INFO:mylog:sysdir: D:\estar-proj\microproduct-l-sar\vegetationPhenology-L-SAR INFO:mylog:init algXML succeed INFO:mylog:create new workspace success! INFO:mylog:check_source success! INFO:mylog:progress bar: 10% INFO:root:scope0:[[130.58930555555554, 47.875416666666666], [131.11458333333331, 47.875416666666666], [130.58930555555554, 47.428472222222226], [131.11458333333331, 47.428472222222226]] INFO:root:scope1:[[130.58930555555554, 47.875416666666666], [131.11458333333331, 47.875416666666666], [130.58930555555554, 47.428472222222226], [131.11458333333331, 47.428472222222226]] INFO:root:scope2:[[130.40576233571758, 47.936153520704124], [131.8327786879565, 47.936153520704124], [130.40576233571758, 47.10644445056424], [131.8327786879565, 47.10644445056424]] INFO:root:scope roi :[(130.58930555555554, 47.428472222222226), (130.58930555555554, 47.875416666666666), (131.11458333333331, 47.875416666666666), (131.11458333333331, 47.428472222222226)] INFO:mylog:cut LT1B_MONO_MYC_STRIP4_005860_E130.9_N47.7_20230327_SLC_AHV_L1A_0000086966-ortho_sim_ori success! INFO:mylog:cut Covering success! INFO:mylog:preprocess_handle success! INFO:mylog:progress bar: 10% INFO:mylog:1,water,num:89608 INFO:mylog:max number =45047, random select45047 point as train data! INFO:mylog:2,road,num:148509 INFO:mylog:max number =45047, random select45047 point as train data! INFO:mylog:3,crop,num:45047 INFO:mylog:max number =45047, random select45047 point as train data! INFO:mylog:read phenology Measure.csv success! INFO:mylog:refine_lee filter success! INFO:mylog:create_features success! INFO:mylog:progress bar: 20% INFO:mylog:gene_train_set success! INFO:mylog:feature_list:['0: cal_HH_geo.tif', '1: cal_HV_geo.tif', '2: cal_VH_geo.tif', '3: cal_VV_geo.tif', '4: Freeman_Dbl_geo.tif', '5: Freeman_Odd_geo.tif', '6: Freeman_Vol_geo.tif', '7: Yamaguchi4_Dbl_geo.tif', '8: Yamaguchi4_Hlx_geo.tif', '9: Yamaguchi4_Odd_geo.tif', '10: Yamaguchi4_Vol_geo.tif'] INFO:mylog:generate train and test set success! INFO:mylog:progress bar: 30% INFO:mylog:importances:[0.09008256 0.08484342 0.08104031 0.09856183 0.01286212 0.07645452 0.1949868 0.03393433 0.08189098 0.10708121 0.13826192],threshold=0.3 INFO:mylog:optimal_feature:[] ERROR:mylog:optimal_feature is empty INFO:mylog:correlation_map: [[0. 0.89602003 0.35927355 0.55154613 0.53831383 0.68200258 0.53189077 0.66039831 0.15295284 0.06052895 0.08770181] [0. 0. 0.20359008 0.43851633 0.44296181 0.65092891 0.31802638 0.63134158 0.0845019 0.07694647 0.08837906] [0. 0. 0. 0.80626193 0.78856369 0.05642641 0.07199648 0.04160238 0.9398845 0.09883387 0.04551061] [0. 0. 0. 0. 0.75978748 0.24120694 0.10065369 0.22376129 0.71986336 0.05805332 0.00630141] [0. 0. 0. 0. 0. 0.2468971 0.10394674 0.2332868 0.72009194 0.04950468 0.01367713] [0. 0. 0. 0. 0. 0. 0.53169269 0.66553341 0.02504539 0.08659556 0.07677055] [0. 0. 0. 0. 0. 0. 0. 0.52447127 0.12523608 0.13743039 0.07717577] [0. 0. 0. 0. 0. 0. 0. 0. 0.03640992 0.09399762 0.07944308] [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.13017464 0.06721708] [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.66973409] [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. ]] INFO:mylog:validity_list_corr:[6 9 1 8 2 7 4] INFO:mylog:[6 9 1 8 2 7 4] INFO:mylog:train_feature:['6: Freeman_Vol_geo.tif' '9: Yamaguchi4_Odd_geo.tif' '1: cal_HV_geo.tif' '8: Yamaguchi4_Hlx_geo.tif' '2: cal_VH_geo.tif' '7: Yamaguchi4_Dbl_geo.tif' '4: Freeman_Dbl_geo.tif'] INFO:mylog:RF trainning INFO:mylog:RF train success! INFO:mylog:mode testing INFO:mylog:block size is :3072 INFO:mylog:test_feature:dict_keys(['cal_HV_geo', 'cal_VH_geo', 'Freeman_Dbl_geo', 'Freeman_Vol_geo', 'Yamaguchi4_Dbl_geo', 'Yamaguchi4_Hlx_geo', 'Yamaguchi4_Odd_geo']) INFO:mylog:blocking tifs success! INFO:mylog:create features matrix success! INFO:mylog:trans_tif2mask success, path: D:\micro\LWork\VegetationPhenology\Temporary\processing\tif_mask.tif INFO:mylog:create ROI image success! INFO:mylog:combine_mask success, path: D:\micro\LWork\VegetationPhenology\Temporary\processing\LT1B_MONO_MYC_STRIP4_005860_E130.9_N47.7_20230327_SLC_AHV_L1A_0000086966-ortho\bare_land_mask.tif INFO:mylog:cal_roi success, path: D:\micro\LWork\VegetationPhenology\Temporary\processing\product\LT1B_MONO_MYC_STRIP4_005860_E130.9_N47.7_20230327_SLC_AHV_L1A_0000086966-ortho-VP.tif INFO:mylog:mode test success! INFO:mylog:progress bar: 80% INFO:mylog:progress bar: 100% INFO:mylog:successful production of VegetationPhenology products! INFO:mylog:running use time: 0:27:03.597020