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nsga-ii-re.py
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29
nsga-ii-re.py
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from pymoo.algorithms.moo.nsga2 import NSGA2
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from pymoo.algorithms.moo.ctaea import CTAEA
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from pymoo.algorithms.moo.nsga3 import NSGA3
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from pymoo.factory import get_reference_directions
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from pymoo.optimize import minimize
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from pymoo.visualization.scatter import Scatter
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from reproblem import *
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problem = CRE22()
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ref_dirs = get_reference_directions("das-dennis", 2, n_partitions=64)
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algorithm = NSGA2(pop_size=100)
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algorithm = NSGA3(pop_size=92,
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ref_dirs=ref_dirs)
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# IBEA
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algorithm = CTAEA(ref_dirs=ref_dirs)
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res = minimize(problem,
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algorithm,
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('n_gen', 200),
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seed=1,
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verbose=False)
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plot = Scatter()
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plot.add(problem.pareto_front(), plot_type="line", color="black", alpha=0.7)
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plot.add(res.F, facecolor="none", edgecolor="red")
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plot.show()
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1339
reproblem.py
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1339
reproblem.py
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