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;
Display operation panel PP846 3BSE042238R1
Display operation panel PP846 3BSE042238R1
Display operation panel PP846
Display operation panel PP846
Display operation panel PP845A
Display operation panel PP845 3BSE042235R1
Display operation panel PP845 3BSE042235R1
Display operation panel PP845
Display operation panel PP845
Display operation panel PP845
Display operation panel PP836A
Display operation panel PP836 3BSE042237R1
Display operation panel PP836
Display operation panel PP836
Display operation panel PP835A 3BSE042234R2
Display operation panel PP835A
Display operation panel PP835
Display operation panel PP835
Display operation panel PP835
Display operation panel PP826A
Display operation panel PP826 3BSE042244R1
Display operation panel PP826
Display operation panel PP825A 3BSE042240R3
Display operation panel PP825A
Display operation panel PP825 3BSE042240R1
Display operation panel PP825
Display operation panel PP820
Display operation panel PP815
Display operation panel PP325 3BSC6901104R1
Display operation panel PP245
Display operation panel PP245
Display operation panel PP220 3BSC690099R2
Display operation panel PNI800
Display operation panel PNI800
Display operation panel PNI800
Display operation panel PMKHRMRLY12S01
Display operation panel PMKHRMPBA2000A
Display operation panel PMKHRMPBA10003
Display operation panel PMKHRMPBA10001
Display operation panel PMKHRMPBA10
Display operation panel PMKHRMMCL10
Display operation panel PMKHRMBRC3000B
Display operation panel PMKHRMBRC3000A
Display operation panel PMA323BE HIEE300308R1
Display operation panel PMA323BE HIEE300308R1
Display operation panel PM902F 3BDH001000R0005
Display operation panel PM902F
Display operation panel PM902F
Display operation panel PM902F
Display operation panel PM901F
Display operation panel PM891K01 3BSE053241R1
Display operation panel PM891K01
Display operation panel PM891K01
Display operation panel PM891 3BSE053240R1
Display operation panel PM876
Display operation panel PM876
Display operation panel PM875-2
Display operation panel PM867K01
Display operation panel PM866K02 3BSE050199R1
Display operation panel PM866K02
Display operation panel PM866K02
Display operation panel PM866K01 3BSE050198R1
Display operation panel PM866K01
Display operation panel PM866K01
Display operation panel PM866K01
Display operation panel PM866AK02 3BSE081637R1
Display operation panel PM866AK02
Display operation panel PM866AK02
Display operation panel PM866AK01 3BSE076939R1
Display operation panel PM866AK01 3BSE050198R1
Display operation panel PM866AK01 3AUA0000052519
Display operation panel PM866AK01
Display operation panel PM866AK01
Display operation panel PM866AK01
Display operation panel PM866A
Display operation panel PM866-2 3BSE050201R1
Display operation panel PM866 3BSE050200R1
Display operation panel PM866 3BSE050200R1
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