Description
hardware flow control. It is an ideal choice in the field of industrial automation.
(2) Data collection and traceability issues. Data collection issues often occur, and many assembly lines lack “end-to-end traceability.”
In other words, there are often no unique identifiers associated with the parts and processing steps being produced.
One workaround is to use a timestamp instead of an identifier. Another situation involves an incomplete data set. In this case, omit
incomplete information parts or instances from the forecast and analysis, or use some estimation method (after consulting with manufacturing experts).
(3) A large number of features. Different from the data sets in traditional data mining, the features observed in manufacturing analysis
may be thousands. Care must therefore be taken to avoid that machine learning algorithms can only work with reduced datasets (i.e.
datasets with a small number of features).
(4) Multicollinearity, when products pass through the assembly line, different measurement methods are taken at different stations
in the production process. Some of these measurements can be highly correlated, however many machine learning and data mining
algorithm properties are independent of each other, and multicollinearity issues should be carefully studied for the proposed analysis method.
(5) Classification imbalance problem, where there is a huge imbalance between good and bad parts (or scrap, that is, parts that do not
pass quality control testing). Ratios may range from 9:1 to even lower than 99,000,000:1. It is difficult to distinguish good parts from scrap
using standard classification techniques, so several methods for handling class imbalance have been proposed and applied to manufacturing analysis [8].
(6) Non-stationary data, the underlying manufacturing process may change due to various factors such as changes in suppliers
or operators and calibration deviations in machines. There is therefore a need to apply more robust methods to the non-stationary
nature of the data. (7) Models can be difficult to interpret, and production and quality control engineers need to understand the analytical
solutions that inform process or design changes. Otherwise the generated recommendations and decisions may be ignored.
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Usb-5133 8-bit USB oscilloscope device
PCI-6040 Multi-function I/O device
PCI-5105 oscilloscope/digitizer
PCI-8511 Single or dual-port low-speed/fault-tolerant CAN interface device
PCI-8513 Fieldbus CAN device
PCI-8512 high-speed/FD CAN interface device
PCI-6221 16-bit multi-function I/O device
PCI-6071 Multi-function I/O device
PCI-7813 Digital reconfigurable input/output device
PCI-7811 Multi-function I/O device
PCI-5640 intermediate frequency transceiver device
PCI-6036E Multi-function DAQ device
PCI-6035 Multifunctional DAQ device
PCI-8516 PCI Bus interface board
TP857 3BSE030192R1 substrate unit
XVS-440-10MPI-1-1AD EATON Operator interface panel
ZYGO 7714 8070-0279-01 Interferometer
4351B TRICONEX Communication Modules
RELIANCE Y-3023-2-H00AA Brushless servo motor
3BHE005555R0101 LDSYN-101 Printed tape circuit board
IS215ACLEH1B GE EX2100 Excitation Controller
GE 04220FL11232A RXI CONTROLLER Dominate industry
FCP270 P0917YZ Field Control Processor 270
FC-TSHART-1620M UNIVERSAL SAFETY INTERFACE
Cutler-Hammer C825KN10 3 Pole Contactor
3500/22M Transient data interface
XVC768115 3BHB7211R115 Printed circuit board
“ABB UNITROL 1005-0011 ECO 3BHE043576R0011 Indirect Excitation Systems”
ABB SYNCHROTACT 5 3BHB006713R0217 microprocessor Supplied by XIONGBA
ABB SAM3.0 counter Supplied by XIONGBA
REF620E_F NBFNAANNNCC1BNN1X Feeder protection and control relay
PCD235B1101 3BHE032025R1101 Supplied by XIONGBA
3500/92 Communication Gateway xiongba Automation
3500/62 6 channel monitor Supplied by XIONGBA
3500/61 Thermocouple temperature input xiongba Automation
3500/60 temperature detector Supplied by XIONGBA
3500/53 Electronic Overspeed Detection System xiongba Automation
3500/42M Proximitor Seismic Monitor Supplied by XIONGBA
3500/33 16 channel relay module XIONGBA supply
3500/32 4 Channel Relay Module Supplied by XIONGBA
3500/25 Enhanced Keyphasor Module XIONGBA Industries
3500/15 Power module of half height Supplied by XIONGBA
350005-01-01-00-00-01 System Rack XIONGBA spare parts
330730-080-00-00 3300 XL 11 mm Extension Cable Supplied by XIONGBA
136180-01 COMMUNICATION GATEAWAY MODULE XIONGBA spare parts
125840-01 Ac power input module Supplied by XIONGBA
125800-01 KEYPHASOR I/O MODULE
8440-2165 SPM-D2-11 The synchronizer of a microprocessor
106M1081-01 Universal AC Power Input Module
DSTS106 3BSE007287R1 Trigger pulse Generator cassette backup regulator
DI650 3BHT300025R1 Digital input 32 channels
DSTS105 3BSE007286R1 is used to simulate a backup regulator
3500/92-02-01-00 Communication gateway
TC515V2 3BSE013284R1 AF100 Twisted pair repeater
DSAI155A 3BSE014162R1 thermocouple module
TC512V1 3BSE018059R1 RS485 Twisted pair modem
DSAO130A 3BSE018294R1 Analog output board 16 channels
DSTA155P 3BSE018323R1 Connect unit 14 thermocouple
DSTA002B 3BSE018317R1 Analog input board connection unit
DSTA135 3BSE018315R1 input board
DSTD190V1 3BSE018314R1 Connects to unit 32 Ch
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