[ ]:
from jmetal.algorithm.multiobjective.smpso import DynamicSMPSO
from jmetal.operator.mutation import PolynomialMutation
from jmetal.problem.multiobjective.fda import FDA2
from jmetal.util.archive import CrowdingDistanceArchive
from jmetal.util.observable import TimeCounter
from jmetal.util.observer import PlotFrontToFileObserver, WriteFrontToFileObserver
from jmetal.util.termination_criterion import StoppingByEvaluations
problem = FDA2()
time_counter = TimeCounter(delay=15)
time_counter.observable.register(problem)
time_counter.start()
max_evaluations = 25000
algorithm = DynamicSMPSO(
problem=problem,
swarm_size=100,
mutation=PolynomialMutation(probability=1.0 / problem.number_of_variables, distribution_index=20),
leaders=CrowdingDistanceArchive(100),
termination_criterion=StoppingByEvaluations(max=max_evaluations)
)
algorithm.observable.register(observer=PlotFrontToFileObserver('front_plot'))
algorithm.observable.register(observer=WriteFrontToFileObserver('front_files'))
algorithm.run()
Bases: SMPSO
, DynamicAlgorithm