seed_no = 3 np.random.seed(seed_no) fsize = 3 Ny = 384 Re = 2000 # Filenames filepath_mean = 'data/channel/re2000/LM_Channel_2000_mean_prof.dat' filepath_fluc = 'data/channel/re2000/LM_Channel_2000_vel_fluc_prof.dat' filepath_tke = 'data/channel/re2000/LM_Channel_2000_RSTE_k_prof.dat' # Load data y_raw, U_raw, dUdy_raw = ld.load_mean_data(filepath_mean, Ny) uus_raw, tke_raw = ld.load_fluc_data(filepath_fluc, Ny) eps_raw = ld.load_tke_data(filepath_tke, Ny) # Filter for synthetic RANS y_filt = pd.rans_filter(y_raw, fsize) U_filt = pd.rans_filter(U_raw, fsize) dUdy_filt = pd.rans_filter(dUdy_raw, fsize) uus_filt = pd.rans_filter(uus_raw, fsize) tke_filt = pd.rans_filter(tke_raw, fsize) eps_filt = pd.rans_filter(eps_raw, fsize) # Shuffle data shuffler = np.random.permutation(Ny) y_filt_sh = y_filt[shuffler] U_filt_sh = U_filt[shuffler] dUdy_filt_sh = dUdy_filt[shuffler]
Ny_test = 192 Re_test = 550 # Filenames filepath_mean = 'data/channel/re1000/LM_Channel_1000_mean_prof.dat' filepath_fluc = 'data/channel/re1000/LM_Channel_1000_vel_fluc_prof.dat' filepath_tke = 'data/channel/re1000/LM_Channel_1000_RSTE_k_prof.dat' filepath_mean_test = 'data/channel/re0550/LM_Channel_0550_mean_prof.dat' filepath_fluc_test = 'data/channel/re0550/LM_Channel_0550_vel_fluc_prof.dat' filepath_tke_test = 'data/channel/re0550/LM_Channel_0550_RSTE_k_prof.dat' # Load data y_train, U_train, dUdy_train = ld.load_mean_data(filepath_mean, Ny) uus_train, tke_train = ld.load_fluc_data(filepath_fluc, Ny) eps_train = ld.load_tke_data(filepath_tke, Ny) y_raw, U_raw, dUdy_raw = ld.load_mean_data(filepath_mean_test, Ny_test) uus_raw, tke_raw = ld.load_fluc_data(filepath_fluc_test, Ny_test) eps_raw = ld.load_tke_data(filepath_tke_test, Ny_test) # Filter for synthetic RANS y_filt_train = pd.rans_filter(y_train, fsize) U_filt_train = pd.rans_filter(U_train, fsize) dUdy_filt_train = pd.rans_filter(dUdy_train, fsize) uus_filt_train = pd.rans_filter(uus_train, fsize) tke_filt_train = pd.rans_filter(tke_train, fsize) eps_filt_train = pd.rans_filter(eps_train, fsize) y_filt = pd.rans_filter(y_raw, fsize) U_filt = pd.rans_filter(U_raw, fsize)