Embed Size (px)
DESCRIPTION
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Citation preview
0.09 10.09 20.09 3
0.084 40.086 50.089 60.087 70.087 80.084 90.088 100.096 110.089 120.089 130.086 140.088 150.091 16
0.08 170.091 180.081 190.088 200.088 210.086 220.093 230.079 240.085 250.089 260.088 270.087 280.087 290.087 300.084 310.093 320.087 330.084 34
0.09 350.087 360.089 370.087 380.084 39
0.09 400.085 410.089 420.083 430.081 440.083 45
0.09 460.086 470.087 480.085 490.085 500.088 51
0.09 520.088 530.091 54
0 100 200 300 400 500 600 700 800 900 10000
0.02
0.04
0.06
0.08
0.1
0.12
0.14
0.16
Variograma
h
G(h
)
0.091 550.093 560.093 570.085 58
0.09 590.091 600.085 610.088 620.085 63
0.09 640.086 65
0.09 660.086 670.086 68
0.09 690.087 700.083 710.087 720.088 73
0.09 740.088 750.088 760.088 77
0.09 780.09 79
0.085 800.086 810.092 82
0.09 830.093 840.087 850.087 860.087 870.086 880.086 890.084 900.094 910.088 920.086 930.087 940.092 950.088 960.088 970.087 98
0.09 990.088 1000.088 1010.092 1020.086 1030.089 1040.089 1050.083 1060.083 107
0.09 108
0.092 1090.088 1100.086 1110.089 1120.089 1130.085 1140.087 1150.085 1160.089 1170.088 1180.098 1190.081 1200.086 1210.089 122
0.09 1230.08 124
0.087 1250.087 1260.093 1270.085 1280.089 1290.088 1300.088 1310.086 1320.091 1330.089 1340.089 1350.093 1360.086 137
0.09 1380.093 1390.091 1400.085 1410.084 1420.085 1430.089 1440.085 1450.088 1460.086 1470.085 1480.089 1490.089 1500.083 1510.088 152
0.09 1530.091 1540.085 1550.088 1560.087 157
0.09 1580.084 1590.088 1600.087 1610.091 162
0.089 1630.088 164
0.08 1650.088 1660.085 1670.083 1680.084 169
0.09 1700.091 1710.089 1720.087 1730.086 1740.084 1750.084 176
0.09 1770.086 1780.085 1790.092 1800.085 1810.086 1820.086 1830.091 1840.087 1850.087 1860.082 1870.087 1880.088 1890.089 1900.089 1910.088 1920.084 1930.087 1940.088 1950.087 196
0.09 1970.091 1980.088 1990.085 2000.093 2010.084 2020.086 2030.084 2040.091 2050.086 2060.083 207
0.09 2080.083 2090.087 2100.088 2110.085 2120.083 2130.089 2140.085 215
0.09 216
0.083 2170.087 2180.085 2190.087 2200.089 2210.087 2220.089 2230.086 2240.092 2250.083 2260.089 2270.081 2280.088 2290.091 2300.085 2310.087 2320.087 2330.095 2340.089 2350.083 2360.087 2370.084 2380.093 2390.088 2400.083 2410.088 2420.091 2430.086 2440.079 2450.079 2460.089 2470.082 248
0.09 2490.084 2500.095 2510.082 2520.083 2530.089 2540.089 2550.089 2560.084 2570.087 2580.089 2590.089 2600.089 2610.083 2620.088 2630.093 2640.084 2650.084 2660.082 2670.091 2680.085 2690.091 270
0.086 2710.088 2720.089 2730.089 2740.086 2750.086 2760.087 2770.091 2780.085 2790.084 2800.085 2810.085 2820.094 283
0.09 2840.082 2850.087 2860.089 2870.086 2880.078 2890.084 2900.085 2910.089 2920.086 2930.082 2940.086 2950.081 2960.087 2970.087 2980.084 299
0.08 3000.089 3010.088 3020.084 3030.093 3040.084 3050.087 3060.083 3070.087 3080.084 3090.084 3100.087 3110.089 3120.084 3130.085 3140.083 3150.085 3160.088 3170.083 3180.083 3190.084 3200.088 3210.089 3220.085 3230.083 324
0.084 3250.087 3260.085 3270.086 3280.085 3290.084 3300.085 3310.089 3320.082 3330.082 3340.084 335
0.09 3360.089 3370.081 3380.084 3390.089 3400.087 3410.084 3420.087 3430.085 344
0.09 3450.086 3460.086 3470.087 3480.085 3490.088 3500.088 351
0.08 3520.085 3530.089 3540.092 3550.084 3560.083 357
0.09 3580.085 3590.087 3600.091 3610.085 3620.087 3630.089 3640.086 3650.084 3660.094 367
0.08 3680.083 3690.078 3700.092 3710.088 3720.083 3730.082 3740.087 3750.081 376
0.09 3770.087 378
0.091 3790.093 3800.089 381
0.09 3820.084 3830.094 3840.089 3850.087 3860.081 3870.087 3880.088 3890.083 3900.091 3910.086 3920.082 3930.082 3940.084 3950.088 3960.093 397
0.09 3980.092 3990.083 4000.087 4010.088 4020.088 4030.085 4040.091 4050.086 4060.087 4070.088 4080.082 4090.089 4100.085 4110.087 4120.081 413
0.08 4140.081 4150.091 4160.081 4170.091 4180.086 4190.084 4200.087 4210.089 4220.081 4230.083 4240.089 4250.093 4260.092 4270.086 4280.092 4290.089 4300.084 4310.089 432
0.084 4330.086 4340.089 435
0.09 4360.079 4370.088 4380.088 4390.087 4400.083 4410.085 442
0.09 4430.089 4440.083 4450.091 4460.086 447
0.09 4480.087 4490.086 4500.091 451
0.09 4520.087 4530.082 454
0.08 4550.089 4560.089 4570.083 4580.085 4590.094 4600.088 4610.082 4620.086 4630.084 4640.087 4650.086 4660.088 467
0.09 4680.09 469
0.092 4700.089 4710.084 4720.087 4730.084 4740.085 4750.086 4760.091 4770.085 4780.086 4790.082 4800.083 481
0.08 4820.081 483
0.09 4840.094 4850.083 486
0.094 4870.082 4880.091 4890.085 4900.092 4910.091 4920.087 493
0.08 4940.086 4950.095 496
0.09 4970.083 4980.087 4990.083 5000.092 5010.084 5020.089 5030.086 5040.086 505
0.09 5060.079 507
0.09 5080.09 509
0.089 5100.084 5110.085 5120.085 5130.088 5140.088 5150.088 5160.085 5170.081 5180.088 5190.091 5200.084 5210.085 5220.085 5230.084 5240.089 5250.085 5260.085 5270.092 5280.085 5290.093 5300.083 5310.093 5320.089 533
0.09 5340.081 5350.091 5360.087 5370.085 5380.094 5390.094 540
0.083 5410.092 5420.081 5430.083 5440.083 5450.085 5460.092 5470.088 5480.093 5490.096 5500.082 5510.091 5520.088 5530.094 5540.085 555
0.09 5560.092 5570.086 5580.087 5590.089 5600.085 5610.086 562
0.09 5630.095 5640.084 5650.083 5660.096 5670.083 5680.086 5690.093 5700.089 5710.088 5720.093 5730.097 5740.087 575
0.09 5760.095 5770.095 5780.088 5790.084 5800.094 5810.089 5820.091 5830.097 5840.087 5850.102 5860.087 5870.083 5880.088 5890.087 5900.096 5910.087 5920.097 5930.088 594
0.095 5950.086 5960.087 5970.091 598
0.09 5990.092 6000.098 601
0.09 6020.096 6030.086 6040.094 6050.088 6060.088 6070.099 6080.088 6090.091 6100.096 6110.095 6120.091 6130.089 6140.092 6150.089 6160.101 6170.086 6180.082 6190.101 6200.088 6210.093 6220.084 6230.085 6240.098 6250.091 6260.089 6270.089 6280.098 6290.095 6300.085 6310.093 6320.087 633
0.09 6340.091 6350.092 6360.095 637
0.09 6380.092 6390.084 6400.085 6410.094 642
0.09 6430.104 6440.095 6450.095 646
0.09 6470.088 648
0.089 6490.092 6500.095 6510.088 6520.095 6530.098 6540.085 6550.095 6560.086 6570.096 6580.091 6590.092 6600.087 6610.087 6620.095 6630.088 664
0.08 6650.094 6660.089 6670.085 6680.086 6690.096 6700.093 671
0.09 6720.098 6730.097 6740.098 6750.096 6760.092 6770.098 6780.095 6790.092 6800.097 6810.088 682
0.09 6830.097 6840.098 6850.082 6860.097 6870.094 6880.095 6890.089 6900.088 6910.093 6920.095 6930.092 6940.092 6950.089 6960.094 6970.087 6980.091 699
0.09 7000.095 7010.089 702
0.092 7030.092 704
0.09 7050.099 7060.091 707
0.09 7080.092 7090.083 7100.083 7110.087 7120.089 713
0.09 7140.09 7150.09 716
0.088 7170.106 7180.095 7190.091 7200.091 7210.085 7220.093 723
0.09 7240.094 7250.084 7260.085 7270.087 7280.095 7290.085 7300.083 7310.086 7320.091 7330.087 7340.087 7350.086 7360.103 7370.087 7380.085 7390.079 7400.086 7410.096 7420.088 7430.091 7440.092 7450.098 7460.083 7470.092 7480.093 7490.093 7500.089 7510.091 7520.094 753
0.1 7540.084 7550.088 756
0.089 7570.091 7580.093 7590.085 7600.082 761
0.09 7620.097 7630.085 7640.089 7650.091 766
0.1 7670.085 768
0.09 7690.09 770
0.087 7710.094 7720.095 7730.089 7740.083 7750.095 7760.088 777
0.09 7780.085 7790.101 7800.093 7810.092 7820.077 7830.097 7840.087 7850.095 7860.093 7870.086 7880.087 7890.099 7900.085 7910.092 792
0.09 7930.093 7940.106 7950.087 7960.088 7970.085 7980.098 7990.089 8000.098 801
0.08 8020.085 8030.096 8040.091 8050.085 8060.081 8070.074 8080.094 8090.094 810
0.08 8110.084 8120.094 8130.096 8140.099 8150.082 8160.093 817
0.09 8180.105 8190.088 8200.091 8210.096 822
0.09 8230.094 8240.087 8250.089 8260.087 8270.078 8280.091 8290.096 8300.091 8310.089 8320.082 8330.103 8340.085 8350.087 8360.084 8370.094 8380.092 8390.089 8400.091 841
0.08 8420.09 843
0.098 8440.083 8450.097 8460.076 8470.092 8480.093 8490.087 8500.088 8510.086 8520.104 8530.079 8540.096 8550.072 8560.094 8570.089 8580.096 8590.105 8600.089 8610.094 8620.097 8630.083 864
0.101 8650.1 866
0.086 8670.102 8680.093 8690.104 8700.071 8710.093 8720.091 8730.095 8740.083 8750.076 8760.093 8770.085 8780.089 8790.095 8800.084 8810.092 8820.093 8830.103 8840.103 8850.071 8860.095 8870.091 8880.097 8890.106 8900.082 8910.073 8920.095 8930.074 8940.088 8950.094 8960.102 897
0.08 8980.087 8990.091 9000.078 9010.114 9020.068 9030.091 9040.091 9050.088 9060.081 9070.075 908
0.09 9090.093 9100.094 9110.087 9120.072 9130.089 9140.091 9150.082 9160.094 9170.082 918
0.08 9190.092 9200.099 9210.067 9220.078 9230.092 9240.087 9250.095 9260.088 9270.081 9280.087 9290.089 9300.077 9310.078 9320.098 9330.074 9340.084 9350.086 9360.051 9370.081 9380.087 9390.084 9400.079 9410.077 9420.076 9430.078 9440.092 9450.066 9460.095 947
0.09 9480.083 9490.079 950
0.09 9510.061 9520.088 9530.084 9540.097 9550.099 9560.075 9570.087 9580.064 9590.101 9600.105 9610.087 9620.099 9630.089 964
0.09 9650.109 9660.057 9670.087 9680.123 9690.131 970
0.07 9710.057 972
0.101 9730.122 9740.106 9750.079 9760.096 9770.139 9780.075 9790.082 980
0.11 9810.108 982
0.09 9830.06 984
0.139 9850.111 986
0.07 9870.035 988
0.09 9890.121 9900.091 9910.013 9920.062 9930.088 9940.038 9950.061 9960.015 997
0.07 9980.051 999
0 100 200 300 400 500 600 700 800 900 10000
0.02
0.04
0.06
0.08
0.1
0.12
0.14
0.16
Variograma
h
G(h
)
0000000000000000000000000000000
0.0010.0010.0010.0010.0010.0010.0010.0010.0010.0010.0010.0010.0010.0010.0010.0010.0010.0010.0010.0010.0010.0010.001
0 200 400 600 800 10000
0.1
0.2
0.3
0.4
0.5
0.6
Variograma de datos ordenados
h
G(h
)
0.0020.0020.0020.0020.0020.0020.0020.0020.0020.0020.0020.0020.0020.0020.0020.0020.0030.0030.0030.0030.0030.0030.0030.0030.0030.0030.0030.0030.0040.0040.0040.0040.0040.0040.0040.0040.0040.0040.0040.0040.0050.0050.0050.0050.0050.0050.0050.0050.0050.0050.0060.0060.0060.006
0.0060.0060.0060.0060.0060.0070.0070.0070.0070.0070.0070.0070.0070.0080.0080.0080.0080.0080.0080.0080.0080.0090.0090.0090.0090.0090.0090.009
0.010.010.010.010.010.010.01
0.0110.0110.0110.0110.0110.0110.0120.0120.0120.0120.0120.0120.0120.0130.0130.0130.0130.0130.013
0.0140.0140.0140.0140.0140.0140.0150.0150.0150.0150.0150.0160.0160.0160.0160.0160.0160.0170.0170.0170.0170.0170.0180.0180.0180.0180.0180.0190.0190.0190.0190.019
0.020.020.020.02
0.0210.0210.0210.0210.0210.0220.0220.0220.0220.0220.0230.0230.0230.0230.0240.0240.0240.024
0.0250.0250.0250.0250.0250.0260.0260.0260.0260.0270.0270.0270.0270.0280.0280.0280.0280.0290.0290.0290.029
0.030.030.030.03
0.0310.0310.0310.0320.0320.0320.0320.0330.0330.0330.0330.0340.0340.0340.0350.0350.0350.0350.0360.0360.0360.0360.0370.0370.0370.0380.0380.0380.038
0.0390.0390.039
0.040.040.04
0.0410.0410.0410.0410.0420.0420.0420.0430.0430.0430.0440.0440.0440.0450.0450.0450.0460.0460.0460.0460.0470.0470.0470.0480.0480.0480.0490.0490.049
0.050.050.05
0.0510.0510.0510.0520.0520.0520.0530.0530.0530.0540.0540.0540.0550.0550.0550.056
0.0560.0570.0570.0570.0580.0580.0580.0590.0590.059
0.060.060.06
0.0610.0610.0620.0620.0620.0630.0630.0630.0640.0640.0650.0650.0650.0660.0660.0660.0670.0670.0680.0680.0680.0690.069
0.070.070.07
0.0710.0710.0710.0720.0720.0730.0730.0730.0740.0740.0750.0750.0750.0760.076
0.0770.0770.0780.0780.0780.0790.079
0.080.080.08
0.0810.0810.0820.0820.0830.0830.0830.0840.0840.0850.0850.0860.0860.0860.0870.0870.0880.0880.0890.0890.089
0.090.09
0.0910.0910.0920.0920.0930.0930.0930.0940.0940.0950.0950.0960.0960.0970.0970.0980.0980.0980.0990.099
0.1
0.10.1010.1010.1020.1020.1030.1030.1030.1040.1040.1050.1050.1060.1060.1070.1070.1080.1080.1090.109
0.110.11
0.1110.1110.1110.1120.1120.1130.1130.1140.1140.1150.1150.1160.1160.1170.1170.1180.1180.1190.119
0.120.12
0.1210.1210.1220.1220.1230.1230.1240.1240.1250.1250.126
0.1260.1270.1270.1280.1280.1290.129
0.130.13
0.1310.1320.1320.1330.1330.1340.1340.1350.1350.1360.1360.1370.1370.1380.1380.139
0.140.14
0.1410.1410.1420.1420.1430.1430.1440.1450.1450.1460.1460.1470.1470.1480.1490.149
0.150.15
0.1510.1510.1520.1530.1530.1540.1540.1550.156
0.1560.1570.1570.1580.1590.159
0.160.16
0.1610.1610.1620.1630.1630.1640.1640.1650.1660.1660.1670.1670.1680.1690.169
0.170.1710.1710.1720.1720.1730.1740.1740.1750.1760.1760.1770.1770.1780.1790.179
0.180.18
0.1810.1820.1820.1830.1840.1840.1850.1850.1860.1870.1870.1880.189
0.1890.190.19
0.1910.1920.1920.1930.1940.1940.1950.1950.1960.1970.1970.1980.1990.199
0.20.2010.2010.2020.2030.2030.2040.2040.2050.2060.2060.2070.2080.2080.209
0.210.21
0.2110.2120.2120.2130.2140.2140.2150.2160.2160.2170.2180.2180.219
0.220.22
0.2210.2220.2220.2230.224
0.2240.2250.2260.2260.2270.2280.2280.229
0.230.23
0.2310.2320.2330.2330.2340.2350.2350.2360.2370.2370.2380.2390.239
0.240.2410.2410.2420.2430.2430.2440.2450.2460.2460.2470.2480.2480.249
0.250.25
0.2510.2520.2530.2530.2540.2550.2550.2560.2570.2580.2580.259
0.260.26
0.261
0.2620.2620.2630.2640.2650.2650.2660.2670.2670.2680.2690.269
0.270.2710.2720.2720.2730.2740.2740.2750.2760.2760.2770.2780.2790.279
0.280.2810.2810.2820.2830.2840.2840.2850.2860.2860.2870.2880.2880.289
0.290.2910.2910.2920.2930.2930.2940.2950.2950.2960.2970.2980.2980.299
0.30.3
0.3010.3020.3020.3030.3040.3040.3050.3060.3070.3070.3080.3090.309
0.310.3110.3120.3120.3130.3140.3140.3150.3160.3170.3170.3180.3190.319
0.320.3210.3210.3220.3230.3240.3240.3250.3260.3260.3270.3280.3280.329
0.330.3310.3310.3320.3330.3330.3340.3350.3350.3360.337
0.3380.3380.339
0.340.34
0.3410.3420.3430.3430.3440.3450.3460.3460.3470.3480.3490.349
0.350.3510.3510.3520.3530.3540.3540.3550.3560.3570.3570.3580.359
0.360.36
0.3610.3620.3630.3630.3640.3650.3660.3670.3670.3680.369
0.370.37
0.3710.3720.3730.3730.3740.3750.3760.3770.377
0.3780.379
0.380.3810.3810.3820.3830.3840.3850.3860.3860.3870.3880.389
0.390.39
0.3910.3920.3930.3940.3940.3950.3960.3970.3980.3980.399
0.40.4010.4020.4030.4030.4040.4050.4060.4070.4080.4090.409
0.410.4110.4120.4130.4140.4150.4160.4160.4170.4180.419
0.420.4210.4220.423
0.4240.4250.4260.4270.4280.4290.429
0.430.4310.4320.4330.4340.4350.4360.4370.4370.4380.439
0.440.4410.4420.4430.4440.4450.4460.4460.4470.4480.449
0.450.4510.4520.4520.4530.4540.4550.4560.4560.4570.4580.459
0.460.4610.4620.4620.4630.4640.4650.4660.4670.4680.469
0.470.471
0.4710.4720.4730.4740.4750.4760.4770.4780.479
0.480.4810.4820.4830.4840.4840.4850.4860.4870.4880.489
0.490.4910.4920.4930.4940.4950.498
0 200 400 600 800 10000
0.1
0.2
0.3
0.4
0.5
0.6
Variograma de datos ordenados
h
G(h
)
0.0110.0090.0100.0090.0100.0100.0100.0120.0100.0110.0100.0110.0120.0120.0100.0110.0100.0090.0110.0110.0100.0100.0120.0090.0100.0110.0100.0110.0090.0090.0110.0100.0090.0100.0120.0120.0090.0150.0100.0140.0090.0110.0110.0120.0100.0090.0110.0080.0100.0090.0100.0060.0110.008
0 20 40 60 80 100 1200.000
0.002
0.004
0.006
0.008
0.010
0.012
0.014
0.016
Variograma Zi
Column A
h
G(h
)
0 10 20 30 40 50 60 70 80 90 1000.000
0.002
0.004
0.006
0.008
0.010
0.012
0.014
0.016
Variograma de 10 en 10
h
G(h
)
0.0090.0090.0100.0100.0080.0100.0090.0100.0070.0090.0110.0080.0090.0110.0110.0070.0080.0120.0070.0070.0120.0080.0090.0080.0100.0070.0070.0070.0070.0060.0040.0100.0070.0070.0060.0120.0030.0050.0110.0070.0030.0070.0050.0020.010
0 20 40 60 80 100 1200.000
0.002
0.004
0.006
0.008
0.010
0.012
0.014
0.016
Variograma Zi
Column A
h
G(h
)
0 10 20 30 40 50 60 70 80 90 1000.000
0.002
0.004
0.006
0.008
0.010
0.012
0.014
0.016
Variograma de 10 en 10
h
G(h
)
0.011 0.004 0.0010.009 0.004 0.0010.010 0.005 0.0020.009 0.005 0.0010.010 0.005 0.0010.010 0.006 0.0010.010 0.005 0.0010.012 0.005 0.0020.010 0.005 0.0020.011 0.004 0.0010.010 0.005 0.0010.011 0.004 0.0020.012 0.005 0.0030.012 0.004 0.0020.010 0.004 0.0030.011 0.003 0.0020.010 0.004 0.0010.009 0.005 00.011 0.006 0.0010.011 0.0060.010 0.0050.010 0.0060.012 0.0040.009 0.0040.010 0.0040.011 0.0030.010 0.0040.011 0.0040.009 0.0050.009 0.0050.011 0.0050.010 0.0050.009 0.0050.010 0.0080.012 0.0050.012 0.0070.009 0.0040.015 0.0060.010 0.0060.014 0.0040.009 0.0040.011 0.0010.011 0.0050.012 0.0030.010 0.0040.009 0.0010.011 0.0040.008 0.0040.010 0.0010.0090.0100.0060.0110.008
0 10 20 30 40 50 60 70 80 90 1000
0.002
0.004
0.006
0.008
0.01
0.012
0.014
0.016
Comparación de Variogramas
Variograma de 10 en 10Variograma de 20 en 20Variograma de 50 en 50
h
G(h
)
0.0090.0090.0100.0100.0080.0100.0090.0100.0070.0090.0110.0080.0090.0110.0110.0070.0080.0120.0070.0070.0120.0080.0090.0080.0100.0070.0070.0070.0070.0060.0040.0100.0070.0070.0060.0120.0030.0050.0110.0070.0030.0070.0050.0020.010
0 10 20 30 40 50 60 70 80 90 1000
0.002
0.004
0.006
0.008
0.01
0.012
0.014
0.016
Comparación de Variogramas
Variograma de 10 en 10Variograma de 20 en 20Variograma de 50 en 50
h
G(h
)
0.0010.0010.0020.0010.0010.0010.0010.0020.0020.0010.0010.0020.0030.0020.0030.0020.001
00.001
0 2 4 6 8 10 12 14 16 18 200
0.0005
0.001
0.0015
0.002
0.0025
0.003
0.0035
Variograma de 50 en 50
h
G(h
)
0 2 4 6 8 10 12 14 16 18 200
0.0005
0.001
0.0015
0.002
0.0025
0.003
0.0035
Variograma de 50 en 50
h
G(h
)
