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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369-HI-R-0-0-0 GE relay
369-HI-R-0-0-0-0 GE Relay
369-HI-B-M-0-0 GE relay
369-H1-0-M-F-E-0 GE relay
369-H1-0-M-0-0-E GE relay
369-HI-0-B-F-D-0-E GE relay
369-HI-R-M-0-0-0-E GE relay
369-HI-R-M-0-0-0-0 GE relay
369-HI-R-0-0-0 GE relay
369-HI-0-M-F-E-0 GE relay
369-HI-0-M-0-0-0-E GE relay
369-HI-0-M-0-0-0 GE Motor management relay
369-HI-0-M-0-0 GE Motor protective relay
369-HI-0-0-0-0 GE Motor management
DS6800CCIE1F1D GE Power adapter
DS3800HPIB GE Circuit board
DS3800DFXA1B1C GE I/O module
DS215TCQAG1BZZ01A GE Circuit boards
DS215KLDCG1AZZ03A GE Turbine control system
DS215DMCBG1AZZ03A GE High speed electronic drive board
DS200UDSAG1ADE GE Gas turbine control
DS200TCTGG1AFF GE Simplex trip plate
DS200TCRAG1ACC GE Relay output board
DS200TCQCG1BKG GE Overflow plate
DS200TCQAG1BHF GE Analog I/O board
DS200TCPDG2BEC GE switchboard
DS200TCPDG1BEC GE switchboard
DS200TCEBG1ACE GE Emergency overdrive plate
DS200TCEAG1BNE GE Emergency overspeed plate
DS200TCCAG1BAA GE Simulate I/O modules
DS200TBQDG1AFF GE Extension termina
DS200TBQCG1AAA GE Analog terminal board
DS200SLCCG1AFG GE Control system
DS200SLCCG1AEE GE Local area Network (LAN) communication card
DS200SLCCG1ACC GE LAN communication card
DS200SIOBH1ACA GE Output terminal board
DS200SIOBH1ABA GE VME Stand I/O Card
DS200SIOBH1AAA GE I/O card
DS200SDCIG2AHB GE Dc power supply
DS200SDCIG2AEB GE Electrostatic sensitive device
DS200SDCIG1ABA GE Instrument board
DS200SDCCG5AHD GE Drive control card
DS200SDCCG1AGD GE Drive control panel
DS200SDCCG1AFD GE controller
DS200SDCCG1AEC GE Master controller
DS200RTBAG2AFB GE Trunk terminal board
DS200PCCAG1ABB GE Power card
DS200LPPAG1AAA GE Line protection panel
DS200LDCCH1ANA GE microprocessor
DS200L DCCH1AGA GE Drive control
DS200KLDBG1ABC GE Display Board
DS200IQXSG1AAA GE Line protection card
DS200IIBDG1A GE Insulated gate bipolar transistor
DS200FSAAG2ABA GE Power amplifier board
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