├── 1Dpossion_equation ├── 1dpossion_L2error.eps ├── 1dpossion_L2error.pdf ├── 1dpossion_L2error_60.eps ├── 1dpossion_L2error_60.pdf ├── 1dpossion_PINN.eps ├── 1dpossion_PINN.pdf ├── 1dpossion_RAM.eps ├── 1dpossion_RAM.pdf ├── 1dpossion_Random.eps ├── 1dpossion_Random.pdf ├── 1dpossion_WAM.eps ├── 1dpossion_WAM.pdf ├── 1dpossion_residual.eps ├── 1dpossion_residual.pdf ├── 1dpossion_residual_60.eps ├── 1dpossion_residual_60.pdf ├── __init__.py ├── draw.py ├── possion1D_all_fix_num.py └── uniform.py ├── 2Dpossion_equation ├── 2dpossion_AMW_count1.pdf ├── 2dpossion_AMW_count2.pdf ├── 2dpossion_AM_count1.pdf ├── 2dpossion_S_RAM-AW.pdf ├── 2dpossion_S_WAM-AW.pdf ├── 2dpossion_error-PINN.pdf ├── 2dpossion_error-RAM.pdf ├── 2dpossion_error-WAM.pdf ├── 2dpossion_qie-PINN.pdf ├── 2dpossion_qie-RAM.pdf ├── 2dpossion_qie-WAM.pdf ├── 2dpossion_residual-PINN.pdf ├── 2dpossion_residual-RAM.pdf ├── 2dpossion_residual-WAM.pdf ├── 2dpossion_xnm-PINN.pdf ├── 2dpossion_xnm-RAM.pdf ├── 2dpossion_xnm-WAM.pdf ├── RAM_AW.py ├── WAM_AW.py ├── __init__.py ├── draw.py ├── s_RAM-AW.npy └── s_WAM-AW.npy ├── Helmholtz_equation ├── Helmholtz_AM_count1.pdf ├── Helmholtz_S_RAM-AW.pdf ├── Helmholtz_S_WAM-AW.pdf ├── Helmholtz_error-PINN.pdf ├── Helmholtz_error-RAM-AW.pdf ├── Helmholtz_error-WAM-AW.pdf ├── Helmholtz_exact.pdf ├── Helmholtz_pred_PINN.pdf ├── Helmholtz_pred_RAM-AW.pdf ├── Helmholtz_pred_WAM-AW.pdf ├── Helmholtz_qie-PINN.pdf ├── Helmholtz_qie-RAM-AW.pdf ├── Helmholtz_qie-WAM-AW.pdf ├── Helmholtz_residual-PINN.pdf ├── Helmholtz_residual-RAM-AW.pdf ├── Helmholtz_residual-WAM-AW.pdf ├── Helmholtz_xnm-PINN.pdf ├── Helmholtz_xnm-RAM-AW.pdf ├── Helmholtz_xnm-WAM-AW.pdf ├── PINN.py ├── RAM-AW.py ├── WAM-AW.py ├── __init__.py ├── draw.py ├── s_RAM-AW.npy └── s_WAM-AW.npy ├── Klein_Gordon_equation ├── KG_AM_count1.pdf ├── KG_S_RAM-AW.pdf ├── KG_S_WAM-AW.pdf ├── KG_error-PINN.pdf ├── KG_error-RAM-AW.pdf ├── KG_error-WAM-AW.pdf ├── KG_exact.pdf ├── KG_pred_PINN.pdf ├── KG_pred_RAM-AW.pdf ├── KG_pred_WAM-AW.pdf ├── KG_qie_PINN.pdf ├── KG_qie_RAM-AW.pdf ├── KG_qie_WAM-AW.pdf ├── KG_residual-PINN.pdf ├── KG_residual-RAM-AW.pdf ├── KG_residual-WAM-AW.pdf ├── KG_xnm-PINN.pdf ├── KG_xnm-RAM-AW.pdf ├── KG_xnm-WAM-AW.pdf ├── PINN.py ├── RAM_AW.py ├── WAM_AW.py ├── __init__.py ├── draw.py ├── s_RAM-AW.npy └── s_WAM-AW.npy ├── PDE_Burgers ├── PDE_Burgers.py ├── __init__.py ├── burgers_shock.mat ├── description.pdf └── description.tex ├── PDE_Lid_driven_Gordon ├── Lid_driven_Gordon.py ├── __init__.py ├── description.pdf ├── description.tex ├── u.csv └── v.csv ├── README.md ├── __init__.py ├── burgers_equation ├── PINN.py ├── RAM_AW.py ├── WAM_AW.py ├── __init__.py ├── burgers_AM_count1.pdf ├── burgers_S_RAM-AW.pdf ├── burgers_S_WAM-AW.pdf ├── burgers_error-PINN.pdf ├── burgers_error-RAM.pdf ├── burgers_error-WAM.pdf ├── burgers_exact.pdf ├── burgers_pred_PINN.pdf ├── burgers_pred_RAM_AW.pdf ├── burgers_pred_WAM_AW.pdf ├── burgers_qie_PINN.pdf ├── burgers_qie_RAM_AW.pdf ├── burgers_qie_WAM_AW.pdf ├── burgers_residual-PINN.pdf ├── burgers_residual-RAM.pdf ├── burgers_residual-WAM.pdf ├── burgers_xnm-PINN.pdf ├── burgers_xnm-RAM_AW.pdf ├── burgers_xnm-WAM_AW.pdf ├── draw.py ├── s_RAM-AW.npy └── s_WAM-AW.npy ├── draw ├── __init__.py ├── draw_fig_1.py ├── draw_fig_2.py ├── fig_1_1.pdf ├── fig_1_2.eps ├── fig_1_3.eps ├── fig_1_4.eps ├── fig_2_1.pdf ├── fig_2_2.eps ├── fig_2_3.eps └── fig_2_4.eps └── lid_driven_equation ├── PINN.py ├── WAM-AW.py ├── __init__.py ├── draw.py ├── lid_driven_AM_count1.pdf ├── lid_driven_S_WAM-AW.pdf ├── lid_driven_error-PINN.pdf ├── lid_driven_error-WAM-AW.pdf ├── lid_driven_exact.pdf ├── lid_driven_pred_PINN.pdf ├── lid_driven_pred_WAM-AW.pdf ├── lid_driven_qie-PINN.pdf ├── lid_driven_qie-WAM-AW.pdf ├── lid_driven_residual-PINN.pdf ├── lid_driven_residual-WAM-AW.pdf ├── lid_driven_xnm-PINN.pdf ├── lid_driven_xnm-WAM-AW.pdf └── s_WAM-AW.npy /1Dpossion_equation/1dpossion_L2error.eps: 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