Case label: SM-1005. Kosugi model with evaporation. Assouline. alpha and saturated K log-fitted.                                    
Parameterization = KGV.
Nr of fixed and fitting parameters: 8. Seed1 = 98877665. LogK = T.
The maximum relative difference in the objective function between consecutive shuffles is  1.000E-06.
The maximum allowed value or the root mean square error of the best fit is:  1.000E-02.
The maximum number of convergence criteria any parameter may fail is 7.
Maximum number of evaluations of the objective function is 3000. Few complexes (T/F): T.
The best map points (T) or random points (F) fill the first complexes: F.

There are 20 observations. K is given as a function of the matric potential (T/F): T.
Temperature:   20.0     degrees Celcius.

There will be 50 parameter optimization runs performed.

The numbers of the flexible fitting parameters:   2  4  5  6  7

Convergence criteria:
1. in the best fits from the last set of shuffles, the range of the parameter does not exceed both the absolute and the relative user-specified tolerance
2. in the best fits from the last set of shuffles, the range of the objective function does not exceed its absolute user-specified tolerance
3. the parameter range in the final complexes does not exceed the maximum internally set permissible value
4. the volume of the space enveloping the final complexes does not exceed the internally set maximum permissible value
5. the parameter range in the most successful complex (minus 1 member) does not exceed the internally set maximum permissible value
6. the volume of the space enveloping the most successful complex (minus 1 member) does not exceed the internally set maximum permissible value
7. the parameter does not exceed both the absolute and the relative user-specified tolerance in the final complexes
8. the parameter does not exceed both the absolute and the relative user-specified tolerance in the most successful complex (minus 1 member)
9. the change of the objective function between consecutive shuffles does not exceed the user-specified tolerance
10. the RMSE of the best fit does not exceed the user-specified maximum


The optimization of run 1 converged after 645 evaluations of the objective function and 19 shuffles.
382 reflection points, 205 contraction points, and 58 random points were calculated.
The RMSE for run 1 is   5.049195E-02. The RMSE normalized by the maximum observed conductivity is   1.308421E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  T  F
           2            F  F  T  T  T  T  T  T  T  F
           3            T  F  T  T  T  T  T  T  T  F
           4            F  F  F  T  F  T  T  T  T  F
           5            F  F  F  T  F  T  F  F  T  F
           6            T  F  T  T  T  T  T  T  T  F
           7            F  F  F  T  F  T  F  F  T  F
           8            T  F  T  T  T  T  T  T  T  F

Fitted parameter values of run 1.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.59368921E+00
h oven-dryness   -6.30938045E+06
alpha             1.60972285E+01
n                 1.42659262E+00
Ks-cap            3.85872329E+02
gamma             2.21778394E+00
tau               0.00000000E+00
Corr. factor c    2.51178447E-10

The optimization of run 2 converged after 1035 evaluations of the objective function and 32 shuffles.
692 reflection points, 307 contraction points, and 36 random points were calculated.
The RMSE for run 2 is   5.050244E-02. The RMSE normalized by the maximum observed conductivity is   1.308692E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  T  F
           2            F  F  F  T  F  T  F  F  T  F
           3            T  F  T  T  T  T  T  T  T  F
           4            F  F  F  T  F  T  T  T  T  F
           5            F  F  F  T  T  T  F  T  T  F
           6            T  F  T  T  T  T  T  T  T  F
           7            F  F  F  T  F  T  F  F  T  F
           8            T  F  T  T  T  T  T  T  T  F

Fitted parameter values of run 2.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.55953581E+00
h oven-dryness   -6.30938045E+06
alpha             2.15118182E+00
n                 1.98453071E+00
Ks-cap            3.85747506E+02
gamma             1.59652137E+00
tau               0.00000000E+00
Corr. factor c    5.33572036E-14

The optimization of run 3 converged after 790 evaluations of the objective function and 22 shuffles.
481 reflection points, 268 contraction points, and 41 random points were calculated.
The RMSE for run 3 is   5.048681E-02. The RMSE normalized by the maximum observed conductivity is   1.308287E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  T  F
           2            F  F  T  T  T  T  T  T  T  F
           3            T  F  T  T  T  T  T  T  T  F
           4            F  F  F  T  F  T  T  T  T  F
           5            F  F  T  T  T  T  T  T  T  F
           6            T  F  T  T  T  T  T  T  T  F
           7            F  F  T  T  T  T  T  T  T  F
           8            T  F  T  T  T  T  T  T  T  F

Fitted parameter values of run 3.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.60519524E+00
h oven-dryness   -6.30938045E+06
alpha             1.65930797E+01
n                 1.80547662E+00
Ks-cap            3.85876569E+02
gamma             1.75381118E+00
tau               0.00000000E+00
Corr. factor c    3.86947370E-14

The optimization of run 4 converged after 1003 evaluations of the objective function and 30 shuffles.
646 reflection points, 312 contraction points, and 45 random points were calculated.
The RMSE for run 4 is   5.051529E-02. The RMSE normalized by the maximum observed conductivity is   1.309026E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  F  F
           2            F  F  F  T  T  T  F  T  F  F
           3            T  F  T  T  T  T  T  T  F  F
           4            F  F  F  T  F  T  T  T  F  F
           5            F  F  F  T  T  T  F  T  F  F
           6            T  F  T  T  T  T  T  T  F  F
           7            F  F  F  T  T  T  F  T  F  F
           8            T  F  T  T  T  T  T  T  F  F

Fitted parameter values of run 4.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.54144673E+00
h oven-dryness   -6.30938045E+06
alpha             1.88518930E+00
n                 1.89258846E+00
Ks-cap            3.85687794E+02
gamma             1.67562217E+00
tau               0.00000000E+00
Corr. factor c    3.79742696E-13

The optimization of run 5 converged after 1237 evaluations of the objective function and 38 shuffles.
824 reflection points, 360 contraction points, and 53 random points were calculated.
The RMSE for run 5 is   5.049073E-02. The RMSE normalized by the maximum observed conductivity is   1.308389E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  F  F
           2            F  F  T  T  T  T  T  T  F  F
           3            T  F  T  T  T  T  T  T  F  F
           4            F  F  F  T  F  T  T  T  F  F
           5            F  F  F  T  T  T  F  T  F  F
           6            T  F  T  T  T  T  T  T  F  F
           7            F  F  F  T  T  T  F  T  F  F
           8            T  F  T  T  T  T  T  T  F  F

Fitted parameter values of run 5.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.60085229E+00
h oven-dryness   -6.30938045E+06
alpha             3.86418085E+00
n                 2.02523213E+00
Ks-cap            3.85866126E+02
gamma             1.56555114E+00
tau               0.00000000E+00
Corr. factor c    7.70192096E-15

The optimization of run 6 converged after 807 evaluations of the objective function and 24 shuffles.
506 reflection points, 249 contraction points, and 52 random points were calculated.
The RMSE for run 6 is   5.050662E-02. The RMSE normalized by the maximum observed conductivity is   1.308801E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  F  F
           2            F  F  F  T  T  T  F  T  F  F
           3            T  F  T  T  T  T  T  T  F  F
           4            F  F  F  T  F  T  T  T  F  F
           5            T  F  F  T  T  T  F  T  F  F
           6            T  F  T  T  T  T  T  T  F  F
           7            F  F  F  T  T  T  F  T  F  F
           8            T  F  T  T  T  T  T  T  F  F

Fitted parameter values of run 6.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.56797388E+00
h oven-dryness   -6.30938045E+06
alpha             3.36085786E+00
n                 1.68260064E+00
Ks-cap            3.85842128E+02
gamma             1.88209738E+00
tau               0.00000000E+00
Corr. factor c    8.10766024E-12

The optimization of run 7 converged after 819 evaluations of the objective function and 24 shuffles.
505 reflection points, 258 contraction points, and 56 random points were calculated.
The RMSE for run 7 is   5.048774E-02. The RMSE normalized by the maximum observed conductivity is   1.308311E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  T  F
           2            F  F  F  T  T  T  F  T  T  F
           3            T  F  T  T  T  T  T  T  T  F
           4            F  F  F  T  F  T  T  T  T  F
           5            F  F  T  T  T  T  T  T  T  F
           6            T  F  T  T  T  T  T  T  T  F
           7            F  F  F  T  T  T  F  T  T  F
           8            T  F  T  T  T  T  T  T  T  F

Fitted parameter values of run 7.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.60337139E+00
h oven-dryness   -6.30938045E+06
alpha             1.25783889E+01
n                 1.74946796E+00
Ks-cap            3.85811235E+02
gamma             1.80994287E+00
tau               0.00000000E+00
Corr. factor c    2.08398299E-13

The optimization of run 8 converged after 882 evaluations of the objective function and 26 shuffles.
569 reflection points, 279 contraction points, and 34 random points were calculated.
The RMSE for run 8 is   5.050090E-02. The RMSE normalized by the maximum observed conductivity is   1.308652E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  F  F
           2            F  F  T  T  T  T  T  T  F  F
           3            T  F  T  T  T  T  T  T  F  F
           4            F  F  F  T  F  T  T  T  F  F
           5            F  F  F  T  T  T  F  T  F  F
           6            T  F  T  T  T  T  T  T  F  F
           7            F  F  F  T  T  T  F  T  F  F
           8            T  F  T  T  T  T  T  T  F  F

Fitted parameter values of run 8.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.54992829E+00
h oven-dryness   -6.30938045E+06
alpha             2.37729750E+00
n                 1.98114499E+00
Ks-cap            3.85874587E+02
gamma             1.59504414E+00
tau               0.00000000E+00
Corr. factor c    4.65978763E-14

The optimization of run 9 converged after 937 evaluations of the objective function and 28 shuffles.
598 reflection points, 295 contraction points, and 44 random points were calculated.
The RMSE for run 9 is   5.049059E-02. The RMSE normalized by the maximum observed conductivity is   1.308385E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  F  F
           2            T  F  F  T  T  T  F  T  F  F
           3            T  F  T  T  T  T  T  T  F  F
           4            F  F  F  T  F  T  T  T  F  F
           5            F  F  F  T  T  T  F  T  F  F
           6            T  F  T  T  T  T  T  T  F  F
           7            F  F  F  T  T  T  F  T  F  F
           8            T  F  T  T  T  T  T  T  F  F

Fitted parameter values of run 9.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.59783578E+00
h oven-dryness   -6.30938045E+06
alpha             1.13551579E+01
n                 1.58181924E+00
Ks-cap            3.85825751E+02
gamma             2.00110150E+00
tau               0.00000000E+00
Corr. factor c    9.78304275E-12

The optimization of run 10 converged after 705 evaluations of the objective function and 21 shuffles.
440 reflection points, 218 contraction points, and 47 random points were calculated.
The RMSE for run 10 is   5.052426E-02. The RMSE normalized by the maximum observed conductivity is   1.309258E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  F  F
           2            F  F  F  T  T  T  F  T  F  F
           3            T  F  T  T  T  T  T  T  F  F
           4            F  F  F  T  F  T  F  T  F  F
           5            F  F  F  T  T  T  F  T  F  F
           6            T  F  T  T  T  T  T  T  F  F
           7            F  F  F  T  T  T  F  T  F  F
           8            T  F  T  T  T  T  T  T  F  F

Fitted parameter values of run 10.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.55647430E+00
h oven-dryness   -6.30938045E+06
alpha             4.26751729E+00
n                 1.43059620E+00
Ks-cap            3.85759980E+02
gamma             2.21152855E+00
tau               0.00000000E+00
Corr. factor c    1.51095501E-09

The optimization of run 11 converged after 1136 evaluations of the objective function and 36 shuffles.
777 reflection points, 317 contraction points, and 42 random points were calculated.
The RMSE for run 11 is   5.050084E-02. The RMSE normalized by the maximum observed conductivity is   1.308651E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  F  F
           2            F  F  F  T  T  T  F  T  F  F
           3            T  F  T  T  T  T  T  T  F  F
           4            F  F  F  T  F  T  T  T  F  F
           5            F  F  F  T  T  T  F  T  F  F
           6            T  F  T  T  T  T  T  T  F  F
           7            F  F  F  T  T  T  F  T  F  F
           8            T  F  T  T  T  T  T  T  F  F

Fitted parameter values of run 11.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.56426137E+00
h oven-dryness   -6.30938045E+06
alpha             2.68983191E+00
n                 1.89269862E+00
Ks-cap            3.85867765E+02
gamma             1.67197834E+00
tau               0.00000000E+00
Corr. factor c    1.93383842E-13

The optimization of run 12 converged after 1614 evaluations of the objective function and 55 shuffles.
968 reflection points, 377 contraction points, and 269 random points were calculated.
The RMSE for run 12 is   4.821771E-02. The RMSE normalized by the maximum observed conductivity is   1.249487E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  F  T  T  T  T  T  F
           2            F  F  F  F  T  T  F  T  T  F
           3            T  F  T  F  T  T  T  T  T  F
           4            F  F  F  F  F  T  F  T  T  F
           5            T  F  F  F  T  T  F  T  T  F
           6            T  F  F  F  T  T  F  T  T  F
           7            T  F  F  F  T  T  F  T  T  F
           8            T  F  T  F  T  T  T  T  T  F

Fitted parameter values of run 12.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.74555708E+00
h oven-dryness   -6.30938045E+06
alpha             1.82594268E+01
n                 1.08994675E+00
Ks-cap            3.85915628E+02
gamma             3.03993239E+00
tau               0.00000000E+00
Corr. factor c    3.33277322E-03

The optimization of run 13 converged after 1413 evaluations of the objective function and 45 shuffles.
979 reflection points, 393 contraction points, and 41 random points were calculated.
The RMSE for run 13 is   5.050778E-02. The RMSE normalized by the maximum observed conductivity is   1.308831E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  F  F
           2            F  F  T  T  T  T  T  T  F  F
           3            T  F  T  T  T  T  T  T  F  F
           4            T  F  F  T  F  T  T  T  F  F
           5            F  F  F  T  T  T  F  T  F  F
           6            T  F  T  T  T  T  T  T  F  F
           7            F  F  F  T  T  T  F  T  F  F
           8            T  F  T  T  T  T  T  T  F  F

Fitted parameter values of run 13.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.48203177E+00
h oven-dryness   -6.30938045E+06
alpha             1.26398534E+00
n                 2.26521640E+00
Ks-cap            3.85809711E+02
gamma             1.39580574E+00
tau               0.00000000E+00
Corr. factor c    1.10021505E-15

The optimization of run 14 converged after 798 evaluations of the objective function and 23 shuffles.
493 reflection points, 266 contraction points, and 39 random points were calculated.
The RMSE for run 14 is   5.049022E-02. The RMSE normalized by the maximum observed conductivity is   1.308376E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  T  F
           2            F  F  F  T  T  T  F  T  T  F
           3            T  F  T  T  T  T  T  T  T  F
           4            F  F  F  T  F  T  T  T  T  F
           5            F  F  F  T  T  T  F  T  T  F
           6            T  F  T  T  T  T  T  T  T  F
           7            F  F  F  T  T  T  F  T  T  F
           8            T  F  T  T  T  T  T  T  T  F

Fitted parameter values of run 14.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.58979943E+00
h oven-dryness   -6.30938045E+06
alpha             3.03148000E+00
n                 2.16299900E+00
Ks-cap            3.85882834E+02
gamma             1.46428119E+00
tau               0.00000000E+00
Corr. factor c    9.81653800E-16

The optimization of run 15 converged after 625 evaluations of the objective function and 17 shuffles.
374 reflection points, 221 contraction points, and 30 random points were calculated.
The RMSE for run 15 is   5.048673E-02. The RMSE normalized by the maximum observed conductivity is   1.308285E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  F  F
           2            F  F  T  T  T  T  T  T  F  F
           3            T  F  T  T  T  T  T  T  F  F
           4            F  F  F  T  F  T  T  T  F  F
           5            F  F  F  T  T  T  F  T  F  F
           6            T  F  T  T  T  T  T  T  F  F
           7            F  F  F  T  T  T  F  T  F  F
           8            T  F  T  T  T  T  T  T  F  F

Fitted parameter values of run 15.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.60402450E+00
h oven-dryness   -6.30938045E+06
alpha             8.08986759E+00
n                 2.12243572E+00
Ks-cap            3.85956139E+02
gamma             1.49199305E+00
tau               0.00000000E+00
Corr. factor c    2.57912555E-16

The optimization of run 16 converged after 903 evaluations of the objective function and 27 shuffles.
577 reflection points, 275 contraction points, and 51 random points were calculated.
The RMSE for run 16 is   5.062285E-02. The RMSE normalized by the maximum observed conductivity is   1.311813E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  F  F
           2            F  F  T  T  T  T  T  T  F  F
           3            T  F  T  T  T  T  T  T  F  F
           4            T  F  F  T  F  T  T  T  F  F
           5            F  F  F  T  T  T  F  T  F  F
           6            T  F  T  T  T  T  T  T  F  F
           7            F  F  F  T  T  T  F  T  F  F
           8            T  F  T  T  T  T  T  T  F  F

Fitted parameter values of run 16.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.40577033E+00
h oven-dryness   -6.30938045E+06
alpha             1.16750026E+00
n                 1.65829249E+00
Ks-cap            3.85517663E+02
gamma             1.91866176E+00
tau               0.00000000E+00
Corr. factor c    7.72157167E-11

The optimization of run 17 converged after 765 evaluations of the objective function and 23 shuffles.
398 reflection points, 233 contraction points, and 134 random points were calculated.
The RMSE for run 17 is   5.049692E-02. The RMSE normalized by the maximum observed conductivity is   1.308549E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  F  T  T  T  T  F  F
           2            F  F  F  F  T  T  F  T  F  F
           3            T  F  T  F  T  T  T  T  F  F
           4            T  F  F  F  T  T  F  T  F  F
           5            F  F  F  F  T  T  F  T  F  F
           6            T  F  F  F  T  T  F  T  F  F
           7            F  F  F  F  T  T  F  T  F  F
           8            T  F  T  F  T  T  T  T  F  F

Fitted parameter values of run 17.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.59346992E+00
h oven-dryness   -6.30938045E+06
alpha             1.56739835E+01
n                 1.17707810E+00
Ks-cap            3.85746033E+02
gamma             2.69180669E+00
tau               0.00000000E+00
Corr. factor c    1.68948370E-06

The optimization of run 18 converged after 816 evaluations of the objective function and 23 shuffles.
497 reflection points, 274 contraction points, and 45 random points were calculated.
The RMSE for run 18 is   5.048652E-02. The RMSE normalized by the maximum observed conductivity is   1.308280E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  T  F
           2            F  F  T  T  T  T  T  T  T  F
           3            T  F  T  T  T  T  T  T  T  F
           4            F  F  F  T  F  T  T  T  T  F
           5            F  F  F  T  F  T  F  F  T  F
           6            T  F  T  T  T  T  T  T  T  F
           7            F  F  F  T  F  T  F  F  T  F
           8            T  F  T  T  T  T  T  T  T  F

Fitted parameter values of run 18.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.60489307E+00
h oven-dryness   -6.30938045E+06
alpha             9.36667601E+00
n                 2.11870272E+00
Ks-cap            3.85948422E+02
gamma             1.49459020E+00
tau               0.00000000E+00
Corr. factor c    2.03301790E-16

The optimization of run 19 converged after 615 evaluations of the objective function and 17 shuffles.
373 reflection points, 218 contraction points, and 24 random points were calculated.
The RMSE for run 19 is   5.048922E-02. The RMSE normalized by the maximum observed conductivity is   1.308350E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  F  F
           2            F  F  F  T  T  T  F  T  F  F
           3            T  F  T  T  T  T  T  T  F  F
           4            F  F  F  T  F  T  F  T  F  F
           5            F  F  T  T  T  T  T  T  F  F
           6            T  F  T  T  T  T  T  T  F  F
           7            F  F  F  T  T  T  F  T  F  F
           8            T  F  T  T  T  T  T  T  F  F

Fitted parameter values of run 19.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.59877473E+00
h oven-dryness   -6.30938045E+06
alpha             4.06263494E+00
n                 2.08988857E+00
Ks-cap            3.85900745E+02
gamma             1.51583455E+00
tau               0.00000000E+00
Corr. factor c    2.05037562E-15

The optimization of run 20 converged after 730 evaluations of the objective function and 21 shuffles.
431 reflection points, 231 contraction points, and 68 random points were calculated.
The RMSE for run 20 is   5.054755E-02. The RMSE normalized by the maximum observed conductivity is   1.309861E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  T  F
           2            F  F  F  T  F  T  F  F  T  F
           3            T  F  T  T  T  T  T  T  T  F
           4            F  F  F  T  F  T  T  T  T  F
           5            F  F  F  T  F  T  F  F  T  F
           6            T  F  T  T  T  T  T  T  T  F
           7            F  F  F  T  F  T  F  F  T  F
           8            T  F  T  T  T  T  T  T  T  F

Fitted parameter values of run 20.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.45717626E+00
h oven-dryness   -6.30938045E+06
alpha             1.49855399E+00
n                 1.78768636E+00
Ks-cap            3.86059394E+02
gamma             1.76821171E+00
tau               0.00000000E+00
Corr. factor c    4.15915521E-12

The optimization of run 21 converged after 743 evaluations of the objective function and 21 shuffles.
455 reflection points, 255 contraction points, and 33 random points were calculated.
The RMSE for run 21 is   5.049578E-02. The RMSE normalized by the maximum observed conductivity is   1.308520E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  F  F
           2            F  F  F  T  T  T  F  T  F  F
           3            T  F  T  T  T  T  T  T  F  F
           4            T  F  F  T  F  T  T  T  F  F
           5            F  F  T  T  T  T  T  T  F  F
           6            T  F  T  T  T  T  T  T  F  F
           7            F  F  T  T  T  T  T  T  F  F
           8            T  F  T  T  T  T  T  T  F  F

Fitted parameter values of run 21.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.54035574E+00
h oven-dryness   -6.30938045E+06
alpha             1.46725378E+00
n                 2.40349174E+00
Ks-cap            3.85965195E+02
gamma             1.31786937E+00
tau               0.00000000E+00
Corr. factor c    7.12225174E-17

The optimization of run 22 converged after 627 evaluations of the objective function and 17 shuffles.
369 reflection points, 221 contraction points, and 37 random points were calculated.
The RMSE for run 22 is   5.048637E-02. The RMSE normalized by the maximum observed conductivity is   1.308276E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  F  F
           2            F  F  F  T  T  T  F  T  F  F
           3            T  F  T  T  T  T  T  T  F  F
           4            F  F  F  T  F  T  T  T  F  F
           5            F  F  F  T  T  T  F  T  F  F
           6            T  F  T  T  T  T  T  T  F  F
           7            F  F  F  T  T  T  F  T  F  F
           8            T  F  T  T  T  T  T  T  F  F

Fitted parameter values of run 22.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.60276527E+00
h oven-dryness   -6.30938045E+06
alpha             2.47100041E+00
n                 3.04486454E+00
Ks-cap            3.85906408E+02
gamma             1.04039727E+00
tau               0.00000000E+00
Corr. factor c    2.72100925E-22

The optimization of run 23 converged after 584 evaluations of the objective function and 16 shuffles.
350 reflection points, 203 contraction points, and 31 random points were calculated.
The RMSE for run 23 is   5.048613E-02. The RMSE normalized by the maximum observed conductivity is   1.308270E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  F  F
           2            F  F  T  T  T  T  T  T  F  F
           3            T  F  T  T  T  T  T  T  F  F
           4            F  F  F  T  F  T  T  T  F  F
           5            F  F  F  T  T  T  F  T  F  F
           6            T  F  T  T  T  T  T  T  F  F
           7            F  F  F  T  T  T  F  T  F  F
           8            T  F  T  T  T  T  T  T  F  F

Fitted parameter values of run 23.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.60742493E+00
h oven-dryness   -6.30938045E+06
alpha             1.02990100E+01
n                 2.88390659E+00
Ks-cap            3.85969776E+02
gamma             1.09812184E+00
tau               0.00000000E+00
Corr. factor c    7.21821387E-23

The optimization of run 24 converged after 642 evaluations of the objective function and 19 shuffles.
357 reflection points, 200 contraction points, and 85 random points were calculated.
The RMSE for run 24 is   5.051033E-02. The RMSE normalized by the maximum observed conductivity is   1.308897E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  F  F
           2            F  F  F  T  T  T  F  T  F  F
           3            T  F  T  T  T  T  T  T  F  F
           4            F  F  F  T  F  T  F  T  F  F
           5            F  F  F  T  T  T  F  T  F  F
           6            T  F  T  T  T  T  T  T  F  F
           7            F  F  F  T  T  T  F  T  F  F
           8            T  F  T  T  T  T  T  T  F  F

Fitted parameter values of run 24.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.57832622E+00
h oven-dryness   -6.30938045E+06
alpha             5.93406621E+00
n                 1.41936069E+00
Ks-cap            3.85912853E+02
gamma             2.23101677E+00
tau               0.00000000E+00
Corr. factor c    1.25319245E-09

The optimization of run 25 converged after 996 evaluations of the objective function and 29 shuffles.
592 reflection points, 312 contraction points, and 92 random points were calculated.
The RMSE for run 25 is   5.061739E-02. The RMSE normalized by the maximum observed conductivity is   1.311671E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  T  F
           2            F  F  F  T  F  T  F  F  T  F
           3            T  F  T  T  T  T  T  T  T  F
           4            F  F  F  T  F  T  T  T  T  F
           5            F  F  F  T  F  T  F  F  T  F
           6            T  F  T  T  T  T  T  T  T  F
           7            F  F  F  T  F  T  F  F  T  F
           8            T  F  T  T  T  T  T  T  T  F

Fitted parameter values of run 25.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.45175132E+00
h oven-dryness   -6.30938045E+06
alpha             1.89059977E+00
n                 1.40771224E+00
Ks-cap            3.86086756E+02
gamma             2.24754844E+00
tau               0.00000000E+00
Corr. factor c    8.45944883E-09

The optimization of run 26 converged after 606 evaluations of the objective function and 16 shuffles.
349 reflection points, 226 contraction points, and 31 random points were calculated.
The RMSE for run 26 is   5.048623E-02. The RMSE normalized by the maximum observed conductivity is   1.308272E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  F  F
           2            F  F  F  T  T  T  F  T  F  F
           3            T  F  T  T  T  T  T  T  F  F
           4            T  F  F  T  T  T  T  T  F  F
           5            F  F  T  T  T  T  T  T  F  F
           6            T  F  T  T  T  T  T  T  F  F
           7            F  F  T  T  T  T  T  T  F  F
           8            T  F  T  T  T  T  T  T  F  F

Fitted parameter values of run 26.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.61025591E+00
h oven-dryness   -6.30938045E+06
alpha             1.60098758E+01
n                 2.19836177E+00
Ks-cap            3.85906224E+02
gamma             1.44127591E+00
tau               0.00000000E+00
Corr. factor c    1.32312859E-17

The optimization of run 27 converged after 1120 evaluations of the objective function and 34 shuffles.
730 reflection points, 336 contraction points, and 54 random points were calculated.
The RMSE for run 27 is   5.050652E-02. The RMSE normalized by the maximum observed conductivity is   1.308798E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  F  F
           2            F  F  F  T  T  T  F  T  F  F
           3            T  F  T  T  T  T  T  T  F  F
           4            F  F  F  T  F  T  T  T  F  F
           5            F  F  F  T  T  T  F  T  F  F
           6            T  F  T  T  T  T  T  T  F  F
           7            F  F  F  T  T  T  F  T  F  F
           8            T  F  T  T  T  T  T  T  F  F

Fitted parameter values of run 27.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.55871253E+00
h oven-dryness   -6.30938045E+06
alpha             3.01056036E+00
n                 1.74744793E+00
Ks-cap            3.86084951E+02
gamma             1.81068280E+00
tau               0.00000000E+00
Corr. factor c    2.64676830E-12

The optimization of run 28 converged after 585 evaluations of the objective function and 16 shuffles.
342 reflection points, 201 contraction points, and 42 random points were calculated.
The RMSE for run 28 is   5.048616E-02. The RMSE normalized by the maximum observed conductivity is   1.308271E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  F  F
           2            F  F  F  T  T  T  F  T  F  F
           3            T  F  T  T  T  T  T  T  F  F
           4            F  F  F  T  F  T  T  T  F  F
           5            F  F  F  T  T  T  F  T  F  F
           6            T  F  T  T  T  T  T  T  F  F
           7            F  F  F  T  T  T  F  T  F  F
           8            T  F  T  T  T  T  T  T  F  F

Fitted parameter values of run 28.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.61097854E+00
h oven-dryness   -6.30938045E+06
alpha             1.25334007E+01
n                 2.96313165E+00
Ks-cap            3.85915404E+02
gamma             1.06934178E+00
tau               0.00000000E+00
Corr. factor c    9.11153904E-24

The optimization of run 29 converged after 617 evaluations of the objective function and 17 shuffles.
368 reflection points, 220 contraction points, and 29 random points were calculated.
The RMSE for run 29 is   5.048705E-02. The RMSE normalized by the maximum observed conductivity is   1.308294E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  F  F
           2            F  F  F  T  T  T  F  T  F  F
           3            T  F  T  T  T  T  T  T  F  F
           4            F  F  F  T  F  T  T  T  F  F
           5            F  F  T  T  T  T  T  T  F  F
           6            T  F  T  T  T  T  T  T  F  F
           7            F  F  T  T  T  T  T  T  F  F
           8            T  F  T  T  T  T  T  T  F  F

Fitted parameter values of run 29.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.60389371E+00
h oven-dryness   -6.30938045E+06
alpha             6.67875228E+00
n                 2.11355309E+00
Ks-cap            3.85873665E+02
gamma             1.49833522E+00
tau               0.00000000E+00
Corr. factor c    4.59643503E-16

The optimization of run 30 converged after 714 evaluations of the objective function and 20 shuffles.
428 reflection points, 242 contraction points, and 44 random points were calculated.
The RMSE for run 30 is   5.049628E-02. The RMSE normalized by the maximum observed conductivity is   1.308533E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  F  F
           2            F  F  F  T  T  T  F  T  F  F
           3            T  F  T  T  T  T  T  T  F  F
           4            F  F  F  T  F  T  F  T  F  F
           5            F  F  F  T  T  T  F  T  F  F
           6            T  F  T  T  T  T  T  T  F  F
           7            F  F  F  T  T  T  F  T  F  F
           8            T  F  T  T  T  T  T  T  F  F

Fitted parameter values of run 30.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.59841626E+00
h oven-dryness   -6.30938045E+06
alpha             1.66953263E+01
n                 1.29669956E+00
Ks-cap            3.85872597E+02
gamma             2.44245515E+00
tau               0.00000000E+00
Corr. factor c    1.05402579E-08

The optimization of run 31 converged after 2214 evaluations of the objective function and 74 shuffles.
1461 reflection points, 545 contraction points, and 208 random points were calculated.
The RMSE for run 31 is   5.049618E-02. The RMSE normalized by the maximum observed conductivity is   1.308530E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  T  F
           2            F  F  F  T  F  T  F  F  T  F
           3            T  F  T  T  T  T  T  T  T  F
           4            F  F  F  T  F  T  T  T  T  F
           5            F  F  T  T  T  T  T  T  T  F
           6            T  F  T  T  T  T  T  T  T  F
           7            F  F  T  T  T  T  T  T  T  F
           8            T  F  T  T  T  T  T  T  T  F

Fitted parameter values of run 31.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.60816097E+00
h oven-dryness   -6.30938045E+06
alpha             1.85437760E+01
n                 1.27918449E+00
Ks-cap            3.85852619E+02
gamma             2.47921581E+00
tau               0.00000000E+00
Corr. factor c    1.67220154E-08

The optimization of run 32 converged after 1045 evaluations of the objective function and 36 shuffles.
402 reflection points, 219 contraction points, and 424 random points were calculated.
The RMSE for run 32 is   5.177510E-02. The RMSE normalized by the maximum observed conductivity is   1.341671E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  T  T  F  T  F  T  T  T  F
           2            T  T  F  F  F  F  F  F  T  F
           3            T  T  T  F  T  F  T  T  T  F
           4            T  T  F  F  F  F  F  F  T  F
           5            T  T  F  F  F  F  F  F  T  F
           6            T  T  F  F  F  F  F  F  T  F
           7            T  T  F  F  F  F  F  F  T  F
           8            T  T  T  F  T  F  T  T  T  F

Fitted parameter values of run 32.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.47737589E+00
h oven-dryness   -6.30938045E+06
alpha             4.48569038E-01
n                 1.09514850E+00
Ks-cap            3.81043037E+02
gamma             3.24754681E+00
tau               0.00000000E+00
Corr. factor c    9.42513327E-02

The optimization of run 33 converged after 642 evaluations of the objective function and 18 shuffles.
387 reflection points, 218 contraction points, and 37 random points were calculated.
The RMSE for run 33 is   5.050627E-02. The RMSE normalized by the maximum observed conductivity is   1.308792E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  T  F
           2            F  F  F  T  F  T  F  F  T  F
           3            T  F  T  T  T  T  T  T  T  F
           4            F  F  F  T  F  T  T  T  T  F
           5            F  F  F  T  T  T  F  T  T  F
           6            T  F  T  T  T  T  T  T  T  F
           7            F  F  F  T  T  T  F  T  T  F
           8            T  F  T  T  T  T  T  T  T  F

Fitted parameter values of run 33.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.57603902E+00
h oven-dryness   -6.30938045E+06
alpha             4.94526327E+00
n                 1.52791113E+00
Ks-cap            3.85975131E+02
gamma             2.07216085E+00
tau               0.00000000E+00
Corr. factor c    1.21328945E-10

The optimization of run 34 converged after 1255 evaluations of the objective function and 38 shuffles.
796 reflection points, 366 contraction points, and 93 random points were calculated.
The RMSE for run 34 is   5.052661E-02. The RMSE normalized by the maximum observed conductivity is   1.309319E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  F  F
           2            F  F  F  T  T  T  F  T  F  F
           3            T  F  T  T  T  T  T  T  F  F
           4            T  F  F  T  F  T  T  T  F  F
           5            F  F  F  T  T  T  F  T  F  F
           6            T  F  T  T  T  T  T  T  F  F
           7            F  F  F  T  T  T  F  T  F  F
           8            T  F  T  T  T  T  T  T  F  F

Fitted parameter values of run 34.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.45059322E+00
h oven-dryness   -6.30938045E+06
alpha             1.24573227E+00
n                 2.04832708E+00
Ks-cap            3.85997338E+02
gamma             1.54399904E+00
tau               0.00000000E+00
Corr. factor c    5.05840438E-14

The optimization of run 35 converged after 833 evaluations of the objective function and 25 shuffles.
539 reflection points, 255 contraction points, and 39 random points were calculated.
The RMSE for run 35 is   5.049394E-02. The RMSE normalized by the maximum observed conductivity is   1.308472E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  F  F
           2            F  F  T  T  T  T  T  T  F  F
           3            T  F  T  T  T  T  T  T  F  F
           4            F  F  F  T  F  T  T  T  F  F
           5            F  F  F  T  T  T  F  T  F  F
           6            T  F  T  T  T  T  T  T  F  F
           7            F  F  F  T  T  T  F  T  F  F
           8            T  F  T  T  T  T  T  T  F  F

Fitted parameter values of run 35.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.59846765E+00
h oven-dryness   -6.30938045E+06
alpha             1.56870224E+01
n                 1.36297981E+00
Ks-cap            3.85929539E+02
gamma             2.32352410E+00
tau               0.00000000E+00
Corr. factor c    1.48984114E-09

The optimization of run 36 converged after 814 evaluations of the objective function and 23 shuffles.
506 reflection points, 272 contraction points, and 36 random points were calculated.
The RMSE for run 36 is   5.048679E-02. The RMSE normalized by the maximum observed conductivity is   1.308287E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  T  F
           2            F  F  T  T  T  T  T  T  T  F
           3            T  F  T  T  T  T  T  T  T  F
           4            F  F  F  T  F  T  F  T  T  F
           5            F  F  F  T  T  T  F  T  T  F
           6            T  F  T  T  T  T  T  T  T  F
           7            F  F  F  T  T  T  F  T  T  F
           8            T  F  T  T  T  T  T  T  T  F

Fitted parameter values of run 36.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.60237942E+00
h oven-dryness   -6.30938045E+06
alpha             1.29432177E+01
n                 1.90910132E+00
Ks-cap            3.85943682E+02
gamma             1.65806609E+00
tau               0.00000000E+00
Corr. factor c    7.05562800E-15

The optimization of run 37 converged after 848 evaluations of the objective function and 24 shuffles.
527 reflection points, 289 contraction points, and 32 random points were calculated.
The RMSE for run 37 is   5.048661E-02. The RMSE normalized by the maximum observed conductivity is   1.308282E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  T  F
           2            F  F  T  T  T  T  T  T  T  F
           3            T  F  T  T  T  T  T  T  T  F
           4            F  F  F  T  F  T  F  F  T  F
           5            T  F  T  T  T  T  T  T  T  F
           6            T  F  T  T  T  T  T  T  T  F
           7            T  F  T  T  T  T  T  T  T  F
           8            T  F  T  T  T  T  T  T  T  F

Fitted parameter values of run 37.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.60544310E+00
h oven-dryness   -6.30938045E+06
alpha             8.62375662E+00
n                 2.13766205E+00
Ks-cap            3.85971194E+02
gamma             1.48147147E+00
tau               0.00000000E+00
Corr. factor c    1.67397045E-16

The optimization of run 38 converged after 611 evaluations of the objective function and 17 shuffles.
360 reflection points, 212 contraction points, and 39 random points were calculated.
The RMSE for run 38 is   5.049009E-02. The RMSE normalized by the maximum observed conductivity is   1.308372E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  F  F
           2            F  F  F  T  T  T  F  T  F  F
           3            T  F  T  T  T  T  T  T  F  F
           4            F  F  F  T  F  T  F  T  F  F
           5            F  F  F  T  T  T  F  T  F  F
           6            T  F  T  T  T  T  T  T  F  F
           7            F  F  F  T  T  T  F  T  F  F
           8            T  F  T  T  T  T  T  T  F  F

Fitted parameter values of run 38.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.60875306E+00
h oven-dryness   -6.30938045E+06
alpha             1.19729421E+01
n                 1.59870092E+00
Ks-cap            3.85905117E+02
gamma             1.98313327E+00
tau               0.00000000E+00
Corr. factor c    6.13216063E-12

The optimization of run 39 converged after 931 evaluations of the objective function and 28 shuffles.
598 reflection points, 284 contraction points, and 49 random points were calculated.
The RMSE for run 39 is   5.054990E-02. The RMSE normalized by the maximum observed conductivity is   1.309922E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  F  F
           2            F  F  F  T  T  T  F  T  F  F
           3            T  F  T  T  T  T  T  T  F  F
           4            T  F  F  T  F  T  T  T  F  F
           5            F  F  F  T  T  T  F  T  F  F
           6            T  F  T  T  T  T  T  T  F  F
           7            F  F  F  T  T  T  F  T  F  F
           8            T  F  T  T  T  T  T  T  F  F

Fitted parameter values of run 39.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.43581850E+00
h oven-dryness   -6.30938045E+06
alpha             1.30019443E+00
n                 1.86165778E+00
Ks-cap            3.85684667E+02
gamma             1.69878372E+00
tau               0.00000000E+00
Corr. factor c    1.35359605E-12

The optimization of run 40 converged after 852 evaluations of the objective function and 25 shuffles.
546 reflection points, 274 contraction points, and 32 random points were calculated.
The RMSE for run 40 is   5.049882E-02. The RMSE normalized by the maximum observed conductivity is   1.308599E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  F  F
           2            F  F  F  T  T  T  F  T  F  F
           3            T  F  T  T  T  T  T  T  F  F
           4            T  F  F  T  F  T  T  T  F  F
           5            F  F  F  T  T  T  F  T  F  F
           6            T  F  T  T  T  T  T  T  F  F
           7            F  F  F  T  T  T  F  T  F  F
           8            T  F  T  T  T  T  T  T  F  F

Fitted parameter values of run 40.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.54951487E+00
h oven-dryness   -6.30938045E+06
alpha             1.59312333E+00
n                 2.26684674E+00
Ks-cap            3.85753266E+02
gamma             1.39860771E+00
tau               0.00000000E+00
Corr. factor c    6.32979449E-16

The optimization of run 41 converged after 876 evaluations of the objective function and 25 shuffles.
534 reflection points, 293 contraction points, and 49 random points were calculated.
The RMSE for run 41 is   5.050722E-02. The RMSE normalized by the maximum observed conductivity is   1.308816E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  F  F
           2            F  F  F  T  T  T  F  T  F  F
           3            T  F  T  T  T  T  T  T  F  F
           4            F  F  F  T  F  T  T  T  F  F
           5            F  F  F  T  T  T  F  T  F  F
           6            T  F  T  T  T  T  T  T  F  F
           7            F  F  F  T  T  T  F  T  F  F
           8            T  F  T  T  T  T  T  T  F  F

Fitted parameter values of run 41.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.54138473E+00
h oven-dryness   -6.30938045E+06
alpha             1.89099500E+00
n                 1.99025338E+00
Ks-cap            3.85841331E+02
gamma             1.59095816E+00
tau               0.00000000E+00
Corr. factor c    6.20492768E-14

The optimization of run 42 converged after 601 evaluations of the objective function and 16 shuffles.
350 reflection points, 224 contraction points, and 27 random points were calculated.
The RMSE for run 42 is   5.048774E-02. The RMSE normalized by the maximum observed conductivity is   1.308311E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  F  F
           2            F  F  T  T  T  T  T  T  F  F
           3            T  F  T  T  T  T  T  T  F  F
           4            F  F  F  T  F  T  T  T  F  F
           5            F  F  F  T  T  T  F  T  F  F
           6            T  F  T  T  T  T  T  T  F  F
           7            F  F  F  T  T  T  F  T  F  F
           8            T  F  T  T  T  T  T  T  F  F

Fitted parameter values of run 42.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.59578053E+00
h oven-dryness   -6.30938045E+06
alpha             3.63295637E+00
n                 2.30673287E+00
Ks-cap            3.85901547E+02
gamma             1.37232780E+00
tau               0.00000000E+00
Corr. factor c    4.70257389E-17

The optimization of run 43 converged after 565 evaluations of the objective function and 15 shuffles.
329 reflection points, 203 contraction points, and 33 random points were calculated.
The RMSE for run 43 is   5.048619E-02. The RMSE normalized by the maximum observed conductivity is   1.308271E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  F  F
           2            F  F  F  T  T  T  F  T  F  F
           3            T  F  T  T  T  T  T  T  F  F
           4            F  F  F  T  F  T  T  T  F  F
           5            F  F  T  T  T  T  T  T  F  F
           6            T  F  T  T  T  T  T  T  F  F
           7            F  F  F  T  T  T  F  T  F  F
           8            T  F  T  T  T  T  T  T  F  F

Fitted parameter values of run 43.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.60829140E+00
h oven-dryness   -6.30938045E+06
alpha             1.11400553E+01
n                 2.97751550E+00
Ks-cap            3.85907095E+02
gamma             1.06364727E+00
tau               0.00000000E+00
Corr. factor c    9.85375193E-24

The optimization of run 44 converged after 774 evaluations of the objective function and 21 shuffles.
454 reflection points, 265 contraction points, and 55 random points were calculated.
The RMSE for run 44 is   5.048608E-02. The RMSE normalized by the maximum observed conductivity is   1.308269E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  T  F
           2            F  F  T  T  T  T  T  T  T  F
           3            T  F  T  T  T  T  T  T  T  F
           4            F  F  F  T  F  T  T  T  T  F
           5            F  F  F  T  T  T  F  T  T  F
           6            T  F  T  T  T  T  T  T  T  F
           7            F  F  F  T  T  T  F  T  T  F
           8            T  F  T  T  T  T  T  T  T  F

Fitted parameter values of run 44.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.60788179E+00
h oven-dryness   -6.30938045E+06
alpha             1.10681077E+01
n                 2.92215467E+00
Ks-cap            3.85880119E+02
gamma             1.08379234E+00
tau               0.00000000E+00
Corr. factor c    2.85030149E-23

The optimization of run 45 converged after 712 evaluations of the objective function and 20 shuffles.
415 reflection points, 246 contraction points, and 51 random points were calculated.
The RMSE for run 45 is   5.049287E-02. The RMSE normalized by the maximum observed conductivity is   1.308444E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  T  F
           2            F  F  T  T  T  T  T  T  T  F
           3            T  F  T  T  T  T  T  T  T  F
           4            F  F  F  T  F  T  T  T  T  F
           5            F  F  F  T  F  T  F  F  T  F
           6            T  F  T  T  T  T  T  T  T  F
           7            F  F  F  T  F  T  F  F  T  F
           8            T  F  T  T  T  T  T  T  T  F

Fitted parameter values of run 45.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.60080710E+00
h oven-dryness   -6.30938045E+06
alpha             1.49456504E+01
n                 1.41002634E+00
Ks-cap            3.85814483E+02
gamma             2.24636535E+00
tau               0.00000000E+00
Corr. factor c    4.32924599E-10

The optimization of run 46 converged after 909 evaluations of the objective function and 28 shuffles.
597 reflection points, 271 contraction points, and 41 random points were calculated.
The RMSE for run 46 is   5.052666E-02. The RMSE normalized by the maximum observed conductivity is   1.309320E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  F  F
           2            F  F  F  T  T  T  F  T  F  F
           3            T  F  T  T  T  T  T  T  F  F
           4            T  F  F  T  F  T  T  T  F  F
           5            F  F  F  T  T  T  F  T  F  F
           6            T  F  T  T  T  T  T  T  F  F
           7            F  F  F  T  T  T  F  T  F  F
           8            T  F  T  T  T  T  T  T  F  F

Fitted parameter values of run 46.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.52912089E+00
h oven-dryness   -6.30938045E+06
alpha             2.02190682E+00
n                 1.73796412E+00
Ks-cap            3.85803111E+02
gamma             1.82378128E+00
tau               0.00000000E+00
Corr. factor c    6.38598585E-12

The optimization of run 47 converged after 862 evaluations of the objective function and 25 shuffles.
526 reflection points, 280 contraction points, and 56 random points were calculated.
The RMSE for run 47 is   5.048834E-02. The RMSE normalized by the maximum observed conductivity is   1.308327E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  F  F
           2            F  F  T  T  T  T  T  T  F  F
           3            T  F  T  T  T  T  T  T  F  F
           4            F  F  F  T  F  T  T  T  F  F
           5            F  F  T  T  T  T  T  T  F  F
           6            T  F  T  T  T  T  T  T  F  F
           7            F  F  T  T  T  T  T  T  F  F
           8            T  F  T  T  T  T  T  T  F  F

Fitted parameter values of run 47.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.60373688E+00
h oven-dryness   -6.30938045E+06
alpha             1.26509897E+01
n                 1.67565945E+00
Ks-cap            3.85917688E+02
gamma             1.89015702E+00
tau               0.00000000E+00
Corr. factor c    1.01412284E-12

The optimization of run 48 converged after 999 evaluations of the objective function and 31 shuffles.
663 reflection points, 291 contraction points, and 45 random points were calculated.
The RMSE for run 48 is   5.055712E-02. The RMSE normalized by the maximum observed conductivity is   1.310109E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  T  F
           2            F  F  F  T  F  T  F  F  T  F
           3            T  F  T  T  T  T  T  T  T  F
           4            F  F  F  T  F  T  T  T  T  F
           5            F  F  F  T  F  T  F  F  T  F
           6            T  F  T  T  T  T  T  T  T  F
           7            F  F  F  T  F  T  F  F  T  F
           8            T  F  T  T  T  T  T  T  T  F

Fitted parameter values of run 48.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.50449061E+00
h oven-dryness   -6.30938045E+06
alpha             1.52889430E+00
n                 1.73768351E+00
Ks-cap            3.85881160E+02
gamma             1.83119150E+00
tau               0.00000000E+00
Corr. factor c    1.04360780E-11

The optimization of run 49 converged after 701 evaluations of the objective function and 20 shuffles.
416 reflection points, 233 contraction points, and 52 random points were calculated.
The RMSE for run 49 is   5.048860E-02. The RMSE normalized by the maximum observed conductivity is   1.308334E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  T  F
           2            F  F  T  T  T  T  T  T  T  F
           3            T  F  T  T  T  T  T  T  T  F
           4            F  F  F  T  F  T  T  T  T  F
           5            F  F  T  T  T  T  T  T  T  F
           6            T  F  T  T  T  T  T  T  T  F
           7            F  F  T  T  T  T  T  T  T  F
           8            T  F  T  T  T  T  T  T  T  F

Fitted parameter values of run 49.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.60728708E+00
h oven-dryness   -6.30938045E+06
alpha             1.80250563E+01
n                 1.56138297E+00
Ks-cap            3.85922757E+02
gamma             2.02910949E+00
tau               0.00000000E+00
Corr. factor c    7.59211394E-12

The optimization of run 50 converged after 1298 evaluations of the objective function and 42 shuffles.
921 reflection points, 342 contraction points, and 35 random points were calculated.
The RMSE for run 50 is   5.052868E-02. The RMSE normalized by the maximum observed conductivity is   1.309372E-04.

A parameter did (T) or did not (F) achieve convergence on a particular criterion.

Parameter nr  Criterion 1  2  3  4  5  6  7  8  9 10
____________________________________________________
           1            T  F  T  T  T  T  T  T  F  F
           2            F  F  F  T  T  T  F  T  F  F
           3            T  F  T  T  T  T  T  T  F  F
           4            F  F  F  T  F  T  T  T  F  F
           5            F  F  T  T  T  T  T  T  F  F
           6            T  F  T  T  T  T  T  T  F  F
           7            F  F  T  T  T  T  T  T  F  F
           8            T  F  T  T  T  T  T  T  F  F

Fitted parameter values of run 50.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.52876983E+00
h oven-dryness   -6.30938045E+06
alpha             2.79496505E+00
n                 1.59169559E+00
Ks-cap            3.85833024E+02
gamma             1.98453407E+00
tau               0.00000000E+00
Corr. factor c    7.28072990E-11

+++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++

The statistics of the fitted values, and correlations/covariances between parameters.
For the third variable, these apply to the value of the matric potential at zero water content, not the reported fitted value.
N.B. For those parameters whose logarithmic values were fitted, the statistics, correlations and covariances apply to the logarithms of their absolute values.

Variable number        Mean  Sample St. Dev.
____________________________________________

        1        3.4160E-01       9.7274E-35
        2       -1.5685E+00       5.9619E-02
        3       -6.3094E+06       5.7120E-27
        4        6.9410E-01       4.3194E-01
        5        1.8880E+00       4.8630E-01
        6        2.5863E+00       7.8245E-04
        7        1.7952E+00       4.7775E-01
        8        0.0000E+00       0.0000E+00

Nr of data points from which to draw the subset for estimating the correlation and, if desired, the covariance matrix: 50. Nr of data points in that subset: 50.

Correlation matrix (9.9990E+03 is an error value)

Variable nr               1            2            3            4            5            6            7            8
       1         9.9990E+03   9.9990E+03   9.9990E+03   9.9990E+03   9.9990E+03   9.9990E+03   9.9990E+03   9.9990E+03
       2         9.9990E+03   1.0000E+00   9.9990E+03  -8.0126E-01  -8.4375E-02  -2.5094E-01  -1.2436E-02   9.9990E+03
       3         9.9990E+03   9.9990E+03   9.9990E+03   9.9990E+03   9.9990E+03   9.9990E+03   9.9990E+03   9.9990E+03
       4         9.9990E+03  -8.0126E-01   9.9990E+03   1.0000E+00  -7.7965E-02   3.7013E-01   1.0976E-01   9.9990E+03
       5         9.9990E+03  -8.4375E-02   9.9990E+03  -7.7965E-02   1.0000E+00   2.5161E-01  -9.2978E-01   9.9990E+03
       6         9.9990E+03  -2.5094E-01   9.9990E+03   3.7013E-01   2.5161E-01   1.0000E+00  -4.4779E-01   9.9990E+03
       7         9.9990E+03  -1.2436E-02   9.9990E+03   1.0976E-01  -9.2978E-01  -4.4779E-01   1.0000E+00   9.9990E+03
       8         9.9990E+03   9.9990E+03   9.9990E+03   9.9990E+03   9.9990E+03   9.9990E+03   9.9990E+03   9.9990E+03

Covariance matrix (9.9990E+03 is an error value)

Variable nr               1            2            3            4            5            6            7            8
       1         9.9990E+03   9.9990E+03   9.9990E+03   9.9990E+03   9.9990E+03   9.9990E+03   9.9990E+03   9.9990E+03
       2         9.9990E+03   3.5544E-03   9.9990E+03  -2.0634E-02  -2.4463E-03  -1.1706E-05  -3.5421E-04   9.9990E+03
       3         9.9990E+03   9.9990E+03   9.9990E+03   9.9990E+03   9.9990E+03   9.9990E+03   9.9990E+03   9.9990E+03
       4         9.9990E+03  -2.0634E-02   9.9990E+03   1.8657E-01  -1.6377E-02   1.2509E-04   2.2650E-02   9.9990E+03
       5         9.9990E+03  -2.4463E-03   9.9990E+03  -1.6377E-02   2.3649E-01   9.5738E-05  -2.1601E-01   9.9990E+03
       6         9.9990E+03  -1.1706E-05   9.9990E+03   1.2509E-04   9.5738E-05   6.1222E-07  -1.6739E-04   9.9990E+03
       7         9.9990E+03  -3.5421E-04   9.9990E+03   2.2650E-02  -2.1601E-01  -1.6739E-04   2.2824E-01   9.9990E+03
       8         9.9990E+03   9.9990E+03   9.9990E+03   9.9990E+03   9.9990E+03   9.9990E+03   9.9990E+03   9.9990E+03

The histogram of parameter nr. 2.

Bin height:             0.0000    0.6246E+00    0.0000E+00    0.0000E+00    0.0000E+00    0.1687E+02    0.4373E+01    0.4373E+01    0.6246E+00    0.1249E+01    0.2499E+01    0.6246E+00
Upper bin limit:   -0.1746E+01   -0.1714E+01   -0.1682E+01   -0.1650E+01   -0.1617E+01   -0.1585E+01   -0.1553E+01   -0.1521E+01   -0.1489E+01   -0.1457E+01   -0.1425E+01   -0.1393E+01
Out of 50 data points, 0 are beyond the last bin.

The histogram of parameter nr. 4.

Bin height:             0.0000    0.9123E-01    0.8667E+00    0.4105E+00    0.9123E+00
Upper bin limit:   -0.3482E+00    0.9027E-01    0.5287E+00    0.9672E+00    0.1406E+01
Out of 50 data points, 0 are beyond the last bin.

The histogram of parameter nr. 5.

Bin height:             0.0000    0.3838E+00    0.8316E+00    0.8955E+00    0.7036E+00    0.6397E-01    0.1919E+00    0.1279E+00
Upper bin limit:    0.1090E+01    0.1403E+01    0.1715E+01    0.2028E+01    0.2341E+01    0.2653E+01    0.2966E+01    0.3279E+01
Out of 50 data points, 0 are beyond the last bin.

The histogram of parameter nr. 6.

Bin height:             0.0000    0.5431E+02    0.0000E+00    0.0000E+00    0.0000E+00    0.0000E+00    0.0000E+00    0.0000E+00    0.0000E+00    0.0000E+00    0.0000E+00    0.0000E+00    0.0000E+00    0.0000E+00    0.5431E+02    0.1901E+04
Upper bin limit:    0.2581E+01    0.2581E+01    0.2582E+01    0.2582E+01    0.2582E+01    0.2583E+01    0.2583E+01    0.2584E+01    0.2584E+01    0.2584E+01    0.2585E+01    0.2585E+01    0.2585E+01    0.2586E+01    0.2586E+01    0.2586E+01
Out of 50 data points, 13 are beyond the last bin.

The histogram of parameter nr. 7.

Bin height:             0.0000    0.4183E+00    0.1046E+01    0.8367E+00    0.4183E+00    0.4881E+00    0.1394E+00    0.6972E-01    0.6972E-01
Upper bin limit:    0.1040E+01    0.1327E+01    0.1614E+01    0.1901E+01    0.2188E+01    0.2475E+01    0.2761E+01    0.3048E+01    0.3335E+01
Out of 50 data points, 0 are beyond the last bin.

++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++

The best fit is that of run 12, with the RMSE =   4.821771E-02, and the AICc =  -8.281961E+01.

Fitted parameter values of run 12.

Parameter name   Parameter value
________________________________
theta-s           3.41600000E-01
air-entry value  -1.74555708E+00
h oven-dryness   -6.30938045E+06
alpha             1.82594268E+01
n                 1.08994675E+00
Ks-cap            3.85915628E+02
gamma             3.03993239E+00
tau               0.00000000E+00

air-entry value: The (non-logarithmic) fitted values differ by more than 10% of the mean of the smallest and largest value.
alpha          : The (non-logarithmic) fitted values differ by more than 10% of the mean of the smallest and largest value.
n              : The (non-logarithmic) fitted values differ by more than 10% of the mean of the smallest and largest value.
gamma          : The (non-logarithmic) fitted values differ by more than 10% of the mean of the smallest and largest value.
