DSD-NL 2014 - iMOD Symposium - 9. iPEST - iMOD parameter estimation, Peter Vermeulen, Deltares

Tuesday June 16, 2014

iPEST – iMOD Parameter Estimation

PTM Vermeulen1

1 Deltares Unit Subsurface and Groundwater Systems, Groundwater Management, the Netherlands

iPEST

Minimaliseer gesommeerde afwijkingen :

- Grondwaterstanden met metingen;

- Berekende afvoeren met

afvoermetingen;

- etc.

door aanpassen model parameters:

- doorlatendheden en weerstanden;

- bergingscoefficienten;

- etc.

17 juni 2014

Minimale gesommeerde

afwijking

Groter gesommeerde

afwijkingen

iPEST

Minimalisatie strategie - richting

- Gebaseerd op Levenberg –

Marquardt – kleinste kwadraten methode

- Gradienten (ver weg van het

minimum) en Gauss-Newton

approximation (dicht bij het

minimum)

17 juni 2014

Gradienten Methode

Gauss-Newton Methode

iPEST

Minimalisatie strategie - stapgrootte

- Grootte stap bij kleine verbetering doelfunctie (kleine gevoeligheid);

- Kleine stap bij grote verbetering doelfunctie (grote gevoeligheid);

- Maximale verandering per parameter per richtingsverandering;

17 juni 2014

Ongevoelige parameters

vertragen process (scaling,

eigenvalues)

iPEST

17 juni 2014

Gevoeligheid αi

Bereken Doelfunctie

Bereken Model

Update Parameters

< Doel-

functie

i-1

Kleinere stap in

aanpassings richting

parameters

( line-search )

Bereken Model

start

nee Signifi-

cant?

ja

Stop

nee

ja

einde

aantal parameters n

iPEST

iPEST Package

17 juni 2014

d:\iMOD\TestBank\iPEST\results

2 2 10 0 1 0 0 1

d:\iMOD\TestBank\iPEST\dbase\measure\measure004.ipf,2,1,2,3,4,5

1 0 0 0 0

20 30 0.100E-02 0.100E+03 0.980E+00

200000.0 400000.0 202500.0 402500.0 25.0 0.0

ACTIVE MODULES

1,0 (PST)

1,0 (BND)

1,1,1 (SHD)

1,0 (STO)

0,0 (ANI)

1,0 (KDW)

1,0 (vcw)

1,0 (RCH)

1,0 (WEL)

…

eenvoudig aan/uitzetten

iPEST

Minimaliseer Package

17 juni 2014

…

d:\iMOD\TestBank\iPEST\dbase\IB1.IDF

MODULES FOR EACH LAYER

4,(PST)

50,0.0001,0.0,0,0,1.0,0.0

1,"kd",1, 1 0.24,1.1,0.01,100.0,10.0

1,"kd",1, 2 30.53,1.1,0.01,100.0,10.0

1,"kd",1, 3 0.02,1.1,0.01,100.0,10.0

1,"kd",1, 4 35.74,1.1,0.01,100.0,10.0

1

d:\iMOD-SVN\TestBank\iPEST\dbase\zone\zone004.idf

2,(BND)

1,1.0,0.0,d:\iMOD\TestBank\iPEST\dbase\IB1.IDF

2,1.0,0.0,1.0

…

iPEST


17 juni 2014

…



4,(PST)

50,0.0001,0.0,0,0,1.0,0.0

1,"kd",1, 1 0.24,1.1,0.01,100.0,10.0

1,"kd",1, 2 30.53,1.1,0.01,100.0,10.0

1,"kd",1, 3 0.02,1.1,0.01,100.0,10.0

1,"kd",1, 4 35.74,1.1,0.01,100.0,10.0

1


2,(BND)


2,1.0,0.0,1.0

…

KD

KH

KV

VC

SC

RC

RI

DC

IC

II

AH

AF

VA

HF

MS

MC

iPEST


17 juni 2014

…



4,(PST)

50,0.0001,0.0,0,0,1.0,0.0

1,"kd",1, 1 0.24,1.1,0.01,100.0,10.0

1,"kd",1, 2 30.53,1.1,0.01,100.0,10.0

1,"kd",1, 3 0.02,1.1,0.01,100.0,10.0

1,"kd",1, 4 35.74,1.1,0.01,100.0,10.0

1


2,(BND)


2,1.0,0.0,1.0

…

ZONE 1 ZONE 2

ZONE 3 ZONE 4

INITIAL PARAMETER VALUE

iPEST

Functionaliteiten:

- Groeperen van parameters;

- Eenvoudig definieren van perioden, bijv:

17 juni 2014

…



4,(PST)

50,0.0001,0.0,1,0,1.0,0.0

20140101 20140616

1,"kd",1, 1 0.24,1.1,0.01,100.0,10.0,1

1,"kd",1, 2 30.53,1.1,0.01,100.0,10.0,1

1,"kd",1, 3 0.02,1.1,0.01,100.0,10.0,2

1,"kd",1, 4 35.74,1.1,0.01,100.0,10.0,2

1


…

iPEST

Functionaliteiten:

- Gebruik externe batchfiles (>=1);

- Zonenummers kunnen real zijn waarbij fractie

gebruikt wordt om deel van parameter te

optimaliseren

17 juni 2014



4,(PST)

50,0.0001,0.0,0,1,0.5,0.0

0.5,d:\balance.bat balance.txt

1,"kd",1, 1 0.24,1.1,0.01,100.0,10.0

1,"kd",1, 2 30.53,1.1,0.01,100.0,10.0

1,"kd",1, 3 0.02,1.1,0.01,100.0,10.0

1,"kd",1, 4 35.74,1.1,0.01,100.0,10.0

1


balance.bat

balance.txt

N

Meting, weging, berekende waarde

iPEST

Functionaliteiten:

- Parameter optimalisatie voor deelgebieden

en/of verschillende schalen:

17 juni 2014

d:\iMOD\TestBank\iPEST\results

2 2 10 0 1 0 0 -1

d:\iMOD\TestBank\iPEST\dbase\measure\measure004.ipf,2,1,2,3,4,5

1 0 0 0 0

20 30 0.100E-02 0.100E+03 0.980E+00

200000.0 400000.0 202500.0 402500.0 100.0 0.0

ACTIVE MODULES

1,0 (PST)

iPEST

17 juni 2014

IT GD LS TOT_J KD001001 KD001002 KD001003 KD001004

001 002 003 004

1 0 0 0.1089186E+02 0.240 30.530 0.020 35.740

1 1 0 0.1088020E+02 0.264 30.530 0.020 35.740

1 2 0 0.1109300E+02 0.240 33.583 0.020 35.740

1 3 0 0.1088994E+02 0.240 30.530 0.022 35.740

1 4 0 0.1109104E+02 0.240 30.530 0.020 39.314

Sensitivity (.):-.4336E-01-.1118E-02-.3200E-01-.9355E-03

Sensitivity (%): 56.013 1.444 41.335 1.208

Lambda/Damping Factor = 0.2919292 Steepest Descent

1 0 1 0.2167495E+01 0.296 4.604 0.021 5.137

2 1 0 0.2157394E+01 0.325 4.604 0.021 5.137

2 2 0 0.2317800E+01 0.296 5.064 0.021 5.137

2 3 0 0.2166126E+01 0.296 4.604 0.023 5.137

2 4 0 0.2328357E+01 0.296 4.604 0.021 5.651


Sensitivity (%): 37.797 12.754 37.896 11.553

Lambda/Damping Factor = 3.3749999E-03 Gauss Newton

…

eerste optimalisatie cycli gevoeligheids cycli

iPEST

17 juni 2014


001 002 003 004

2 0 1 0.2537032E+00 1.610 1.527 0.101 1.485

3 1 0 0.2853811E+00 1.771 1.527 0.101 1.485

3 2 0 0.2771948E+00 1.610 1.680 0.101 1.485

3 3 0 0.2500343E+00 1.610 1.527 0.111 1.485

3 4 0 0.2724504E+00 1.610 1.527 0.101 1.634


Sensitivity (%): 22.708 23.202 30.721 23.370

Lambda/Damping Factor = 7.5937500E-03

3 0 1 0.1433038E-01 1.044 1.149 0.681 1.163

4 1 0 0.2051781E-01 1.149 1.149 0.681 1.163

4 2 0 0.1882220E-01 1.044 1.264 0.681 1.163

4 3 0 0.9693440E-02 1.044 1.149 0.749 1.163

4 4 0 0.1895949E-01 1.044 1.149 0.681 1.280


Sensitivity (%): 25.584 24.461 25.333 24.622


…

iPEST

17 juni 2014


001 002 003 004

4 0 1 0.1276288E-03 0.924 1.099 0.964 1.087

5 1 0 0.2125847E-02 1.017 1.099 0.964 1.087

5 2 0 0.2216863E-02 0.924 1.209 0.964 1.087

5 3 0 0.2026457E-02 0.924 1.099 1.061 1.087

5 4 0 0.2326530E-02 0.924 1.099 0.964 1.195


Sensitivity (%): 26.613 24.751 23.372 25.265


5 0 1 0.2192430E-04 0.915 1.096 0.943 1.082

iPEST - Robustness

17 juni 2014

IT GD LS TOT_J KD001001 KD001002 KD001003 KD001004 KD001005 KD001006 KD001007 KD001008 KD001009 KD001010 KD001011 KD001012 KD001013 KD001014 KD001015 KD001016 KD001017 KD001018 KD001019 KD001020 KD001021 KD001022 KD001023 KD001024 KD001025

001 002 003 004 005 006 007 008 009 010 011 012 013 014 015 016 017 018 019 020 021 022 023 024 025

1 0 0 0.9915511E+01 2.440 0.020 0.020 2.640 0.020 21.140 0.030 0.020 6.290 41.560 0.180 0.020 0.020 70.700 0.020 0.310 17.540 40.750 20.370 0.190 0.130 0.250 0.050 0.170 0.040

1 1 0 0.9969008E+01 2.684 0.020 0.020 2.640 0.020 21.140 0.030 0.020 6.290 41.560 0.180 0.020 0.020 70.700 0.020 0.310 17.540 40.750 20.370 0.190 0.130 0.250 0.050 0.170 0.040

1 2 0 0.9913670E+01 2.440 0.022 0.020 2.640 0.020 21.140 0.030 0.020 6.290 41.560 0.180 0.020 0.020 70.700 0.020 0.310 17.540 40.750 20.370 0.190 0.130 0.250 0.050 0.170 0.040

1 3 0 0.9913683E+01 2.440 0.020 0.022 2.640 0.020 21.140 0.030 0.020 6.290 41.560 0.180 0.020 0.020 70.700 0.020 0.310 17.540 40.750 20.370 0.190 0.130 0.250 0.050 0.170 0.040

1 4 0 0.9998845E+01 2.440 0.020 0.020 2.904 0.020 21.140 0.030 0.020 6.290 41.560 0.180 0.020 0.020 70.700 0.020 0.310 17.540 40.750 20.370 0.190 0.130 0.250 0.050 0.170 0.040

1 5 0 0.9912876E+01 2.440 0.020 0.020 2.640 0.022 21.140 0.030 0.020 6.290 41.560 0.180 0.020 0.020 70.700 0.020 0.310 17.540 40.750 20.370 0.190 0.130 0.250 0.050 0.170 0.040

1 6 0 0.1003987E+02 2.440 0.020 0.020 2.640 0.020 23.254 0.030 0.020 6.290 41.560 0.180 0.020 0.020 70.700 0.020 0.310 17.540 40.750 20.370 0.190 0.130 0.250 0.050 0.170 0.040

1 7 0 0.9914332E+01 2.440 0.020 0.020 2.640 0.020 21.140 0.033 0.020 6.290 41.560 0.180 0.020 0.020 70.700 0.020 0.310 17.540 40.750 20.370 0.190 0.130 0.250 0.050 0.170 0.040

1 8 0 0.9913973E+01 2.440 0.020 0.020 2.640 0.020 21.140 0.030 0.022 6.290 41.560 0.180 0.020 0.020 70.700 0.020 0.310 17.540 40.750 20.370 0.190 0.130 0.250 0.050 0.170 0.040

1 9 0 0.1004101E+02 2.440 0.020 0.020 2.640 0.020 21.140 0.030 0.020 6.919 41.560 0.180 0.020 0.020 70.700 0.020 0.310 17.540 40.750 20.370 0.190 0.130 0.250 0.050 0.170 0.040

1 10 0 0.1016891E+02 2.440 0.020 0.020 2.640 0.020 21.140 0.030 0.020 6.290 45.716 0.180 0.020 0.020 70.700 0.020 0.310 17.540 40.750 20.370 0.190 0.130 0.250 0.050 0.170 0.040

1 11 0 0.9911916E+01 2.440 0.020 0.020 2.640 0.020 21.140 0.030 0.020 6.290 41.560 0.198 0.020 0.020 70.700 0.020 0.310 17.540 40.750 20.370 0.190 0.130 0.250 0.050 0.170 0.040

1 12 0 0.9915327E+01 2.440 0.020 0.020 2.640 0.020 21.140 0.030 0.020 6.290 41.560 0.180 0.022 0.020 70.700 0.020 0.310 17.540 40.750 20.370 0.190 0.130 0.250 0.050 0.170 0.040

1 13 0 0.9914753E+01 2.440 0.020 0.020 2.640 0.020 21.140 0.030 0.020 6.290 41.560 0.180 0.020 0.022 70.700 0.020 0.310 17.540 40.750 20.370 0.190 0.130 0.250 0.050 0.170 0.040

1 14 0 0.9918769E+01 2.440 0.020 0.020 2.640 0.020 21.140 0.030 0.020 6.290 41.560 0.180 0.020 0.020 77.770 0.020 0.310 17.540 40.750 20.370 0.190 0.130 0.250 0.050 0.170 0.040

1 15 0 0.9913712E+01 2.440 0.020 0.020 2.640 0.020 21.140 0.030 0.020 6.290 41.560 0.180 0.020 0.020 70.700 0.022 0.310 17.540 40.750 20.370 0.190 0.130 0.250 0.050 0.170 0.040

1 16 0 0.9907606E+01 2.440 0.020 0.020 2.640 0.020 21.140 0.030 0.020 6.290 41.560 0.180 0.020 0.020 70.700 0.020 0.341 17.540 40.750 20.370 0.190 0.130 0.250 0.050 0.170 0.040

1 17 0 0.9912938E+01 2.440 0.020 0.020 2.640 0.020 21.140 0.030 0.020 6.290 41.560 0.180 0.020 0.020 70.700 0.020 0.310 19.294 40.750 20.370 0.190 0.130 0.250 0.050 0.170 0.040

1 18 0 0.9905468E+01 2.440 0.020 0.020 2.640 0.020 21.140 0.030 0.020 6.290 41.560 0.180 0.020 0.020 70.700 0.020 0.310 17.540 44.825 20.370 0.190 0.130 0.250 0.050 0.170 0.040

1 19 0 0.9901797E+01 2.440 0.020 0.020 2.640 0.020 21.140 0.030 0.020 6.290 41.560 0.180 0.020 0.020 70.700 0.020 0.310 17.540 40.750 22.407 0.190 0.130 0.250 0.050 0.170 0.040

1 20 0 0.9904766E+01 2.440 0.020 0.020 2.640 0.020 21.140 0.030 0.020 6.290 41.560 0.180 0.020 0.020 70.700 0.020 0.310 17.540 40.750 20.370 0.209 0.130 0.250 0.050 0.170 0.040

1 21 0 0.9904329E+01 2.440 0.020 0.020 2.640 0.020 21.140 0.030 0.020 6.290 41.560 0.180 0.020 0.020 70.700 0.020 0.310 17.540 40.750 20.370 0.190 0.143 0.250 0.050 0.170 0.040

1 22 0 0.9903893E+01 2.440 0.020 0.020 2.640 0.020 21.140 0.030 0.020 6.290 41.560 0.180 0.020 0.020 70.700 0.020 0.310 17.540 40.750 20.370 0.190 0.130 0.275 0.050 0.170 0.040

1 23 0 0.9912285E+01 2.440 0.020 0.020 2.640 0.020 21.140 0.030 0.020 6.290 41.560 0.180 0.020 0.020 70.700 0.020 0.310 17.540 40.750 20.370 0.190 0.130 0.250 0.055 0.170 0.040

1 24 0 0.9906300E+01 2.440 0.020 0.020 2.640 0.020 21.140 0.030 0.020 6.290 41.560 0.180 0.020 0.020 70.700 0.020 0.310 17.540 40.750 20.370 0.190 0.130 0.250 0.050 0.187 0.040

1 25 0 0.9910427E+01 2.440 0.020 0.020 2.640 0.020 21.140 0.030 0.020 6.290 41.560 0.180 0.020 0.020 70.700 0.020 0.310 17.540 40.750 20.370 0.190 0.130 0.250 0.050 0.170 0.044

Sensitivity (.):-.2009E-02-.1359E-01-.1014E-01-.3332E-02-.1591E-01-.3700E-03-.1466E-010.5198E-03-.3040E-02-.5604E-03-.1310E-01-.1351E-020.2512E-02-.4279E-04-.1532E-01-.9923E-02-.9691E-06-.8746E-05-.3961E-04-.9918E-02-.1310E-01-.1031E-01-.1099E-01-.1053E-01-.1343E-01

Sensitivity (%): 1.150 7.781 5.804 1.907 9.106 0.212 8.391 0.298 1.740 0.321 7.500 0.773 1.438 0.024 8.768 5.680 0.001 0.005 0.023 5.677 7.497 5.899 6.289 6.029 7.686

10 0 1 0.6864898E-03 0.837 1.052 0.980 0.962 1.184 0.712 1.405 0.809 0.922 1.344 0.711 1.249 0.551 0.907 1.338 0.727 1.015 0.985 0.766 1.328 0.847 1.032 0.990 0.961 1.169

11 1 0 0.1873598E-02 0.921 1.052 0.980 0.962 1.184 0.712 1.405 0.809 0.922 1.344 0.711 1.249 0.551 0.907 1.338 0.727 1.015 0.985 0.766 1.328 0.847 1.032 0.990 0.961 1.169

11 2 0 0.1762160E-02 0.837 1.158 0.980 0.962 1.184 0.712 1.405 0.809 0.922 1.344 0.711 1.249 0.551 0.907 1.338 0.727 1.015 0.985 0.766 1.328 0.847 1.032 0.990 0.961 1.169

11 3 0 0.1730432E-02 0.837 1.052 1.078 0.962 1.184 0.712 1.405 0.809 0.922 1.344 0.711 1.249 0.551 0.907 1.338 0.727 1.015 0.985 0.766 1.328 0.847 1.032 0.990 0.961 1.169

11 4 0 0.1700636E-02 0.837 1.052 0.980 1.058 1.184 0.712 1.405 0.809 0.922 1.344 0.711 1.249 0.551 0.907 1.338 0.727 1.015 0.985 0.766 1.328 0.847 1.032 0.990 0.961 1.169

11 5 0 0.2108105E-02 0.837 1.052 0.980 0.962 1.302 0.712 1.405 0.809 0.922 1.344 0.711 1.249 0.551 0.907 1.338 0.727 1.015 0.985 0.766 1.328 0.847 1.032 0.990 0.961 1.169

11 6 0 0.1438438E-02 0.837 1.052 0.980 0.962 1.184 0.784 1.405 0.809 0.922 1.344 0.711 1.249 0.551 0.907 1.338 0.727 1.015 0.985 0.766 1.328 0.847 1.032 0.990 0.961 1.169

11 7 0 0.7633409E-03 0.837 1.052 0.980 0.962 1.184 0.712 1.545 0.809 0.922 1.344 0.711 1.249 0.551 0.907 1.338 0.727 1.015 0.985 0.766 1.328 0.847 1.032 0.990 0.961 1.169

11 8 0 0.6897289E-03 0.837 1.052 0.980 0.962 1.184 0.712 1.405 0.890 0.922 1.344 0.711 1.249 0.551 0.907 1.338 0.727 1.015 0.985 0.766 1.328 0.847 1.032 0.990 0.961 1.169

11 9 0 0.7916021E-03 0.837 1.052 0.980 0.962 1.184 0.712 1.405 0.809 1.015 1.344 0.711 1.249 0.551 0.907 1.338 0.727 1.015 0.985 0.766 1.328 0.847 1.032 0.990 0.961 1.169

11 10 0 0.2031157E-02 0.837 1.052 0.980 0.962 1.184 0.712 1.405 0.809 0.922 1.478 0.711 1.249 0.551 0.907 1.338 0.727 1.015 0.985 0.766 1.328 0.847 1.032 0.990 0.961 1.169

11 11 0 0.1425647E-02 0.837 1.052 0.980 0.962 1.184 0.712 1.405 0.809 0.922 1.344 0.782 1.249 0.551 0.907 1.338 0.727 1.015 0.985 0.766 1.328 0.847 1.032 0.990 0.961 1.169

11 12 0 0.6521706E-03 0.837 1.052 0.980 0.962 1.184 0.712 1.405 0.809 0.922 1.344 0.711 1.374 0.551 0.907 1.338 0.727 1.015 0.985 0.766 1.328 0.847 1.032 0.990 0.961 1.169

11 13 0 0.6484084E-03 0.837 1.052 0.980 0.962 1.184 0.712 1.405 0.809 0.922 1.344 0.711 1.249 0.606 0.907 1.338 0.727 1.015 0.985 0.766 1.328 0.847 1.032 0.990 0.961 1.169

11 14 0 0.7798736E-03 0.837 1.052 0.980 0.962 1.184 0.712 1.405 0.809 0.922 1.344 0.711 1.249 0.551 0.997 1.338 0.727 1.015 0.985 0.766 1.328 0.847 1.032 0.990 0.961 1.169

11 15 0 0.2066080E-02 0.837 1.052 0.980 0.962 1.184 0.712 1.405 0.809 0.922 1.344 0.711 1.249 0.551 0.907 1.472 0.727 1.015 0.985 0.766 1.328 0.847 1.032 0.990 0.961 1.169

11 16 0 0.1458410E-02 0.837 1.052 0.980 0.962 1.184 0.712 1.405 0.809 0.922 1.344 0.711 1.249 0.551 0.907 1.338 0.799 1.015 0.985 0.766 1.328 0.847 1.032 0.990 0.961 1.169

11 17 0 0.8065409E-03 0.837 1.052 0.980 0.962 1.184 0.712 1.405 0.809 0.922 1.344 0.711 1.249 0.551 0.907 1.338 0.727 1.117 0.985 0.766 1.328 0.847 1.032 0.990 0.961 1.169

11 18 0 0.7514518E-03 0.837 1.052 0.980 0.962 1.184 0.712 1.405 0.809 0.922 1.344 0.711 1.249 0.551 0.907 1.338 0.727 1.015 1.084 0.766 1.328 0.847 1.032 0.990 0.961 1.169

11 19 0 0.7498930E-03 0.837 1.052 0.980 0.962 1.184 0.712 1.405 0.809 0.922 1.344 0.711 1.249 0.551 0.907 1.338 0.727 1.015 0.985 0.843 1.328 0.847 1.032 0.990 0.961 1.169

11 20 0 0.2004606E-02 0.837 1.052 0.980 0.962 1.184 0.712 1.405 0.809 0.922 1.344 0.711 1.249 0.551 0.907 1.338 0.727 1.015 0.985 0.766 1.461 0.847 1.032 0.990 0.961 1.169

11 21 0 0.1878382E-02 0.837 1.052 0.980 0.962 1.184 0.712 1.405 0.809 0.922 1.344 0.711 1.249 0.551 0.907 1.338 0.727 1.015 0.985 0.766 1.328 0.931 1.032 0.990 0.961 1.169

11 22 0 0.1751997E-02 0.837 1.052 0.980 0.962 1.184 0.712 1.405 0.809 0.922 1.344 0.711 1.249 0.551 0.907 1.338 0.727 1.015 0.985 0.766 1.328 0.847 1.135 0.990 0.961 1.169

11 23 0 0.1747079E-02 0.837 1.052 0.980 0.962 1.184 0.712 1.405 0.809 0.922 1.344 0.711 1.249 0.551 0.907 1.338 0.727 1.015 0.985 0.766 1.328 0.847 1.032 1.089 0.961 1.169

11 24 0 0.1704623E-02 0.837 1.052 0.980 0.962 1.184 0.712 1.405 0.809 0.922 1.344 0.711 1.249 0.551 0.907 1.338 0.727 1.015 0.985 0.766 1.328 0.847 1.032 0.990 1.057 1.169

11 25 0 0.2083598E-02 0.837 1.052 0.980 0.962 1.184 0.712 1.405 0.809 0.922 1.344 0.711 1.249 0.551 0.907 1.338 0.727 1.015 0.985 0.766 1.328 0.847 1.032 0.990 0.961 1.286

Sensitivity (.):-.7179E-02-.6617E-02-.7034E-02-.6647E-02-.5672E-02-.7791E-02-.4766E-03-.5564E-03-.8807E-03-.5773E-02-.8125E-02-.3537E-03-.2434E-03-.6301E-03-.6128E-02-.7543E-020.9843E-03-.5490E-03-.1029E-02-.5747E-02-.7108E-02-.6559E-02-.7064E-02-.6694E-02-.5735E-02

Sensitivity (%): 6.347 5.850 6.218 5.876 5.014 6.887 0.421 0.492 0.779 5.104 7.183 0.313 0.215 0.557 5.417 6.669 0.870 0.485 0.909 5.081 6.283 5.799 6.244 5.918 5.070


11 0 1 0.5416965E-03 0.836 1.051 0.983 0.962 1.183 0.713 1.329 0.845 0.908 1.342 0.715 1.396 0.633 0.860 1.335 0.727 1.003 0.944 0.780 1.328 0.847 1.031 0.991 0.961 1.169

…

Iteraties 2 tot en met 10

…

Project Manager

17 juni 2014

iMOD Batch

17 juni 2014

iMOD - Features

• Voeg commentaar toe aan IDF bestanden;

• Weergeven van waarden van een IDF op

de kaart;

• Sorteren van IDF bestanden in de iMOD

Manager;

• Printen van de kaart en bewaren in

BMP,PNG en JPEG;

• Export profielen in EPS;

• Van scratch aanmaken van IDF en IPF

bestanden;

• IPF bestandsformaat ook als CSV;

• Hernieuwde aangevulde

handleiding/tutorial/technische

documentatie;

17 juni 2014

DSD-NL 2014 - iMOD Symposium - 9. iPEST - iMOD parameter estimation, Peter Vermeulen, Deltares

Engineering

Transcript of DSD-NL 2014 - iMOD Symposium - 9. iPEST - iMOD parameter estimation, Peter Vermeulen, Deltares