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.
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TRICONEX 3614E TRICONEX MODULE ESDO LI 24VDC
TRICONEX 3617E TRICONEX MODULE DO 48VDC 8PT TMR ISOLATED
TRICONEX 4119A TRICONEX MODULE EICM ISOLATED 500VDC
TRICONEX AI3351 TRICONEX ANALOG INPUT MODULE 4-20MA 24VDC
TRICONEX 4329 TRICONEX COMMUNICATION MODULE
TRICONEX 3502E TRICONEX INPUT MODULE DIGITAL EDI 48VAC /VDC
TRICONEX 3006 TRICONEX PROCESSOR MODULE II ENHANCED 2MB SRAM
TRICONEX 3703E TRICONEX INPUT MODULE ISOLATED 0-5/0-10VDC 16PTS TMR DIFF
TRICONEX 2553-6 TRICONEX TRICON SET TERM DI 24V C
TRICONEX 2553-8 TRICONEX TRICON SET TERM 24V DI ( R )
TRICONEX 2658-1 TRICONEX TRICON SET TERM RELAY OUT
TRICONEX 4310 TRICONEX PROCESSOR MODULE ENHANCED
TRICONEX 4327 TRICONEX PROCESSOR MODULE ENHANCED
TRICONEX 8111 TRICONEX CHASSIS
TRICONEX 4118 TRICONEX MODULE EICM V8 ISOLATED
TRICONEX 8312 230 VAC – 175-Watt Power Module
TRICONEX EICM4119A TRICONEX MODULE ISOLATED EICM
TRICONEX 3601T TRICONEX DIGITAL OUTPUT MODULE 115VAC
TRICONEX 4211 TRICONEX MODULE REMOTE EXTENDER
TRICONEX 72604 TRICONEX SOFTWARE
TRICONEX 9663610Z TRICONEX KIT
TRICONEX 9765210Z TRICONEX KIT
TRICONEX 2652-6 TRICONEX TRICON SET TERM 24V DO ( C )
TRICONEX 2652-8 TRICONEX TRICON SET TERM 24V DO ( R )
TRICONEX 2755-6 TRICONEX TRICON SET TERM ITC 16PT DOWNSCALE
TRICONEX 3603B TRICONEX MODULE HVDO 120VAC
TRICONEX 9853630 TRICONEX PANEL
TRICONEX 8101-7400028-100 TRICONEX EXPANSION CHASSIS 8101 10SLOT
TRICONEX 3607E TRICONEX OUTPUT MODULE 16POINT DIGITAL 48VDC
TRICONEX 3805E TRICONEX OUPUT MODULE ANALOG 8PT TMR 4-20MA DC CPLED
NSSM01 ABB DCS system card
BDD110 HNLP205879R1 ABB ANALOG CONTROL STATION
G3FE HENF452697R1 ABB DCS system card
G3FD HENF452692R1 ABB ANALOG CONTROL STATION
G3EA HENF315754R1 ABB DCS system card
E3EC HENF315125R1 ABB ANALOG CONTROL STATION
O3EEb HENF318176R1 ABB DCS system card
B5EC HENF105077R1 ABB ANALOG CONTROL STATION
E3EFa HENF452750R1 ABB DCS system card
G3FCb HENF458568R1 ABB ANALOG CONTROL STATION
G3FK HENF452878R1 ABB DCS system card
G3EB HENF315768R1 ABB ANALOG CONTROL STATION
G3EFa HENF450295R2 ABB DCS system card
B5EEd HENF105082R4 ABB ANALOG CONTROL STATION
E5EAA HENF105240R1 ABB DCS system card
O3EId HENF452777R3 ABB ANALOG CONTROL STATION
P3ECa HENF315309R2 ABB DCS system card
NWX511a-2/R HESG112548R12 ABB ANALOG CONTROL STATION
P3EA HENF315216R1 ABB DCS system card
B3EA-HENF315147R1 ABB ANALOG CONTROL STATION
E3ES ABB DCS system card
P3EDb HENF452778R1 ABB ANALOG CONTROL STATION
O3EX HENF315845R2 ABB ANALOG CONTROL STATION
P3EB HENF315223R1 ABB TERMINATION UNIT
IISAC01 ABB ANALOG CONTROL STATION
NIMP01 ABB TERMINATION UNIT
NTR002-A ABB TRANSFER MODULE
NTLS01 ABB Logic Station Termination Unit
G3ENa HENF450268R2 ABB Control board card module
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