arrow
Return

A Multi-Objective Task Reallocating Method in Complex Product Design Process Considering Design Changes

delete2019-01-01
delete4
delete
OA
AI
王银河 (Yinhe Wang)
W
Wei Meng
J
Jiafu Su
H
Hongyuan Hu
H
Heng Wang *
DOI:10.1109/ACCESS.2019.2954204delete
deleteOriginal
deleteShare
deleteSave
View PDF
Abstract

Abstract

En 中文
In the highly dynamic design environments, task allocation is subject to considerable design changes. The task reallocating to cope with various unexpected design changes becomes an increasingly important issue in the complex product design (CPD). In this paper, we propose a task reallocating model based on an adaptive multi-objective genetic algorithm and Tabu search (AMOGATS) method to study the dynamic task allocating procedure considering design changes, which integrates the advantages of adaptive genetic algorithm and Tabu search algorithm. Three objectives, i.e. completion time, robustness and stability, are considered simultaneously to measure the task allocation performance. A real example is employed to test and evaluate the performance of proposed method. The computational results imply that the proposed AMOGATS performs better than the heuristic algorithms available in the literature, which has more advantages on the convergence rate and running efficiency than the other algorithms, along with a better solution. This work provides a useful decision support to carry out the task reallocating with high levels of flexibility and efficiency during the process of CPD.
Keywords:
Task reallocating
hybrid-driven
robustness and stability
design change
AMOGATS
AI Summary

AI Summary

Key information extracted from the uploaded paper, including a brief overview, abstract, background, key highlights, visual analysis, and future outlook.

Journal

IEEE Access cover
IEEE Access
IF:
3.6
Papers:
9.8W
Citations:
29.4W

Organization

H
Henan Agricultural University
Scholars:
1.4W
Papers: 6.1K
Citations: 9.3K
C
Chongqing University
Scholars:
5.1W
Papers: 4.1W
Citations: 6.0W
C
chongqing university of posts & telecommunications
Scholars:
6.7K
Papers: 5.3K
Citations: 5
researcher View more organizations