CADETProcess.optimization.Individual

Contents

CADETProcess.optimization.Individual#

class CADETProcess.optimization.Individual(x, x_transformed, f, f_min, g, cv, cv_tol, m, m_min)[source]#

Set of variables evaluated during Optimization.

See also

CADETProcess.optimization.Population

Attributes:

xnp.ndarray: Variable values in untransformed space.
x_transformednp.ndarray: Independent variable values in transformed space.
fnp.ndarray: Objective values.
f_minnp.ndarray: Minimized objective values.
gnp.ndarray: Nonlinear constraint values.
cvnp.ndarray: Nonlinear constraints violation.
cv_tolfloat: Tolerance for constraints violation.
mnp.ndarray: Meta score values.
m_minnp.ndarray: Minimized meta score values.

Methods

`check_required_parameters`()	Verify if all required parameters are set.
`dominates`(other)	Determine if individual dominates other.
`from_dict`(data)	Create Individual from dictionary representation of its attributes.
`is_similar`(other[, tol])	Determine if individual is similar to other.
`is_similar_f`(other[, tol])	Determine if individual is similar to other based on objective values.
`is_similar_g`(other[, tol])	Determine if individual is similar to other based on constraint values.
`is_similar_m`(other[, tol])	Determine if individual is similar to other based on meta score values.
`is_similar_x`(other[, tol, use_transformed])	Determine if individual is similar to other based on parameter values.
`to_dict`()	Convert individual to a dictionary.