requires python 3.11
To run:
cd <path to CaUWMET>poetry installpoetry shell & poetry run python main.py
Add argument -v for verbose output (prints the optimizatio progress table).
main.py Runs the CaUWMET optimization algorithm for each contractor in a for-loop. This process then results in the optimized model outputs being written to excel spreadsheets. An error log, CaUWMET.log, is also created for the purpose of tracking the loop progress and errors. Example xlsx files and log file are provided in this directory.
See example stdout from a successful run below with verbose output. This corresponds to the demo files.
(cauwmet-py3.11) PS C:\...\California-Urban-Water-Management-Economic-Tool\CaUWMET> poetry run python main.py -v
Begin CaUWMET!
Prepare model logic...
Model logic prepared
Instantiate optimizer for City of Folsom...
Optimizer ready
Optimize model...
======================================================================================================
n_gen | n_eval | f | S | w | c1 | c2 | f_avg | f_min
======================================================================================================
1 | 20 | - | - | 0.8000 | 1.0E+01 | 1.00000 | 2.075487E+07 | 1.880465E+07
2 | 40 | 0.25748 | 2 | 0.5656 | 2.50000 | 1.50000 | 2.031427E+07 | 1.880465E+07
3 | 60 | -7.4E-03 | 3 | 0.3954 | 2.46971 | 1.54182 | 1.954471E+07 | 1.880465E+07
4 | 80 | -3.6E-02 | 3 | 0.3779 | 2.44440 | 1.57704 | 1.905848E+07 | 1.872160E+07
5 | 100 | 0.02503 | 3 | 0.4157 | 2.42114 | 1.60699 | 1.883665E+07 | 1.870958E+07
6 | 120 | -2.6E-02 | 3 | 0.3839 | 2.39691 | 1.62743 | 1.873670E+07 | 1.870958E+07
7 | 140 | 0.04977 | 3 | 0.4314 | 2.37468 | 1.65093 | 1.872249E+07 | 1.870958E+07
8 | 160 | -3.5E-02 | 3 | 0.3786 | 2.35096 | 1.67881 | 1.871590E+07 | 1.870958E+07
9 | 180 | -2.8E-02 | 3 | 0.3826 | 2.32750 | 1.69769 | 1.871348E+07 | 1.870958E+07
10 | 200 | -3.1E-02 | 3 | 0.3807 | 2.30618 | 1.72133 | 1.871211E+07 | 1.870958E+07
11 | 220 | -5.0E-02 | 3 | 0.3693 | 2.28556 | 1.73774 | 1.871090E+07 | 1.870958E+07
12 | 240 | -4.3E-02 | 3 | 0.3732 | 2.26792 | 1.75380 | 1.871038E+07 | 1.870958E+07
13 | 260 | -6.5E-03 | 3 | 0.3959 | 2.25033 | 1.77585 | 1.870987E+07 | 1.870958E+07
14 | 280 | -4.0E-02 | 3 | 0.3754 | 2.23077 | 1.79656 | 1.870965E+07 | 1.870958E+07
15 | 300 | -3.2E-03 | 3 | 0.3980 | 2.21293 | 1.80629 | 1.870962E+07 | 1.870958E+07
16 | 320 | -5.7E-02 | 3 | 0.3651 | 2.19794 | 1.82865 | 1.870961E+07 | 1.870958E+07
17 | 340 | 0.01500 | 3 | 0.4094 | 2.17988 | 1.84611 | 1.870960E+07 | 1.870958E+07
18 | 360 | -4.8E-03 | 3 | 0.3970 | 2.16363 | 1.85594 | 1.870960E+07 | 1.870958E+07
19 | 380 | 0.01795 | 3 | 0.4112 | 2.15086 | 1.86860 | 1.870958E+07 | 1.870958E+07
20 | 400 | -8.3E-03 | 3 | 0.3948 | 2.13729 | 1.89023 | 1.870958E+07 | 1.870958E+07
Best solution found:
X = [9.97305500e-05 5.54907722e-05 4.65848307e-05 9.99995033e-05
1.88121923e-07 9.58072821e-05 3.59116825e-05 9.99850267e-05]
F = [18709580.3971475]
Execution time: 87 seconds
Model optimized
Export optimized results...
Optimized results exported
Compute best result...
Best result computed
Export best results...
Best results exported
Visualize results...
Visualization complete
Optimization complete for City of Folsom!
Instantiate optimizer for City of Redding...
Optimizer ready
Optimize model...
======================================================================================================
n_gen | n_eval | f | S | w | c1 | c2 | f_avg | f_min
======================================================================================================
1 | 20 | - | - | 0.8000 | 1.0E+01 | 1.00000 | 1.236381E+08 | 2.164043E+07
2 | 40 | 0.17890 | 3 | 0.5149 | 2.50000 | 1.50000 | 8.906766E+07 | 2.164043E+07
3 | 60 | 0.10075 | 3 | 0.4642 | 2.47125 | 1.53968 | 5.397366E+07 | 2.095053E+07
4 | 80 | -4.3E-02 | 3 | 0.3737 | 2.44768 | 1.57246 | 2.989972E+07 | 2.092615E+07
5 | 100 | -4.1E-02 | 3 | 0.3746 | 2.42529 | 1.60206 | 2.155555E+07 | 2.092172E+07
6 | 120 | -7.7E-02 | 3 | 0.3530 | 2.40219 | 1.62009 | 2.098392E+07 | 2.092170E+07
7 | 140 | -7.0E-02 | 3 | 0.3575 | 2.38007 | 1.64745 | 2.093957E+07 | 2.092170E+07
8 | 160 | -4.8E-02 | 3 | 0.3705 | 2.35779 | 1.66505 | 2.093239E+07 | 2.092170E+07
9 | 180 | -2.9E-02 | 3 | 0.3819 | 2.33748 | 1.68783 | 2.093004E+07 | 2.092170E+07
10 | 200 | -2.7E-02 | 3 | 0.3831 | 2.31875 | 1.69968 | 2.092247E+07 | 2.092170E+07
11 | 220 | -3.9E-02 | 3 | 0.3760 | 2.30113 | 1.72584 | 2.092171E+07 | 2.092170E+07
12 | 240 | -4.1E-02 | 3 | 0.3747 | 2.27938 | 1.74925 | 2.092171E+07 | 2.092170E+07
13 | 260 | -3.7E-02 | 3 | 0.3770 | 2.25737 | 1.77164 | 2.092171E+07 | 2.092170E+07
14 | 280 | -8.6E-02 | 3 | 0.3476 | 2.23643 | 1.79008 | 2.092170E+07 | 2.092170E+07
15 | 300 | -5.6E-02 | 3 | 0.3657 | 2.21744 | 1.80834 | 2.092170E+07 | 2.092170E+07
16 | 320 | -5.6E-02 | 3 | 0.3657 | 2.20010 | 1.82170 | 2.092170E+07 | 2.092170E+07
17 | 340 | 0.03700 | 3 | 0.4233 | 2.18560 | 1.83345 | 2.092170E+07 | 2.092170E+07
18 | 360 | 0.05771 | 3 | 0.4365 | 2.17221 | 1.84986 | 2.092170E+07 | 2.092170E+07
19 | 380 | 0.16143 | 3 | 0.5036 | 2.15782 | 1.86312 | 2.092170E+07 | 2.092170E+07
20 | 400 | -5.7E-02 | 3 | 0.3653 | 2.14430 | 1.87652 | 2.092170E+07 | 2.092170E+07
Best solution found:
X = [6.40581962e-05 8.09767974e-05 8.47563023e-02 6.48079591e-05
2.76622240e-05 3.46075134e-05 1.03059614e-05 2.81435514e-08]
F = [20921704.46111794]
Execution time: 86 seconds
Model optimized
Export optimized results...
Optimized results exported
Compute best result...
Best result computed
Export best results...
Best results exported
Visualize results...
Visualization complete
Optimization complete for City of Redding!
Instantiate optimizer for City of Roseville...
Optimizer ready
Optimize model...
======================================================================================================
n_gen | n_eval | f | S | w | c1 | c2 | f_avg | f_min
======================================================================================================
1 | 20 | - | - | 0.8000 | 1.0E+01 | 1.00000 | 2.144445E+10 | 1.975816E+08
2 | 40 | 0.17890 | 3 | 0.5149 | 2.50000 | 1.50000 | 1.424399E+10 | 1.975816E+08
3 | 60 | 0.10075 | 3 | 0.4642 | 2.47125 | 1.53968 | 6.933614E+09 | 5.416959E+07
4 | 80 | -4.3E-02 | 3 | 0.3737 | 2.44768 | 1.57246 | 1.918709E+09 | 4.863788E+07
5 | 100 | -4.1E-02 | 3 | 0.3746 | 2.42529 | 1.60206 | 1.800156E+08 | 4.760749E+07
6 | 120 | -7.7E-02 | 3 | 0.3530 | 2.40219 | 1.62009 | 6.064347E+07 | 4.743041E+07
7 | 140 | -6.5E-02 | 3 | 0.3604 | 2.38007 | 1.64745 | 5.120873E+07 | 4.731849E+07
8 | 160 | -4.5E-02 | 3 | 0.3723 | 2.35779 | 1.66505 | 4.953442E+07 | 4.708078E+07
9 | 180 | -2.0E-02 | 3 | 0.3877 | 2.33801 | 1.68577 | 4.884289E+07 | 4.695564E+07
10 | 200 | -4.7E-02 | 3 | 0.3711 | 2.31657 | 1.71245 | 4.696650E+07 | 4.683201E+07
11 | 220 | 0.13152 | 3 | 0.4841 | 2.29607 | 1.72358 | 4.688709E+07 | 4.682968E+07
12 | 240 | -6.5E-02 | 3 | 0.3603 | 2.27869 | 1.74759 | 4.684103E+07 | 4.681355E+07
13 | 260 | 0.01351 | 3 | 0.4085 | 2.25830 | 1.76898 | 4.682483E+07 | 4.681353E+07
14 | 280 | -3.0E-02 | 3 | 0.3817 | 2.24002 | 1.77888 | 4.682049E+07 | 4.681292E+07
15 | 300 | -6.6E-03 | 3 | 0.3959 | 2.22507 | 1.79879 | 4.681621E+07 | 4.681270E+07
16 | 320 | 0.01867 | 3 | 0.4117 | 2.20826 | 1.81469 | 4.681495E+07 | 4.681269E+07
17 | 340 | 0.04164 | 3 | 0.4262 | 2.19264 | 1.82847 | 4.681384E+07 | 4.681269E+07
18 | 360 | -3.6E-02 | 3 | 0.3777 | 2.17690 | 1.85182 | 4.681306E+07 | 4.681269E+07
19 | 380 | -3.5E-02 | 3 | 0.3785 | 2.15917 | 1.86167 | 4.681290E+07 | 4.681268E+07
20 | 400 | 0.04433 | 3 | 0.4280 | 2.14489 | 1.88131 | 4.681279E+07 | 4.681268E+07
Best solution found:
X = [6.24063002e-05 8.55530572e-05 8.51837534e-02 7.86611210e-05
3.57666982e-05 8.10520177e-05 9.82963880e-05 1.86764489e-05]
F = [46812684.16766483]
Execution time: 87 seconds
Model optimized
Export optimized results...
Optimized results exported
Compute best result...
Best result computed
Export best results...
Best results exported
Visualize results...
Visualization complete
Optimization complete for City of Roseville!
Instantiate optimizer for City of West Sacramento...
Optimizer ready
Optimize model...
======================================================================================================
n_gen | n_eval | f | S | w | c1 | c2 | f_avg | f_min
======================================================================================================
1 | 20 | - | - | 0.8000 | 1.0E+01 | 1.00000 | 1.549282E+07 | 1.535375E+07
2 | 40 | 0.25012 | 2 | 0.5609 | 2.50000 | 1.50000 | 1.545602E+07 | 1.535375E+07
7 | 140 | 0.09722 | 3 | 0.4619 | 2.43804 | 1.58592 | 1.535188E+07 | 1.535027E+07
8 | 160 | -6.8E-02 | 3 | 0.3582 | 2.41673 | 1.60448 | 1.535103E+07 | 1.535027E+07
9 | 180 | 0.00937 | 3 | 0.4059 | 2.39761 | 1.62278 | 1.535060E+07 | 1.535027E+07
10 | 200 | 0.07612 | 3 | 0.4483 | 2.37947 | 1.64057 | 1.535048E+07 | 1.535027E+07
11 | 220 | 0.07008 | 3 | 0.4444 | 2.36193 | 1.65801 | 1.535035E+07 | 1.535027E+07
12 | 240 | -7.0E-02 | 3 | 0.3572 | 2.34498 | 1.67449 | 1.535029E+07 | 1.535027E+07
13 | 260 | 0.03869 | 3 | 0.4244 | 2.32724 | 1.69633 | 1.535028E+07 | 1.535027E+07
14 | 280 | 0.04324 | 3 | 0.4273 | 2.30819 | 1.71458 | 1.535028E+07 | 1.535027E+07
15 | 300 | -3.1E-02 | 3 | 0.3808 | 2.28970 | 1.73407 | 1.535027E+07 | 1.535027E+07
16 | 320 | -1.6E-02 | 3 | 0.3899 | 2.27226 | 1.74760 | 1.535027E+07 | 1.535027E+07
17 | 340 | -1.1E-02 | 3 | 0.3932 | 2.25742 | 1.76117 | 1.535027E+07 | 1.535027E+07
18 | 360 | -8.6E-03 | 3 | 0.3947 | 2.24339 | 1.77562 | 1.535027E+07 | 1.535027E+07
19 | 380 | -7.8E-03 | 3 | 0.3952 | 2.22874 | 1.79325 | 1.535027E+07 | 1.535027E+07
20 | 400 | -1.1E-03 | 3 | 0.3993 | 2.21318 | 1.80779 | 1.535027E+07 | 1.535027E+07
Best solution found:
X = [2.78432177e-05 9.98132261e-05 3.24012660e-05 5.36135549e-05
6.11486648e-05 9.97574018e-05 4.51655550e-06 5.92366725e-05]
F = [15350271.08145283]
Execution time: 93 seconds
Model optimized
Export optimized results...
Optimized results exported
Compute best result...
Best result computed
Export best results...
Best results exported
Visualize results...
Visualization complete
Optimization complete for City of West Sacramento!
Instantiate optimizer for Yuba City...
Optimizer ready
Optimize model...
======================================================================================================
n_gen | n_eval | f | S | w | c1 | c2 | f_avg | f_min
======================================================================================================
1 | 20 | - | - | 0.8000 | 1.0E+01 | 1.00000 | 1.160688E+08 | 1.404632E+07
2 | 40 | 0.17890 | 3 | 0.5149 | 2.50000 | 1.50000 | 8.149320E+07 | 1.404632E+07
3 | 60 | 0.10075 | 3 | 0.4642 | 2.47125 | 1.53968 | 4.639069E+07 | 1.335432E+07
4 | 80 | -4.6E-02 | 3 | 0.3715 | 2.44768 | 1.57246 | 2.230898E+07 | 1.332961E+07
5 | 100 | -4.0E-02 | 3 | 0.3751 | 2.42529 | 1.60206 | 1.396283E+07 | 1.332499E+07
6 | 120 | -7.7E-02 | 3 | 0.3530 | 2.40219 | 1.62009 | 1.338786E+07 | 1.332496E+07
7 | 140 | -8.8E-02 | 3 | 0.3467 | 2.38332 | 1.63597 | 1.334702E+07 | 1.332496E+07
8 | 160 | -3.8E-02 | 3 | 0.3764 | 2.36317 | 1.66447 | 1.333082E+07 | 1.332496E+07
9 | 180 | -2.0E-01 | 3 | 0.2849 | 2.33855 | 1.69202 | 1.332590E+07 | 1.332496E+07
10 | 200 | 0.06219 | 3 | 0.4394 | 2.31387 | 1.71496 | 1.332565E+07 | 1.332496E+07
11 | 220 | 0.03009 | 3 | 0.4189 | 2.29281 | 1.72918 | 1.332539E+07 | 1.332496E+07
12 | 240 | -1.1E-02 | 3 | 0.3932 | 2.27445 | 1.75158 | 1.332496E+07 | 1.332496E+07
13 | 260 | -3.4E-02 | 3 | 0.3788 | 2.25402 | 1.77435 | 1.332496E+07 | 1.332496E+07
14 | 280 | 0.03316 | 3 | 0.4209 | 2.23412 | 1.78970 | 1.332496E+07 | 1.332496E+07
15 | 300 | 0.17028 | 3 | 0.5093 | 2.21774 | 1.80237 | 1.332496E+07 | 1.332496E+07
16 | 320 | 0.07000 | 3 | 0.4444 | 2.20408 | 1.81329 | 1.332496E+07 | 1.332496E+07
17 | 340 | -1.3E-03 | 3 | 0.3992 | 2.19154 | 1.82818 | 1.332496E+07 | 1.332496E+07
18 | 360 | 0.01133 | 3 | 0.4071 | 2.17767 | 1.84446 | 1.332496E+07 | 1.332496E+07
19 | 380 | -4.6E-02 | 3 | 0.3716 | 2.16171 | 1.86795 | 1.332496E+07 | 1.332496E+07
20 | 400 | 0.03473 | 3 | 0.4219 | 2.14267 | 1.88629 | 1.332496E+07 | 1.332496E+07
Best solution found:
X = [9.99650466e-05 6.08322709e-05 1.21322554e-06 6.24402770e-05
3.84103543e-05 6.07097847e-08 1.07859030e-05 8.72384165e-06]
F = [13324959.94153399]
Execution time: 90 seconds
Model optimized
Export optimized results...
Optimized results exported
Compute best result...
Best result computed
Export best results...
Best results exported
Visualize results...
Visualization complete
Optimization complete for Yuba City!
Instantiate optimizer for El Dorado Irrigation District...
Optimizer ready
Optimize model...
======================================================================================================
n_gen | n_eval | f | S | w | c1 | c2 | f_avg | f_min
======================================================================================================
1 | 20 | - | - | 0.8000 | 1.0E+01 | 1.00000 | 3.313284E+07 | 3.261136E+07
2 | 40 | 0.25012 | 2 | 0.5609 | 2.50000 | 1.50000 | 3.299485E+07 | 3.261136E+07
3 | 60 | -4.4E-02 | 3 | 0.3731 | 2.47898 | 1.52899 | 3.279633E+07 | 3.260755E+07
4 | 80 | 0.28525 | 2 | 0.5833 | 2.49813 | 1.50257 | 3.267457E+07 | 3.260632E+07
5 | 100 | -7.6E-02 | 3 | 0.3534 | 2.47634 | 1.53263 | 3.263601E+07 | 3.260113E+07
6 | 120 | -5.7E-02 | 3 | 0.3652 | 2.46248 | 1.55185 | 3.261389E+07 | 3.259841E+07
7 | 140 | 0.09722 | 3 | 0.4619 | 2.43804 | 1.58592 | 3.260431E+07 | 3.259831E+07
8 | 160 | -6.8E-02 | 3 | 0.3582 | 2.41673 | 1.60448 | 3.260113E+07 | 3.259831E+07
9 | 180 | 0.00937 | 3 | 0.4059 | 2.39761 | 1.62278 | 3.259952E+07 | 3.259830E+07
10 | 200 | 0.07612 | 3 | 0.4483 | 2.37947 | 1.64057 | 3.259906E+07 | 3.259830E+07
11 | 220 | 0.07008 | 3 | 0.4444 | 2.36193 | 1.65801 | 3.259858E+07 | 3.259830E+07
12 | 240 | -7.0E-02 | 3 | 0.3572 | 2.34498 | 1.67449 | 3.259839E+07 | 3.259830E+07
13 | 260 | 0.03869 | 3 | 0.4244 | 2.32724 | 1.69633 | 3.259833E+07 | 3.259830E+07
14 | 280 | 0.04324 | 3 | 0.4273 | 2.30819 | 1.71458 | 3.259832E+07 | 3.259830E+07
15 | 300 | -3.1E-02 | 3 | 0.3808 | 2.28970 | 1.73407 | 3.259831E+07 | 3.259830E+07
16 | 320 | -1.6E-02 | 3 | 0.3899 | 2.27226 | 1.74760 | 3.259830E+07 | 3.259830E+07
17 | 340 | -1.1E-02 | 3 | 0.3932 | 2.25742 | 1.76117 | 3.259830E+07 | 3.259830E+07
18 | 360 | -8.6E-03 | 3 | 0.3947 | 2.24339 | 1.77562 | 3.259830E+07 | 3.259830E+07
19 | 380 | -7.8E-03 | 3 | 0.3952 | 2.22874 | 1.79325 | 3.259830E+07 | 3.259830E+07
20 | 400 | -1.1E-03 | 3 | 0.3993 | 2.21318 | 1.80779 | 3.259830E+07 | 3.259830E+07
Best solution found:
X = [2.80718514e-05 9.98528185e-05 3.21989645e-05 5.38087548e-05
6.25981473e-05 9.97586858e-05 6.68123467e-07 5.83169501e-05]
F = [32598296.51313505]
Execution time: 88 seconds
Model optimized
Export optimized results...
Optimized results exported
Compute best result...
Best result computed
Export best results...
Best results exported
Visualize results...
Visualization complete
Optimization complete for El Dorado Irrigation District!
Instantiate optimizer for Placer County Water Agency...
Optimizer ready
Optimize model...
======================================================================================================
n_gen | n_eval | f | S | w | c1 | c2 | f_avg | f_min
======================================================================================================
1 | 20 | - | - | 0.8000 | 1.0E+01 | 1.00000 | 1.827143E+08 | 1.712244E+08
2 | 40 | 0.25748 | 2 | 0.5656 | 2.50000 | 1.50000 | 1.799079E+08 | 1.712244E+08
3 | 60 | 0.01805 | 3 | 0.4113 | 2.46971 | 1.54182 | 1.754065E+08 | 1.712244E+08
4 | 80 | 0.00046 | 3 | 0.4003 | 2.44440 | 1.57704 | 1.726054E+08 | 1.707938E+08
5 | 100 | -4.6E-02 | 3 | 0.3717 | 2.42140 | 1.60613 | 1.713450E+08 | 1.707323E+08
6 | 120 | 0.01292 | 3 | 0.4081 | 2.39591 | 1.63221 | 1.709765E+08 | 1.707323E+08
7 | 140 | -4.8E-02 | 3 | 0.3703 | 2.37329 | 1.64864 | 1.708200E+08 | 1.707323E+08
8 | 160 | -1.8E-02 | 3 | 0.3887 | 2.35500 | 1.66482 | 1.707729E+08 | 1.707321E+08
9 | 180 | 0.05026 | 3 | 0.4317 | 2.33540 | 1.69232 | 1.707499E+08 | 1.707318E+08
10 | 200 | -1.7E-02 | 3 | 0.3894 | 2.31236 | 1.71595 | 1.707428E+08 | 1.707318E+08
11 | 220 | -3.9E-02 | 3 | 0.3758 | 2.29119 | 1.73217 | 1.707349E+08 | 1.707318E+08
12 | 240 | 0.00828 | 3 | 0.4052 | 2.27250 | 1.75247 | 1.707335E+08 | 1.707318E+08
13 | 260 | 0.02138 | 3 | 0.4134 | 2.25370 | 1.77052 | 1.707329E+08 | 1.707318E+08
14 | 280 | 0.09719 | 3 | 0.4619 | 2.23486 | 1.79307 | 1.707324E+08 | 1.707318E+08
15 | 300 | -1.8E-02 | 3 | 0.3890 | 2.21580 | 1.80728 | 1.707320E+08 | 1.707318E+08
16 | 320 | 0.03430 | 3 | 0.4216 | 2.19858 | 1.82936 | 1.707318E+08 | 1.707318E+08
17 | 340 | 0.06382 | 3 | 0.4404 | 2.17952 | 1.84826 | 1.707318E+08 | 1.707318E+08
18 | 360 | 0.03568 | 3 | 0.4225 | 2.16137 | 1.86450 | 1.707318E+08 | 1.707318E+08
19 | 380 | -7.5E-02 | 3 | 0.3544 | 2.14561 | 1.87351 | 1.707318E+08 | 1.707318E+08
20 | 400 | 0.00613 | 3 | 0.4038 | 2.13296 | 1.88989 | 1.707318E+08 | 1.707318E+08
Best solution found:
X = [9.99735623e-05 8.99715554e-05 6.94583989e-05 9.99942095e-05
5.15203726e-07 7.79708504e-05 2.87551599e-05 9.99862447e-05]
F = [1.70731778e+08]
Execution time: 143 seconds
Model optimized
Export optimized results...
Optimized results exported
Compute best result...
Best result computed
Export best results...
Best results exported
Visualize results...
Visualization complete
Optimization complete for Placer County Water Agency!
Instantiate optimizer for Sacramento County Water Agency...
Optimizer ready
Optimize model...
======================================================================================================
n_gen | n_eval | f | S | w | c1 | c2 | f_avg | f_min
======================================================================================================
1 | 20 | - | - | 0.8000 | 1.0E+01 | 1.00000 | 1.682016E+08 | 6.617908E+07
2 | 40 | 0.17890 | 3 | 0.5149 | 2.50000 | 1.50000 | 1.336260E+08 | 6.617908E+07
3 | 60 | 0.10075 | 3 | 0.4642 | 2.47125 | 1.53968 | 9.852345E+07 | 6.548708E+07
4 | 80 | -4.6E-02 | 3 | 0.3715 | 2.44768 | 1.57246 | 7.444174E+07 | 6.546237E+07
5 | 100 | -4.0E-02 | 3 | 0.3751 | 2.42529 | 1.60206 | 6.609559E+07 | 6.545775E+07
6 | 120 | -7.7E-02 | 3 | 0.3530 | 2.40219 | 1.62009 | 6.552062E+07 | 6.545772E+07
7 | 140 | -8.8E-02 | 3 | 0.3467 | 2.38332 | 1.63597 | 6.547978E+07 | 6.545772E+07
8 | 160 | -3.8E-02 | 3 | 0.3764 | 2.36317 | 1.66447 | 6.546358E+07 | 6.545772E+07
9 | 180 | -2.0E-01 | 3 | 0.2849 | 2.33855 | 1.69202 | 6.545866E+07 | 6.545772E+07
10 | 200 | 0.06219 | 3 | 0.4394 | 2.31387 | 1.71496 | 6.545841E+07 | 6.545772E+07
11 | 220 | 0.03009 | 3 | 0.4189 | 2.29281 | 1.72918 | 6.545815E+07 | 6.545772E+07
12 | 240 | -1.1E-02 | 3 | 0.3932 | 2.27445 | 1.75158 | 6.545772E+07 | 6.545772E+07
13 | 260 | -3.4E-02 | 3 | 0.3788 | 2.25402 | 1.77435 | 6.545772E+07 | 6.545772E+07
14 | 280 | 0.03316 | 3 | 0.4209 | 2.23412 | 1.78970 | 6.545772E+07 | 6.545772E+07
15 | 300 | 0.17028 | 3 | 0.5093 | 2.21774 | 1.80237 | 6.545772E+07 | 6.545772E+07
16 | 320 | 0.07000 | 3 | 0.4444 | 2.20408 | 1.81329 | 6.545772E+07 | 6.545772E+07
17 | 340 | -1.3E-03 | 3 | 0.3992 | 2.19154 | 1.82818 | 6.545772E+07 | 6.545772E+07
18 | 360 | 0.01133 | 3 | 0.4071 | 2.17767 | 1.84446 | 6.545772E+07 | 6.545772E+07
19 | 380 | -4.6E-02 | 3 | 0.3716 | 2.16171 | 1.86795 | 6.545772E+07 | 6.545772E+07
20 | 400 | 0.03473 | 3 | 0.4219 | 2.14267 | 1.88629 | 6.545772E+07 | 6.545772E+07
Best solution found:
X = [9.99650466e-05 6.08322709e-05 1.21322554e-06 6.24402770e-05
3.84103543e-05 6.07097847e-08 1.07859030e-05 8.72384165e-06]
F = [65457719.51790643]
Execution time: 93 seconds
Model optimized
Export optimized results...
Optimized results exported
Compute best result...
Best result computed
Export best results...
Best results exported
Visualize results...
Visualization complete
Optimization complete for Sacramento County Water Agency!
Instantiate optimizer for San Juan Water District...
Optimizer ready
Optimize model...
======================================================================================================
n_gen | n_eval | f | S | w | c1 | c2 | f_avg | f_min
======================================================================================================
1 | 20 | - | - | 0.8000 | 1.0E+01 | 1.00000 | 1.431358E+08 | 4.111330E+07
2 | 40 | 0.17890 | 3 | 0.5149 | 2.50000 | 1.50000 | 1.085602E+08 | 4.111330E+07
3 | 60 | 0.10075 | 3 | 0.4642 | 2.47125 | 1.53968 | 7.345767E+07 | 4.042130E+07
4 | 80 | -4.6E-02 | 3 | 0.3715 | 2.44768 | 1.57246 | 4.937596E+07 | 4.039659E+07
5 | 100 | -4.0E-02 | 3 | 0.3751 | 2.42529 | 1.60206 | 4.102981E+07 | 4.039197E+07
6 | 120 | -7.7E-02 | 3 | 0.3530 | 2.40219 | 1.62009 | 4.045485E+07 | 4.039194E+07
7 | 140 | -8.8E-02 | 3 | 0.3467 | 2.38332 | 1.63597 | 4.041400E+07 | 4.039194E+07
8 | 160 | -3.8E-02 | 3 | 0.3764 | 2.36317 | 1.66447 | 4.039780E+07 | 4.039194E+07
9 | 180 | -2.0E-01 | 3 | 0.2849 | 2.33855 | 1.69202 | 4.039289E+07 | 4.039194E+07
10 | 200 | 0.06219 | 3 | 0.4394 | 2.31387 | 1.71496 | 4.039263E+07 | 4.039194E+07
11 | 220 | 0.03009 | 3 | 0.4189 | 2.29281 | 1.72918 | 4.039237E+07 | 4.039194E+07
12 | 240 | -1.1E-02 | 3 | 0.3932 | 2.27445 | 1.75158 | 4.039195E+07 | 4.039194E+07
13 | 260 | -3.4E-02 | 3 | 0.3788 | 2.25402 | 1.77435 | 4.039194E+07 | 4.039194E+07
14 | 280 | 0.03316 | 3 | 0.4209 | 2.23412 | 1.78970 | 4.039194E+07 | 4.039194E+07
15 | 300 | 0.17028 | 3 | 0.5093 | 2.21774 | 1.80237 | 4.039194E+07 | 4.039194E+07
16 | 320 | 0.07000 | 3 | 0.4444 | 2.20408 | 1.81329 | 4.039194E+07 | 4.039194E+07
17 | 340 | -1.3E-03 | 3 | 0.3992 | 2.19154 | 1.82818 | 4.039194E+07 | 4.039194E+07
18 | 360 | 0.01133 | 3 | 0.4071 | 2.17767 | 1.84446 | 4.039194E+07 | 4.039194E+07
19 | 380 | -4.6E-02 | 3 | 0.3716 | 2.16171 | 1.86795 | 4.039194E+07 | 4.039194E+07
20 | 400 | 0.03473 | 3 | 0.4219 | 2.14267 | 1.88629 | 4.039194E+07 | 4.039194E+07
Best solution found:
X = [9.99650466e-05 6.08322709e-05 1.21322554e-06 6.24402770e-05
3.84103543e-05 6.07097847e-08 1.07859030e-05 8.72384165e-06]
F = [40391941.71953785]
Execution time: 92 seconds
Model optimized
Export optimized results...
Optimized results exported
Compute best result...
Best result computed
Export best results...
Best results exported
Visualize results...
Visualization complete
Optimization complete for San Juan Water District!
Instantiate optimizer for City of Coalinga...
Optimizer ready
Optimize model...
======================================================================================================
n_gen | n_eval | f | S | w | c1 | c2 | f_avg | f_min
======================================================================================================
1 | 20 | - | - | 0.8000 | 1.0E+01 | 1.00000 | 6.650938E+06 | 6.508641E+06
2 | 40 | 0.18553 | 3 | 0.5192 | 2.50000 | 1.50000 | 6.614549E+06 | 6.508641E+06
3 | 60 | -2.4E-02 | 3 | 0.3850 | 2.47002 | 1.54140 | 6.561041E+06 | 6.480139E+06
4 | 80 | -4.4E-02 | 3 | 0.3729 | 2.44661 | 1.57395 | 6.533154E+06 | 6.473653E+06
5 | 100 | 0.65510 | 1 | 0.7855 | 2.50000 | 1.50000 | 6.518148E+06 | 6.471819E+06
6 | 120 | 0.00681 | 3 | 0.4043 | 2.48316 | 1.52321 | 6.507827E+06 | 6.471819E+06
7 | 140 | 0.00539 | 3 | 0.4034 | 2.45992 | 1.55542 | 6.505058E+06 | 6.471819E+06
8 | 160 | -3.5E-02 | 3 | 0.3784 | 2.44469 | 1.57137 | 6.496626E+06 | 6.471819E+06
9 | 180 | -4.9E-02 | 3 | 0.3701 | 2.42485 | 1.60141 | 6.492468E+06 | 6.471819E+06
10 | 200 | -1.4E-02 | 3 | 0.3914 | 2.40248 | 1.61935 | 6.491955E+06 | 6.471593E+06
11 | 220 | -1.5E-02 | 3 | 0.3910 | 2.38130 | 1.64436 | 6.488229E+06 | 6.471593E+06
12 | 240 | -2.3E-02 | 3 | 0.3856 | 2.36161 | 1.65662 | 6.487690E+06 | 6.471593E+06
13 | 260 | -3.4E-02 | 3 | 0.3791 | 2.34242 | 1.68578 | 6.485178E+06 | 6.471593E+06
14 | 280 | -1.5E-02 | 3 | 0.3905 | 2.32077 | 1.70192 | 6.483981E+06 | 6.471593E+06
15 | 300 | -1.4E-02 | 3 | 0.3910 | 2.30084 | 1.72672 | 6.482803E+06 | 6.471593E+06
16 | 320 | -1.2E-02 | 3 | 0.3925 | 2.28135 | 1.73837 | 6.482467E+06 | 6.471593E+06
17 | 340 | -1.8E-02 | 3 | 0.3887 | 2.26611 | 1.75359 | 6.482193E+06 | 6.471593E+06
18 | 360 | -2.6E-02 | 3 | 0.3838 | 2.24887 | 1.77996 | 6.481316E+06 | 6.471593E+06
19 | 380 | -2.3E-02 | 3 | 0.3859 | 2.22826 | 1.79823 | 6.480645E+06 | 6.471593E+06
20 | 400 | -2.3E-02 | 3 | 0.3859 | 2.21089 | 1.80829 | 6.478329E+06 | 6.471593E+06
Best solution found:
X = [1.93304088e-05 5.91718528e-05 1.73681886e-05 7.87873322e-05
8.26270157e-05 5.91988522e-05 1.74186882e+02 3.78300852e-05]
F = [6471593.21092467]
Execution time: 92 seconds
Model optimized
Export optimized results...
Optimized results exported
Compute best result...
Best result computed
Export best results...
Best results exported
Visualize results...
Visualization complete
Optimization complete for City of Coalinga!
Instantiate optimizer for City of Fresno...
Optimizer ready
Optimize model...
======================================================================================================
n_gen | n_eval | f | S | w | c1 | c2 | f_avg | f_min
======================================================================================================
1 | 20 | - | - | 0.8000 | 1.0E+01 | 1.00000 | 1.957816E+08 | 1.660318E+08
2 | 40 | 0.17890 | 3 | 0.5149 | 2.50000 | 1.50000 | 1.856993E+08 | 1.660318E+08
3 | 60 | 0.10075 | 3 | 0.4642 | 2.47125 | 1.53968 | 1.754634E+08 | 1.658300E+08
4 | 80 | -4.6E-02 | 3 | 0.3715 | 2.44768 | 1.57246 | 1.684412E+08 | 1.658228E+08
5 | 100 | -4.0E-02 | 3 | 0.3751 | 2.42529 | 1.60206 | 1.660074E+08 | 1.658215E+08
6 | 120 | -7.7E-02 | 3 | 0.3530 | 2.40219 | 1.62009 | 1.658398E+08 | 1.658214E+08
7 | 140 | -8.8E-02 | 3 | 0.3467 | 2.38332 | 1.63597 | 1.658279E+08 | 1.658214E+08
8 | 160 | -3.8E-02 | 3 | 0.3764 | 2.36317 | 1.66447 | 1.658231E+08 | 1.658214E+08
9 | 180 | -2.0E-01 | 3 | 0.2849 | 2.33855 | 1.69202 | 1.658217E+08 | 1.658214E+08
10 | 200 | 0.06219 | 3 | 0.4394 | 2.31387 | 1.71496 | 1.658216E+08 | 1.658214E+08
11 | 220 | 0.03009 | 3 | 0.4189 | 2.29281 | 1.72918 | 1.658216E+08 | 1.658214E+08
12 | 240 | -1.1E-02 | 3 | 0.3932 | 2.27445 | 1.75158 | 1.658214E+08 | 1.658214E+08
13 | 260 | -3.4E-02 | 3 | 0.3788 | 2.25402 | 1.77435 | 1.658214E+08 | 1.658214E+08
14 | 280 | 0.03316 | 3 | 0.4209 | 2.23412 | 1.78970 | 1.658214E+08 | 1.658214E+08
15 | 300 | 0.01029 | 3 | 0.4064 | 2.21556 | 1.81455 | 1.658214E+08 | 1.658214E+08
16 | 320 | -2.5E-02 | 3 | 0.3844 | 2.19606 | 1.82615 | 1.658214E+08 | 1.658214E+08
17 | 340 | 0.07502 | 3 | 0.4476 | 2.18161 | 1.83651 | 1.658214E+08 | 1.658214E+08
18 | 360 | 0.01136 | 3 | 0.4071 | 2.16950 | 1.84824 | 1.658214E+08 | 1.658214E+08
19 | 380 | -9.7E-04 | 3 | 0.3994 | 2.15733 | 1.86327 | 1.658214E+08 | 1.658214E+08
20 | 400 | -1.8E-02 | 3 | 0.3889 | 2.14411 | 1.87589 | 1.658214E+08 | 1.658214E+08
Best solution found:
X = [9.99900597e-05 6.56702483e-05 3.50965413e-05 5.44367046e-05
3.97433306e-05 1.25752333e-07 1.28446527e-05 4.33972740e-06]
F = [1.65821441e+08]
Execution time: 92 seconds
Model optimized
Export optimized results...
Optimized results exported
Compute best result...
Best result computed
Export best results...
Best results exported
Visualize results...
Visualization complete
Optimization complete for City of Fresno!
Instantiate optimizer for City of Tracy...
Optimizer ready
Optimize model...
======================================================================================================
n_gen | n_eval | f | S | w | c1 | c2 | f_avg | f_min
======================================================================================================
1 | 20 | - | - | 0.8000 | 1.0E+01 | 1.00000 | 6.776099E+07 | 4.869871E+07
2 | 40 | 0.20573 | 3 | 0.5323 | 2.50000 | 1.50000 | 5.632420E+07 | 4.831815E+07
3 | 60 | -3.9E-02 | 3 | 0.3757 | 2.47933 | 1.52851 | 5.216341E+07 | 4.732538E+07
4 | 80 | 0.00729 | 3 | 0.4046 | 2.46527 | 1.54798 | 4.953863E+07 | 4.722316E+07
5 | 100 | -3.3E-03 | 3 | 0.3979 | 2.44289 | 1.57915 | 4.861264E+07 | 4.722316E+07
6 | 120 | -4.2E-02 | 3 | 0.3743 | 2.42069 | 1.60445 | 4.779319E+07 | 4.716410E+07
7 | 140 | -4.3E-02 | 3 | 0.3735 | 2.39922 | 1.62199 | 4.751916E+07 | 4.712541E+07
8 | 160 | 0.18828 | 3 | 0.5210 | 2.37884 | 1.64578 | 4.742883E+07 | 4.712541E+07
9 | 180 | 0.17637 | 3 | 0.5133 | 2.35981 | 1.65812 | 4.740075E+07 | 4.712541E+07
10 | 200 | 0.14978 | 3 | 0.4960 | 2.34095 | 1.68688 | 4.739048E+07 | 4.712541E+07
11 | 220 | 0.06676 | 3 | 0.4423 | 2.31899 | 1.70535 | 4.731651E+07 | 4.712541E+07
12 | 240 | 0.04065 | 3 | 0.4256 | 2.29786 | 1.73117 | 4.730055E+07 | 4.712541E+07
13 | 260 | 0.01414 | 3 | 0.4089 | 2.27522 | 1.75338 | 4.725031E+07 | 4.711042E+07
14 | 280 | 0.04509 | 3 | 0.4284 | 2.25587 | 1.76338 | 4.721637E+07 | 4.709232E+07
15 | 300 | -4.4E-02 | 3 | 0.3732 | 2.23958 | 1.78750 | 4.719902E+07 | 4.709232E+07
16 | 320 | -4.6E-02 | 3 | 0.3719 | 2.22077 | 1.80258 | 4.719190E+07 | 4.709232E+07
17 | 340 | -4.4E-02 | 3 | 0.3730 | 2.20302 | 1.82619 | 4.719076E+07 | 4.709232E+07
18 | 360 | -3.2E-02 | 3 | 0.3805 | 2.18260 | 1.84852 | 4.717197E+07 | 4.708978E+07
19 | 380 | 0.01937 | 3 | 0.4121 | 2.16362 | 1.85696 | 4.717117E+07 | 4.708952E+07
20 | 400 | 0.04683 | 3 | 0.4295 | 2.14978 | 1.87354 | 4.715931E+07 | 4.706342E+07
Best solution found:
X = [4.75460718e-07 9.73095831e-05 3.61825389e-05 6.12473965e-05
2.17180252e+03 8.18982006e-05 7.49879366e+03 3.80753772e-05]
F = [47063415.82063108]
Execution time: 99 seconds
Model optimized
Export optimized results...
Optimized results exported
Compute best result...
Best result computed
Export best results...
Best results exported
Visualize results...
Visualization complete
Optimization complete for City of Tracy!
Instantiate optimizer for Stockton-East Water District...
Optimizer ready
Optimize model...
======================================================================================================
n_gen | n_eval | f | S | w | c1 | c2 | f_avg | f_min
======================================================================================================
1 | 20 | - | - | 0.8000 | 1.0E+01 | 1.00000 | 1.078732E+11 | 7.658484E+08
2 | 40 | 0.17890 | 3 | 0.5149 | 2.50000 | 1.50000 | 7.157699E+10 | 7.658484E+08
3 | 60 | 0.10075 | 3 | 0.4642 | 2.47125 | 1.53968 | 3.472442E+10 | 4.952169E+07
4 | 80 | -4.6E-02 | 3 | 0.3715 | 2.44768 | 1.57246 | 9.446189E+09 | 1.773648E+07
5 | 100 | -4.0E-02 | 3 | 0.3751 | 2.42529 | 1.60206 | 6.832314E+08 | 1.184474E+07
6 | 120 | -7.7E-02 | 3 | 0.3530 | 2.40219 | 1.62009 | 7.798418E+07 | 9.239712E+06
7 | 140 | -6.4E-02 | 3 | 0.3606 | 2.38178 | 1.64140 | 3.818308E+07 | 7.578394E+06
8 | 160 | -4.7E-02 | 3 | 0.3709 | 2.36277 | 1.65684 | 1.734630E+07 | 5.391904E+06
9 | 180 | -5.5E-02 | 3 | 0.3662 | 2.34649 | 1.67152 | 8.777826E+06 | 2.978570E+06
10 | 200 | -1.9E-02 | 3 | 0.3881 | 2.32835 | 1.69840 | 2.751677E+06 | 4.596808E+05
11 | 220 | 0.00712 | 3 | 0.4045 | 2.30796 | 1.71404 | 1.285506E+06 | 1.463208E+05
12 | 240 | 0.00908 | 3 | 0.4057 | 2.29024 | 1.73219 | 5.999590E+05 | 9.164143E+04
13 | 260 | -1.2E-02 | 3 | 0.3928 | 2.27125 | 1.75653 | 2.228421E+05 | 2.771167E+04
14 | 280 | 0.01002 | 3 | 0.4063 | 2.25123 | 1.77251 | 1.365527E+05 | 7.725029E+03
15 | 300 | 0.07080 | 3 | 0.4449 | 2.23270 | 1.79516 | 7.489112E+04 | 1.402226E+03
16 | 320 | 0.04577 | 3 | 0.4289 | 2.21370 | 1.80950 | 3.762925E+04 | 5.893204E+02
17 | 340 | -2.7E-02 | 3 | 0.3831 | 2.19759 | 1.82483 | 2.158293E+04 | 9.968614E+01
18 | 360 | -3.7E-02 | 3 | 0.3770 | 2.18275 | 1.83678 | 1.231910E+04 | 8.3419848698
19 | 380 | 0.03974 | 3 | 0.4250 | 2.16863 | 1.85674 | 5.273483E+03 | 8.3419848698
20 | 400 | 0.00009 | 3 | 0.4001 | 2.15133 | 1.87855 | 1.529477E+03 | 1.9321791517
Best solution found:
X = [5.52586240e-05 6.63242047e-05 6.28783785e-02 5.20487809e-05
1.46810582e-05 9.21565623e-05 2.37487350e-04 3.19312245e-06]
F = [1.93217915]
Execution time: 97 seconds
Model optimized
Export optimized results...
Optimized results exported
Compute best result...
Best result computed
Export best results...
Best results exported
Visualize results...
Visualization complete
Optimization complete for Stockton-East Water District!
Instantiate optimizer for Alameda County Flood Control and Water Conservation District, Zone 7...
Optimizer ready
Optimize model...
======================================================================================================
n_gen | n_eval | f | S | w | c1 | c2 | f_avg | f_min
======================================================================================================
1 | 20 | - | - | 0.8000 | 1.0E+01 | 1.00000 | 6.238261E+07 | 4.895477E+07
2 | 40 | 0.28290 | 2 | 0.5818 | 2.50000 | 1.50000 | 6.008263E+07 | 4.895477E+07
3 | 60 | -6.0E-02 | 3 | 0.3630 | 2.48245 | 1.52419 | 5.329678E+07 | 4.686684E+07
4 | 80 | 0.26024 | 2 | 0.5674 | 2.50000 | 1.50000 | 4.671246E+07 | 4.308211E+07
5 | 100 | -3.6E-02 | 3 | 0.3779 | 2.47990 | 1.52771 | 4.409549E+07 | 4.259247E+07
6 | 120 | -3.8E-02 | 3 | 0.3767 | 2.45505 | 1.56219 | 4.258967E+07 | 4.181386E+07
7 | 140 | -8.2E-02 | 3 | 0.3501 | 2.43805 | 1.58004 | 4.210606E+07 | 4.170802E+07
8 | 160 | -1.2E-02 | 3 | 0.3927 | 2.42072 | 1.59797 | 4.187321E+07 | 4.164767E+07
9 | 180 | 0.04000 | 3 | 0.4252 | 2.40279 | 1.61748 | 4.175849E+07 | 4.161993E+07
10 | 200 | -3.4E-02 | 3 | 0.3790 | 2.38465 | 1.63522 | 4.166325E+07 | 4.161811E+07
11 | 220 | 0.27778 | 2 | 0.5785 | 2.41772 | 1.58703 | 4.163631E+07 | 4.161571E+07
12 | 240 | 0.16776 | 3 | 0.5077 | 2.40499 | 1.61929 | 4.162755E+07 | 4.161470E+07
13 | 260 | -1.9E-02 | 3 | 0.3884 | 2.38158 | 1.64652 | 4.161992E+07 | 4.161373E+07
14 | 280 | 0.01527 | 3 | 0.4096 | 2.35839 | 1.66603 | 4.161648E+07 | 4.161362E+07
15 | 300 | 0.00024 | 3 | 0.4001 | 2.33982 | 1.67820 | 4.161482E+07 | 4.161354E+07
16 | 320 | -5.8E-03 | 3 | 0.3964 | 2.32350 | 1.69832 | 4.161409E+07 | 4.161351E+07
17 | 340 | -5.6E-03 | 3 | 0.3965 | 2.30366 | 1.72473 | 4.161379E+07 | 4.161351E+07
18 | 360 | -9.3E-03 | 3 | 0.3942 | 2.28212 | 1.74311 | 4.161365E+07 | 4.161351E+07
19 | 380 | 0.00439 | 3 | 0.4027 | 2.26228 | 1.76446 | 4.161358E+07 | 4.161350E+07
20 | 400 | -1.6E-02 | 3 | 0.3902 | 2.24321 | 1.77965 | 4.161355E+07 | 4.161350E+07
Best solution found:
X = [7.39377470e-05 1.98216963e-05 3.79019436e-05 1.29027080e-04
5.30815395e-05 8.71348919e-07 1.76290017e-08 3.61319120e-05]
F = [41613502.98334726]
Execution time: 97 seconds
Model optimized
Export optimized results...
Optimized results exported
Compute best result...
Best result computed
Export best results...
Best results exported
Visualize results...
Visualization complete
Optimization complete for Alameda County Flood Control and Water Conservation District, Zone 7!
Instantiate optimizer for Alameda County Water District...
Optimizer ready
Optimize model...
======================================================================================================
n_gen | n_eval | f | S | w | c1 | c2 | f_avg | f_min
======================================================================================================
1 | 20 | - | - | 0.8000 | 1.0E+01 | 1.00000 | nan | nan
2 | 40 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
3 | 60 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
4 | 80 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
5 | 100 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
6 | 120 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
7 | 140 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
8 | 160 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
9 | 180 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
10 | 200 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
11 | 220 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
12 | 240 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
13 | 260 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
14 | 280 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
15 | 300 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
16 | 320 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
17 | 340 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
18 | 360 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
19 | 380 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
20 | 400 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
Best solution found:
X = [1.61546593e+03 3.65212566e-05 8.77272947e-05 3.18622096e-05
1.76960711e+02 1.37355249e+02 9.47727681e-05 5.35951841e-05]
F = [nan]
Execution time: 148 seconds
Model optimized
Export optimized results...
Optimized results exported
Compute best result...
Best result computed
Export best results...
Best results exported
Visualize results...
Visualization complete
Optimization complete for Alameda County Water District!
Instantiate optimizer for Contra Costa Water District...
Optimizer ready
Optimize model...
======================================================================================================
n_gen | n_eval | f | S | w | c1 | c2 | f_avg | f_min
======================================================================================================
1 | 20 | - | - | 0.8000 | 1.0E+01 | 1.00000 | 1.834556E+10 | 1.834556E+10
2 | 40 | 0.36543 | 2 | 0.6329 | 2.50000 | 1.50000 | 1.834556E+10 | 1.834556E+10
3 | 60 | 0.12108 | 3 | 0.4774 | 2.46958 | 1.54200 | 1.834556E+10 | 1.834556E+10
4 | 80 | 0.21162 | 3 | 0.5361 | 2.45449 | 1.56297 | 1.834556E+10 | 1.834556E+10
5 | 100 | 0.00624 | 3 | 0.4039 | 2.43414 | 1.59110 | 1.834556E+10 | 1.834556E+10
6 | 120 | -4.8E-02 | 3 | 0.3705 | 2.41345 | 1.60511 | 1.834556E+10 | 1.834556E+10
7 | 140 | -3.9E-02 | 3 | 0.3761 | 2.39625 | 1.62281 | 1.834556E+10 | 1.834556E+10
8 | 160 | -4.9E-02 | 3 | 0.3701 | 2.38000 | 1.63691 | 1.834556E+10 | 1.834556E+10
9 | 180 | 0.06834 | 3 | 0.4433 | 2.36161 | 1.66469 | 1.834556E+10 | 1.834556E+10
10 | 200 | 0.23187 | 3 | 0.5492 | 2.33878 | 1.68863 | 1.834556E+10 | 1.834556E+10
11 | 220 | -8.9E-03 | 3 | 0.3945 | 2.31616 | 1.71099 | 1.834556E+10 | 1.834556E+10
12 | 240 | 0.02378 | 3 | 0.4149 | 2.29538 | 1.72822 | 1.834556E+10 | 1.834556E+10
13 | 260 | 0.01997 | 3 | 0.4125 | 2.27778 | 1.74250 | 1.834556E+10 | 1.834556E+10
14 | 280 | 0.01436 | 3 | 0.4090 | 2.26241 | 1.75703 | 1.834556E+10 | 1.834556E+10
15 | 300 | 0.12105 | 3 | 0.4773 | 2.24576 | 1.78168 | 1.834556E+10 | 1.834556E+10
16 | 320 | -2.5E-02 | 3 | 0.3845 | 2.22507 | 1.80510 | 1.834556E+10 | 1.834556E+10
17 | 340 | -6.0E-03 | 3 | 0.3962 | 2.20568 | 1.81482 | 1.834556E+10 | 1.834556E+10
18 | 360 | 0.00137 | 3 | 0.4009 | 2.19053 | 1.83467 | 1.834556E+10 | 1.834556E+10
19 | 380 | -3.8E-03 | 3 | 0.3976 | 2.17286 | 1.85588 | 1.834556E+10 | 1.834556E+10
20 | 400 | -6.5E-03 | 3 | 0.3960 | 2.15452 | 1.87069 | 1.834556E+10 | 1.834556E+10
Best solution found:
X = [9.99999347e-05 9.99975454e-05 9.99988557e-05 9.99999453e-05
9.99999288e-05 9.99999382e-05 9.99999013e-05 9.99999953e-05]
F = [1.83455626e+10]
Execution time: 149 seconds
Model optimized
Export optimized results...
Optimized results exported
Compute best result...
Best result computed
Export best results...
Best results exported
Visualize results...
Visualization complete
Optimization complete for Contra Costa Water District!
Instantiate optimizer for East Bay Municipal Utilities District...
Optimizer ready
Optimize model...
======================================================================================================
n_gen | n_eval | f | S | w | c1 | c2 | f_avg | f_min
======================================================================================================
1 | 20 | - | - | 0.8000 | 1.0E+01 | 1.00000 | nan | nan
2 | 40 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
3 | 60 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
4 | 80 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
5 | 100 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
6 | 120 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
7 | 140 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
8 | 160 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
9 | 180 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
10 | 200 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
11 | 220 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
12 | 240 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
13 | 260 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
14 | 280 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
15 | 300 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
16 | 320 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
17 | 340 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
18 | 360 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
19 | 380 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
20 | 400 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
Best solution found:
X = [8.68530068e-05 3.65212566e-05 8.77272947e-05 3.18622096e-05
7.07842844e-06 5.49420995e-06 9.47727681e-05 5.35951841e-05]
F = [nan]
Execution time: 123 seconds
Model optimized
Export optimized results...
Optimized results exported
Compute best result...
Best result computed
Export best results...
Best results exported
Visualize results...
Visualization complete
Optimization complete for East Bay Municipal Utilities District!
Instantiate optimizer for San Benito County Water District, Zone 6...
Optimizer ready
Optimize model...
======================================================================================================
n_gen | n_eval | f | S | w | c1 | c2 | f_avg | f_min
======================================================================================================
1 | 20 | - | - | 0.8000 | 1.0E+01 | 1.00000 | 1.649468E+09 | 1.729589E+07
2 | 40 | 0.17890 | 3 | 0.5149 | 2.50000 | 1.50000 | 1.096293E+09 | 1.729589E+07
3 | 60 | 0.10075 | 3 | 0.4642 | 2.47125 | 1.53968 | 5.347154E+08 | 6.250327E+06
4 | 80 | -4.3E-02 | 3 | 0.3737 | 2.44768 | 1.57246 | 1.494730E+08 | 5.859117E+06
5 | 100 | -4.1E-02 | 3 | 0.3746 | 2.42529 | 1.60206 | 1.593518E+07 | 5.787617E+06
6 | 120 | -7.7E-02 | 3 | 0.3530 | 2.40219 | 1.62009 | 6.784094E+06 | 5.787317E+06
7 | 140 | -7.0E-02 | 3 | 0.3575 | 2.38007 | 1.64745 | 6.073660E+06 | 5.787317E+06
8 | 160 | -3.0E-02 | 3 | 0.3813 | 2.35852 | 1.66234 | 5.961956E+06 | 5.787317E+06
9 | 180 | -3.8E-02 | 3 | 0.3764 | 2.33932 | 1.68551 | 5.931981E+06 | 5.787317E+06
10 | 200 | -2.6E-02 | 3 | 0.3838 | 2.31935 | 1.70348 | 5.787597E+06 | 5.787316E+06
11 | 220 | -3.6E-02 | 3 | 0.3780 | 2.30044 | 1.72371 | 5.787361E+06 | 5.787316E+06
12 | 240 | -6.9E-02 | 3 | 0.3580 | 2.28254 | 1.73749 | 5.787335E+06 | 5.787316E+06
13 | 260 | -2.2E-02 | 3 | 0.3865 | 2.26759 | 1.75041 | 5.787321E+06 | 5.787316E+06
14 | 280 | -1.9E-02 | 3 | 0.3881 | 2.25286 | 1.76920 | 5.787320E+06 | 5.787316E+06
15 | 300 | -3.3E-02 | 3 | 0.3798 | 2.23523 | 1.79209 | 5.787318E+06 | 5.787316E+06
16 | 320 | -3.1E-02 | 3 | 0.3807 | 2.21510 | 1.81423 | 5.787317E+06 | 5.787316E+06
17 | 340 | -2.8E-02 | 3 | 0.3829 | 2.19602 | 1.82604 | 5.787316E+06 | 5.787316E+06
18 | 360 | -1.2E-02 | 3 | 0.3926 | 2.18143 | 1.83788 | 5.787316E+06 | 5.787316E+06
19 | 380 | 0.19083 | 3 | 0.5227 | 2.16745 | 1.85790 | 5.787316E+06 | 5.787316E+06
20 | 400 | 0.07457 | 3 | 0.4473 | 2.15120 | 1.87201 | 5.787316E+06 | 5.787316E+06
Best solution found:
X = [6.93164294e-05 5.96914986e-05 2.73083954e-01 8.43312360e-05
4.34598946e-05 7.67119767e-05 1.59559037e-05 6.43693439e-07]
F = [5787315.5800162]
Execution time: 110 seconds
Model optimized
Export optimized results...
Optimized results exported
Compute best result...
Best result computed
Export best results...
Best results exported
Visualize results...
Visualization complete
Optimization complete for San Benito County Water District, Zone 6!
Instantiate optimizer for Santa Clara Valley Water District...
Optimizer ready
Optimize model...
======================================================================================================
n_gen | n_eval | f | S | w | c1 | c2 | f_avg | f_min
======================================================================================================
1 | 20 | - | - | 0.8000 | 1.0E+01 | 1.00000 | 2.668525E+08 | 2.525867E+08
2 | 40 | 0.84990 | 4 | 0.8587 | 2.50000 | 1.50000 | 2.634812E+08 | 2.525867E+08
3 | 60 | 0.22758 | 3 | 0.5464 | 2.47812 | 1.53018 | 2.587497E+08 | 2.525636E+08
4 | 80 | -5.9E-02 | 3 | 0.3636 | 2.45839 | 1.55755 | 2.551272E+08 | 2.525636E+08
5 | 100 | 0.00313 | 3 | 0.4020 | 2.43670 | 1.58779 | 2.536943E+08 | 2.525118E+08
6 | 120 | 0.13473 | 3 | 0.4862 | 2.41178 | 1.61732 | 2.527520E+08 | 2.523335E+08
7 | 140 | 0.04522 | 3 | 0.4285 | 2.38544 | 1.64365 | 2.524221E+08 | 2.522335E+08
8 | 160 | 0.09798 | 3 | 0.4624 | 2.36259 | 1.65938 | 2.522779E+08 | 2.521568E+08
9 | 180 | -1.8E-02 | 3 | 0.3890 | 2.34255 | 1.68282 | 2.521706E+08 | 2.520707E+08
10 | 200 | -4.3E-02 | 3 | 0.3732 | 2.32351 | 1.69546 | 2.521007E+08 | 2.520327E+08
11 | 220 | -7.7E-02 | 3 | 0.3532 | 2.30670 | 1.71638 | 2.520583E+08 | 2.520286E+08
12 | 240 | -4.0E-02 | 3 | 0.3756 | 2.28760 | 1.73784 | 2.520432E+08 | 2.520267E+08
13 | 260 | 0.12529 | 3 | 0.4801 | 2.26751 | 1.75923 | 2.520336E+08 | 2.520240E+08
14 | 280 | -7.6E-03 | 3 | 0.3953 | 2.24792 | 1.77651 | 2.520277E+08 | 2.520235E+08
15 | 300 | -3.8E-02 | 3 | 0.3764 | 2.22964 | 1.79609 | 2.520257E+08 | 2.520235E+08
16 | 320 | 0.03330 | 3 | 0.4209 | 2.21201 | 1.80999 | 2.520245E+08 | 2.520235E+08
17 | 340 | 0.01475 | 3 | 0.4092 | 2.19580 | 1.83021 | 2.520239E+08 | 2.520235E+08
18 | 360 | 0.02682 | 3 | 0.4168 | 2.17789 | 1.84916 | 2.520237E+08 | 2.520235E+08
19 | 380 | 0.00340 | 3 | 0.4021 | 2.16035 | 1.86420 | 2.520236E+08 | 2.520234E+08
20 | 400 | -6.2E-03 | 3 | 0.3961 | 2.14366 | 1.88650 | 2.520235E+08 | 2.520234E+08
Best solution found:
X = [5.24209721e-06 9.04558173e-05 4.37485874e-05 5.96411379e-05
1.18223410e-05 8.31565141e-07 2.45446672e-03 7.79053996e-05]
F = [2.52023447e+08]
Execution time: 94 seconds
Model optimized
Export optimized results...
Optimized results exported
Compute best result...
Best result computed
Export best results...
Best results exported
Visualize results...
Visualization complete
Optimization complete for Santa Clara Valley Water District!
Instantiate optimizer for San Luis Obispo County Flood Control & Water Conservation District...
Optimizer ready
Optimize model...
======================================================================================================
n_gen | n_eval | f | S | w | c1 | c2 | f_avg | f_min
======================================================================================================
1 | 20 | - | - | 0.8000 | 1.0E+01 | 1.00000 | 6.183872E+06 | 6.183872E+06
2 | 40 | 0.14092 | 3 | 0.4902 | 2.50000 | 1.50000 | 6.183872E+06 | 6.183872E+06
3 | 60 | -1.6E-02 | 3 | 0.3901 | 2.47050 | 1.54073 | 6.183872E+06 | 6.183872E+06
4 | 80 | -7.5E-02 | 3 | 0.3543 | 2.45428 | 1.56327 | 6.183872E+06 | 6.183872E+06
5 | 100 | -7.5E-02 | 3 | 0.3542 | 2.43417 | 1.59046 | 6.183872E+06 | 6.183872E+06
6 | 120 | -3.0E-02 | 3 | 0.3816 | 2.41006 | 1.61718 | 6.183872E+06 | 6.183872E+06
7 | 140 | -3.7E-02 | 3 | 0.3769 | 2.38745 | 1.63469 | 6.183872E+06 | 6.183872E+06
8 | 160 | -5.7E-02 | 3 | 0.3650 | 2.36850 | 1.65199 | 6.183872E+06 | 6.183872E+06
9 | 180 | 0.02304 | 3 | 0.4145 | 2.34834 | 1.67893 | 6.183872E+06 | 6.183872E+06
10 | 200 | 0.08451 | 3 | 0.4537 | 2.32454 | 1.70556 | 6.183872E+06 | 6.183872E+06
11 | 220 | 0.00117 | 3 | 0.4007 | 2.30330 | 1.71646 | 6.183872E+06 | 6.183872E+06
12 | 240 | -2.0E-02 | 3 | 0.3877 | 2.28706 | 1.73443 | 6.183872E+06 | 6.183872E+06
13 | 260 | 0.02549 | 3 | 0.4160 | 2.27143 | 1.74611 | 6.183872E+06 | 6.183872E+06
14 | 280 | -1.5E-02 | 3 | 0.3908 | 2.25793 | 1.75997 | 6.183872E+06 | 6.183872E+06
15 | 300 | -2.4E-02 | 3 | 0.3852 | 2.24307 | 1.78065 | 6.183872E+06 | 6.183872E+06
16 | 320 | 0.01376 | 3 | 0.4086 | 2.22464 | 1.80386 | 6.183872E+06 | 6.183872E+06
17 | 340 | 0.00068 | 3 | 0.4004 | 2.20423 | 1.82525 | 6.183872E+06 | 6.183872E+06
18 | 360 | 0.00882 | 3 | 0.4055 | 2.18515 | 1.83786 | 6.183872E+06 | 6.183872E+06
19 | 380 | -1.5E-03 | 3 | 0.3991 | 2.16946 | 1.85480 | 6.183872E+06 | 6.183872E+06
20 | 400 | 0.00034 | 3 | 0.4002 | 2.15336 | 1.87207 | 6.183872E+06 | 6.183872E+06
Best solution found:
X = [9.99998365e-05 5.79865377e-05 4.04202208e-05 8.39523453e-10
2.12895646e-10 2.66992550e-10 2.49768632e-09 7.04995042e-05]
F = [6183871.63634703]
Execution time: 93 seconds
Model optimized
Export optimized results...
Optimized results exported
Compute best result...
Best result computed
Export best results...
Best results exported
Visualize results...
Visualization complete
Optimization complete for San Luis Obispo County Flood Control & Water Conservation District!
Instantiate optimizer for Antelope Valley-East Kern Water Agency...
Optimizer ready
Optimize model...
======================================================================================================
n_gen | n_eval | f | S | w | c1 | c2 | f_avg | f_min
======================================================================================================
1 | 20 | - | - | 0.8000 | 1.0E+01 | 1.00000 | nan | nan
2 | 40 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
3 | 60 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
4 | 80 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
5 | 100 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
6 | 120 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
7 | 140 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
8 | 160 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
9 | 180 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
10 | 200 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
11 | 220 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
12 | 240 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
13 | 260 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
14 | 280 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
15 | 300 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
16 | 320 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
17 | 340 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
18 | 360 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
19 | 380 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
20 | 400 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
Best solution found:
X = [8.68530068e-05 3.65212566e-05 8.77272947e-05 3.18622096e-05
7.07842844e-06 5.49420995e-06 9.47727681e-05 5.35951841e-05]
F = [nan]
Execution time: 122 seconds
Model optimized
Export optimized results...
Optimized results exported
Compute best result...
Best result computed
Export best results...
Best results exported
Visualize results...
Visualization complete
Optimization complete for Antelope Valley-East Kern Water Agency!
Instantiate optimizer for Santa Clarita Water Division...
Optimizer ready
Optimize model...
======================================================================================================
n_gen | n_eval | f | S | w | c1 | c2 | f_avg | f_min
======================================================================================================
1 | 20 | - | - | 0.8000 | 1.0E+01 | 1.00000 | 2.059563E+11 | 2.059563E+11
2 | 40 | 0.36543 | 2 | 0.6329 | 2.50000 | 1.50000 | 2.059563E+11 | 2.059563E+11
3 | 60 | 0.12108 | 3 | 0.4774 | 2.46958 | 1.54200 | 2.059563E+11 | 2.059563E+11
4 | 80 | 0.21162 | 3 | 0.5361 | 2.45449 | 1.56297 | 2.059563E+11 | 2.059563E+11
5 | 100 | 0.00624 | 3 | 0.4039 | 2.43414 | 1.59110 | 2.059563E+11 | 2.059563E+11
6 | 120 | -4.8E-02 | 3 | 0.3705 | 2.41345 | 1.60511 | 2.059563E+11 | 2.059563E+11
7 | 140 | -3.9E-02 | 3 | 0.3761 | 2.39625 | 1.62281 | 2.059563E+11 | 2.059563E+11
8 | 160 | -4.9E-02 | 3 | 0.3701 | 2.38000 | 1.63691 | 2.059563E+11 | 2.059563E+11
9 | 180 | 0.06834 | 3 | 0.4433 | 2.36161 | 1.66469 | 2.059563E+11 | 2.059563E+11
10 | 200 | 0.23187 | 3 | 0.5492 | 2.33878 | 1.68863 | 2.059563E+11 | 2.059563E+11
11 | 220 | -8.9E-03 | 3 | 0.3945 | 2.31616 | 1.71099 | 2.059563E+11 | 2.059563E+11
12 | 240 | 0.02378 | 3 | 0.4149 | 2.29538 | 1.72822 | 2.059563E+11 | 2.059563E+11
13 | 260 | 0.01997 | 3 | 0.4125 | 2.27778 | 1.74250 | 2.059563E+11 | 2.059563E+11
14 | 280 | 0.01436 | 3 | 0.4090 | 2.26241 | 1.75703 | 2.059563E+11 | 2.059563E+11
15 | 300 | 0.12105 | 3 | 0.4773 | 2.24576 | 1.78168 | 2.059563E+11 | 2.059563E+11
16 | 320 | -2.5E-02 | 3 | 0.3845 | 2.22507 | 1.80510 | 2.059563E+11 | 2.059563E+11
17 | 340 | -6.0E-03 | 3 | 0.3962 | 2.20568 | 1.81482 | 2.059563E+11 | 2.059563E+11
18 | 360 | 0.00137 | 3 | 0.4009 | 2.19053 | 1.83467 | 2.059563E+11 | 2.059563E+11
19 | 380 | -3.8E-03 | 3 | 0.3976 | 2.17286 | 1.85588 | 2.059563E+11 | 2.059563E+11
20 | 400 | -6.5E-03 | 3 | 0.3960 | 2.15452 | 1.87069 | 2.059563E+11 | 2.059563E+11
Best solution found:
X = [9.99999347e-05 9.99975454e-05 9.99988557e-05 9.99999453e-05
9.99999288e-05 9.99999382e-05 9.99999013e-05 9.99999953e-05]
F = [2.0595626e+11]
Execution time: 237 seconds
Model optimized
Export optimized results...
Optimized results exported
Compute best result...
Best result computed
Export best results...
Best results exported
Visualize results...
Visualization complete
Optimization complete for Santa Clarita Water Division!
Instantiate optimizer for Metropolitan Water District of Southern California...
Optimizer ready
Optimize model...
======================================================================================================
n_gen | n_eval | f | S | w | c1 | c2 | f_avg | f_min
======================================================================================================
1 | 20 | - | - | 0.8000 | 1.0E+01 | 1.00000 | 2.304815E+13 | 1.669559E+11
2 | 40 | 0.17890 | 3 | 0.5149 | 2.50000 | 1.50000 | 1.529403E+13 | 1.669559E+11
3 | 60 | 0.10075 | 3 | 0.4642 | 2.47125 | 1.53968 | 7.421174E+12 | 1.249797E+10
4 | 80 | -4.6E-02 | 3 | 0.3715 | 2.44768 | 1.57246 | 2.020442E+12 | 6.236095E+09
5 | 100 | -4.0E-02 | 3 | 0.3751 | 2.42529 | 1.60206 | 1.483721E+11 | 5.247050E+09
6 | 120 | -7.7E-02 | 3 | 0.3530 | 2.40219 | 1.62009 | 1.929062E+10 | 4.898947E+09
7 | 140 | -3.6E-02 | 3 | 0.3777 | 2.38332 | 1.63597 | 9.917034E+09 | 4.762787E+09
8 | 160 | 0.14931 | 3 | 0.4957 | 2.36638 | 1.65272 | 7.098569E+09 | 4.399441E+09
9 | 180 | -1.0E-01 | 3 | 0.3383 | 2.35027 | 1.66775 | 4.771682E+09 | 4.178593E+09
10 | 200 | 0.06112 | 3 | 0.4387 | 2.33511 | 1.68261 | 4.203619E+09 | 3.936980E+09
11 | 220 | 0.01524 | 3 | 0.4095 | 2.31977 | 1.69979 | 3.993810E+09 | 3.908248E+09
12 | 240 | -4.0E-02 | 3 | 0.3753 | 2.30121 | 1.72694 | 3.915312E+09 | 3.878827E+09
13 | 260 | 0.05843 | 3 | 0.4369 | 2.27973 | 1.74590 | 3.887015E+09 | 3.868823E+09
14 | 280 | -4.4E-02 | 3 | 0.3732 | 2.25955 | 1.76801 | 3.872501E+09 | 3.858456E+09
15 | 300 | -2.0E-02 | 3 | 0.3879 | 2.23874 | 1.78991 | 3.860585E+09 | 3.843170E+09
16 | 320 | 0.02449 | 3 | 0.4154 | 2.21776 | 1.81200 | 3.844166E+09 | 3.832443E+09
17 | 340 | 0.00531 | 3 | 0.4033 | 2.19760 | 1.82851 | 3.831627E+09 | 3.821698E+09
18 | 360 | -2.1E-02 | 3 | 0.3872 | 2.18012 | 1.84397 | 3.823905E+09 | 3.813833E+09
19 | 380 | -5.7E-03 | 3 | 0.3965 | 2.16326 | 1.86562 | 3.811710E+09 | 3.792557E+09
20 | 400 | 0.00184 | 3 | 0.4011 | 2.14580 | 1.87458 | 3.794367E+09 | 3.771149E+09
Best solution found:
X = [7.95939407e-05 6.26182465e-05 2.68288721e+00 8.20267894e+03
1.35163332e+03 7.99758094e+04 3.48898865e+03 2.06751239e-06]
F = [3.77114869e+09]
Execution time: 93 seconds
Model optimized
Export optimized results...
Optimized results exported
Compute best result...
Best result computed
Export best results...
Best results exported
Visualize results...
Visualization complete
Optimization complete for Metropolitan Water District of Southern California!
Instantiate optimizer for Mojave Water Agency...
Optimizer ready
Optimize model...
======================================================================================================
n_gen | n_eval | f | S | w | c1 | c2 | f_avg | f_min
======================================================================================================
1 | 20 | - | - | 0.8000 | 1.0E+01 | 1.00000 | 1.032725E+08 | 1.029084E+08
2 | 40 | 0.25012 | 2 | 0.5609 | 2.50000 | 1.50000 | 1.031761E+08 | 1.029084E+08
3 | 60 | -4.4E-02 | 3 | 0.3731 | 2.47898 | 1.52899 | 1.030376E+08 | 1.029058E+08
4 | 80 | 0.28525 | 2 | 0.5833 | 2.49813 | 1.50257 | 1.029525E+08 | 1.029049E+08
5 | 100 | -7.6E-02 | 3 | 0.3534 | 2.47634 | 1.53263 | 1.029256E+08 | 1.029013E+08
6 | 120 | -5.7E-02 | 3 | 0.3652 | 2.46248 | 1.55185 | 1.029102E+08 | 1.028994E+08
7 | 140 | 0.09722 | 3 | 0.4619 | 2.43804 | 1.58592 | 1.029035E+08 | 1.028993E+08
8 | 160 | -6.8E-02 | 3 | 0.3582 | 2.41673 | 1.60448 | 1.029013E+08 | 1.028993E+08
9 | 180 | 0.00937 | 3 | 0.4059 | 2.39761 | 1.62278 | 1.029001E+08 | 1.028993E+08
10 | 200 | 0.07612 | 3 | 0.4483 | 2.37947 | 1.64057 | 1.028998E+08 | 1.028993E+08
11 | 220 | 0.07008 | 3 | 0.4444 | 2.36193 | 1.65801 | 1.028995E+08 | 1.028993E+08
12 | 240 | -7.0E-02 | 3 | 0.3572 | 2.34498 | 1.67449 | 1.028994E+08 | 1.028993E+08
13 | 260 | 0.03869 | 3 | 0.4244 | 2.32724 | 1.69633 | 1.028993E+08 | 1.028993E+08
14 | 280 | 0.04324 | 3 | 0.4273 | 2.30819 | 1.71458 | 1.028993E+08 | 1.028993E+08
15 | 300 | -3.1E-02 | 3 | 0.3808 | 2.28970 | 1.73407 | 1.028993E+08 | 1.028993E+08
16 | 320 | -1.6E-02 | 3 | 0.3899 | 2.27226 | 1.74760 | 1.028993E+08 | 1.028993E+08
17 | 340 | -1.1E-02 | 3 | 0.3932 | 2.25742 | 1.76117 | 1.028993E+08 | 1.028993E+08
18 | 360 | -8.6E-03 | 3 | 0.3947 | 2.24339 | 1.77562 | 1.028993E+08 | 1.028993E+08
19 | 380 | -7.8E-03 | 3 | 0.3952 | 2.22874 | 1.79325 | 1.028993E+08 | 1.028993E+08
20 | 400 | -1.1E-03 | 3 | 0.3993 | 2.21318 | 1.80779 | 1.028993E+08 | 1.028993E+08
Best solution found:
X = [2.78432177e-05 9.98132261e-05 3.24012660e-05 5.36135549e-05
6.11486648e-05 9.97574018e-05 4.51655550e-06 5.92366725e-05]
F = [1.02899293e+08]
Execution time: 94 seconds
Model optimized
Export optimized results...
Optimized results exported
Compute best result...
Best result computed
Export best results...
Best results exported
Visualize results...
Visualization complete
Optimization complete for Mojave Water Agency!
Instantiate optimizer for Palmdale Water District & Littlerock Creek Irrigation District...
Optimizer ready
Optimize model...
======================================================================================================
n_gen | n_eval | f | S | w | c1 | c2 | f_avg | f_min
======================================================================================================
1 | 20 | - | - | 0.8000 | 1.0E+01 | 1.00000 | 2.535451E+07 | 2.535451E+07
2 | 40 | 0.14092 | 3 | 0.4902 | 2.50000 | 1.50000 | 2.535451E+07 | 2.535451E+07
3 | 60 | -1.6E-02 | 3 | 0.3901 | 2.47050 | 1.54073 | 2.535451E+07 | 2.535451E+07
4 | 80 | -7.5E-02 | 3 | 0.3543 | 2.45428 | 1.56327 | 2.535451E+07 | 2.535451E+07
5 | 100 | -7.5E-02 | 3 | 0.3542 | 2.43417 | 1.59046 | 2.535451E+07 | 2.535451E+07
6 | 120 | -3.0E-02 | 3 | 0.3816 | 2.41006 | 1.61718 | 2.535451E+07 | 2.535451E+07
7 | 140 | -3.7E-02 | 3 | 0.3769 | 2.38745 | 1.63469 | 2.535451E+07 | 2.535451E+07
8 | 160 | -5.0E-02 | 3 | 0.3692 | 2.36850 | 1.65199 | 2.535451E+07 | 2.535451E+07
9 | 180 | 0.01803 | 3 | 0.4113 | 2.34834 | 1.67893 | 2.535451E+07 | 2.535451E+07
10 | 200 | 0.08596 | 3 | 0.4546 | 2.32454 | 1.70556 | 2.535451E+07 | 2.535451E+07
11 | 220 | 0.00333 | 3 | 0.4021 | 2.30330 | 1.71646 | 2.535451E+07 | 2.535451E+07
12 | 240 | -2.3E-02 | 3 | 0.3860 | 2.28706 | 1.73443 | 2.535451E+07 | 2.535451E+07
13 | 260 | 0.09503 | 3 | 0.4605 | 2.26851 | 1.75969 | 2.535451E+07 | 2.535451E+07
14 | 280 | 0.01174 | 3 | 0.4073 | 2.24751 | 1.77964 | 2.535451E+07 | 2.535451E+07
15 | 300 | 0.06877 | 3 | 0.4436 | 2.22821 | 1.79629 | 2.535451E+07 | 2.535451E+07
16 | 320 | 0.24655 | 2 | 0.5586 | 2.26371 | 1.74230 | 2.535451E+07 | 2.535451E+07
17 | 340 | 0.09549 | 3 | 0.4608 | 2.25405 | 1.77145 | 2.535451E+07 | 2.535451E+07
18 | 360 | -2.8E-02 | 3 | 0.3825 | 2.23536 | 1.78926 | 2.535451E+07 | 2.535451E+07
19 | 380 | -1.5E-02 | 3 | 0.3905 | 2.21794 | 1.80499 | 2.535451E+07 | 2.535451E+07
20 | 400 | 0.03699 | 3 | 0.4233 | 2.20183 | 1.82069 | 2.535451E+07 | 2.535451E+07
Best solution found:
X = [9.98235153e-05 5.64843016e-05 8.78263387e-05 4.30931941e-10
7.50121233e-09 2.93478869e-11 1.34472726e-09 7.69217590e-05]
F = [25354506.64263215]
Execution time: 98 seconds
Model optimized
Export optimized results...
Optimized results exported
Compute best result...
Best result computed
Export best results...
Best results exported
Visualize results...
Visualization complete
Optimization complete for Palmdale Water District & Littlerock Creek Irrigation District!
Instantiate optimizer for San Bernardino Valley Municipal Water District...
Optimizer ready
Optimize model...
======================================================================================================
n_gen | n_eval | f | S | w | c1 | c2 | f_avg | f_min
======================================================================================================
1 | 20 | - | - | 0.8000 | 1.0E+01 | 1.00000 | nan | nan
2 | 40 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
3 | 60 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
4 | 80 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
5 | 100 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
6 | 120 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
7 | 140 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
8 | 160 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
9 | 180 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
10 | 200 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
11 | 220 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
12 | 240 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
13 | 260 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
14 | 280 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
15 | 300 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
16 | 320 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
17 | 340 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
18 | 360 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
19 | 380 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
20 | 400 | 0.57785 | 1 | 0.7497 | 2.50000 | 1.50000 | nan | nan
Best solution found:
X = [8.68530068e-05 3.65212566e-05 2.58900792e+04 3.18622096e-05
7.07842844e-06 5.49420995e-06 9.47727681e-05 5.35951841e-05]
F = [nan]
Execution time: 121 seconds
Model optimized
Export optimized results...
Optimized results exported
Compute best result...
Best result computed
Export best results...
Best results exported
Visualize results...
Visualization complete
Optimization complete for San Bernardino Valley Municipal Water District!
Instantiate optimizer for San Gorgonio Pass Water Agency...
Optimizer ready
Optimize model...
======================================================================================================
n_gen | n_eval | f | S | w | c1 | c2 | f_avg | f_min
======================================================================================================
1 | 20 | - | - | 0.8000 | 1.0E+01 | 1.00000 | 5.075471E+08 | 3.293679E+08
...stdout from the last one was cutoff by shell error...