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.
149992-01 3500/33 Spare 16-Channel Relay Output Module
9199-00002 A6120 EMERSON Control card piece
135489-01 3500/42M I/O module
125840-01 3500/15 High Voltage AC Power Input Module
330130-045-00-00 3300 XL Extension Cable
135489-03 3500/42M I/O Module with Internal Barriers (4 Velomitor channels) and Internal Terminations
9199-00003 A6210 EMERSON I/O/DO module
125840-01 3500/15 High Voltage AC Power Input Module
125768-01 3500/20 RIM I/O Module
149992-01 Spare 16-Channel Relay Output Module
A3120/022-000 CSI3120 EMERSON Bearing-Vibration Monitor
3500/60 Resistance temperature detector
1900/55 General Purpose Equipment Monitor
3500/33 16 Channel Relay Module
330101-00-25-10-02-00 3300 XL 8 mm Proximity Probes, Metric
330130-040-00-00 3300 XL Standard Extension Cable
330130-085-00-05 3300 XL Standard Extension Cable
330180-X1-05 Modified Proximitor Sensor
A6110 9199-00001 EMERSON I/O/DO module
3500/25 Enhanced Keyphasor Module
3500/20 Rack Interface Module
3500/93 series system display
3500/42M Position Monitor
3500/53M Electronic Overspeed Detection System
A6140 9199-00058 emerson Digital I/O module
3500/32 4-channel relay module
3500/45 4-channel Position Monitor
3500/05-02-02 Axial displacement probe
A6220 9199-00009 EMERSON Ethernet module
135489-04 I/O Module With Internal Barriers And Internal Terminations
136703-01 3500/50 I/O Module with Internal Barriers and Internal Termination
135473-01 Proximitor/Seismic Monitor Module
125840-01 High Voltage AC Power Input Module
133396-01 Overspeed Detection I/O Module
138708-01 Shaft Absolute I/O Module with Internal Terminations
125760-01 Data Manager I/O Module
A6370D EMERSON Analog quantity input card
125680-01 Proximitor I/O Module
330980-51-05 XL NSv Proximitor Sensor
330850-90-05 3300 XL 25 mm Proximitor Sensor
136180-01 Communication Gateaway Module
149369-01 Enhanced Keyphasor Module
133388-01 3500/53 Overspeed Detection Module
A6410 EMERSON Output module
127610-01 3500/15 AC Power Supply Module
176449-02 Proximitor/Seismic Monitor
125744-02 Rack Interface Module
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