A Multi-direction Prediction Approach for Dynamic Multi-objective Optimization

In the real word, many multi-objective optimization problems are subject to dynamic changing conditions, which may occur in objectives, constraints and parameters. This paper provides a prediction strategy, called multi-direction prediction strategy (MDP), to enhance the performance of multi-objecti...

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Published inIntelligent Computing Methodologies Vol. 9773; pp. 629 - 636
Main Authors Rong, Miao, Gong, Dun-wei, Zhang, Yong
Format Book Chapter
LanguageEnglish
Published Switzerland Springer International Publishing AG 2016
Springer International Publishing
SeriesLecture Notes in Computer Science
Subjects
Artificial intelligence
Dynamic
Multi-objective optimization
Prediction
Online AccessGet full text
ISBN9783319422961
3319422960
ISSN0302-9743
1611-3349
DOI10.1007/978-3-319-42297-8_58

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Abstract In the real word, many multi-objective optimization problems are subject to dynamic changing conditions, which may occur in objectives, constraints and parameters. This paper provides a prediction strategy, called multi-direction prediction strategy (MDP), to enhance the performance of multi-objective evolutionary optimization algorithms in dealing with dynamic environments. Besides, the proposed prediction method makes use of multiple directions determined by several representative individuals. Our experimental results indicate that MDP can well tackle dynamic multi-objective problems.
AbstractList In the real word, many multi-objective optimization problems are subject to dynamic changing conditions, which may occur in objectives, constraints and parameters. This paper provides a prediction strategy, called multi-direction prediction strategy (MDP), to enhance the performance of multi-objective evolutionary optimization algorithms in dealing with dynamic environments. Besides, the proposed prediction method makes use of multiple directions determined by several representative individuals. Our experimental results indicate that MDP can well tackle dynamic multi-objective problems.
Author Gong, Dun-wei
Rong, Miao
Zhang, Yong
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Han, Kyungsook
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Snippet In the real word, many multi-objective optimization problems are subject to dynamic changing conditions, which may occur in objectives, constraints and...
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SubjectTerms Artificial intelligence
Dynamic
Multi-objective optimization
Prediction
Title A Multi-direction Prediction Approach for Dynamic Multi-objective Optimization
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