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.

Emerson  IC200PWR002  Control valve actuator
GE IC200ALG320  Current analog output module
yokogawa A1BA4D-05  Terminal plate
VMIVME-7807RC-410000  VMEbus Single Board Computer
VMIVME-7807RC-41400  VMEbus Single Board Computer
660-088884-002  GE  power interface board
HMV01.1R-W0065-A-07-NNNN  A driver controller
AO2000-LS25  Advance Optima Integrated analyzer
3500/92 136180-01  Communication gateway module
PFVL141V-14MN  Roll Force Load Cells PFVL141
8200-1310  next generation 505D front panel
1394C-SJT05-T-RL  servo controller module
V7768-330000  GE  V7768 VME SBC
2198-S086-ERS4  Kinetix 5700 EtherNet/IP Servo Drive
IS230PCAAH1B  CORE ANALOG I/O MODULE
PXIe-1085 NI  PXI Chassis
3BSE080239R1  NE870  ABB  industrial router
VMIVME-7768 6U single board computer
PXIE-5164  NI  High-Speed Oscilloscope
HCS03.1E-W0070-A-05-NNBV  Smart drives and power supplies
PM875-2 3BDH000606R1  AC 870P – PM 875 Controller
HMV01.1E-W0120-A-07-NNNN  A driver controller
HDD02.2-W040N-HD32-01-FW  A driver controller
PXIE-8861  Quad-core embedded controller
DS2020DACAG2  A power conversion module
IS200EGPAG1BEC  Turbine and excitation control systems
PXIE-6556  PXI digital waveform meter
T8311C  Trusted TMR Extended Processor
1394C_SJT22_A   servo drive
PFCL201CE-20.0KN 3BSE027062R20  ABB  Pillow sensors
PFCL201CE-50KN  3BSE027062R50X  ABB  Pillow sensors
IS210AEBIH1BAB GE Analog processor module
IS200AEPAH1A   GE  circuit board assembly commonly
D201832  METSO IBC controller module
D201138L METSO IBC controller module
REF543KM129BAAA  ABB  Mechanical terminal
REM545BG226BAAA  ABB  Mechanical terminal
8U-PCNT02  HONEYWELL Series 8 Controller
8C-PDODA1   HONEYWELL Series 8 Controller
8C-PDILA1  HONEYWELL Series 8 Controller
8C-PAOHA1  HONEYWELL Series 8 Controller
IS200JPDFG1AED  Mark VI printed circuit board
IS200JPDFG2AED  MARK VIe  DC PDM CARD
PXIE-1095  NI  PXI Chassis
8200-1311  Integrated Graphical Front Panel HMI Screen
H92A0K9M0500  FOXBORO  DCS system
H92A0N9Q0H00  FOXBORO  DCS system
AFV30D-A41262 duplex field control unit Yokogawa
PXIE-5122 779967-03  High-Speed Digitizer
PM865K02 3BSE031150R6  Redundant Processor Unit HI
PFCL201CE-50KN  Pressductor PillowBlock Load Cells
MVR1600-4601  GE  Air Cooled Rectifier Module
PPD513A24-110110  high-performance control system
BK9050.  Compact bus coupler
BIO0003 Capacitor bank protection
BG02.510 Repeater panel control module

Company advantage service:
1.Has been engaged in industrial control industry for a long time, with a large number of inventories.
2.Industry leading, price advantage, quality assurance
3.Diversified models and products, and all kinds of rare and discontinued products
4.15 days free replacement for quality problems

All kinds of module card driver controller servo motor servo motor embedded card wires and cables Power module control module is applicable to steel, hydropower, nuclear power, power generation, glass factory, tire factory, rubber, thermal power, paper making, shipping, navigation, etc

ABB — AC 800M controller, Bailey, PM866 controller, IGCT silicon controlled 5SHY 3BHB01 3BHE00 3HNA00 DSQC series
BENTLY — 3500 system/proximitor, front and rear card, sensor, probe, cable 3500/20 3500/61 3500/05-01-02-00-001 3500/40M 176449-01 3500/22M 138607-01
Emerson — modbus card, power panel, controller, power supply, base, power module, switch 1C31,5X00, CE400, A6500-UM, SE3008,1B300,1X00,
EPRO — PR6423 PR6424 PR6425 PR6426 PR9376 PR9268 Data acquisition module, probe, speed sensor, vibration sensor
FOXBORO — FCP270 FCP280 FCM10EF FBM207 P0914TD CP40B FBI10E FBM02 FBM202 FBM207B P0400HE Thermal resistance input/output module, power module, communication module, cable, controller, switch
GE —- IS200/215/220/230/420 DS200/215 IC693/695/697/698 VMICPCI VMIVME 369-HI-R-M-0-0-E 469 module, air switch, I/O module, display, CPU module, power module, converter, CPU board, Ethernet module, integrated protection device, power module, gas turbine card
HIMA — F3 AIO 8/4 01 F3231 F8627X Z7116 F8621A 984862160 F3236 F6217 F7553 DI module, processor module, AI card, pulse encoder
Honeywell — Secure digital output card, program module, analog input card, CPU module, FIM card
MOOG — D136-001-007 Servo valve, controller, module
NI — SCXI-1100 PCI – PXIE – PCIE – SBRIO – CFP-AO-210 USB-6525 Information Acquisition Card, PXI Module, Card
Westinghouse — RTD thermal resistance input module, AI/AO/DI/DO module, power module, control module, base module
Woodward — 9907-164 5466-258 8200-1300 9907-149 9907-838 EASYGEN-3500-5/P2 8440-2145 Regulator, module, controller, governor
YOKOGAWA – Servo module, control cabinet node unit

Main products:
PLC, DCS, CPU module, communication module, input/output module (AI/AO/DI/DO), power module, silicon controlled module, terminal module, PXI module, servo drive, servo motor, industrial display screen, industrial keyboard, controller, encoder, regulator, sensor, I/O board, counting board, optical fiber interface board, acquisition card, gas turbine card, FIM card and other automatic spare parts

P0930HY On site equipment system integrator

Description

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