Description
hardware flow control. It is an ideal choice in the field of industrial automation.
0 Preface
Germany”s “Industry 4.0″ and the United States” “Industrial Internet” will
restructure the world”s industrial layout and economic structure, bringing different challenges and
opportunities to countries around the world. The State Council of China issued “Made in China 2025” as an action plan
for the first ten years of implementing the strategy of manufacturing a strong country, which will accelerate the integrated
development of IoT technology and manufacturing technology [1]. IoT collects data on machine operations, material usage
, facility logistics, etc., bringing transparency to operators. This transparency is brought about by the application of data analytics,
which refers to the use of statistical and machine learning methods to discover different data characteristics and patterns. Machine
learning technology is increasingly used in various manufacturing applications, such as predictive maintenance, test time reduction,
supply chain optimization, and process optimization, etc. [2-4]. The manufacturing process of enterprises has gradually developed from
the traditional “black box” model to the “multi-dimensional, transparent and ubiquitous perception” model [5].
1 Challenges facing manufacturing analysis
The goal of manufacturing analytics is to increase productivity by reducing costs without compromising quality:
(1) Reduce test time and calibration, including predicting test results and calibration parameters;
(2) Improve quality and reduce the cost of producing scrap (bad parts) by identifying the root causes of scrap and optimizing
the production line on its own;
(3) Reduce warranty costs, use quality testing and process data to predict field failures, and cross-value stream analysis;
(4) Increase throughput, benchmark across production lines and plants, improve first-pass rates, improve first-pass throughput,
and identify the cause of performance bottlenecks such as overall equipment effectiveness (OEE) or cycle time;
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745-W2-P5-G5-HI-R-T GE Multilin Transformer protection system
745-W2-P5-G5-HI-A-L-R-E GE Multilin Transformer management relay
745-W2-P5-G5-HI-A-R-E GE Multilin Three-phase transformer protection system
745-W2-P5-G5-HI-A-E-H GE Multilin Transformer management relay
745-W2-P5-G5-HI-A GE Multilin High speed protection relay for transformer
745-W2-P5-G5-HI-A-E GE Multilin Transformer management relay
745-W2-P5-G5-HI GE Multilin High speed protection relay for transformer
745-W2-P1-G1-LO-E GE Multilin Transformer protection system
745-W2-P1-G1-HI-T-H GE Multilin Transformer protection relay
565-5-5-O-B GE Multilin feeder management relay
565-5-5-O-A GE Multilin Feeder management relay
565-5-5-A GE Multilin feeder management relay
SR489-P5-HI-A20 GE Multilin Electrical relay
489-P5-LO-A20 GE Multilin Generator management relay
489-P5-LO-A20-E GE Series 489 motor management relay
489-P5-HI-A20-T-H GE Multilin Generator management relay
489-P5-HI-A20-T GE Enhanced motor management relay
489-P5-HI-A20-E-H GE Multilin Generator management relay
489-P1-LO-A20-E GE Enhanced motor management relay
489-P5-HI-A20 GE Multilin 489 Motor management relay
489-P1-LO-A20-E GE Enhanced motor management relay
489-P1-LO-A20 GE 489 Motor management relay
850-EP5NNG5HNNANNGSPBCSENNBN GE Feeder protection system
850-EP5NNG5HNNALAGAPFBSENNBN GE Feeder protection system
850-EP5NNG5HNNAANGAPBBSENNBN GE Feeder protection system
850-EP5NNG5HNNAANGAPFCSENNBN GE Feeder protection system
SR469-P5-LO-A20-T GE Motor management relay
SR469-P5-LO-A20-E GE SR 469 Multilin relay
SR469-P5-LO-A20 GE Motor management relay with coating
SR469-P5-HI-A20-T GE SR469 Multilin relay
SR469-P5-HI-A20-E-H GE Motor management relay with coating
SR469-P5-HI-A20-E GE Multilin SR 469 Motor management relay
SR469-P5-HI-A20 GE Multilin Power motor management relay
SR469-P1-HI-A1-E-H GE Multilin Enclosure motor management relay
SR469-P1-H1-A1-E GE Multilin Series 469 relay
469-P5-LO-A20-T GE Multilin 469 Motor management relay
469-P5-LO-A20-E GE Multilin Conformal coated motor management relay
469-P5-LO-A20 GE Multilin 469 Motor management relay
469-P5-HI-A20-T GE Multilin Conformal coated motor management relay
469-P5-HI-A20-H GE 469 Motor management relay
469-P5-HI-A20-E-H GE Multilin Conformal coated motor management relay
469-P5-HI-A20-E GE Multilin relay
SR469-P1-HI-A1-E-H GE Motor management relay with coating
469-P5-HI-A1-E GE 469 Motor management relay
SR469-P1-H1-A1-E GE 469 Motor management relay
139-V-TC-FLC GE Model 139 General Electric relay
139-V-FLC GE Three-phase AC motor protection
139-NSF-V-TC GE Multilin Three-phase motor protection GE relay
139-DO-NFS-FLC GE Three-phase motor protection relay
139-DO-FLC GE Multilin motor protection relay
139-120V GE Electrical protection GE relay
139-H-FLC GE Multilin Relay for protection of three-phase motor
169PLUS-120N-125VDC GE Multilin 169 Plus motor management relay
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