People-Centric Evolutionary System for Dynamic Production Scheduling
Created by W.Langdon from
gp-bibliography.bib Revision:1.8081
- @Article{Nguyen:ieeeCYB,
-
author = "Su Nguyen and Mengjie Zhang and Damminda Alahakoon and
Kay Chen Tan",
-
title = "People-Centric Evolutionary System for Dynamic
Production Scheduling",
-
journal = "IEEE Transactions on Cybernetics",
-
year = "2021",
-
volume = "51",
-
number = "3",
-
pages = "1403--1416",
-
month = mar,
-
keywords = "genetic algorithms, genetic programming, Job shop
scheduling, Dynamic scheduling, Heuristic algorithms,
Processor scheduling, Monitoring, Diversity, flexible
job shop scheduling, visualization",
-
ISSN = "2168-2275",
-
DOI = "doi:10.1109/TCYB.2019.2936001",
-
size = "14 pages",
-
abstract = "Evolving production scheduling heuristics is a
challenging task because of the dynamic and complex
production environments and the interdependency of
multiple scheduling decisions. Different genetic
programming (GP) methods have been developed for this
task and achieved very encouraging results. However,
these methods usually have trouble in discovering
powerful and compact heuristics, especially for
difficult problems. Moreover, there is no systematic
approach for the decision makers to intervene and embed
their knowledge and preferences in the evolutionary
process. This article develops a novel people-centric
evolutionary system for dynamic production scheduling.
The two key components of the system are a new mapping
technique to incrementally monitor the evolutionary
process and a new adaptive surrogate model to improve
the efficiency of GP. The experimental results with
dynamic flexible job shop scheduling show that the
proposed system outperforms the existing algorithms for
evolving scheduling heuristics in terms of scheduling
performance and heuristic sizes. The new system also
allows the decision makers to interact on the fly and
guide the evolution toward the desired solutions.",
-
notes = "Also known as \cite{8825531}",
- }
Genetic Programming entries for
Su Nguyen
Mengjie Zhang
Damminda Alahakoon
Kay Chen Tan
Citations