Discovering generalized design knowledge using a multi-objective evolutionary algorithm with generalization operators

作者:

Highlights:

• Design knowledge is extracted using multi-objective evolutionary algorithm.

• Generalization of concepts is used to make design knowledge more compact.

• Different generalization strategies can be combined to improve the performance.

摘要

•Design knowledge is extracted using multi-objective evolutionary algorithm.•Generalization of concepts is used to make design knowledge more compact.•Different generalization strategies can be combined to improve the performance.

论文关键词:Design space exploration,Knowledge discovery,Feature extraction,Data mining,Multi-objective evolutionary algorithm,Adaptive operator selection

论文评审过程:Received 24 June 2019, Revised 12 September 2019, Accepted 13 October 2019, Available online 14 October 2019, Version of Record 31 October 2019.

论文官网地址:https://doi.org/10.1016/j.eswa.2019.113025