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 3BSE042238R1
Display operation panel 3BSE042237R1
Display operation panel 3BSE042236R2/PP865A
Display operation panel 3BSE042236R1 PP865
Display operation panel 3BSE042235R2 PP845A
Display operation panel 3BSE042235R1 PP845
Display operation panel 3BSE042235R1
Display operation panel 3BSE042234R2
Display operation panel 3BSE041882R1 CI840A
Display operation panel 3BSE032401R1 PU515A
Display operation panel 3BSE030221R1 CI854AK01
Display operation panel 3BSE030220R1 CI854AK01
Display operation panel 3BSE028140R0020
Display operation panel 3BSE022257R1
Display operation panel 3BSE022256R1
Display operation panel 3BSE022255R1
Display operation panel 3BSE021439R1
Display operation panel 3BSE018741R30
Display operation panel 3BSE018741R15
Display operation panel 3BSE018741R15
Display operation panel 3BSE018295R1
Display operation panel 3BSE018294R1
Display operation panel 3BSE018293R1
Display operation panel 3BSE018292R1
Display operation panel 3BSE018172R1 SB822
Display operation panel 3BSE018144R1 CI857K01
Display operation panel 3BSE018135R1 CI858
Display operation panel 3BSE018104R1
Display operation panel 3BSE016347R1
Display operation panel 3BSE013216R1
Display operation panel 3BSE013175R1
Display operation panel 3BSE011181R1
Display operation panel 3BSE008572R1
Display operation panel 3BSE007949R1 DSAI146
Display operation panel 3BSE007134R1
Display operation panel 3BSE005465R1
Display operation panel 3BSE004258R1
Display operation panel 3BSE004203R1
Display operation panel 3BSE003879R1
Display operation panel 3BSE003832R1
Display operation panel 3BSE003826R1
Display operation panel 3BSE003816R1 SC520
Display operation panel 3BSE000860R1
Display operation panel 3BSC980004R784
Display operation panel 3BSC950193R1 TB850
Display operation panel 3BSC950192R1
Display operation panel 3BSC690126R2
Display operation panel 3BSC690103R2
Display operation panel 3BSC690103R1
Display operation panel 3BSC690102R2
Display operation panel 3BSC690102R1
Display operation panel 3BSC690076R5
Display operation panel 3BSC630149R0001PXUB201
Display operation panel 3BIE010749
Display operation panel 3BHT300036R1
Display operation panel 3BHT300032R1
Display operation panel 3BHT300025R1
Display operation panel 3BHL000986P7002
Display operation panel 3BHL000986P7001 LWN1902-6
Display operation panel 3BHL000986P7001
Display operation panel 3BHL000986P7001
Display operation panel 3BHL000986P7000
Display operation panel 3BHL000986P0006
Display operation panel 3BHL000986P0006
Display operation panel 3BHL000764P0001
Display operation panel 3BHL000396P0001
Display operation panel 3BHL000392P0101
Display operation panel 3BHL000391P0101
Display operation panel 3BHL000390P0104 5SHX1960L0004
Display operation panel 3BHL000320P0001
Display operation panel 3BHL000250P0002
Display operation panel 3BHE059696R0001
Display operation panel 3BHE056573R0101
Display operation panel 3BHE041464R0101
Display operation panel 3BHE039770R0102 PPD539A102
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