A robust multi-response VNS-aiNet approach for solving scheduling problems under unrelated parallel machines environments

作者:

Highlights:

• Study the unrelated parallel machines scheduling do not restricted to specific criteria.

• An immune-inspired algorithm with self-adaptive search space exploitation operators.

• Evaluation of the influence of operators in the algorithm using a Component Analysis.

• Results are compatible with the state-of-art approaches designed for specific criteria.

摘要

•Study the unrelated parallel machines scheduling do not restricted to specific criteria.•An immune-inspired algorithm with self-adaptive search space exploitation operators.•Evaluation of the influence of operators in the algorithm using a Component Analysis.•Results are compatible with the state-of-art approaches designed for specific criteria.

论文关键词:Unrelated parallel machines scheduling problem,Tardiness,Makespan,Total weighted completion time,Artificial immune network,VNS

论文评审过程:Received 12 March 2020, Revised 18 November 2020, Accepted 28 April 2021, Available online 4 May 2021, Version of Record 1 July 2021.

论文官网地址:https://doi.org/10.1016/j.eswa.2021.115140