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Article

16 Citations

5,922 Views

25 Pages

MU R-CNN: A Two-Dimensional Code Instance Segmentation Network Based on Deep Learning

Baoxi Yuan,
Yang Li,
Fan Jiang,
Xiaojie Xu,
Yingxia Guo,
Jianhua Zhao,
Deyue Zhang,
Jianxin Guo and
Xiaoli Shen

Future Internet2019, 11(9), 197;https://doi.org/10.3390/fi11090197

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13 September 2019

In the context of Industry 4.0, the most popular way to identify and track objects is to add tags, and currently most companies still use cheap quick response (QR) tags, which can be positioned by computer vision (CV) technology. In CV, instance segm...

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Article

1,200 Views

19 Pages

Proactive Scheduling and Routing of MRP-Based Production with Constrained Resources

Jarosław Wikarek and
Paweł Sitek

Appl. Sci.2025, 15(15), 8522;https://doi.org/10.3390/app15158522

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31 July 2025

This research addresses the challenges of proactive scheduling and routing in manufacturing systems governed by the Material Requirement Planning (MRP) method. Such systems often face capacity constraints, difficulties in resource balancing, and limi...

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