Design and classification of dynamic multi-objective optimization problems

03/24/2011
by   Alexandru-Adrian Tantar, et al.
0

In this work we provide a formal model for the different time-dependent components that can appear in dynamic multi-objective optimization problems, along with a classification of these components. Four main classes are identified, corresponding to the influence of the parameters, objective functions, previous states of the dynamic system and, last, environment changes, which in turn lead to online optimization problems. For illustration purposes, examples are provided for each class identified - by no means standing as the most representative ones or exhaustive in scope.

READ FULL TEXT
research
10/07/2021

Explicitly Multi-Modal Benchmarks for Multi-Objective Optimization

We model multi-modality in multi-objective optimization problems and app...
research
08/23/2016

Dynamic Multi-Objectives Optimization with a Changing Number of Objectives

Existing studies on dynamic multi-objective optimization focus on proble...
research
11/22/2018

Using External Archive for Improved Performance in Multi-Objective Optimization

It is shown that the use of an external archive, purely for storage purp...
research
07/14/2020

Follow the bisector: a simple method for multi-objective optimization

This study presents a novel Equiangular Direction Method (EDM) to solve ...
research
04/08/2022

Reproducibility and Baseline Reporting for Dynamic Multi-objective Benchmark Problems

Dynamic multi-objective optimization problems (DMOPs) are widely accepte...
research
04/14/2020

Towards Realistic Optimization Benchmarks: A Questionnaire on the Properties of Real-World Problems

Benchmarks are a useful tool for empirical performance comparisons. Howe...
research
02/20/2022

Multi-objective optimization: basic approaches and moving beyond them through flexible skyline queries

The area of scientific research that deals with the simultaneous optimiz...

Please sign up or login with your details

Forgot password? Click here to reset