*********************
PSO_optimize begin time: 
10Jan2021 20h50m31s
PSO_paramL : 0.00276648 0.00829943 0.0248983 0.0746949 0.224085 0.672254 2.01676 6.05029 18.1509 54.4526 0.1 0.12 0.14 0.16 0.18 0.2 0.22 0.24 0.26 0.28 
+-------------+-------------------------------------+
|iter         |                                  100|
+-------------+-------------------------------------+
|5 best errors|68.4399 68.4411 68.502 68.566 68.7438|
+-------------+-------------------------------------+
|total error  |1461.31                              |
+-------------+-------------------------------------+
+-------------+--------------------------------------+
|iter         |                                   200|
+-------------+--------------------------------------+
|5 best errors|67.0626 67.0633 67.064 67.0642 67.0644|
+-------------+--------------------------------------+
|total error  |1350.98                               |
+-------------+--------------------------------------+
+-------------+---------------------------------------+
|iter         |                                    300|
+-------------+---------------------------------------+
|5 best errors|66.9916 66.9917 66.9917 66.9917 66.9917|
+-------------+---------------------------------------+
|total error  |1339.83                                |
+-------------+---------------------------------------+
+-------------+---------------------------------------+
|iter         |                                    400|
+-------------+---------------------------------------+
|5 best errors|66.9912 66.9912 66.9912 66.9912 66.9912|
+-------------+---------------------------------------+
|total error  |1339.82                                |
+-------------+---------------------------------------+
+-------------+---------------------------------------+
|iter         |                                    500|
+-------------+---------------------------------------+
|5 best errors|66.9912 66.9912 66.9912 66.9912 66.9912|
+-------------+---------------------------------------+
|total error  |1339.82                                |
+-------------+---------------------------------------+
+-------------+---------------------------------------+
|iter         |                                    600|
+-------------+---------------------------------------+
|5 best errors|66.9912 66.9912 66.9912 66.9912 66.9912|
+-------------+---------------------------------------+
|total error  |1339.82                                |
+-------------+---------------------------------------+
+-------------+---------------------------------------+
|iter         |                                    700|
+-------------+---------------------------------------+
|5 best errors|66.9912 66.9912 66.9912 66.9912 66.9912|
+-------------+---------------------------------------+
|total error  |1339.82                                |
+-------------+---------------------------------------+
+-------------+---------------------------------------+
|iter         |                                    800|
+-------------+---------------------------------------+
|5 best errors|66.9912 66.9912 66.9912 66.9912 66.9912|
+-------------+---------------------------------------+
|total error  |1339.82                                |
+-------------+---------------------------------------+
+-------------+---------------------------------------+
|iter         |                                    900|
+-------------+---------------------------------------+
|5 best errors|66.9912 66.9912 66.9912 66.9912 66.9912|
+-------------+---------------------------------------+
|total error  |1339.82                                |
+-------------+---------------------------------------+
+-------------+---------------------------------------+
|iter         |                                   1000|
+-------------+---------------------------------------+
|5 best errors|66.9912 66.9912 66.9912 66.9912 66.9912|
+-------------+---------------------------------------+
|total error  |1339.82                                |
+-------------+---------------------------------------+
PSO_optimize results, 10Jan2021 21h40m26s

global best error : 
best particle          : 19
error of best particle : 66.9912

[initial, global best] parameters in transformed coordinates [0,1]
+-----+----------+-----------+
|param|initial   |best       |
+-----+----------+-----------+
|0    |0.00276648|-0.349164  |
+-----+----------+-----------+
|1    |0.00829943|-0.424685  |
+-----+----------+-----------+
|2    | 0.0248983|-0.132229  |
+-----+----------+-----------+
|3    | 0.0746949|0.0113633  |
+-----+----------+-----------+
|4    |  0.224085|-0.00589822|
+-----+----------+-----------+
|5    |  0.672254|0.281976   |
+-----+----------+-----------+
|6    |   2.01676|1.59176    |
+-----+----------+-----------+
|7    |   6.05029|7.27994    |
+-----+----------+-----------+
|8    |   18.1509|14.7346    |
+-----+----------+-----------+
|9    |   54.4526|59.4748    |
+-----+----------+-----------+
|10   |       0.1|0.0328465  |
+-----+----------+-----------+
|11   |      0.12|-0.0829393 |
+-----+----------+-----------+
|12   |      0.14|-0.0172685 |
+-----+----------+-----------+
|13   |      0.16|-0.103678  |
+-----+----------+-----------+
|14   |      0.18|0.0993648  |
+-----+----------+-----------+
|15   |       0.2|0.0429548  |
+-----+----------+-----------+
|16   |      0.22|0.0865767  |
+-----+----------+-----------+
|17   |      0.24|0.00859485 |
+-----+----------+-----------+
|18   |      0.26|0.0309053  |
+-----+----------+-----------+
|19   |      0.28|-0.0293145 |
+-----+----------+-----------+

Ranking of all parameter errors (best to worst) : 
66.9912 66.9912 66.9912 

parameters : 
-0.349164 -0.424685 -0.132229 0.0113633 -0.00589822 0.281976 1.59176 7.27994 14.7346 59.4748 0.0328465 -0.0829393 -0.0172685 -0.103678 0.0993648 0.0429548 0.0865767 0.00859485 0.0309053 -0.0293145
-0.349164 -0.424685 -0.132229 0.0113633 -0.00589822 0.281976 1.59176 7.27994 14.7346 59.4748 0.0328465 -0.0829393 -0.0172685 -0.103678 0.0993648 0.0429548 0.0865767 0.00859485 0.0309053 -0.0293145
-0.349164 -0.424685 -0.132229 0.0113633 -0.00589822 0.281976 1.59176 7.27994 14.7346 59.4748 0.0328465 -0.0829393 -0.0172685 -0.103678 0.0993648 0.0429548 0.0865767 0.00859485 0.0309053 -0.0293145

PSO_optimize end time: 210110 21h40m26s