Ishibuchi–Murata (IM)

This family is represented by the IM1 constructor. The problem is drawn from “A multi-objective genetic local search algorithm and its application to flowshop scheduling” [14].

Overview

IM1 has nvar = 2 and nobj = 2. Its componentwise bounds are shown below.

Problemnvarnobj$x_1$ bounds$x_2$ bounds
IM122$[1.0,4.0]$$[1.0,2.0]$

An analytical Jacobian is registered. Hessians are not registered. The catalog metadata classifies both objectives as not strictly convex (:not_strictly_convex).

Mathematical formulation

Let $F:\mathbb{R}^2 \to \mathbb{R}^2$ be defined by $F(x)=(f_1(x),f_2(x))$, where $x=(x_1,x_2) \in \mathbb{R}^2$. The objectives are

\[\begin{aligned} f_1(x) &= 2\sqrt{x_1},\\ f_2(x) &= x_1(1-x_2)+5. \end{aligned}\]

Usage

using MOProblems

prob = IM1()
x = [1.0, 1.0]

values = eval_f(prob, x)
J = eval_jacobian(prob, x)

Constructor reference

MOProblems.IM1Function
IM1()

Construct the fixed two-variable, two-objective IM1 problem.

The first variable is bounded in [1, 4], and the second in [1, 2]. An analytical Jacobian is registered; objective Hessians are not registered.

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