Обсуждение статьи "Популяционные алгоритмы оптимизации: Алгоритмы искусственной микро-иммунной системы (Micro Artificial immune system, Micro-AIS)" - страница 4

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Форум по трейдингу, автоматическим торговым системам и тестированию торговых стратегий

Обсуждение статьи "Популяционные алгоритмы оптимизации: Алгоритмы искусственной микро-иммунной системы (Micro Artificial immune system, Micro-AIS)"

fxsaber, 2024.01.21 01:38

23: OPTIMIZATION_METHOD_AO_IWO
OPTIMIZATION_METHOD_AO_IWO
BestResult = 0.5624806395733428: X1 = 1.4900000000000002, Y1 = 1.2999999999999998, X2 = 0.43999999999999995, Y2 = -0.48999999999999977, X3 = -1.42, Y3 = 0.6400000000000001
Check = 0.6266957817897628: X1 = 1.4900000000000002, Y1 = 1.2999999999999998, X2 = 0.43999999999999995, Y2 = -0.48999999999999977, X3 = -1.42, Y3 = 0.6400000000000001

У IWO лучшие координаты не соответствуют возвращенному значению.

 
fxsaber #:

Затащил.

Насколько я понял, кастом-оптимизация делается только на графике терминала на одном ядре, а я говорил о многопоточной оптимизации в тестере (для алгоритма роя частиц я описывал в статье, для большинства прочих алгоритмов тоже должно быть можно по аналогии, т.к. как правило есть принцип деления задач на группы агентов). Но тестер виснет на самом примитивном примере (приводил тест выше), который в зародыше остановил идею.

Параллельная оптимизация методом роя частиц (Particle Swarm Optimization)
Параллельная оптимизация методом роя частиц (Particle Swarm Optimization)
  • www.mql5.com
В статье описан способ быстрой оптимизиции методом роя частиц, представлена его реализация на MQL, готовая к применению как в однопоточном режиме внутри эксперта, так и в параллельном многопоточном режиме в качестве надстройки, выполняющейся на локальных агентах тестера.
 

Собрал и скомпилировал проект. Технически всё работает идеально, кроме алгоритма PSO, взятого здесь, от Станислава, выпали ошибки, поэтому его нет в логах, которые приведу ниже.

При просмотре исходников возник вопрос к количеству запусков FF, по умолчанию стоит 1000. Это очень мало, результаты будут не многим лучше рандомных. Штатный тестер выполнил 19968 запусков FF, поэтому я установил в исходнике значение 20000.

Я сделал 5 запусков оптимизации в штатном, в результатах отображается самый лучший из всех. В статьях используется 10 запусков оптимизации и выводится средний результат.

Далее, использовал ФФ Megacity, дискретную функцию наиболее приближённую к реальным дискретным задачам торговых стратегий (Hilly и Forest имеют гладкую поверхность и больше подходят для оценки способности работать в задачах МО).

Настройки в тестере:

Результаты оптимизации после 5 запусков:

Результаты кастомного запуска #1:

01: OPTIMIZATION_METHOD_AO_Micro_AIS
OPTIMIZATION_METHOD_AO_Micro_AIS
BestResult = 0.5: X1 = -6.279999999999999, Y1 = 2.0, X2 = -3.1499999999999995, Y2 = 2.0, X3 = -8.08, Y3 = -8.91
Check = 0.5: X1 = -6.279999999999999, Y1 = 2.0, X2 = -3.1499999999999995, Y2 = 2.0, X3 = -8.08, Y3 = -8.91

02: OPTIMIZATION_METHOD_AO_POES
OPTIMIZATION_METHOD_AO_POES
BestResult = 0.75: X1 = -3.17, Y1 = 5.09, X2 = -3.1499999999999995, Y2 = 2.0, X3 = -3.1399999999999997, Y3 = 1.9900000000000002
Check = 0.75: X1 = -3.17, Y1 = 5.09, X2 = -3.1499999999999995, Y2 = 2.0, X3 = -3.1399999999999997, Y3 = 1.9900000000000002

03: OPTIMIZATION_METHOD_AO_P_O_ES
OPTIMIZATION_METHOD_AO_P_O_ES
BestResult = 1.0: X1 = -3.12, Y1 = 2.0, X2 = -3.1099999999999994, Y2 = 2.0, X3 = -3.0999999999999996, Y3 = 2.0
Check = 1.0: X1 = -3.12, Y1 = 2.0, X2 = -3.1099999999999994, Y2 = 2.0, X3 = -3.0999999999999996, Y3 = 2.0

04: OPTIMIZATION_METHOD_AO_SC
OPTIMIZATION_METHOD_AO_SC
BestResult = 0.3055555555555556: X1 = -9.96, Y1 = -5.39, X2 = -2.6499999999999995, Y2 = 7.34, X3 = -3.05, Y3 = 2.0199999999999996
Check = 0.3055555555555556: X1 = -9.96, Y1 = -5.39, X2 = -2.6499999999999995, Y2 = 7.34, X3 = -3.05, Y3 = 2.0199999999999996

05: OPTIMIZATION_METHOD_AO_SIA
OPTIMIZATION_METHOD_AO_SIA
BestResult = 0.9722222222222222: X1 = -3.13, Y1 = 1.9900000000000002, X2 = -3.17, Y2 = 2.0, X3 = -3.13, Y3 = 2.0
Check = 0.9722222222222222: X1 = -3.13, Y1 = 1.9900000000000002, X2 = -3.17, Y2 = 2.0, X3 = -3.13, Y3 = 2.0

06: OPTIMIZATION_METHOD_AO_SA
OPTIMIZATION_METHOD_AO_SA
BestResult = 0.3333333333333333: X1 = -8.22, Y1 = 6.129999999999999, X2 = -9.59, Y2 = 8.120000000000001, X3 = -3.12, Y3 = 2.0
Check = 0.3333333333333333: X1 = -8.22, Y1 = 6.129999999999999, X2 = -9.59, Y2 = 8.120000000000001, X3 = -3.12, Y3 = 2.0

07: OPTIMIZATION_METHOD_AO_NMm
OPTIMIZATION_METHOD_AO_NMm
BestResult = 0.47222222222222227: X1 = -7.91, Y1 = -8.7, X2 = -3.16, Y2 = 2.0, X3 = -4.93, Y3 = -8.87
Check = 0.47222222222222227: X1 = -7.91, Y1 = -8.7, X2 = -3.16, Y2 = 2.0, X3 = -4.93, Y3 = -8.87

08: OPTIMIZATION_METHOD_AO_DE
OPTIMIZATION_METHOD_AO_DE
BestResult = 1.0: X1 = -3.16, Y1 = 2.0, X2 = -3.1099999999999994, Y2 = 2.0, X3 = -3.1499999999999995, Y3 = 2.0
Check = 1.0: X1 = -3.16, Y1 = 2.0, X2 = -3.1099999999999994, Y2 = 2.0, X3 = -3.1499999999999995, Y3 = 2.0

09: OPTIMIZATION_METHOD_AO_SDOm
OPTIMIZATION_METHOD_AO_SDOm
BestResult = 0.25: X1 = -8.01, Y1 = -8.96, X2 = -8.17, Y2 = -8.89, X3 = -7.779999999999999, Y3 = -8.84
Check = 0.25: X1 = -8.01, Y1 = -8.96, X2 = -8.17, Y2 = -8.89, X3 = -7.779999999999999, Y3 = -8.84

10: OPTIMIZATION_METHOD_AO_IWDm
OPTIMIZATION_METHOD_AO_IWDm
BestResult = 0.38888888888888884: X1 = -8.02, Y1 = -8.51, X2 = -3.1399999999999997, Y2 = 2.0199999999999996, X3 = -8.89, Y3 = 2.7300000000000004
Check = 0.38888888888888884: X1 = -8.02, Y1 = -8.51, X2 = -3.1399999999999997, Y2 = 2.0199999999999996, X3 = -8.89, Y3 = 2.7300000000000004

11: OPTIMIZATION_METHOD_AO_CSS
OPTIMIZATION_METHOD_AO_CSS
BestResult = 0.3333333333333333: X1 = -3.13, Y1 = 2.040000000000001, X2 = -7.859999999999999, Y2 = -7.859999999999999, X3 = -3.8200000000000003, Y3 = -2.55
Check = 0.3333333333333333: X1 = -3.13, Y1 = 2.040000000000001, X2 = -7.859999999999999, Y2 = -7.859999999999999, X3 = -3.8200000000000003, Y3 = -2.55

12: OPTIMIZATION_METHOD_AO_SDS
OPTIMIZATION_METHOD_AO_SDS
BestResult = 0.8055555555555555: X1 = -3.12, Y1 = 1.75, X2 = -3.12, Y2 = 2.01, X3 = -3.1499999999999995, Y3 = 1.9800000000000004
Check = 0.8055555555555555: X1 = -3.12, Y1 = 1.75, X2 = -3.12, Y2 = 2.01, X3 = -3.1499999999999995, Y3 = 1.9800000000000004

13: OPTIMIZATION_METHOD_AO_SDSm
OPTIMIZATION_METHOD_AO_SDSm
BestResult = 0.75: X1 = -7.92, Y1 = -9.09, X2 = -3.1100000000000003, Y2 = 1.999999999999999, X3 = -3.12, Y3 = 1.999999999999999
Check = 0.75: X1 = -7.92, Y1 = -9.09, X2 = -3.1100000000000003, Y2 = 1.999999999999999, X3 = -3.12, Y3 = 1.999999999999999

14: OPTIMIZATION_METHOD_AO_MEC
OPTIMIZATION_METHOD_AO_MEC
BestResult = 0.75: X1 = -7.68, Y1 = -9.46, X2 = -3.1399999999999997, Y2 = 1.9900000000000002, X3 = -3.1499999999999995, Y3 = 2.0
Check = 0.75: X1 = -7.68, Y1 = -9.46, X2 = -3.1399999999999997, Y2 = 1.9900000000000002, X3 = -3.1499999999999995, Y3 = 2.0

15: OPTIMIZATION_METHOD_AO_SFL
OPTIMIZATION_METHOD_AO_SFL
BestResult = 0.4166666666666666: X1 = -8.39, Y1 = -9.22, X2 = -3.1399999999999997, Y2 = 2.0700000000000003, X3 = -8.72, Y3 = 9.86
Check = 0.4166666666666666: X1 = -8.39, Y1 = -9.22, X2 = -3.1399999999999997, Y2 = 2.0700000000000003, X3 = -8.72, Y3 = 9.86

16: OPTIMIZATION_METHOD_AO_EM
OPTIMIZATION_METHOD_AO_EM
BestResult = 0.2222222222222222: X1 = -10.0, Y1 = -10.5, X2 = -2.05, Y2 = -10.5, X3 = -3.13, Y3 = 1.8100000000000005
Check = 0.2222222222222222: X1 = -10.0, Y1 = -10.5, X2 = -2.05, Y2 = -10.5, X3 = -3.13, Y3 = 1.8100000000000005

17: OPTIMIZATION_METHOD_AO_SSG
OPTIMIZATION_METHOD_AO_SSG
BestResult = 0.75: X1 = -3.1099999999999994, Y1 = 2.0, X2 = -3.16, Y2 = 2.0, X3 = -7.99, Y3 = -9.08
Check = 0.75: X1 = -3.1099999999999994, Y1 = 2.0, X2 = -3.16, Y2 = 2.0, X3 = -7.99, Y3 = -9.08

18: OPTIMIZATION_METHOD_AO_MA
OPTIMIZATION_METHOD_AO_MA
BestResult = 0.3888888888888889: X1 = -2.1899999999999995, Y1 = -8.77, X2 = -3.16, Y2 = 2.0, X3 = -8.04, Y3 = -5.57
Check = 0.3888888888888889: X1 = -2.1899999999999995, Y1 = -8.77, X2 = -3.16, Y2 = 2.0, X3 = -8.04, Y3 = -5.57

19: OPTIMIZATION_METHOD_AO_HS
OPTIMIZATION_METHOD_AO_HS

Error optimization!

20: OPTIMIZATION_METHOD_AO_GSA
OPTIMIZATION_METHOD_AO_GSA
BestResult = 0.47222222222222215: X1 = -4.82, Y1 = 3.950000000000001, X2 = -3.42, Y2 = 1.9600000000000009, X3 = -3.12, Y3 = 1.9700000000000006
Check = 0.47222222222222215: X1 = -4.82, Y1 = 3.950000000000001, X2 = -3.42, Y2 = 1.9600000000000009, X3 = -3.12, Y3 = 1.9700000000000006

21: OPTIMIZATION_METHOD_AO_GSA_Stars
OPTIMIZATION_METHOD_AO_GSA_Stars

Error optimization!

22: OPTIMIZATION_METHOD_AO_BFO
OPTIMIZATION_METHOD_AO_BFO
BestResult = 0.6944444444444443: X1 = -3.12, Y1 = 2.01, X2 = -4.51, Y2 = -9.31, X3 = -3.1099999999999994, Y3 = 2.0
Check = 0.6944444444444443: X1 = -3.12, Y1 = 2.01, X2 = -4.51, Y2 = -9.31, X3 = -3.1099999999999994, Y3 = 2.0

23: OPTIMIZATION_METHOD_AO_IWO
OPTIMIZATION_METHOD_AO_IWO
BestResult = 0.6666666666666666: X1 = -3.0700000000000003, Y1 = 2.1899999999999995, X2 = -5.29, Y2 = -9.15, X3 = -3.12, Y3 = 2.01
Check = 0.5555555555555555: X1 = -3.0700000000000003, Y1 = 2.1899999999999995, X2 = -5.29, Y2 = -9.15, X3 = -3.12, Y3 = 2.01

24: OPTIMIZATION_METHOD_AO_BA
OPTIMIZATION_METHOD_AO_BA
BestResult = 0.5555555555555555: X1 = -6.21, Y1 = -6.41, X2 = -3.42, Y2 = 2.0, X3 = -3.16, Y3 = 2.0
Check = 0.5555555555555555: X1 = -6.21, Y1 = -6.41, X2 = -3.42, Y2 = 2.0, X3 = -3.16, Y3 = 2.0

25: OPTIMIZATION_METHOD_AO_FAm
OPTIMIZATION_METHOD_AO_FAm
BestResult = 0.3333333333333333: X1 = -3.1399999999999997, Y1 = 2.0, X2 = -7.0, Y2 = 4.4, X3 = -8.46, Y3 = 0.5299999999999994
Check = 0.3333333333333333: X1 = -3.1399999999999997, Y1 = 2.0, X2 = -7.0, Y2 = 4.4, X3 = -8.46, Y3 = 0.5299999999999994

26: OPTIMIZATION_METHOD_AO_FSS
OPTIMIZATION_METHOD_AO_FSS
BestResult = 0.19444444444444445: X1 = -4.88, Y1 = 8.16, X2 = -5.1, Y2 = 4.4399999999999995, X3 = -3.46, Y3 = 1.9900000000000002
Check = 0.19444444444444445: X1 = -4.88, Y1 = 8.16, X2 = -5.1, Y2 = 4.4399999999999995, X3 = -3.46, Y3 = 1.9900000000000002

27: OPTIMIZATION_METHOD_AO_COAm
OPTIMIZATION_METHOD_AO_COAm
BestResult = 0.6388888888888888: X1 = -4.1899999999999995, Y1 = -8.2, X2 = -3.1099999999999994, Y2 = 2.01, X3 = -3.1399999999999997, Y3 = 2.0
Check = 0.6388888888888888: X1 = -4.1899999999999995, Y1 = -8.2, X2 = -3.1099999999999994, Y2 = 2.01, X3 = -3.1399999999999997, Y3 = 2.0

28: OPTIMIZATION_METHOD_AO_GWO
OPTIMIZATION_METHOD_AO_GWO
BestResult = 0.6388888888888888: X1 = -4.52, Y1 = -1.6899999999999995, X2 = -3.12, Y2 = 2.0, X3 = -3.0700000000000003, Y3 = 2.0
Check = 0.6388888888888888: X1 = -4.52, Y1 = -1.6899999999999995, X2 = -3.12, Y2 = 2.0, X3 = -3.0700000000000003, Y3 = 2.0

29: OPTIMIZATION_METHOD_AO_ABC
OPTIMIZATION_METHOD_AO_ABC
BestResult = 0.08333333333333333: X1 = -8.17, Y1 = 9.870000000000001, X2 = -9.19, Y2 = -2.79, X3 = -3.16, Y3 = 4.07
Check = 0.08333333333333333: X1 = -8.17, Y1 = 9.870000000000001, X2 = -9.19, Y2 = -2.79, X3 = -3.16, Y3 = 4.07

30: OPTIMIZATION_METHOD_AO_ACOm
OPTIMIZATION_METHOD_AO_ACOm
BestResult = 0.75: X1 = -3.17, Y1 = 2.0, X2 = -8.08, Y2 = -8.62, X3 = -3.12, Y3 = 2.0
Check = 0.75: X1 = -3.17, Y1 = 2.0, X2 = -8.08, Y2 = -8.62, X3 = -3.12, Y3 = 2.0

31: OPTIMIZATION_METHOD_AO_PSO
OPTIMIZATION_METHOD_AO_PSO
BestResult = 1.0: X1 = -3.1399999999999997, Y1 = 2.01, X2 = -3.0999999999999996, Y2 = 2.0, X3 = -3.17, Y3 = 2.0
Check = 1.0: X1 = -3.1399999999999997, Y1 = 2.01, X2 = -3.0999999999999996, Y2 = 2.0, X3 = -3.17, Y3 = 2.0

32: OPTIMIZATION_METHOD_AO_RND
OPTIMIZATION_METHOD_AO_RND
BestResult = 1.0: X1 = -3.1399999999999997, Y1 = 2.01, X2 = -3.1099999999999994, Y2 = 2.0, X3 = -3.17, Y3 = 2.0
Check = 1.0: X1 = -3.1399999999999997, Y1 = 2.01, X2 = -3.1099999999999994, Y2 = 2.0, X3 = -3.17, Y3 = 2.0
 

Результаты кастомного запуска #2: 

01: OPTIMIZATION_METHOD_AO_Micro_AIS
OPTIMIZATION_METHOD_AO_Micro_AIS
BestResult = 0.16666666666666666: X1 = -6.29, Y1 = 2.01, X2 = -7.32, Y2 = 9.43, X3 = -8.33, Y3 = -6.33
Check = 0.16666666666666666: X1 = -6.29, Y1 = 2.01, X2 = -7.32, Y2 = 9.43, X3 = -8.33, Y3 = -6.33

02: OPTIMIZATION_METHOD_AO_POES
OPTIMIZATION_METHOD_AO_POES
BestResult = 0.9722222222222222: X1 = -3.13, Y1 = 2.01, X2 = -3.1499999999999995, Y2 = 2.0, X3 = -3.1099999999999994, Y3 = 2.0
Check = 0.9722222222222222: X1 = -3.13, Y1 = 2.01, X2 = -3.1499999999999995, Y2 = 2.0, X3 = -3.1099999999999994, Y3 = 2.0

03: OPTIMIZATION_METHOD_AO_P_O_ES
OPTIMIZATION_METHOD_AO_P_O_ES
BestResult = 1.0: X1 = -3.1399999999999997, Y1 = 2.0, X2 = -3.1399999999999997, Y2 = 2.0, X3 = -3.16, Y3 = 2.0
Check = 1.0: X1 = -3.1399999999999997, Y1 = 2.0, X2 = -3.1399999999999997, Y2 = 2.0, X3 = -3.16, Y3 = 2.0

04: OPTIMIZATION_METHOD_AO_SC
OPTIMIZATION_METHOD_AO_SC
BestResult = 0.3611111111111111: X1 = -2.4799999999999995, Y1 = 2.1799999999999997, X2 = -4.64, Y2 = 6.219999999999999, X3 = -3.16, Y3 = 2.030000000000001
Check = 0.3611111111111111: X1 = -2.4799999999999995, Y1 = 2.1799999999999997, X2 = -4.64, Y2 = 6.219999999999999, X3 = -3.16, Y3 = 2.030000000000001

05: OPTIMIZATION_METHOD_AO_SIA
OPTIMIZATION_METHOD_AO_SIA
BestResult = 0.9722222222222222: X1 = -3.1499999999999995, Y1 = 2.030000000000001, X2 = -3.1399999999999997, Y2 = 1.9900000000000002, X3 = -3.13, Y3 = 2.0
Check = 0.9722222222222222: X1 = -3.1499999999999995, Y1 = 2.030000000000001, X2 = -3.1399999999999997, Y2 = 1.9900000000000002, X3 = -3.13, Y3 = 2.0

06: OPTIMIZATION_METHOD_AO_SA
OPTIMIZATION_METHOD_AO_SA
BestResult = 0.3333333333333333: X1 = -4.95, Y1 = 8.969999999999999, X2 = -3.92, Y2 = 2.0600000000000005, X3 = -3.0999999999999996, Y3 = 2.030000000000001
Check = 0.3333333333333333: X1 = -4.95, Y1 = 8.969999999999999, X2 = -3.92, Y2 = 2.0600000000000005, X3 = -3.0999999999999996, Y3 = 2.030000000000001

07: OPTIMIZATION_METHOD_AO_NMm
OPTIMIZATION_METHOD_AO_NMm
BestResult = 0.47222222222222215: X1 = -8.16, Y1 = -9.41, X2 = -3.1899999999999995, Y2 = 2.01, X3 = -7.95, Y3 = -9.5
Check = 0.47222222222222215: X1 = -8.16, Y1 = -9.41, X2 = -3.1899999999999995, Y2 = 2.01, X3 = -7.95, Y3 = -9.5

08: OPTIMIZATION_METHOD_AO_DE
OPTIMIZATION_METHOD_AO_DE
BestResult = 1.0: X1 = -3.12, Y1 = 2.0, X2 = -3.13, Y2 = 2.0, X3 = -3.1399999999999997, Y3 = 2.0
Check = 1.0: X1 = -3.12, Y1 = 2.0, X2 = -3.13, Y2 = 2.0, X3 = -3.1399999999999997, Y3 = 2.0

09: OPTIMIZATION_METHOD_AO_SDOm
OPTIMIZATION_METHOD_AO_SDOm
BestResult = 0.4166666666666667: X1 = -3.21, Y1 = -4.35, X2 = -7.65, Y2 = -9.0, X3 = -3.1499999999999995, Y3 = 2.0
Check = 0.4166666666666667: X1 = -3.21, Y1 = -4.35, X2 = -7.65, Y2 = -9.0, X3 = -3.1499999999999995, Y3 = 2.0

10: OPTIMIZATION_METHOD_AO_IWDm
OPTIMIZATION_METHOD_AO_IWDm
BestResult = 0.25: X1 = -7.76, Y1 = -8.7, X2 = -8.09, Y2 = -8.76, X3 = -7.77, Y3 = -9.24
Check = 0.25: X1 = -7.76, Y1 = -8.7, X2 = -8.09, Y2 = -8.76, X3 = -7.77, Y3 = -9.24

11: OPTIMIZATION_METHOD_AO_CSS
OPTIMIZATION_METHOD_AO_CSS
BestResult = 0.19444444444444445: X1 = -2.4799999999999995, Y1 = 1.4800000000000004, X2 = -5.06, Y2 = -8.76, X3 = -3.3499999999999996, Y3 = 1.8599999999999994
Check = 0.19444444444444445: X1 = -2.4799999999999995, Y1 = 1.4800000000000004, X2 = -5.06, Y2 = -8.76, X3 = -3.3499999999999996, Y3 = 1.8599999999999994

12: OPTIMIZATION_METHOD_AO_SDS
OPTIMIZATION_METHOD_AO_SDS
BestResult = 0.7222222222222222: X1 = -8.28, Y1 = -9.34, X2 = -3.1899999999999995, Y2 = 2.01, X3 = -3.1499999999999995, Y3 = 2.0
Check = 0.7222222222222222: X1 = -8.28, Y1 = -9.34, X2 = -3.1899999999999995, Y2 = 2.01, X3 = -3.1499999999999995, Y3 = 2.0

13: OPTIMIZATION_METHOD_AO_SDSm
OPTIMIZATION_METHOD_AO_SDSm
BestResult = 0.75: X1 = -8.14, Y1 = -8.915, X2 = -3.1700000000000004, Y2 = 1.999999999999999, X3 = -3.1, Y3 = 1.999999999999999
Check = 0.75: X1 = -8.14, Y1 = -8.915, X2 = -3.1700000000000004, Y2 = 1.999999999999999, X3 = -3.1, Y3 = 1.999999999999999

14: OPTIMIZATION_METHOD_AO_MEC
OPTIMIZATION_METHOD_AO_MEC
BestResult = 0.75: X1 = -3.1399999999999997, Y1 = 2.0, X2 = -3.1399999999999997, Y2 = 2.0, X3 = -7.8, Y3 = -9.29
Check = 0.75: X1 = -3.1399999999999997, Y1 = 2.0, X2 = -3.1399999999999997, Y2 = 2.0, X3 = -7.8, Y3 = -9.29

15: OPTIMIZATION_METHOD_AO_SFL
OPTIMIZATION_METHOD_AO_SFL
BestResult = 0.5: X1 = -7.15, Y1 = -8.09, X2 = -3.1499999999999995, Y2 = 2.01, X3 = -3.0, Y3 = 1.8900000000000006
Check = 0.5: X1 = -7.15, Y1 = -8.09, X2 = -3.1499999999999995, Y2 = 2.01, X3 = -3.0, Y3 = 1.8900000000000006

16: OPTIMIZATION_METHOD_AO_EM
OPTIMIZATION_METHOD_AO_EM
BestResult = 0.1111111111111111: X1 = -3.1899999999999995, Y1 = 1.3900000000000006, X2 = -7.140000000000001, Y2 = -5.84, X3 = -8.04, Y3 = 1.1099999999999994
Check = 0.1111111111111111: X1 = -3.1899999999999995, Y1 = 1.3900000000000006, X2 = -7.140000000000001, Y2 = -5.84, X3 = -8.04, Y3 = 1.1099999999999994

17: OPTIMIZATION_METHOD_AO_SSG
OPTIMIZATION_METHOD_AO_SSG
BestResult = 0.25: X1 = -8.32, Y1 = -9.09, X2 = -7.88, Y2 = -8.59, X3 = -7.54, Y3 = -8.67
Check = 0.25: X1 = -8.32, Y1 = -9.09, X2 = -7.88, Y2 = -8.59, X3 = -7.54, Y3 = -8.67

18: OPTIMIZATION_METHOD_AO_MA
OPTIMIZATION_METHOD_AO_MA
BestResult = 0.3611111111111111: X1 = -5.0, Y1 = 1.9700000000000006, X2 = -3.16, Y2 = 2.0, X3 = -4.86, Y3 = 1.8000000000000007
Check = 0.3611111111111111: X1 = -5.0, Y1 = 1.9700000000000006, X2 = -3.16, Y2 = 2.0, X3 = -4.86, Y3 = 1.8000000000000007

19: OPTIMIZATION_METHOD_AO_HS
OPTIMIZATION_METHOD_AO_HS

Error optimization!

20: OPTIMIZATION_METHOD_AO_GSA
OPTIMIZATION_METHOD_AO_GSA
BestResult = 0.5277777777777778: X1 = -3.3, Y1 = 1.9900000000000002, X2 = -8.08, Y2 = -5.64, X3 = -3.33, Y3 = 2.01
Check = 0.5277777777777778: X1 = -3.3, Y1 = 1.9900000000000002, X2 = -8.08, Y2 = -5.64, X3 = -3.33, Y3 = 2.01

21: OPTIMIZATION_METHOD_AO_GSA_Stars
OPTIMIZATION_METHOD_AO_GSA_Stars

Error optimization!

22: OPTIMIZATION_METHOD_AO_BFO
OPTIMIZATION_METHOD_AO_BFO
BestResult = 0.6388888888888888: X1 = -3.1499999999999995, Y1 = 2.0199999999999996, X2 = -3.1399999999999997, Y2 = 2.01, X3 = -9.67, Y3 = 4.23
Check = 0.6388888888888888: X1 = -3.1499999999999995, Y1 = 2.0199999999999996, X2 = -3.1399999999999997, Y2 = 2.01, X3 = -9.67, Y3 = 4.23

23: OPTIMIZATION_METHOD_AO_IWO
OPTIMIZATION_METHOD_AO_IWO
BestResult = 0.888888888888889: X1 = -3.1099999999999994, Y1 = 2.01, X2 = -3.12, Y2 = 2.0700000000000003, X3 = -9.96, Y3 = 2.5500000000000007
Check = 0.5833333333333334: X1 = -3.1099999999999994, Y1 = 2.01, X2 = -3.12, Y2 = 2.0700000000000003, X3 = -9.96, Y3 = 2.5500000000000007

24: OPTIMIZATION_METHOD_AO_BA
OPTIMIZATION_METHOD_AO_BA
BestResult = 0.4166666666666667: X1 = -7.73, Y1 = -9.33, X2 = -3.13, Y2 = 2.0, X3 = -8.83, Y3 = 0.14000000000000057
Check = 0.4166666666666667: X1 = -7.73, Y1 = -9.33, X2 = -3.13, Y2 = 2.0, X3 = -8.83, Y3 = 0.14000000000000057

25: OPTIMIZATION_METHOD_AO_FAm
OPTIMIZATION_METHOD_AO_FAm
BestResult = 0.3333333333333333: X1 = -3.13, Y1 = 2.0, X2 = -3.34, Y2 = -6.31, X3 = -7.12, Y3 = 5.1
Check = 0.3333333333333333: X1 = -3.13, Y1 = 2.0, X2 = -3.34, Y2 = -6.31, X3 = -7.12, Y3 = 5.1

26: OPTIMIZATION_METHOD_AO_FSS
OPTIMIZATION_METHOD_AO_FSS
BestResult = 0.3333333333333333: X1 = -3.0999999999999996, Y1 = 2.0, X2 = -6.43, Y2 = -7.65, X3 = -8.77, Y3 = -4.32
Check = 0.3333333333333333: X1 = -3.0999999999999996, Y1 = 2.0, X2 = -6.43, Y2 = -7.65, X3 = -8.77, Y3 = -4.32

27: OPTIMIZATION_METHOD_AO_COAm
OPTIMIZATION_METHOD_AO_COAm
BestResult = 0.9166666666666666: X1 = -3.1499999999999995, Y1 = 1.950000000000001, X2 = -3.1399999999999997, Y2 = 2.0, X3 = -3.1799999999999997, Y3 = 1.9600000000000009
Check = 0.9166666666666666: X1 = -3.1499999999999995, Y1 = 1.950000000000001, X2 = -3.1399999999999997, Y2 = 2.0, X3 = -3.1799999999999997, Y3 = 1.9600000000000009

28: OPTIMIZATION_METHOD_AO_GWO
OPTIMIZATION_METHOD_AO_GWO
BestResult = 0.5: X1 = -3.84, Y1 = -3.25, X2 = -2.6399999999999997, Y2 = 2.0, X3 = -3.1399999999999997, Y3 = 1.92
Check = 0.5: X1 = -3.84, Y1 = -3.25, X2 = -2.6399999999999997, Y2 = 2.0, X3 = -3.1399999999999997, Y3 = 1.92

29: OPTIMIZATION_METHOD_AO_ABC
OPTIMIZATION_METHOD_AO_ABC
BestResult = 0.05555555555555555: X1 = -6.93, Y1 = 6.280000000000001, X2 = -5.31, Y2 = -9.02, X3 = -4.22, Y3 = 0.4299999999999997
Check = 0.05555555555555555: X1 = -6.93, Y1 = 6.280000000000001, X2 = -5.31, Y2 = -9.02, X3 = -4.22, Y3 = 0.4299999999999997

30: OPTIMIZATION_METHOD_AO_ACOm
OPTIMIZATION_METHOD_AO_ACOm
BestResult = 0.75: X1 = -3.0999999999999996, Y1 = 1.9800000000000004, X2 = -3.2299999999999995, Y2 = 1.9800000000000004, X3 = -3.1099999999999994, Y3 = 2.200000000000001
Check = 0.75: X1 = -3.0999999999999996, Y1 = 1.9800000000000004, X2 = -3.2299999999999995, Y2 = 1.9800000000000004, X3 = -3.1099999999999994, Y3 = 2.200000000000001

31: OPTIMIZATION_METHOD_AO_PSO
OPTIMIZATION_METHOD_AO_PSO
BestResult = 0.638888888888889: X1 = -3.13, Y1 = 2.0, X2 = -2.7800000000000002, Y2 = 5.15, X3 = -2.75, Y3 = 2.0
Check = 0.638888888888889: X1 = -3.13, Y1 = 2.0, X2 = -2.7800000000000002, Y2 = 5.15, X3 = -2.75, Y3 = 2.0

32: OPTIMIZATION_METHOD_AO_RND
OPTIMIZATION_METHOD_AO_RND
BestResult = 0.5833333333333334: X1 = -3.13, Y1 = 1.92, X2 = -2.7800000000000002, Y2 = 5.15, X3 = -2.74, Y3 = 2.0
Check = 0.5833333333333334: X1 = -3.13, Y1 = 1.92, X2 = -2.7800000000000002, Y2 = 5.15, X3 = -2.74, Y3 = 2.0
01: OPTIMIZATION_METHOD_AO_Micro_AIS
OPTIMIZATION_METHOD_AO_Micro_AIS
BestResult = 0.16666666666666666: X1 = -6.29, Y1 = 2.01, X2 = -7.32, Y2 = 9.43, X3 = -8.33, Y3 = -6.33
Check = 0.16666666666666666: X1 = -6.29, Y1 = 2.01, X2 = -7.32, Y2 = 9.43, X3 = -8.33, Y3 = -6.33

02: OPTIMIZATION_METHOD_AO_POES
OPTIMIZATION_METHOD_AO_POES
BestResult = 0.9722222222222222: X1 = -3.13, Y1 = 2.01, X2 = -3.1499999999999995, Y2 = 2.0, X3 = -3.1099999999999994, Y3 = 2.0
Check = 0.9722222222222222: X1 = -3.13, Y1 = 2.01, X2 = -3.1499999999999995, Y2 = 2.0, X3 = -3.1099999999999994, Y3 = 2.0

03: OPTIMIZATION_METHOD_AO_P_O_ES
OPTIMIZATION_METHOD_AO_P_O_ES
BestResult = 1.0: X1 = -3.1399999999999997, Y1 = 2.0, X2 = -3.1399999999999997, Y2 = 2.0, X3 = -3.16, Y3 = 2.0
Check = 1.0: X1 = -3.1399999999999997, Y1 = 2.0, X2 = -3.1399999999999997, Y2 = 2.0, X3 = -3.16, Y3 = 2.0

04: OPTIMIZATION_METHOD_AO_SC
OPTIMIZATION_METHOD_AO_SC
BestResult = 0.3611111111111111: X1 = -2.4799999999999995, Y1 = 2.1799999999999997, X2 = -4.64, Y2 = 6.219999999999999, X3 = -3.16, Y3 = 2.030000000000001
Check = 0.3611111111111111: X1 = -2.4799999999999995, Y1 = 2.1799999999999997, X2 = -4.64, Y2 = 6.219999999999999, X3 = -3.16, Y3 = 2.030000000000001

05: OPTIMIZATION_METHOD_AO_SIA
OPTIMIZATION_METHOD_AO_SIA
BestResult = 0.9722222222222222: X1 = -3.1499999999999995, Y1 = 2.030000000000001, X2 = -3.1399999999999997, Y2 = 1.9900000000000002, X3 = -3.13, Y3 = 2.0
Check = 0.9722222222222222: X1 = -3.1499999999999995, Y1 = 2.030000000000001, X2 = -3.1399999999999997, Y2 = 1.9900000000000002, X3 = -3.13, Y3 = 2.0

06: OPTIMIZATION_METHOD_AO_SA
OPTIMIZATION_METHOD_AO_SA
BestResult = 0.3333333333333333: X1 = -4.95, Y1 = 8.969999999999999, X2 = -3.92, Y2 = 2.0600000000000005, X3 = -3.0999999999999996, Y3 = 2.030000000000001
Check = 0.3333333333333333: X1 = -4.95, Y1 = 8.969999999999999, X2 = -3.92, Y2 = 2.0600000000000005, X3 = -3.0999999999999996, Y3 = 2.030000000000001

07: OPTIMIZATION_METHOD_AO_NMm
OPTIMIZATION_METHOD_AO_NMm
BestResult = 0.47222222222222215: X1 = -8.16, Y1 = -9.41, X2 = -3.1899999999999995, Y2 = 2.01, X3 = -7.95, Y3 = -9.5
Check = 0.47222222222222215: X1 = -8.16, Y1 = -9.41, X2 = -3.1899999999999995, Y2 = 2.01, X3 = -7.95, Y3 = -9.5

08: OPTIMIZATION_METHOD_AO_DE
OPTIMIZATION_METHOD_AO_DE
BestResult = 1.0: X1 = -3.12, Y1 = 2.0, X2 = -3.13, Y2 = 2.0, X3 = -3.1399999999999997, Y3 = 2.0
Check = 1.0: X1 = -3.12, Y1 = 2.0, X2 = -3.13, Y2 = 2.0, X3 = -3.1399999999999997, Y3 = 2.0

09: OPTIMIZATION_METHOD_AO_SDOm
OPTIMIZATION_METHOD_AO_SDOm
BestResult = 0.4166666666666667: X1 = -3.21, Y1 = -4.35, X2 = -7.65, Y2 = -9.0, X3 = -3.1499999999999995, Y3 = 2.0
Check = 0.4166666666666667: X1 = -3.21, Y1 = -4.35, X2 = -7.65, Y2 = -9.0, X3 = -3.1499999999999995, Y3 = 2.0

10: OPTIMIZATION_METHOD_AO_IWDm
OPTIMIZATION_METHOD_AO_IWDm
BestResult = 0.25: X1 = -7.76, Y1 = -8.7, X2 = -8.09, Y2 = -8.76, X3 = -7.77, Y3 = -9.24
Check = 0.25: X1 = -7.76, Y1 = -8.7, X2 = -8.09, Y2 = -8.76, X3 = -7.77, Y3 = -9.24

11: OPTIMIZATION_METHOD_AO_CSS
OPTIMIZATION_METHOD_AO_CSS
BestResult = 0.19444444444444445: X1 = -2.4799999999999995, Y1 = 1.4800000000000004, X2 = -5.06, Y2 = -8.76, X3 = -3.3499999999999996, Y3 = 1.8599999999999994
Check = 0.19444444444444445: X1 = -2.4799999999999995, Y1 = 1.4800000000000004, X2 = -5.06, Y2 = -8.76, X3 = -3.3499999999999996, Y3 = 1.8599999999999994

12: OPTIMIZATION_METHOD_AO_SDS
OPTIMIZATION_METHOD_AO_SDS
BestResult = 0.7222222222222222: X1 = -8.28, Y1 = -9.34, X2 = -3.1899999999999995, Y2 = 2.01, X3 = -3.1499999999999995, Y3 = 2.0
Check = 0.7222222222222222: X1 = -8.28, Y1 = -9.34, X2 = -3.1899999999999995, Y2 = 2.01, X3 = -3.1499999999999995, Y3 = 2.0

13: OPTIMIZATION_METHOD_AO_SDSm
OPTIMIZATION_METHOD_AO_SDSm
BestResult = 0.75: X1 = -8.14, Y1 = -8.915, X2 = -3.1700000000000004, Y2 = 1.999999999999999, X3 = -3.1, Y3 = 1.999999999999999
Check = 0.75: X1 = -8.14, Y1 = -8.915, X2 = -3.1700000000000004, Y2 = 1.999999999999999, X3 = -3.1, Y3 = 1.999999999999999

14: OPTIMIZATION_METHOD_AO_MEC
OPTIMIZATION_METHOD_AO_MEC
BestResult = 0.75: X1 = -3.1399999999999997, Y1 = 2.0, X2 = -3.1399999999999997, Y2 = 2.0, X3 = -7.8, Y3 = -9.29
Check = 0.75: X1 = -3.1399999999999997, Y1 = 2.0, X2 = -3.1399999999999997, Y2 = 2.0, X3 = -7.8, Y3 = -9.29

15: OPTIMIZATION_METHOD_AO_SFL
OPTIMIZATION_METHOD_AO_SFL
BestResult = 0.5: X1 = -7.15, Y1 = -8.09, X2 = -3.1499999999999995, Y2 = 2.01, X3 = -3.0, Y3 = 1.8900000000000006
Check = 0.5: X1 = -7.15, Y1 = -8.09, X2 = -3.1499999999999995, Y2 = 2.01, X3 = -3.0, Y3 = 1.8900000000000006

16: OPTIMIZATION_METHOD_AO_EM
OPTIMIZATION_METHOD_AO_EM
BestResult = 0.1111111111111111: X1 = -3.1899999999999995, Y1 = 1.3900000000000006, X2 = -7.140000000000001, Y2 = -5.84, X3 = -8.04, Y3 = 1.1099999999999994
Check = 0.1111111111111111: X1 = -3.1899999999999995, Y1 = 1.3900000000000006, X2 = -7.140000000000001, Y2 = -5.84, X3 = -8.04, Y3 = 1.1099999999999994

17: OPTIMIZATION_METHOD_AO_SSG
OPTIMIZATION_METHOD_AO_SSG
BestResult = 0.25: X1 = -8.32, Y1 = -9.09, X2 = -7.88, Y2 = -8.59, X3 = -7.54, Y3 = -8.67
Check = 0.25: X1 = -8.32, Y1 = -9.09, X2 = -7.88, Y2 = -8.59, X3 = -7.54, Y3 = -8.67

18: OPTIMIZATION_METHOD_AO_MA
OPTIMIZATION_METHOD_AO_MA
BestResult = 0.3611111111111111: X1 = -5.0, Y1 = 1.9700000000000006, X2 = -3.16, Y2 = 2.0, X3 = -4.86, Y3 = 1.8000000000000007
Check = 0.3611111111111111: X1 = -5.0, Y1 = 1.9700000000000006, X2 = -3.16, Y2 = 2.0, X3 = -4.86, Y3 = 1.8000000000000007

19: OPTIMIZATION_METHOD_AO_HS
OPTIMIZATION_METHOD_AO_HS

Error optimization!

20: OPTIMIZATION_METHOD_AO_GSA
OPTIMIZATION_METHOD_AO_GSA
BestResult = 0.5277777777777778: X1 = -3.3, Y1 = 1.9900000000000002, X2 = -8.08, Y2 = -5.64, X3 = -3.33, Y3 = 2.01
Check = 0.5277777777777778: X1 = -3.3, Y1 = 1.9900000000000002, X2 = -8.08, Y2 = -5.64, X3 = -3.33, Y3 = 2.01

21: OPTIMIZATION_METHOD_AO_GSA_Stars
OPTIMIZATION_METHOD_AO_GSA_Stars

Error optimization!

22: OPTIMIZATION_METHOD_AO_BFO
OPTIMIZATION_METHOD_AO_BFO
BestResult = 0.6388888888888888: X1 = -3.1499999999999995, Y1 = 2.0199999999999996, X2 = -3.1399999999999997, Y2 = 2.01, X3 = -9.67, Y3 = 4.23
Check = 0.6388888888888888: X1 = -3.1499999999999995, Y1 = 2.0199999999999996, X2 = -3.1399999999999997, Y2 = 2.01, X3 = -9.67, Y3 = 4.23

23: OPTIMIZATION_METHOD_AO_IWO
OPTIMIZATION_METHOD_AO_IWO
BestResult = 0.888888888888889: X1 = -3.1099999999999994, Y1 = 2.01, X2 = -3.12, Y2 = 2.0700000000000003, X3 = -9.96, Y3 = 2.5500000000000007
Check = 0.5833333333333334: X1 = -3.1099999999999994, Y1 = 2.01, X2 = -3.12, Y2 = 2.0700000000000003, X3 = -9.96, Y3 = 2.5500000000000007

24: OPTIMIZATION_METHOD_AO_BA
OPTIMIZATION_METHOD_AO_BA
BestResult = 0.4166666666666667: X1 = -7.73, Y1 = -9.33, X2 = -3.13, Y2 = 2.0, X3 = -8.83, Y3 = 0.14000000000000057
Check = 0.4166666666666667: X1 = -7.73, Y1 = -9.33, X2 = -3.13, Y2 = 2.0, X3 = -8.83, Y3 = 0.14000000000000057

25: OPTIMIZATION_METHOD_AO_FAm
OPTIMIZATION_METHOD_AO_FAm
BestResult = 0.3333333333333333: X1 = -3.13, Y1 = 2.0, X2 = -3.34, Y2 = -6.31, X3 = -7.12, Y3 = 5.1
Check = 0.3333333333333333: X1 = -3.13, Y1 = 2.0, X2 = -3.34, Y2 = -6.31, X3 = -7.12, Y3 = 5.1

26: OPTIMIZATION_METHOD_AO_FSS
OPTIMIZATION_METHOD_AO_FSS
BestResult = 0.3333333333333333: X1 = -3.0999999999999996, Y1 = 2.0, X2 = -6.43, Y2 = -7.65, X3 = -8.77, Y3 = -4.32
Check = 0.3333333333333333: X1 = -3.0999999999999996, Y1 = 2.0, X2 = -6.43, Y2 = -7.65, X3 = -8.77, Y3 = -4.32

27: OPTIMIZATION_METHOD_AO_COAm
OPTIMIZATION_METHOD_AO_COAm
BestResult = 0.9166666666666666: X1 = -3.1499999999999995, Y1 = 1.950000000000001, X2 = -3.1399999999999997, Y2 = 2.0, X3 = -3.1799999999999997, Y3 = 1.9600000000000009
Check = 0.9166666666666666: X1 = -3.1499999999999995, Y1 = 1.950000000000001, X2 = -3.1399999999999997, Y2 = 2.0, X3 = -3.1799999999999997, Y3 = 1.9600000000000009

28: OPTIMIZATION_METHOD_AO_GWO
OPTIMIZATION_METHOD_AO_GWO
BestResult = 0.5: X1 = -3.84, Y1 = -3.25, X2 = -2.6399999999999997, Y2 = 2.0, X3 = -3.1399999999999997, Y3 = 1.92
Check = 0.5: X1 = -3.84, Y1 = -3.25, X2 = -2.6399999999999997, Y2 = 2.0, X3 = -3.1399999999999997, Y3 = 1.92

29: OPTIMIZATION_METHOD_AO_ABC
OPTIMIZATION_METHOD_AO_ABC
BestResult = 0.05555555555555555: X1 = -6.93, Y1 = 6.280000000000001, X2 = -5.31, Y2 = -9.02, X3 = -4.22, Y3 = 0.4299999999999997
Check = 0.05555555555555555: X1 = -6.93, Y1 = 6.280000000000001, X2 = -5.31, Y2 = -9.02, X3 = -4.22, Y3 = 0.4299999999999997

30: OPTIMIZATION_METHOD_AO_ACOm
OPTIMIZATION_METHOD_AO_ACOm
BestResult = 0.75: X1 = -3.0999999999999996, Y1 = 1.9800000000000004, X2 = -3.2299999999999995, Y2 = 1.9800000000000004, X3 = -3.1099999999999994, Y3 = 2.200000000000001
Check = 0.75: X1 = -3.0999999999999996, Y1 = 1.9800000000000004, X2 = -3.2299999999999995, Y2 = 1.9800000000000004, X3 = -3.1099999999999994, Y3 = 2.200000000000001

31: OPTIMIZATION_METHOD_AO_PSO
OPTIMIZATION_METHOD_AO_PSO
BestResult = 0.638888888888889: X1 = -3.13, Y1 = 2.0, X2 = -2.7800000000000002, Y2 = 5.15, X3 = -2.75, Y3 = 2.0
Check = 0.638888888888889: X1 = -3.13, Y1 = 2.0, X2 = -2.7800000000000002, Y2 = 5.15, X3 = -2.75, Y3 = 2.0

32: OPTIMIZATION_METHOD_AO_RND
OPTIMIZATION_METHOD_AO_RND
BestResult = 0.5833333333333334: X1 = -3.13, Y1 = 1.92, X2 = -2.7800000000000002, Y2 = 5.15, X3 = -2.74, Y3 = 2.0
Check = 0.5833333333333334: X1 = -3.13, Y1 = 1.92, X2 = -2.7800000000000002, Y2 = 5.15, X3 = -2.74, Y3 = 2.0
 

Результаты кастомного запуска #3:

01: OPTIMIZATION_METHOD_AO_Micro_AIS
OPTIMIZATION_METHOD_AO_Micro_AIS
BestResult = 0.4166666666666667: X1 = -6.3100000000000005, Y1 = 1.9800000000000004, X2 = -3.12, Y2 = 2.0, X3 = -7.41, Y3 = 2.280000000000001
Check = 0.4166666666666667: X1 = -6.3100000000000005, Y1 = 1.9800000000000004, X2 = -3.12, Y2 = 2.0, X3 = -7.41, Y3 = 2.280000000000001

02: OPTIMIZATION_METHOD_AO_POES
OPTIMIZATION_METHOD_AO_POES
BestResult = 0.5: X1 = -3.1399999999999997, Y1 = 2.01, X2 = -7.9399999999999995, Y2 = -9.08, X3 = -7.93, Y3 = -9.17
Check = 0.5: X1 = -3.1399999999999997, Y1 = 2.01, X2 = -7.9399999999999995, Y2 = -9.08, X3 = -7.93, Y3 = -9.17

03: OPTIMIZATION_METHOD_AO_P_O_ES
OPTIMIZATION_METHOD_AO_P_O_ES
BestResult = 0.5: X1 = -3.13, Y1 = 2.0, X2 = -7.96, Y2 = -8.6, X3 = -7.48, Y3 = -8.89
Check = 0.5: X1 = -3.13, Y1 = 2.0, X2 = -7.96, Y2 = -8.6, X3 = -7.48, Y3 = -8.89

04: OPTIMIZATION_METHOD_AO_SC
OPTIMIZATION_METHOD_AO_SC
BestResult = 0.3333333333333333: X1 = -6.390000000000001, Y1 = -2.2300000000000004, X2 = -8.05, Y2 = 9.86, X3 = -3.16, Y3 = 2.0500000000000007
Check = 0.3333333333333333: X1 = -6.390000000000001, Y1 = -2.2300000000000004, X2 = -8.05, Y2 = 9.86, X3 = -3.16, Y3 = 2.0500000000000007

05: OPTIMIZATION_METHOD_AO_SIA
OPTIMIZATION_METHOD_AO_SIA
BestResult = 0.9166666666666666: X1 = -3.1799999999999997, Y1 = 2.0, X2 = -3.13, Y2 = 2.0, X3 = -3.21, Y3 = 2.01
Check = 0.9166666666666666: X1 = -3.1799999999999997, Y1 = 2.0, X2 = -3.13, Y2 = 2.0, X3 = -3.21, Y3 = 2.01

06: OPTIMIZATION_METHOD_AO_SA
OPTIMIZATION_METHOD_AO_SA
BestResult = 0.4166666666666667: X1 = -2.01, Y1 = -10.5, X2 = -7.93, Y2 = -9.26, X3 = -3.1399999999999997, Y3 = 2.01
Check = 0.4166666666666667: X1 = -2.01, Y1 = -10.5, X2 = -7.93, Y2 = -9.26, X3 = -3.1399999999999997, Y3 = 2.01

07: OPTIMIZATION_METHOD_AO_NMm
OPTIMIZATION_METHOD_AO_NMm
BestResult = 0.75: X1 = -3.1399999999999997, Y1 = 1.9900000000000002, X2 = -3.1399999999999997, Y2 = 2.0, X3 = -7.95, Y3 = -8.67
Check = 0.75: X1 = -3.1399999999999997, Y1 = 1.9900000000000002, X2 = -3.1399999999999997, Y2 = 2.0, X3 = -7.95, Y3 = -8.67

08: OPTIMIZATION_METHOD_AO_DE
OPTIMIZATION_METHOD_AO_DE
BestResult = 1.0: X1 = -3.12, Y1 = 2.0, X2 = -3.17, Y2 = 2.0, X3 = -3.1399999999999997, Y3 = 2.01
Check = 1.0: X1 = -3.12, Y1 = 2.0, X2 = -3.17, Y2 = 2.0, X3 = -3.1399999999999997, Y3 = 2.01

09: OPTIMIZATION_METHOD_AO_SDOm
OPTIMIZATION_METHOD_AO_SDOm
BestResult = 0.6111111111111112: X1 = -3.0999999999999996, Y1 = 2.0, X2 = -4.79, Y2 = -3.58, X3 = -3.24, Y3 = 2.01
Check = 0.6111111111111112: X1 = -3.0999999999999996, Y1 = 2.0, X2 = -4.79, Y2 = -3.58, X3 = -3.24, Y3 = 2.01

10: OPTIMIZATION_METHOD_AO_IWDm
OPTIMIZATION_METHOD_AO_IWDm
BestResult = 0.2222222222222222: X1 = -8.29, Y1 = -9.19, X2 = -7.67, Y2 = 10.0, X3 = -7.47, Y3 = -8.92
Check = 0.2222222222222222: X1 = -8.29, Y1 = -9.19, X2 = -7.67, Y2 = 10.0, X3 = -7.47, Y3 = -8.92

11: OPTIMIZATION_METHOD_AO_CSS
OPTIMIZATION_METHOD_AO_CSS
BestResult = 0.25: X1 = -3.1399999999999997, Y1 = 1.790000000000001, X2 = -2.7299999999999995, Y2 = -6.93, X3 = -3.2699999999999996, Y3 = -3.0
Check = 0.25: X1 = -3.1399999999999997, Y1 = 1.790000000000001, X2 = -2.7299999999999995, Y2 = -6.93, X3 = -3.2699999999999996, Y3 = -3.0

12: OPTIMIZATION_METHOD_AO_SDS
OPTIMIZATION_METHOD_AO_SDS
BestResult = 0.7222222222222222: X1 = -7.640000000000001, Y1 = -9.34, X2 = -3.1399999999999997, Y2 = 2.01, X3 = -3.13, Y3 = 1.9600000000000009
Check = 0.7222222222222222: X1 = -7.640000000000001, Y1 = -9.34, X2 = -3.1399999999999997, Y2 = 2.01, X3 = -3.13, Y3 = 1.9600000000000009

13: OPTIMIZATION_METHOD_AO_SDSm
OPTIMIZATION_METHOD_AO_SDSm
BestResult = 0.75: X1 = -3.12, Y1 = 1.999999999999999, X2 = -7.6499999999999995, Y2 = -8.945, X3 = -3.14, Y3 = 2.004999999999999
Check = 0.75: X1 = -3.12, Y1 = 1.999999999999999, X2 = -7.6499999999999995, Y2 = -8.945, X3 = -3.14, Y3 = 2.004999999999999

14: OPTIMIZATION_METHOD_AO_MEC
OPTIMIZATION_METHOD_AO_MEC
BestResult = 0.6944444444444443: X1 = -3.1799999999999997, Y1 = 2.0, X2 = -7.109999999999999, Y2 = -9.27, X3 = -3.0999999999999996, Y3 = 2.0
Check = 0.6944444444444443: X1 = -3.1799999999999997, Y1 = 2.0, X2 = -7.109999999999999, Y2 = -9.27, X3 = -3.0999999999999996, Y3 = 2.0

15: OPTIMIZATION_METHOD_AO_SFL
OPTIMIZATION_METHOD_AO_SFL
BestResult = 0.4444444444444445: X1 = -2.66, Y1 = 1.9800000000000004, X2 = -4.05, Y2 = -4.3, X3 = -3.1499999999999995, Y3 = 1.92
Check = 0.4444444444444445: X1 = -2.66, Y1 = 1.9800000000000004, X2 = -4.05, Y2 = -4.3, X3 = -3.1499999999999995, Y3 = 1.92

16: OPTIMIZATION_METHOD_AO_EM
OPTIMIZATION_METHOD_AO_EM
BestResult = 0.1111111111111111: X1 = -3.33, Y1 = -4.1, X2 = -3.5300000000000002, Y2 = 1.2300000000000004, X3 = -2.96, Y3 = 1.7300000000000004
Check = 0.1111111111111111: X1 = -3.33, Y1 = -4.1, X2 = -3.5300000000000002, Y2 = 1.2300000000000004, X3 = -2.96, Y3 = 1.7300000000000004

17: OPTIMIZATION_METHOD_AO_SSG
OPTIMIZATION_METHOD_AO_SSG
BestResult = 0.75: X1 = -7.91, Y1 = -9.15, X2 = -3.0999999999999996, Y2 = 2.0, X3 = -3.1099999999999994, Y3 = 2.0
Check = 0.75: X1 = -7.91, Y1 = -9.15, X2 = -3.0999999999999996, Y2 = 2.0, X3 = -3.1099999999999994, Y3 = 2.0

18: OPTIMIZATION_METHOD_AO_MA
OPTIMIZATION_METHOD_AO_MA
BestResult = 0.3888888888888889: X1 = -3.7199999999999998, Y1 = 1.9000000000000004, X2 = -3.12, Y2 = 2.0, X3 = -4.54, Y3 = 4.25
Check = 0.3888888888888889: X1 = -3.7199999999999998, Y1 = 1.9000000000000004, X2 = -3.12, Y2 = 2.0, X3 = -4.54, Y3 = 4.25

19: OPTIMIZATION_METHOD_AO_HS
OPTIMIZATION_METHOD_AO_HS

Error optimization!

20: OPTIMIZATION_METHOD_AO_GSA
OPTIMIZATION_METHOD_AO_GSA
BestResult = 0.5833333333333334: X1 = -3.04, Y1 = 2.040000000000001, X2 = -3.1499999999999995, Y2 = 2.0, X3 = -4.89, Y3 = -4.5
Check = 0.5833333333333334: X1 = -3.04, Y1 = 2.040000000000001, X2 = -3.1499999999999995, Y2 = 2.0, X3 = -4.89, Y3 = -4.5

21: OPTIMIZATION_METHOD_AO_GSA_Stars
OPTIMIZATION_METHOD_AO_GSA_Stars

Error optimization!

22: OPTIMIZATION_METHOD_AO_BFO
OPTIMIZATION_METHOD_AO_BFO
BestResult = 0.6388888888888888: X1 = -3.1099999999999994, Y1 = 2.0, X2 = -4.92, Y2 = 5.629999999999999, X3 = -3.01, Y3 = 2.0
Check = 0.6388888888888888: X1 = -3.1099999999999994, Y1 = 2.0, X2 = -4.92, Y2 = 5.629999999999999, X3 = -3.01, Y3 = 2.0

23: OPTIMIZATION_METHOD_AO_IWO
OPTIMIZATION_METHOD_AO_IWO
BestResult = 0.6666666666666666: X1 = -3.1499999999999995, Y1 = 2.0, X2 = -5.29, Y2 = 8.990000000000002, X3 = -3.2199999999999998, Y3 = 2.280000000000001
Check = 0.47222222222222227: X1 = -3.1499999999999995, Y1 = 2.0, X2 = -5.29, Y2 = 8.990000000000002, X3 = -3.2199999999999998, Y3 = 2.280000000000001

24: OPTIMIZATION_METHOD_AO_BA
OPTIMIZATION_METHOD_AO_BA
BestResult = 0.1388888888888889: X1 = -4.55, Y1 = -10.48, X2 = -2.0199999999999996, Y2 = 2.0, X3 = -2.0, Y3 = 5.84
Check = 0.1388888888888889: X1 = -4.55, Y1 = -10.48, X2 = -2.0199999999999996, Y2 = 2.0, X3 = -2.0, Y3 = 5.84

25: OPTIMIZATION_METHOD_AO_FAm
OPTIMIZATION_METHOD_AO_FAm
BestResult = 0.6666666666666666: X1 = -3.1499999999999995, Y1 = 2.0, X2 = -5.68, Y2 = 5.48, X3 = -3.1399999999999997, Y3 = 2.0
Check = 0.6666666666666666: X1 = -3.1499999999999995, Y1 = 2.0, X2 = -5.68, Y2 = 5.48, X3 = -3.1399999999999997, Y3 = 2.0

26: OPTIMIZATION_METHOD_AO_FSS
OPTIMIZATION_METHOD_AO_FSS
BestResult = 0.08333333333333333: X1 = -7.47, Y1 = -8.77, X2 = -5.91, Y2 = 8.77, X3 = -5.64, Y3 = 5.290000000000001
Check = 0.08333333333333333: X1 = -7.47, Y1 = -8.77, X2 = -5.91, Y2 = 8.77, X3 = -5.64, Y3 = 5.290000000000001

27: OPTIMIZATION_METHOD_AO_COAm
OPTIMIZATION_METHOD_AO_COAm
BestResult = 0.9444444444444443: X1 = -3.17, Y1 = 2.0, X2 = -3.1799999999999997, Y2 = 1.9900000000000002, X3 = -3.13, Y3 = 1.9700000000000006
Check = 0.9444444444444443: X1 = -3.17, Y1 = 2.0, X2 = -3.1799999999999997, Y2 = 1.9900000000000002, X3 = -3.13, Y3 = 1.9700000000000006

28: OPTIMIZATION_METHOD_AO_GWO
OPTIMIZATION_METHOD_AO_GWO
BestResult = 0.3333333333333333: X1 = -5.62, Y1 = -3.67, X2 = -3.2199999999999998, Y2 = 2.0, X3 = -8.72, Y3 = -6.04
Check = 0.3333333333333333: X1 = -5.62, Y1 = -3.67, X2 = -3.2199999999999998, Y2 = 2.0, X3 = -8.72, Y3 = -6.04

29: OPTIMIZATION_METHOD_AO_ABC
OPTIMIZATION_METHOD_AO_ABC
BestResult = 0.08333333333333333: X1 = -6.84, Y1 = -9.02, X2 = -3.1099999999999994, Y2 = -1.25, X3 = -9.68, Y3 = -10.3
Check = 0.08333333333333333: X1 = -6.84, Y1 = -9.02, X2 = -3.1099999999999994, Y2 = -1.25, X3 = -9.68, Y3 = -10.3

30: OPTIMIZATION_METHOD_AO_ACOm
OPTIMIZATION_METHOD_AO_ACOm
BestResult = 0.25: X1 = -8.379999999999999, Y1 = -9.19, X2 = -8.31, Y2 = -9.04, X3 = -7.97, Y3 = -8.97
Check = 0.25: X1 = -8.379999999999999, Y1 = -9.19, X2 = -8.31, Y2 = -9.04, X3 = -7.97, Y3 = -8.97

31: OPTIMIZATION_METHOD_AO_PSO
OPTIMIZATION_METHOD_AO_PSO
BestResult = 0.4166666666666667: X1 = -3.1499999999999995, Y1 = 2.0, X2 = -5.79, Y2 = -3.4299999999999997, X3 = -6.35, Y3 = 2.0
Check = 0.4166666666666667: X1 = -3.1499999999999995, Y1 = 2.0, X2 = -5.79, Y2 = -3.4299999999999997, X3 = -6.35, Y3 = 2.0

32: OPTIMIZATION_METHOD_AO_RND
OPTIMIZATION_METHOD_AO_RND
BestResult = 0.5: X1 = -3.1399999999999997, Y1 = 1.9900000000000002, X2 = -5.79, Y2 = -4.42, X3 = -2.2800000000000002, Y3 = 2.0
Check = 0.5: X1 = -3.1399999999999997, Y1 = 1.9900000000000002, X2 = -5.79, Y2 = -4.42, X3 = -2.2800000000000002, Y3 = 2.0

Жёлтым выделены результаты с 100% сходимостью.

При таком грубом шаге, как видим, может сойтись даже алгоритм RND. Но, достоверности результатам могут дать только многократные запуски (что делается в статьях) и рассмотрения средних результатов. Как видим, из выделенных не все сошлись многократно.


Выводы:

1. алгоритмы полностью себя проявляют только при многократных тестах (в единичных тестах результаты могут быть хорошими случайно).

2. возможности алгоритмов проявляется при многих переменных и с мелким шагом, иначе результаты стремятся к случайным (RND тому пример, который показал 100% сходимость в единичном тесте).

3. Количество запусков должно быть большим, что то около 10000 (к примеру, при популяции 50 количество эпох будет равно 10000/50=200, при 1000 запусков выходит только 20 эпох), чем меньше запусков FF, тем больше результаты стремятся к случайным по совершенно понятным причинам.

 

Результаты штатного с подсветкой по курсору, первая дала 0.666, а четвёртая дала максимальный 0.97. В списке результатов лучший показан 0.97.


 
Stanislav Korotky #:

Насколько я понял, кастом-оптимизация делается только на графике терминала на одном ядре, а я говорил о многопоточной оптимизации в тестере (для алгоритма роя частиц я описывал в статье, для большинства прочих алгоритмов тоже должно быть можно по аналогии, т.к. как правило есть принцип деления задач на группы агентов). Но тестер виснет на самом примитивном примере (приводил тест выше), который в зародыше остановил идею.

Есть идея почему виснет? Сообщали в ветке багов и ошибок?
 
Andrey Dik #:

всё работает идеально, кроме алгоритма PSO, взятого здесь, от Станислава, выпали ошибки

Хорошо бы разобраться.
 
fxsaber #:
Хорошо бы разобраться. 
'ParticleSwarm.mqh'     ParticleSwarm.mqh       1       1
'TypeToBytes.mqh'       TypeToBytes.mqh 1       1
'crc64.mqh'     crc64.mqh       1       1
'vector' - comma expected       ParticleSwarm.mqh       159     44
']' - declaration without type  ParticleSwarm.mqh       159     51
']' - comma expected    ParticleSwarm.mqh       159     51
'position' - parameter conversion not allowed   ParticleSwarm.mqh       281     63
   double Functor::calculate(const double&,int) ParticleSwarm.mqh       159     20
'position' - parameter conversion not allowed   ParticleSwarm.mqh       342     65
   double Functor::calculate(const double&,int) ParticleSwarm.mqh       159     20
cannot cast 'STRUCT_TYPE<double>' to 'STRUCT_READ<double>'      TypeToBytes.mqh 28      12
   in template 'const STRUCT_READ<double>::STRUCT_READ<T1> STRUCT_READ<double>::GetStruct(const T1&) const' specified with [T1=double]  TypeToBytes.mqh 24      25
   see template instantiation 'STRUCT_READ<double>::GetStruct<double>'  TypeToBytes.mqh 33      17

вот такие ошибки

 
Andrey Dik #:

вот такие ошибки

Возьмите TypeToBytes.mqh отсюда.

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