_-_Lecture_10_-__Iterative_solution_methods_for_Axb/04_Week_4-_10.3_-_Gauss-Seidel_iterations.mp4
27.4MB
08_Week_4_-_Lecture_11_-__Fast_Poisson_solvers_for_Axb/01_Week_4-_11.1_-_The_Fast_Fourier_Transform.mp4
20.45MB
08_Week_4_-_Lecture_11_-__Fast_Poisson_solvers_for_Axb/02_Week_4-_11.2_-_Derivative_relations.mp4
26.9MB
08_Week_4_-_Lecture_11_-__Fast_Poisson_solvers_for_Axb/03_Week_4-_11.3_-_FFT_facts.mp4
29.43MB
08_Week_4_-_Lecture_11_-__Fast_Poisson_solvers_for_Axb/04_Week_4-_11.4_-_The_Fast_Poisson_Solver.mp4
32.48MB
09_Week_4_-_Lecture_12_-_Overcoming_computational_difficulties_for_Axb/01_Week_4-_12.1_-_Singular_Poisson_matrix.mp4
35.86MB
09_Week_4_-_Lecture_12_-_Overcoming_computational_difficulties_for_Axb/02_Week_4-_12.2_-_Fixing_the_divide_by_zero_with_FFTs.mp4
35.91MB
09_Week_4_-_Lecture_12_-_Overcoming_computational_difficulties_for_Axb/03_Week_4-_12.3_-_Matrices_for_the_advection-diffusion.mp4
38.08MB
10_Week_5_-_Lecture_13_-_Comparison_of_solution_techniques_for_Axb/01_Week_5-_Lecture_Overview.mp4
10.79MB
10_Week_5_-_Lecture_13_-_Comparison_of_solution_techniques_for_Axb/02_Week_5-_13.1_-_Implementing_the_Fourier_Transform.mp4
15.39MB
10_Week_5_-_Lecture_13_-_Comparison_of_solution_techniques_for_Axb/03_Week_5-_13.2_-_Computing_derivatives_with_the_FFT.mp4
18.36MB
10_Week_5_-_Lecture_13_-_Comparison_of_solution_techniques_for_Axb/04_Week_5-_13.3_-_Building_the_Laplace_derivative_matrix.mp4
43.36MB
11_Week_5_-_Lecture_14_-_Basic_time-stepping_schemes/01_Week_5-_14.1_-_Implementing_time-stepping_for_PDEs.mp4
48.82MB
11_Week_5_-_Lecture_14_-_Basic_time-stepping_schemes/02_Week_5-_14.2_-_MATLAB_and_the_1-D_heat_equation.mp4
28.63MB
11_Week_5_-_Lecture_14_-_Basic_time-stepping_schemes/03_Week_5-_14.3_-_MATLAB_and_the_2-D_heat_equation.mp4
49.85MB
12_Week_5_-_Lecture_15_-_Time-stepping_schemes_explicit_and_implicit_methods/01_Week_5-_15.1_-_Discretizing_the_one-way_wave_equation.mp4
25.89MB
12_Week_5_-_Lecture_15_-_Time-stepping_schemes_explicit_and_implicit_methods/02_Week_5-_15.2_-_The_CFL_number_and_stability.mp4
23.27MB
12_Week_5_-_Lecture_15_-_Time-stepping_schemes_explicit_and_implicit_methods/03_Week_5-_15.3_-_Higher-accuracy_derivatives_and_schemes.mp4
24.36MB
12_Week_5_-_Lecture_15_-_Time-stepping_schemes_explicit_and_implicit_methods/04_Week_5-_15.4_-_Implicit_numerical_schemes.mp4
24.1MB
12_Week_5_-_Lecture_15_-_Time-stepping_schemes_explicit_and_implicit_methods/05_Week_5-_15.5_-_Predictor-corrector_techniques.mp4
26.4MB
13_Week_6_-_Lecture_16_-_Stability_analysis/01_Week_6-_Lecture_Overview.mp4
7.57MB
13_Week_6_-_Lecture_16_-_Stability_analysis/02_Week_6-_16.1_-_Von_Neumann_analysis_for_stability.mp4
24.69MB
13_Week_6_-_Lecture_16_-_Stability_analysis/03_Week_6-_16.2_-_Stability_of_forward_Euler_for_one-way_wave_equation.mp4
19.17MB
13_Week_6_-_Lecture_16_-_Stability_analysis/04_Week_6-_16.3_-_Von_Neumann_for_alternative_schemes_for_the_one-way_wave_equation.mp4
43.91MB
13_Week_6_-_Lecture_16_-_Stability_analysis/05_Week_6-_16.4_-_leap-frog_schemes_for_one-way_equation.mp4
33.38MB
14_Week_6_-_Lecture_17_-_Comparison_of_time-stepping_schemes/01_Week_6-_17.1_-_Von_Neumann_analysis_for_the_heat_equation.mp4
35.69MB
14_Week_6_-_Lecture_17_-_Comparison_of_time-stepping_schemes/02_Week_6-_17.2_-_leap-frog_for_the_wave_equation.mp4
28.34MB
14_Week_6_-_Lecture_17_-_Comparison_of_time-stepping_schemes/03_Week_6-_17.3_-_Higher-order_PDEs_and_stability.mp4
25.71MB
14_Week_6_-_Lecture_17_-_Comparison_of_time-stepping_schemes/04_Week_6-_17.4_-_Higher-order_derivatives_and_numerical_stiffness.mp4
39.42MB
15_Week_6_-_Lecture_18_-_Optimizing_computational_performance_rules_of_thumb/01_Week_6-_18.1_-_Implementing_time-stepping_algorithms_and_the_CFL_condition.mp4
28.1MB
15_Week_6_-_Lecture_18_-_Optimizing_computational_performance_rules_of_thumb/02_Week_6-_18.2_-_Implementing_time-stepping_for_the_one-way_wave_equation.mp4
22.32MB
15_Week_6_-_Lecture_18_-_Optimizing_computational_performance_rules_of_thumb/03_Week_6-_18.3_-_Violating_and_respecting_CFL_in_the_one-way_wave_equation.mp4
20.5MB
15_Week_6_-_Lecture_18_-_Optimizing_computational_performance_rules_of_thumb/04_Week_6-_18.4_-_Violating_and_respecting_CFL_in_the_heat_equation.mp4
33.13MB
16_Week_7_-_Lecture_19_-_Fast-Fourier_Transforms_and_CosineSine_transform/01_Week_7-_Lecture_Overview.mp4
8.27MB
16_Week_7_-_Lecture_19_-_Fast-Fourier_Transforms_and_CosineSine_transform/02_Week_7-_19.1_-_Introduction_to_spectral_methods.mp4
31.14MB
16_Week_7_-_Lecture_19_-_Fast-Fourier_Transforms_and_CosineSine_transform/03_Week_7-_19.2_-_Fourier_mode_expansions.mp4
31.25MB
16_Week_7_-_Lecture_19_-_Fast-Fourier_Transforms_and_CosineSine_transform/04_Week_7-_19.3_-_Modal_structures_for_cosine-sine_transforms.mp4
24.88MB
16_Week_7_-_Lecture_19_-_Fast-Fourier_Transforms_and_CosineSine_transform/05_Week_7-_19.4_-_Cooley-Tukey_and_the_FFT_algorithm.mp4
51.38MB
17_Week_7_-_Lecture_20_-_Chebychev_Polynomials_and_Transform/01_Week_7-_20.1_-_Spectral_methods_more_broadly_viewed.mp4
28.69MB
17_Week_7_-_Lecture_20_-_Chebychev_Polynomials_and_Transform/02_Week_7-_20.2_-_The_Chebychev_transform.mp4
34.69MB
17_Week_7_-_Lecture_20_-_Chebychev_Polynomials_and_Transform/03_Week_7-_20.3_-_The_Chebychev_basis_functions.mp4
28.52MB
17_Week_7_-_Lecture_20_-_Chebychev_Polynomials_and_Transform/04_Week_7-_20.4_-_Domain_discretization_with_Chebychev.mp4
36.07MB
18_Week_7_-_Lecture_21_-_Spectral_method_implementation/01_Week_7-_21.1_-_Programming_the_Advection-Diffusion_Equations.mp4
31.96MB
18_Week_7_-_Lecture_21_-_Spectral_method_implementation/02_Week_7-_21.2_-_Setting_up_initial_conditions.mp4
17.27MB
18_Week_7_-_Lecture_21_-_Spectral_method_implementation/03_Week_7-_21.3_-_The_time-evolution_of_advection-diffusion.mp4
22.15MB
18_Week_7_-_Lecture_21_-_Spectral_method_implementation/04_Week_7-_21.4_-_Visualization_and_data_processing.mp4
31.88MB
19_Week_8_-_Lecture_22_-_Implementing_the_Chebychev_Transform/01_Week_8-_Lecture_Overview.mp4
8.86MB
19_Week_8_-_Lecture_22_-_Implementing_the_Chebychev_Transform/02_Week_8-_22.1_-_The_Chebychev_grid_and_differentiation.mp4
47.67MB
19_Week_8_-_Lecture_22_-_Implementing_the_Chebychev_Transform/03_Week_8-_22.2_-_2D_Chebychev_differentiation_and_KRON.mp4
25.66MB
19_Week_8_-_Lecture_22_-_Implementing_the_Chebychev_Transform/04_Week_8-_22.3_-_Implementing_the_Chebychev_function.mp4
35.19MB
20_Week_8_-_Lecture_23_-__Pseudo-spectral_techniques_with_filtering/01_Week_8-_23.1_-_Filtering_for_removing_stiffness.mp4
46.23MB
20_Week_8_-_Lecture_23_-__Pseudo-spectral_techniques_with_filtering/02_Week_8-_23.2_-_The_integrating_factor_for_PDEs.mp4
34.49MB
20_Week_8_-_Lecture_23_-__Pseudo-spectral_techniques_with_filtering/03_Week_8-_23.3_-_Comparison_of_coding_techniques.mp4
23.27MB
20_Week_8_-_Lecture_23_-__Pseudo-spectral_techniques_with_filtering/04_Week_8-_23.4_-_More_comparisons.mp4
29.79MB
21_Week_8_-_Lecture_24_-_Boundary_conditions_and_the_Chebychev_Transform/01_Week_8-_24.1_-_Boundary_conditions_of_spectral_methods.mp4
27.6MB
21_Week_8_-_Lecture_24_-_Boundary_conditions_and_the_Chebychev_Transform/02_Week_8-_24.2_-_Polynomial_approximations.mp4
29.64MB
21_Week_8_-_Lecture_24_-_Boundary_conditions_and_the_Chebychev_Transform/03_Week_8-_24.3_-_Chebychev_points_and_polynomials.mp4
24.16MB
21_Week_8_-_Lecture_24_-_Boundary_conditions_and_the_Chebychev_Transform/04_Week_8-_24.4_-_Building_the_Chebycheve_derivative_matrix.mp4
31.11MB
21_Week_8_-_Lecture_24_-_Boundary_conditions_and_the_Chebychev_Transform/05_Week_8-_24.5_-_Implementing_the_Chebychev_matrix.mp4
29.33MB
22_Week_9_-_Lecture_25_-_Operator_splitting_techniques/01_Week_9-_Lecture_Overview.mp4
9.23MB
22_Week_9_-_Lecture_25_-_Operator_splitting_techniques/02_Week_9-_25.1_-_Operator_splitting-_linear_and_nonlinear_terms.mp4
26.08MB
22_Week_9_-_Lecture_25_-_Operator_splitting_techniques/03_Week_9-_25.2_-_The_nonlinear_Schrodinger_equation.mp4
34.52MB
22_Week_9_-_Lecture_25_-_Operator_splitting_techniques/04_Week_9-_25.3_-_Algorithm_for_split_stepping.mp4
20.8MB
22_Week_9_-_Lecture_25_-_Operator_splitting_techniques/05_Week_9-_25.4_-_The_general_splitting_method-_the_Trotter_product_error.mp4
39.04MB
23_Week_9_-_Lecture_26_-_Finite_element_basis/01_Week_9-_26.1_-_The_finite_element_method.mp4
38.57MB
23_Week_9_-_Lecture_26_-_Finite_element_basis/02_Week_9-_26.2_-_Triangularing_the_computational_domain.mp4
27.49MB
23_Week_9_-_Lecture_26_-_Finite_element_basis/03_Week_9-_26.3_-_Lagrange_polynomials.mp4
27.14MB
23_Week_9_-_Lecture_26_-_Finite_element_basis/04_Week_9-_26.4_-_2D_Lagrange_polynomials.mp4
29.09MB
24_Week_9_-_Lecture_27_-_Discretizing_with_finite_elements_and_boundaries/01_Week_9-_27.1_-_Building_finite_element_matrices.mp4
34.15MB
24_Week_9_-_Lecture_27_-_Discretizing_with_finite_elements_and_boundaries/02_Week_9-_27.2_-_The_variational_reduction_of_the_PDE.mp4
28.19MB
24_Week_9_-_Lecture_27_-_Discretizing_with_finite_elements_and_boundaries/03_Week_9-_27.3_-_Implementing_the_finite_elements.mp4
29.16MB
24_Week_9_-_Lecture_27_-_Discretizing_with_finite_elements_and_boundaries/04_Week_9-_27.4_-_Setting_up_Axb.mp4
34.2MB
25_Week_10_-_Lecture_28_-_Flow_over_and_airfoil/01_Week_10-_Lecture_Overview.mp4
10.62MB
25_Week_10_-_Lecture_28_-_Flow_over_and_airfoil/02_Week_10-_28.1_-_Wing_aerodynamics.mp4
38.18MB
25_Week_10_-_Lecture_28_-_Flow_over_and_airfoil/03_Week_10-_28.2_-_Advection-diffusion_equations.mp4
24.78MB
25_Week_10_-_Lecture_28_-_Flow_over_and_airfoil/04_Week_10-_28.3_-_Boundary_conditions.mp4
26.77MB
25_Week_10_-_Lecture_28_-_Flow_over_and_airfoil/05_Week_10-_28.4_-_No_slip_boundaries_on_airfoil.mp4
30.72MB
26_Week_10_-_Lecture_29_-_The_PDE_Toolbox_in_MATLAB/01_Week_10-_29.1_-_Introduction_to_the_PDE_toolbox.mp4
17.61MB
26_Week_10_-_Lecture_29_-_The_PDE_Toolbox_in_MATLAB/02_Week_10-_29.2_-_Implementing_boundary_conditions.mp4
9.79MB
26_Week_10_-_Lecture_29_-_The_PDE_Toolbox_in_MATLAB/03_Week_10-_29.3_-_Specifying_the_PDE.mp4
12.56MB
26_Week_10_-_Lecture_29_-_The_PDE_Toolbox_in_MATLAB/04_Week_10-_29.4_-_Generating_a_mesh.mp4
9.45MB
26_Week_10_-_Lecture_29_-_The_PDE_Toolbox_in_MATLAB/05_Week_10-_29.5_-_Solving_the_PDE.mp4
9.74MB
26_Week_10_-_Lecture_29_-_The_PDE_Toolbox_in_MATLAB/06_Week_10-_29.6_-_A_second_example_with_interior_domains.mp4
21.45MB
27_Week_10_-_Lecture_30_-_Implementing_the_PDE_Toolbox/01_Week_10-_30.1_-_Flow_over_an_airfoil.mp4
21.77MB
27_Week_10_-_Lecture_30_-_Implementing_the_PDE_Toolbox/02_Week_10-_30.2_-_Implementing_no-slip_boundaries.mp4
16.85MB
27_Week_10_-_Lecture_30_-_Implementing_the_PDE_Toolbox/03_Week_10-_30.3_-_Implementing_the_boundaries_away_from_wing.mp4
5.85MB
27_Week_10_-_Lecture_30_-_Implementing_the_PDE_Toolbox/04_Week_10-_30.4_-_Meshing_and_solving_the_PDE.mp4
9.08MB
27_Week_10_-_Lecture_30_-_Implementing_the_PDE_Toolbox/05_Week_10-_30.5_-_Rotating_the_internal_boundaries.mp4
6.5MB
27_Week_10_-_Lecture_30_-_Implementing_the_PDE_Toolbox/06_Week_10-_30.6_-_Wind_tunnel_on_the_iPad.mp4
11.82MB
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