      
 STEP 1 ------------------------------------ 
       
       
       
       
 --- DATA PARAMETERS FOR APPLICATION 1       
       
  mw        =      20 
  nq        =     200 
  n_d       =     220 
  N_d       =     300 
       
       
       
       
 -------   ELAPSED TIME FOR STEP 1
       
 Elapsed Time   =        4.80
      
       
       
       
       
 STEP 2 ------------------------------------ 
       
       
       
       
 error_PCA      =  1.0000000e-06 
                      
 nbplotXX       =      6 
                       
 nbplotXXClouds =      3 
       
       
       
       
 Rmu =          
   2.51e+00  5.73e-02  2.50e-02  2.69e-03  1.69e-03  1.04e-03  3.19e-04  2.28e-04  9.33e-05  3.62e-16  1.51e-16  1.48e-16 
   1.41e-16  1.41e-16  1.37e-16  1.37e-16  1.29e-16  1.28e-16  1.23e-16  1.22e-16  1.20e-16  1.17e-16  1.15e-16  1.14e-16 
   1.09e-16  1.09e-16  1.07e-16  1.05e-16  1.04e-16  1.03e-16  1.02e-16  1.01e-16  9.85e-17  9.83e-17  9.29e-17  9.00e-17 
   8.99e-17  8.83e-17  8.68e-17  8.65e-17  8.43e-17  8.40e-17  8.30e-17  8.20e-17  8.15e-17  8.11e-17  8.03e-17  7.82e-17 
   7.51e-17  7.25e-17  6.86e-17  6.82e-17  6.71e-17  6.50e-17  6.47e-17  6.39e-17  6.38e-17  6.15e-17  6.04e-17  6.00e-17 
   5.80e-17  5.73e-17  5.54e-17  5.43e-17  5.42e-17  5.37e-17  5.25e-17  4.98e-17  4.70e-17  4.67e-17  4.31e-17  4.19e-17 
   4.18e-17  4.12e-17  3.80e-17  3.62e-17  3.56e-17  3.53e-17  3.50e-17  3.46e-17  3.25e-17  3.06e-17  2.94e-17  2.90e-17 
   2.71e-17  2.51e-17  2.41e-17  2.41e-17  2.28e-17  2.18e-17  2.14e-17  1.93e-17  1.88e-17  1.64e-17  1.49e-17  1.27e-17 
   1.18e-17  1.18e-17  8.95e-18  8.52e-18  8.40e-18  5.80e-18  4.36e-18  3.06e-18  1.70e-18  1.38e-18  9.96e-19  7.90e-19 
   0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00 
   0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00 
   0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00 
   0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00 
   0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00 
   0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00 
   0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00 
   0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00 
   0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00  0.00e+00 
   0.00e+00  0.00e+00  0.00e+00  0.00e+00       
       
 errPCA =          
   3.3973912e-02  1.1932823e-02  2.3321885e-03  1.2961266e-03  6.4740001e-04  2.4586251e-04  1.2335299e-04  3.5871449e-05 
   3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16 
   3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16 
   3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16 
   3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16 
   3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16 
   3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16 
   3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16 
   3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16 
   3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16 
   3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16 
   3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16 
   3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16 
   3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16 
   3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16 
   3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16 
   3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16 
   3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16 
   3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16 
   3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16 
   3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16 
   3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16 
   3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16 
   3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16 
   3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16 
   3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16 
   3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16 
   3.3973912e-16  3.3973912e-16  3.3973912e-16  3.3973912e-16       
       
       
       
 error_PCA =  1.0000000e-06 
       
       
 Null-space dimension nnull of the covariance matrix of scaled X =  211 
 Dimension nu of the random vector H =    9 
       
       
 Rmu =          
   2.51e+00  5.73e-02  2.50e-02  2.69e-03  1.69e-03  1.04e-03  3.19e-04  2.28e-04  9.33e-05       
       
 L2 error due to the PCA of scaled X: error_nu   =  1.6035202e-15 
       
       
       
       
       
 -------   ELAPSED TIME FOR STEP 2
       
 Elapsed Time   =        1.02
      
       
       
 STEP 3 ------------------------------------ 
       
       
       
       
 --- GENERAL DATA PARAMETERS FOR THE LEARNING STEP 3
       
       
  n_d           =     220 
  N_d           =     300 
  nu            =       9 
  nnull         =     211 
       
       
  epsilonDIFFmin =  1.8000000e+01 
  epsilonDIFF    =  6.0200000e+01 
  tdiffusion     =   0.0000 
  mDP            =      50 
  mDMAP          =      10 
  nbmDMAP        =       9 
       
       
  Indg =          
    2   3   4   5   6   7   8   9  10       
       
  icorrectif  =  1 
       
  Facteur     =   20 
  f0_ref      =   4.0000 
  ind_f0      =       0 
  f0          =   4.0000 
  Deltar      =  1.6114976e-01 
       
       
  s           =  5.9656448e-01 
  shss        =  8.5984941e-01 
  sh          =  5.1295561e-01 
       
       
  xi_mean =  5.1295561e-01 
       
  M0estim = 2.857696e+01 
  M0transient =      30 
       
  nbMC        =    1000 
  NnbMC       =  300000 
       
  ind_generator    = 1 
       
  irenormalization = 0 
       
  ind_constraints  = 1 
      ind_coupling =       0 
      epsc         =  1.0000000e-04 
      iter_limit   =     700 
      alpha_relax1  =   0.0100 
      iter_relax2   =      20 
      alpha_relax2  =   0.5000 
       
       
                                               
 EIGENVALUES OF THE TRANSITION MATRIX  
                
     1  1.00000000000e+00  
    2  8.31349739764e-03  
    3  8.20821451025e-03  
    4  8.17041079777e-03  
    5  8.12995115971e-03  
    6  8.07333431995e-03  
    7  7.96607688660e-03  
    8  7.92191092451e-03  
    9  7.75539741258e-03  
   10  7.58620605535e-03  
   11  7.57879931865e-04  
   12  6.38147292779e-04  
   13  3.80098317589e-04  
   14  3.51921501696e-04  
   15  3.01045058201e-04  
   16  2.56906040125e-04  
   17  2.11019497198e-04  
   18  1.86026791738e-04  
   19  1.57499041485e-04  
   20  1.53755534517e-04  
   21  1.10463459749e-04  
   22  1.01752379763e-04  
   23  9.51628653224e-05  
   24  9.37206443374e-05  
   25  8.39324166499e-05  
   26  7.02121133229e-05  
   27  6.86268245731e-05  
   28  6.54117163140e-05  
   29  6.03368780289e-05  
   30  5.85395689257e-05  
   31  5.65537701513e-05  
   32  5.35197507946e-05  
   33  5.24261303560e-05  
   34  4.93224686164e-05  
   35  4.48108602955e-05  
   36  4.38502033952e-05  
   37  4.01802504179e-05  
   38  4.00509008578e-05  
   39  3.72485588175e-05  
   40  3.47197888271e-05  
   41  3.19834929258e-05  
   42  2.94418407856e-05  
   43  2.86553511712e-05  
   44  2.75499980979e-05  
   45  2.66626154651e-05  
   46  2.42743433525e-05  
   47  2.14042352315e-05  
   48  2.06953174175e-05  
   49  1.99188847246e-05  
   50  1.87477283629e-05  
      
 mhc           =       9 
       
       
           ---iter number       =       1 
              err_iter         =  3.1062737e-01 
              tol_iter         =  1.0000000e+00 
       
       
           ---iter number       =       2 
              err_iter         =  3.0946986e-01 
              tol_iter         =  3.7333328e-03 
       
       
           ---iter number       =       3 
              err_iter         =  3.0543760e-01 
              tol_iter         =  1.3115010e-02 
       
       
           ---iter number       =       4 
              err_iter         =  2.9909714e-01 
              tol_iter         =  2.0976315e-02 
       
       
           ---iter number       =       5 
              err_iter         =  2.9131890e-01 
              tol_iter         =  2.6348330e-02 
       
       
           ---iter number       =       6 
              err_iter         =  2.8294604e-01 
              tol_iter         =  2.9160289e-02 
       
       
           ---iter number       =       7 
              err_iter         =  2.7456787e-01 
              tol_iter         =  3.0055457e-02 
       
       
           ---iter number       =       8 
              err_iter         =  2.6647621e-01 
              tol_iter         =  2.9911263e-02 
       
       
           ---iter number       =       9 
              err_iter         =  2.5873851e-01 
              tol_iter         =  2.9464906e-02 
       
       
           ---iter number       =      10 
              err_iter         =  2.5129914e-01 
              tol_iter         =  2.9171848e-02 
       
       
           ---iter number       =      11 
              err_iter         =  2.4405967e-01 
              tol_iter         =  2.9229203e-02 
       
       
           ---iter number       =      12 
              err_iter         =  2.3692571e-01 
              tol_iter         =  2.9663937e-02 
       
       
           ---iter number       =      13 
              err_iter         =  2.2982633e-01 
              tol_iter         =  3.0420348e-02 
       
       
           ---iter number       =      14 
              err_iter         =  2.2271685e-01 
              tol_iter         =  3.1420127e-02 
       
       
           ---iter number       =      15 
              err_iter         =  2.1557424e-01 
              tol_iter         =  3.2592972e-02 
       
       
           ---iter number       =      16 
              err_iter         =  2.0839095e-01 
              tol_iter         =  3.3886236e-02 
       
       
           ---iter number       =      17 
              err_iter         =  2.0116966e-01 
              tol_iter         =  3.5263623e-02 
       
       
           ---iter number       =      18 
              err_iter         =  1.9391969e-01 
              tol_iter         =  3.6700413e-02 
       
       
           ---iter number       =      19 
              err_iter         =  1.8665468e-01 
              tol_iter         =  3.8179170e-02 
       
       
           ---iter number       =      20 
              err_iter         =  1.7939104e-01 
              tol_iter         =  3.9687067e-02 
       
       
           ---iter number       =      21 
              err_iter         =  1.7214680e-01 
              tol_iter         =  4.1214528e-02 
       
       
           ---iter number       =      22 
              err_iter         =  1.6529597e-01 
              tol_iter         =  4.0604429e-02 
       
       
           ---iter number       =      23 
              err_iter         =  1.5880063e-01 
              tol_iter         =  4.0082755e-02 
       
       
           ---iter number       =      24 
              err_iter         =  1.5262994e-01 
              tol_iter         =  3.9628002e-02 
       
       
           ---iter number       =      25 
              err_iter         =  1.4675809e-01 
              tol_iter         =  3.9225724e-02 
       
       
           ---iter number       =      26 
              err_iter         =  1.4116295e-01 
              tol_iter         =  3.8865764e-02 
       
       
           ---iter number       =      27 
              err_iter         =  1.3582529e-01 
              tol_iter         =  3.8540705e-02 
       
       
           ---iter number       =      28 
              err_iter         =  1.3072813e-01 
              tol_iter         =  3.8244961e-02 
       
       
           ---iter number       =      29 
              err_iter         =  1.2585633e-01 
              tol_iter         =  3.7974222e-02 
       
       
           ---iter number       =      30 
              err_iter         =  1.2119629e-01 
              tol_iter         =  3.7725082e-02 
       
       
           ---iter number       =      31 
              err_iter         =  1.1673568e-01 
              tol_iter         =  3.7494807e-02 
       
       
           ---iter number       =      32 
              err_iter         =  1.1246328e-01 
              tol_iter         =  3.7281162e-02 
       
       
           ---iter number       =      33 
              err_iter         =  1.0836880e-01 
              tol_iter         =  3.7082295e-02 
       
       
           ---iter number       =      34 
              err_iter         =  1.0444278e-01 
              tol_iter         =  3.6896652e-02 
       
       
           ---iter number       =      35 
              err_iter         =  1.0067649e-01 
              tol_iter         =  3.6722917e-02 
       
       
           ---iter number       =      36 
              err_iter         =  9.7061840e-02 
              tol_iter         =  3.6559962e-02 
       
       
           ---iter number       =      37 
              err_iter         =  9.3591304e-02 
              tol_iter         =  3.6406810e-02 
       
       
           ---iter number       =      38 
              err_iter         =  9.0257878e-02 
              tol_iter         =  3.6262615e-02 
       
       
           ---iter number       =      39 
              err_iter         =  8.7055019e-02 
              tol_iter         =  3.6126630e-02 
       
       
           ---iter number       =      40 
              err_iter         =  8.3976604e-02 
              tol_iter         =  3.5998200e-02 
       
       
           ---iter number       =      41 
              err_iter         =  8.1016889e-02 
              tol_iter         =  3.5876742e-02 
       
       
           ---iter number       =      42 
              err_iter         =  7.8170481e-02 
              tol_iter         =  3.5761734e-02 
       
       
           ---iter number       =      43 
              err_iter         =  7.5432303e-02 
              tol_iter         =  3.5652711e-02 
       
       
           ---iter number       =      44 
              err_iter         =  7.2797573e-02 
              tol_iter         =  3.5549254e-02 
       
       
           ---iter number       =      45 
              err_iter         =  7.0261775e-02 
              tol_iter         =  3.5450983e-02 
       
       
           ---iter number       =      46 
              err_iter         =  6.7820647e-02 
              tol_iter         =  3.5357554e-02 
       
       
           ---iter number       =      47 
              err_iter         =  6.5470154e-02 
              tol_iter         =  3.5268653e-02 
       
       
           ---iter number       =      48 
              err_iter         =  6.3206475e-02 
              tol_iter         =  3.5183996e-02 
       
       
           ---iter number       =      49 
              err_iter         =  6.1025989e-02 
              tol_iter         =  3.5103321e-02 
       
       
           ---iter number       =      50 
              err_iter         =  5.8925259e-02 
              tol_iter         =  3.5026388e-02 
       
       
           ---iter number       =      51 
              err_iter         =  5.6901023e-02 
              tol_iter         =  3.4952975e-02 
       
       
           ---iter number       =      52 
              err_iter         =  5.4950177e-02 
              tol_iter         =  3.4882880e-02 
       
       
           ---iter number       =      53 
              err_iter         =  5.3069770e-02 
              tol_iter         =  3.4815914e-02 
       
       
           ---iter number       =      54 
              err_iter         =  5.1256993e-02 
              tol_iter         =  3.4751904e-02 
       
       
           ---iter number       =      55 
              err_iter         =  4.9509169e-02 
              tol_iter         =  3.4690687e-02 
       
       
           ---iter number       =      56 
              err_iter         =  4.7823747e-02 
              tol_iter         =  3.4632114e-02 
       
       
           ---iter number       =      57 
              err_iter         =  4.6198292e-02 
              tol_iter         =  3.4576044e-02 
       
       
           ---iter number       =      58 
              err_iter         =  4.4630481e-02 
              tol_iter         =  3.4522348e-02 
       
       
           ---iter number       =      59 
              err_iter         =  4.3118094e-02 
              tol_iter         =  3.4470905e-02 
       
       
           ---iter number       =      60 
              err_iter         =  4.1659013e-02 
              tol_iter         =  3.4421599e-02 
       
       
           ---iter number       =      61 
              err_iter         =  4.0251208e-02 
              tol_iter         =  3.4374325e-02 
       
       
           ---iter number       =      62 
              err_iter         =  3.8892743e-02 
              tol_iter         =  3.4328984e-02 
       
       
           ---iter number       =      63 
              err_iter         =  3.7581760e-02 
              tol_iter         =  3.4285481e-02 
       
       
           ---iter number       =      64 
              err_iter         =  3.6316484e-02 
              tol_iter         =  3.4243729e-02 
       
       
           ---iter number       =      65 
              err_iter         =  3.5095214e-02 
              tol_iter         =  3.4203645e-02 
       
       
           ---iter number       =      66 
              err_iter         =  3.3916319e-02 
              tol_iter         =  3.4165150e-02 
       
       
           ---iter number       =      67 
              err_iter         =  3.2778238e-02 
              tol_iter         =  3.4128173e-02 
       
       
           ---iter number       =      68 
              err_iter         =  3.1679471e-02 
              tol_iter         =  3.4092643e-02 
       
       
           ---iter number       =      69 
              err_iter         =  3.0618582e-02 
              tol_iter         =  3.4058495e-02 
       
       
           ---iter number       =      70 
              err_iter         =  2.9594192e-02 
              tol_iter         =  3.4025667e-02 
       
       
           ---iter number       =      71 
              err_iter         =  2.8604978e-02 
              tol_iter         =  3.3994101e-02 
       
       
           ---iter number       =      72 
              err_iter         =  2.7649669e-02 
              tol_iter         =  3.3963742e-02 
       
       
           ---iter number       =      73 
              err_iter         =  2.6727044e-02 
              tol_iter         =  3.3934537e-02 
       
       
           ---iter number       =      74 
              err_iter         =  2.5835933e-02 
              tol_iter         =  3.3906437e-02 
       
       
           ---iter number       =      75 
              err_iter         =  2.4975207e-02 
              tol_iter         =  3.3879394e-02 
       
       
           ---iter number       =      76 
              err_iter         =  2.4143786e-02 
              tol_iter         =  3.3853363e-02 
       
       
           ---iter number       =      77 
              err_iter         =  2.3340627e-02 
              tol_iter         =  3.3828303e-02 
       
       
           ---iter number       =      78 
              err_iter         =  2.2564731e-02 
              tol_iter         =  3.3804173e-02 
       
       
           ---iter number       =      79 
              err_iter         =  2.1815134e-02 
              tol_iter         =  3.3780934e-02 
       
       
           ---iter number       =      80 
              err_iter         =  2.1090911e-02 
              tol_iter         =  3.3758551e-02 
       
       
           ---iter number       =      81 
              err_iter         =  2.0391171e-02 
              tol_iter         =  3.3736987e-02 
       
       
           ---iter number       =      82 
              err_iter         =  1.9715056e-02 
              tol_iter         =  3.3716211e-02 
       
       
           ---iter number       =      83 
              err_iter         =  1.9061741e-02 
              tol_iter         =  3.3696190e-02 
       
       
           ---iter number       =      84 
              err_iter         =  1.8430431e-02 
              tol_iter         =  3.3676894e-02 
       
       
           ---iter number       =      85 
              err_iter         =  1.7820361e-02 
              tol_iter         =  3.3658295e-02 
       
       
           ---iter number       =      86 
              err_iter         =  1.7230794e-02 
              tol_iter         =  3.3640365e-02 
       
       
           ---iter number       =      87 
              err_iter         =  1.6661021e-02 
              tol_iter         =  3.3623078e-02 
       
       
           ---iter number       =      88 
              err_iter         =  1.6110357e-02 
              tol_iter         =  3.3606409e-02 
       
       
           ---iter number       =      89 
              err_iter         =  1.5578143e-02 
              tol_iter         =  3.3590334e-02 
       
       
           ---iter number       =      90 
              err_iter         =  1.5063745e-02 
              tol_iter         =  3.3574830e-02 
       
       
           ---iter number       =      91 
              err_iter         =  1.4566550e-02 
              tol_iter         =  3.3559876e-02 
       
       
           ---iter number       =      92 
              err_iter         =  1.4085969e-02 
              tol_iter         =  3.3545449e-02 
       
       
           ---iter number       =      93 
              err_iter         =  1.3621434e-02 
              tol_iter         =  3.3531532e-02 
       
       
           ---iter number       =      94 
              err_iter         =  1.3172394e-02 
              tol_iter         =  3.3518103e-02 
       
       
           ---iter number       =      95 
              err_iter         =  1.2738323e-02 
              tol_iter         =  3.3505146e-02 
       
       
           ---iter number       =      96 
              err_iter         =  1.2318710e-02 
              tol_iter         =  3.3492641e-02 
       
       
           ---iter number       =      97 
              err_iter         =  1.1913063e-02 
              tol_iter         =  3.3480573e-02 
       
       
           ---iter number       =      98 
              err_iter         =  1.1520908e-02 
              tol_iter         =  3.3468925e-02 
       
       
           ---iter number       =      99 
              err_iter         =  1.1141788e-02 
              tol_iter         =  3.3457682e-02 
       
       
           ---iter number       =     100 
              err_iter         =  1.0775260e-02 
              tol_iter         =  3.3446828e-02 
       
       
           ---iter number       =     101 
              err_iter         =  1.0420899e-02 
              tol_iter         =  3.3436350e-02 
       
       
           ---iter number       =     102 
              err_iter         =  1.0078293e-02 
              tol_iter         =  3.3426234e-02 
       
       
           ---iter number       =     103 
              err_iter         =  9.7470470e-03 
              tol_iter         =  3.3416467e-02 
       
       
           ---iter number       =     104 
              err_iter         =  9.4267767e-03 
              tol_iter         =  3.3407035e-02 
       
       
           ---iter number       =     105 
              err_iter         =  9.1171130e-03 
              tol_iter         =  3.3397928e-02 
       
       
           ---iter number       =     106 
              err_iter         =  8.8176991e-03 
              tol_iter         =  3.3389132e-02 
       
       
           ---iter number       =     107 
              err_iter         =  8.5281906e-03 
              tol_iter         =  3.3380638e-02 
       
       
           ---iter number       =     108 
              err_iter         =  8.2482552e-03 
              tol_iter         =  3.3372434e-02 
       
       
           ---iter number       =     109 
              err_iter         =  7.9775718e-03 
              tol_iter         =  3.3364510e-02 
       
       
           ---iter number       =     110 
              err_iter         =  7.7158306e-03 
              tol_iter         =  3.3356855e-02 
       
       
           ---iter number       =     111 
              err_iter         =  7.4627321e-03 
              tol_iter         =  3.3349461e-02 
       
       
           ---iter number       =     112 
              err_iter         =  7.2179875e-03 
              tol_iter         =  3.3342319e-02 
       
       
           ---iter number       =     113 
              err_iter         =  6.9813176e-03 
              tol_iter         =  3.3335418e-02 
       
       
           ---iter number       =     114 
              err_iter         =  6.7524529e-03 
              tol_iter         =  3.3328752e-02 
       
       
           ---iter number       =     115 
              err_iter         =  6.5311330e-03 
              tol_iter         =  3.3322311e-02 
       
       
           ---iter number       =     116 
              err_iter         =  6.3171065e-03 
              tol_iter         =  3.3316087e-02 
       
       
           ---iter number       =     117 
              err_iter         =  6.1101304e-03 
              tol_iter         =  3.3310074e-02 
       
       
           ---iter number       =     118 
              err_iter         =  5.9099701e-03 
              tol_iter         =  3.3304264e-02 
       
       
           ---iter number       =     119 
              err_iter         =  5.7163989e-03 
              tol_iter         =  3.3298649e-02 
       
       
              Convergence with criterion 2 
       
       
       
 ------ Convergence of the iteration algorithm    
                                                     
        iter             =     119    
        err_iter         =  5.7163989e-03 
        tol_iter         =  3.3298649e-02 
        norm_lambda_iter =  8.4805108e-01 
        condGammaS_iter  =  1.7198564e+01 
       
       
       
 ----- RHmean_ar =          
   1.46e-02 -1.48e-02  1.79e-04 -2.26e-04  7.04e-04  4.79e-04 -8.89e-03 -6.41e-03  3.02e-03       
       
 ----- diag(MatRHcov_ar) =          
   9.90e-01  9.93e-01  9.93e-01  9.97e-01  9.98e-01  1.00e+00  9.94e-01  9.96e-01  9.94e-01       
       
 ----- MatRHcov_ar =          
   9.90e-01  2.77e-04 -3.44e-03 -1.62e-03 -2.09e-03  3.56e-03 -1.08e-03  1.09e-04 -1.91e-03       
   2.77e-04  9.93e-01 -3.24e-03  3.43e-03 -3.78e-03 -1.71e-03 -1.68e-03 -3.55e-03 -5.47e-04       
  -3.44e-03 -3.24e-03  9.93e-01 -2.37e-03 -1.13e-03  3.39e-03  7.23e-04 -4.23e-03  2.09e-03       
  -1.62e-03  3.43e-03 -2.37e-03  9.97e-01 -2.04e-03  1.90e-03 -8.46e-04 -6.61e-04 -1.36e-03       
  -2.09e-03 -3.78e-03 -1.13e-03 -2.04e-03  9.98e-01 -5.06e-04  1.25e-03 -1.38e-03 -1.31e-03       
   3.56e-03 -1.71e-03  3.39e-03  1.90e-03 -5.06e-04  1.00e+00  7.05e-04  1.63e-03  1.33e-03       
  -1.08e-03 -1.68e-03  7.23e-04 -8.46e-04  1.25e-03  7.05e-04  9.94e-01  4.37e-03 -2.66e-03       
   1.09e-04 -3.55e-03 -4.23e-03 -6.61e-04 -1.38e-03  1.63e-03  4.37e-03  9.96e-01 -4.79e-05       
  -1.91e-03 -5.47e-04  2.09e-03 -1.36e-03 -1.31e-03  1.33e-03 -2.66e-03 -4.79e-05  9.94e-01       
       
       
       
       
 -------   L2 norm related to the concentration of the measure 
       
           Estimation of E{[H_ar]}: d^2(m_opt)_ar  =   1.0972135e-02 
      
       
       
       
 -------   ELAPSED TIME FOR STEP 3
       
 Elapsed Time   =      242.31
      
       
 