Edge-enabled cloud computing management platform for smart manufacturing

2021 IEEE International Workshop on Metrology for Industry 4.0 & IoT (MetroInd4.0&IoT)
Date of Conference: 07-09 June 2021
Conference Location: Rome, Italy

Transcript

1. June 8, 2021
2. • The progress on intelligent edge and intelligent cloud has made manufacturing company much more autonomy. The edge device and the public cloud provider become a new hybrid to enable effective collaboration between suppliers, manufacturers and industrial customers. • This study proposed a computing management platform required in implementing lean manufacturing system for a manufacturing company. The platform can be used to form an integrated management system based on the quality management system. • The model has three modules. The edge metrology module used subspace learning model for defect detection and quality control. The edge production module used stacked recurrent neural network(S-RNN) for continuous process control. The cloud manufacturing management module used convolutional neural network (CNN), recurrent neural network (RNN) and attention model to provide individual customer production and delivery schedule. • All the manufacturing issues are managed by edge computing, only the latent representation are uploaded to the cloud for AI-assisted decision making. The proposed platform has been tested on a semiconductor chip production line to provide AI-based defect detection, preventive maintenance scheduling, continuous production control, production optimization and forecasting. 2021 IEEE International Workshop on Metrology for Industry 4.0 & IoT (MetroInd4.0&IoT) Abstract:
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