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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AAI543-H50 Analog output module
369-HI-R-M-0-0-H-E Series 369 motor management relay
IC660BRD025 Genius Modular redundant receive and output module
DSQC633C 3HAC043904-001/06 Measuring unit
2711P-T12C4A6 Man-machine interface (HMI) device
MSM031B-0300-NN-M0-CH0 servo motor
IC693CMM302L Genius communication module
140CPU42402 CPU interface support module
6KAVI43030Y1B2 GE 300i 30HP INVERTER DRIVE
5464-834 Speed sensor WOODWARD 5000 Modue Rev.A
5202-MNET-MCM4 ProLinx EtherNet/IP to Modbus Primary/secondary gateway
SSB401-53 ESB Bus Interface Slave Module
SAI143-H53 S2 Analog Input Module
PM571-ETH-V14x 1SAP130100R0270 Logic controller
1SAP130100R0270 Logic Controller
XVS-440-57MPI-1-1A0 EATON ELECTRIC Touch
TC625 3BSE002224R1 ABB single chip temperature sensor
IS200VCMIH2BCC GE Mark VI printed circuit board.
HE693ADC405 Analog input channel
IC694APU300 high speed counter module GE
57120001-PC analog input/output board DSAX 110A
XVME-956/12 I/O expansion bracket
TC-ODK161 Digital output PLC card
TC-PRS021 Control processor module TC-CCR014
DS200LDCCH1ANA LAN communication board DS200LDCCH1AGA
3500/05-05-00 Ac and DC power supplies 3500/05
3300/36-14-12-02-02-00 RPM module
IMCIS02 Controls the I/O slave module
51304419-150 MC-IOLX02 Standard I/O link expansion card
2711P-T10C22D8S Man-machine interface (HMI) components
750-P5-G5-D5-HI-A20-R distribution feeder management relay
5202-MNET-MCM4 ProLinx EtherNet/IP to Modbus Primary/secondary gateway
IS215UCVGH1A UCV controller
1756-IF4FXOF2F Analog Combined I/O module
IC693ALG392C Indicates the analog output module
MVME162-020A Embedded controller
PCI-4472B Sound and vibration equipment
IC200UEX636 Analog extension unit
1797-IE8 Flex Ex Analog input module
9907-186 Synchronizer module
IC800SSI216RD2 servo motor controller
IC695ALG112 Indicates the analog input module
SCP451-51 S1 processor module
DSTC406 57520001-DX terminal unit
3500/92-01-01-00 Communication gateway 3500/92
SB401-50 Slave module of the ESB bus interface
DSTC176 57310001-KT bus extension terminal device
SST-IBS-CLX interbus scanner
MBDHT2510E02 Panasonic servo drive unit
IC697RCM711RR Redundant communication module
DKCXX.3-040-7 Servo drive controller
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