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LLEPE/llepe/optimizers.py

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# LLEPE: Liquid-Liquid Equilibrium Parameter Estimator
# Copyright (C) 2020, UChicago Argonne, LLC. All rights reserved.
# Released under the modified BSD license. See LICENSE for more details.
import scipy.optimize as scipy_opt
from scipy.optimize import minimize
def dual_anneal_optimizer(objective, x_guess):
bounds = [(1e-1, 1e1)] * len(x_guess)
bounds[1] = (1e-1, 2)
res = scipy_opt.dual_annealing(objective,
[(1e-1, 1e1)] * len(x_guess),
x0=x_guess)
est_parameters = res.x
return est_parameters, res.fun
def diff_evo_optimizer(objective, x_guess):
bounds = [(1e-1, 1e1)] * len(x_guess)
bounds[1] = (1e-1, 2)
res = scipy_opt.differential_evolution(objective,
bounds)
est_parameters = res.x
return est_parameters, res.fun