microproduct-l-sar/vegetationPhenology-L-SAR/run_log/VegetationPhenology2024-02-...

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2024-03-14 02:24:24 +00:00
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:ahv transform to polsarpro T3 matrix success!
INFO:mylog:progress bar: 20%
INFO:mylog:run h_a_alpha_decomposition_T3!
INFO:mylog:run h_a_alpha_eigenvalue_set_T3!
INFO:mylog:run h_a_alpha_eigenvector_set_T3!
INFO:mylog:[<multiprocessing.pool.ApplyResult object at 0x000002A57385AA00>, <multiprocessing.pool.ApplyResult object at 0x000002A51CAC1FD0>, <multiprocessing.pool.ApplyResult object at 0x000002A51CAC1310>]
INFO:mylog:progress bar: 60%
INFO:mylog:run h_a_alpha_decomposition_T3 success!
INFO:mylog:run h_a_alpha_eigenvalue_set_T3 success!
INFO:mylog:run h_a_alpha_eigenvector_set_T3 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:[0.10283224 0.08028293 0.08021599 0.09328971 0.01247282 0.07368551
0.18585307 0.03340688 0.08491088 0.10932806 0.14372192],threshold=0.3
INFO:mylog:optimal_feature:[]
ERROR:mylog:optimal_feature is empty
INFO:mylog:correlation_map:
[[0. 0.89873904 0.36139142 0.54202597 0.55652724 0.51975912
0.68158447 0.66361563 0.15494957 0.05263465 0.07968142]
[0. 0. 0.20712775 0.4485708 0.44544498 0.30771575
0.65604889 0.63880926 0.08724804 0.06981464 0.07982159]
[0. 0. 0. 0.7913111 0.80606667 0.06550937
0.05585409 0.04141258 0.9402571 0.09555805 0.04422941]
[0. 0. 0. 0. 0.76521751 0.10534343
0.25204086 0.23672507 0.72321314 0.0527733 0.0207726 ]
[0. 0. 0. 0. 0. 0.10062908
0.24386369 0.22686866 0.71866334 0.06190223 0.01055069]
[0. 0. 0. 0. 0. 0.
0.51224794 0.5092009 0.1191725 0.13152173 0.07303128]
[0. 0. 0. 0. 0. 0.
0. 0.66900137 0.02673234 0.08222113 0.07068352]
[0. 0. 0. 0. 0. 0.
0. 0. 0.03863333 0.08896144 0.0719547 ]
[0. 0. 0. 0. 0. 0.
0. 0. 0. 0.12503049 0.06557503]
[0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0.68588953]
[0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. ]]
INFO:mylog:validity_list_corr:[6 9 8 1 2 7 4]
INFO:mylog:[6 9 8 1 2 7 4]
INFO:mylog:train_feature:['6: Freeman_Vol_geo.tif' '9: Yamaguchi4_Odd_geo.tif'
'8: Yamaguchi4_Hlx_geo.tif' '1: cal_HV_geo.tif' '2: cal_VH_geo.tif'
'7: Yamaguchi4_Dbl_geo.tif' '4: Freeman_Dbl_geo.tif']
INFO:mylog:RF trainning