Description
hardware flow control. It is an ideal choice in the field of industrial automation.
3.2 Machine learning
As the functionality of distributed computing tools such as Spark MLLib (http://spark.apache.org/mllib) and SparkR (http://spark.apache
.org/docs/latest/index.html) increases, it becomes It is easier to implement distributed and online machine learning models, such as support
vector machines, gradient boosting trees and decision trees for large amounts of data. Test the impact of different machine parameters and process
measurements on overall product quality, from correlation analysis to analysis of variance and chi-square hypothesis testing to help determine the impact of individual
measurements on product quality. This design trains some classification and regression
models that can distinguish parts that pass quality control from parts that do not. The trained models can be used to infer decision rules. According to the highest purity rule,
purity is defined as Nb/N, where N is the number of products that satisfy the rule and Nb is the total number of defective or bad parts that satisfy the rule.
Although these models can identify linear and nonlinear relationships between variables, they do not represent causal relationships. Causality is critical to
determining the true root cause, using Bayesian causal models to infer causality across all data.
3.3 Visualization
A visualization platform for collecting big data is crucial. The main challenge faced by engineers is not having a clear and comprehensive overview of the complete manufacturing
process. Such an overview will help them make decisions and assess their status before any adverse events occur. Descriptive analytics uses tools such as
Tableau (www.tableau.com) and Microsoft BI (https://powerbi.microsoft.com/en-us) to help achieve this. Descriptive analysis includes many views such as
histograms, bivariate plots, and correlation plots. In addition to visual statistical descriptions,
a clear visual interface should be provided for all predictive models. All measurements affecting specific quality parameters can be visualized and the data
on the backend can be filtered by time.
Display operation panel SDCS-COM-8
Display operation panel SDCS-AMC-DC2
Display operation panel SD853
Display operation panel SD853
Display operation panel SD834 3BSC610067R1
Display operation panel SD834
Display operation panel SD834
Display operation panel SD833 3BSC610066R1
Display operation panel SD833
Display operation panel SD833
Display operation panel SD832
Display operation panel SD832
Display operation panel SD831
Display operation panel SD831
Display operation panel SD831
Display operation panel SD823
Display operation panel SD822Z
Display operation panel SD822
Display operation panel SD821
Display operation panel SD821
Display operation panel SD812V1
Display operation panel SD812F-Z
Display operation panel SD812F 3BDH000014R1
Display operation panel SD812F
Display operation panel SD812F
Display operation panel SD812F
Display operation panel SD802F
Display operation panel SD802F
Display operation panel SD2048DL
Display operation panel SD1024D-2-S
Display operation panel SCYC55830 58063282A
Display operation panel SCYC55830
Display operation panel SCYC55830
Display operation panel SCYC51090 58053899E
Display operation panel SCYC51040 58052680E
Display operation panel SCYC51020 58052582H
Display operation panel SCYC51020 58052582G
Display operation panel SCYC51020
Display operation panel SCYC51010 58052515G
Display operation panel SCYC51010
Display operation panel SCC-CEL3020
Display operation panel SCC-C
Display operation panel SCB-01 3HNA011334-001
Display operation panel SC610 3BSE001552R1
Display operation panel SC610 3BSE001552R1
Display operation panel SC610
Display operation panel SC540 3BSE006096R1
Display operation panel SC520M 3BSE016237R1
Display operation panel SC520 3BSE003816R1
Display operation panel SC513
Display operation panel SC513
Display operation panel SC510 3BSE003832R1
Display operation panel SC510
Display operation panel SB822 3BSE018172R1
Display operation panel SB822
Display operation panel SB822
Display operation panel SB821
Display operation panel SB808F
Display operation panel SB808F
Display operation panel SB512
Display operation panel SB512
Display operation panel SB510 3BSE000860R1
Display operation panel SB510
Display operation panel SB510
Display operation panel SAM3.0
Display operation panel SAFT164
Display operation panel SAFT-123-PAC
Display operation panel SAFT112POW
Display operation panel SAFT111POW
Display operation panel SAFT110
Display operation panel SAFT110
Display operation panel SAFT103
Display operation panel SAFT103
Display operation panel SA9923A-E
Display operation panel SA9923A-E
Display operation panel SA920S
Display operation panel SA920N
Display operation panel SA920N
Display operation panel SA920B
Display operation panel SA911S
Display operation panel SA911N
Display operation panel SA911B
Display operation panel SA910S
Display operation panel SA811F-Z
Display operation panel SA811F 3BDH000013R1
Display operation panel SA811F
Display operation panel SA811F
Display operation panel SA811F
Display operation panel SA802F
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