An ensemble neural network framework for improving the detection ability of a base control chart in non-parametric profile monitoring

作者：

Highlights：

• Employing an ensemble of ANNs in monitoring non-parametric profiles.

• Proposing a framework in training of ANN based on a heuristic approach.

• Definition of different out-of-control scenarios.

• ARL performance evaluation of the proposed scheme.

摘要

•Employing an ensemble of ANNs in monitoring non-parametric profiles.•Proposing a framework in training of ANN based on a heuristic approach.•Definition of different out-of-control scenarios.•ARL performance evaluation of the proposed scheme.

论文关键词：Statistical process control,Control chart,Ensemble learning,Artificial neural network,Non-parametric scheme,Profile monitoring

论文评审过程：Received 5 September 2021, Revised 6 May 2022, Accepted 9 May 2022, Available online 13 May 2022, Version of Record 24 May 2022.

论文官网地址：https://doi.org/10.1016/j.eswa.2022.117572