JOURNAL ARTICLE

Concept-based interactive evolutionary computation for multi-objective path planning

Abstract

In this paper we introduce a new methodology for interactive path planning. It is based on our interactive concept-based evolutionary computation technique, which has been originally developed for engineering design. The planning is divided into two levels. At the lower level paths are planned based on models, which are used by the computer to evaluate different path alternatives. At the higher level, which is termed conceptual level, solution alternatives are described by words and interrogated by a human-machine interaction. A structured interactive evolutionary computation is implemented to search for candidate paths by a Pareto-directed methodology. Examples are employed to demonstrate the proposed approach

Keywords:
Interactive evolutionary computation Evolutionary computation Computer science Computation Path (computing) Evolutionary algorithm Pareto principle Motion planning Multi-objective optimization Human-based evolutionary computation Artificial intelligence Machine learning Theoretical computer science Mathematical optimization Evolutionary programming Algorithm Mathematics

Metrics

9
Cited By
1.42
FWCI (Field Weighted Citation Impact)
5
Refs
0.84
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Music Technology and Sound Studies
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Music and Audio Processing
Physical Sciences →  Computer Science →  Signal Processing
Human Motion and Animation
Physical Sciences →  Engineering →  Control and Systems Engineering

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