$> mads t01 test=33 dim=5 igrnd real=1
  MADS: Model Analyses & Decision Support (v1.1) 2011
  ---------------------------------------------------
  Velimir Vesselinov (monty) vvv@lanl.gov
http://www.ees.lanl.gov/staff/monty/mads.html
Input file name: t01.mads
File 't01.mads' cannot be opened to read problem information!
  Test Function #33 Dimensionality 5
  Problem type: calibration
Calibration technique: sequential calibration using a set of random initial values (realizations = 1)
  Optimization method: opt=lm | Levenberg-Marquardt optimization
  Number of Levenberg-Marquardt iterations = will be computed internally
Global termination criteria:
  1: Maximum number of evaluations = 5000
  2: Objective function cutoff value: NOT implemented (ADD keyword cutoff=[value] to implement)
  3: Observations within defined calibration ranges: NOT implemented (ADD keyword success to implement)
  Objective function: sum of squared residuals
Sin transformation of the model parameters is applied!
Debug level (general): debug=0
WARNING: Input file is not needed because this is a test problem!
Model: internal | test optimization problem #33: Rosenbrock (with observations = (d-1)*2) dimensionality 5
Execution date & time stamp: 20111107-190742
SEQUENTIAL RUNS using random initial guesses for model parameters (realizations = 1):
  No flagged parameters; all optimizable parameters are randomized
  New Seed: 1096757678
  Random sampling (variables 5; realizations 1) using 
  Pure random sampling method ... done.
Random set #1: 
  Parameter #1 13.0576138179329
  Parameter #2 -40.6845060604347
  Parameter #3 15.5066505344963
  Parameter #4 20.2755913894203
  Parameter #5 -28.1354556701211
  Levenberg-Marquardt Optimization ... 
  Model parameters:
  Parameter #1 -0.751434
  Parameter #2 0.575961
  Parameter #3 0.338018
  Parameter #4 0.123299
  Parameter #5 0.0127839
  Objective function: 4.47966 Success: 0 
  At least one of the estimated model parameters has an absolute error from the true parameters (>0.1)!
  Number of function evaluations = 96
Total number of evaluations = 96
  Total number of jacobians = 10
  Minimum objective function: 4.47966
  Model parameters:
  Parameter #1 -0.751434
  Parameter #2 0.575961
  Parameter #3 0.338018
  Parameter #4 0.123299
  Parameter #5 0.0127839
  Objective function: 4.47966 Success: 0 
  At least one of the estimated model parameters has an absolute error from the true parameters (>0.1)!
  Number of function evaluations = 96
  Results are saved in t01.igrnd.results and t01.igrnd-opt=lm_eval=5000_real=1
  Simulation time = 1 seconds
  Functional evaluations = 96
  Jacobian evaluations = 10
  Levenberg-Marquardt optimizations = 1
  Functional evaluations per second = 96
  Seed = 1096757678
  Execution  started  on Mon Nov  7 19:07:42 2011
  Execution completed on Mon Nov  7 19:07:43 2011
  Execution date & time stamp: 20111107-190742
>$ mads t01 test=33 dim=5 igrnd real=10  truth=0.1
  MADS: Model Analyses & Decision Support (v1.1) 2011
  ---------------------------------------------------
  Velimir Vesselinov (monty) vvv@lanl.gov
  http://www.ees.lanl.gov/staff/monty/mads.html
Input file name: t01.mads
File 't01.mads' cannot be opened to read problem information!
  Test Function #33 Dimensionality 5
  Problem type: calibration
Calibration technique: sequential calibration using a set of random initial values (realizations = 10)
  Optimization method: opt=lm | Levenberg-Marquardt optimization
  Number of Levenberg-Marquardt iterations = will be computed internally
Global termination criteria:
  1: Maximum number of evaluations = 5000
  2: Objective function cutoff value: NOT implemented (ADD keyword cutoff=[value] to implement)
  3: Observations within defined calibration ranges: implemented (keyword success)
  Objective function: sum of squared residuals
Sin transformation of the model parameters is applied!
Debug level (general): debug=0
WARNING: Input file is not needed because this is a test problem!
Model: internal | test optimization problem #33: Rosenbrock (with observations = (d-1)*2) dimensionality 5
Execution date & time stamp: 20111107-192407
SEQUENTIAL RUNS using random initial guesses for model parameters (realizations = 10):
  No flagged parameters; all optimizable parameters are randomized
  New Seed: 1145722293
  Random sampling (variables 5; realizations 10) using 
  Improved Distances LHS method ( real < 500 ) ... done.
Random set #1: Levenberg-Marquardt Optimization ... Evaluations: 45 Jacobians: 5 Objective function: 3177.81 Success: 0
  Random set #2: Levenberg-Marquardt Optimization ... Evaluations: 37 Jacobians: 4 Objective function: 229706 Success: 0
  Random set #3: Levenberg-Marquardt Optimization ... Evaluations: 29 Jacobians: 4 Objective function: 0.546085 Success: 1
  Random set #4: Levenberg-Marquardt Optimization ... Evaluations: 54 Jacobians: 7 Objective function: 3.93084 Success: 0
  Random set #5: Levenberg-Marquardt Optimization ... Evaluations: 127 Jacobians: 11 Objective function: 1.61683 Success: 0
  Random set #6: Levenberg-Marquardt Optimization ... Evaluations: 37 Jacobians: 5 Objective function: 3.93085 Success: 0
  Random set #7: Levenberg-Marquardt Optimization ... Evaluations: 101 Jacobians: 11 Objective function: 2.49285 Success: 0
  Random set #8: Levenberg-Marquardt Optimization ... Evaluations: 80 Jacobians: 9 Objective function: 0.366393 Success: 0
  Random set #9: Levenberg-Marquardt Optimization ... Evaluations: 54 Jacobians: 5 Objective function: 521.221 Success: 0
  Random set #10: Levenberg-Marquardt Optimization ... Evaluations: 80 Jacobians: 10 Objective function: 0.00382584 Success: 1
  Total number of evaluations = 644
  Total number of jacobians = 71
  Minimum objective function: 0.00382584
  Model parameters:
  Parameter #1 0.994713
  Parameter #2 0.989551
  Parameter #3 0.979227
  Parameter #4 0.956186
  Parameter #5 0.911826
  Objective function: 0.00382584 Success: 1 
  All the estimated model parameters have an absolute error from the true parameters (<0.1)!
  Number of function evaluations = 644
  Number of the sequential calibration runs producing predictions within calibration ranges = 2 (out of 10; success ratio 0.2)
  Statistics of successful number of evaluations : 29 - 29 29 80 - 80 : 2
  Statistics of total number of evaluations      : 29 - 37 54 80 - 127 : 10
  Results are saved in t01.igrnd.results and t01.igrnd-opt=lm_eval=5000_real=10
  Simulation time = 0 seconds
  Functional evaluations = 644
  Jacobian evaluations = 71
  Levenberg-Marquardt optimizations = 10
  Seed = 1145722293
  Execution  started  on Mon Nov  7 19:24:07 2011
  Execution completed on Mon Nov  7 19:24:07 2011
  Execution date & time stamp: 20111107-192407
$> mads t01 test=33 dim=5 igrnd real=10 opt=squads truth=0.1
  MADS: Model Analyses & Decision Support (v1.1) 2011
  ---------------------------------------------------
  Velimir Vesselinov (monty) vvv@lanl.gov
  http://www.ees.lanl.gov/staff/monty/mads.html
Input file name: t01.mads
File 't01.mads' cannot be opened to read problem information!
  Test Function #33 Dimensionality 5
  Problem type: calibration
Calibration technique: sequential calibration using a set of random initial values (realizations = 10)
  Optimization method: opt=squads | SQUADS: Coupled Particle-Swarm and Levenberg-Marquardt optimization
  Number of Levenberg-Marquardt iterations = will be computed internally
  Number of particles = will be computed internally
Global termination criteria:
  1: Maximum number of evaluations = 5000
  2: Objective function cutoff value: NOT implemented (ADD keyword cutoff=[value] to implement)
  3: Observations within defined calibration ranges: implemented (keyword success)
  Objective function: sum of squared residuals
Sin transformation of the model parameters is applied!
Debug level (general): debug=0
WARNING: Input file is not needed because this is a test problem!
Model: internal | test optimization problem #33: Rosenbrock (with observations = (d-1)*2) dimensionality 5
Execution date & time stamp: 20111107-192534
SEQUENTIAL RUNS using random initial guesses for model parameters (realizations = 10):
  No flagged parameters; all optimizable parameters are randomized
  New Seed: 1150047087
  Random sampling (variables 5; realizations 10) using 
  Improved Distances LHS method ( real < 500 ) ... done.
Random set #1: SQUADS: Coupled Particle-Swarm and Levenberg-Marquardt Optimization ... Evaluations: 303 Jacobians: 30 Objective function: 0.00995423 Success: 1
  Random set #2: SQUADS: Coupled Particle-Swarm and Levenberg-Marquardt Optimization ... Evaluations: 154 Jacobians: 12 Objective function: 0.00259125 Success: 1
  Random set #3: SQUADS: Coupled Particle-Swarm and Levenberg-Marquardt Optimization ... Evaluations: 494 Jacobians: 48 Objective function: 0.000377564 Success: 1
  Random set #4: SQUADS: Coupled Particle-Swarm and Levenberg-Marquardt Optimization ... Evaluations: 126 Jacobians: 11 Objective function: 0.0451372 Success: 1
  Random set #5: SQUADS: Coupled Particle-Swarm and Levenberg-Marquardt Optimization ... Evaluations: 968 Jacobians: 98 Objective function: 0.00244585 Success: 1
  Random set #6: SQUADS: Coupled Particle-Swarm and Levenberg-Marquardt Optimization ... Evaluations: 264 Jacobians: 27 Objective function: 0.00387452 Success: 1
  Random set #7: SQUADS: Coupled Particle-Swarm and Levenberg-Marquardt Optimization ... Evaluations: 166 Jacobians: 13 Objective function: 0.0219389 Success: 1
  Random set #8: SQUADS: Coupled Particle-Swarm and Levenberg-Marquardt Optimization ... Evaluations: 440 Jacobians: 41 Objective function: 0.0977437 Success: 1
  Random set #9: SQUADS: Coupled Particle-Swarm and Levenberg-Marquardt Optimization ... Evaluations: 352 Jacobians: 36 Objective function: 0.00476497 Success: 1
  Random set #10: SQUADS: Coupled Particle-Swarm and Levenberg-Marquardt Optimization ... Evaluations: 353 Jacobians: 32 Objective function: 0.00200607 Success: 1
  Total number of evaluations = 3620
  Total number of jacobians = 348
  Minimum objective function: 0.000377564
  Model parameters:
  Parameter #1 1.00117
  Parameter #2 1.00075
  Parameter #3 1.00054
  Parameter #4 1.00065
  Parameter #5 1.00101
  Objective function: 0.000377564 Success: 1 
  All the estimated model parameters have an absolute error from the true parameters (<0.1)!
  Number of function evaluations = 3620
  Number of the sequential calibration runs producing predictions within calibration ranges = 10 (out of 10; success ratio 1)
  Statistics of successful number of evaluations : 126 - 166 303 440 - 968 : 10
  Results are saved in t01.igrnd.results and t01.igrnd-opt=squads_eval=5000_real=10
  Simulation time = 0 seconds
  Functional evaluations = 3620
  Jacobian evaluations = 348
  Levenberg-Marquardt optimizations = 43
  Seed = 1150047087
  Execution  started  on Mon Nov  7 19:25:34 2011
  Execution completed on Mon Nov  7 19:25:34 2011
  Execution date & time stamp: 20111107-192534