Description
IC697CPX928 General Electric
высотой 3U, расположенный в раме управления под DSPX.
волоконно – оптический разъем на передней панели и передаются в модуль обнаружения заземления.
ABB: Запасные части для промышленных роботов серии DSQC, Bailey INFI 90, IGCT, например: 5SHY6545L0001 AC1027001R0101 5SXE10 – 0181, 5SHY3545 L0009, 5SHI3545L0010 3BHB013088 R0001 3BHE009681R0101 GVC750BE101, PM866, PM861K01, PM864, PM510V16, PPD512, PPPD113, PP836A, P865A, 877, PPP881, PPPP885, PPSL500000 4 3BHL00390P0104 5SGY35L4510 и т.д.
General Electric: запасные части, такие как модули, карты и приводы. Например: VMVME – 7807, VMVME – 7750, WES532 – 111, UR6UH, SR469 – P5 – HI – A20, IS230SRTDH2A, IS220PPDAH1B, IS215UCVEH2A, IC698CPE010, IS200SRTDH2ACB и т.д.
Система Bently Nevada: 350 / 3300 / 1900, предохранительные зонды и т.д., например: 3500 / 22M, 3500 / 32, 3500 / 15, 3500 / 23500 / 42M, 1900 / 27 и т.д.
Системы Invis Foxboro: Серия I / A, управление последовательностью FBM, трапециевидное логическое управление, обработка отзыва событий, DAC,
обработка входных / выходных сигналов, передача и обработка данных, такие как FCP270 и FCP280, P0904HA, E69F – TI2 – S, FBM230 / P0926GU, FEM100 / P0973CA и т.д.
Invis Triconex: Модуль питания, модуль CPU, модуль связи, модуль ввода – вывода, например 300830937214351B, 3805E, 831235114355X и т.д.
Вудворд: контроллер местоположения SPC, цифровой контроллер PEAK150, например 8521 – 0312 UG – 10D, 9907 – 149, 9907 – 162, 9907 – 164, 9907 – 167, TG – 13 (8516 – 038), 8440 – 1713 / D, 9907 – 018 2301A, 5466 – 258, 8200 – 226 и т.д.
Hima: модули безопасности, такие как F8650E, F8652X, F8627X, F8678X, F3236, F6217, F6214, Z7138, F8651X, F8650X и т.д.
Honeywell: Все платы DCS, модули, процессоры, такие как: CC – MCAR01, CC – PAIH01, CC – PAIH02, CC – PAIH51, CC – PAIX02, CC – PAON01, CC – PCF901, TC – CR014, TC – PD011, CC – PCNT02 и т.д.
Motorola: серии MVME162, MVME167, MVME172, MVME177, такие как MVME5100, MVME5500 – 0163, VME172PA – 652SE, VME162PA – 344SE – 2G и другие.
Xycom: I / O, платы VME и процессоры, такие как XVME – 530, XVME – 674, XVME – 957, XVME – 976 и т.д.
Коул Морган: Сервоприводы и двигатели, такие как S72402 – NANA, S6201 – 550, S20330 – SRS, CB06551 / PRD – B040SSIB – 63 и т. Д.
Bosch / Luxer / Indramat: модуль ввода / вывода, контроллер PLC, приводной модуль, MSK060C – 0600 – NN – S1 – UP1 – NNN, VT2000 – 52 / R900033828, MHD041B – 144 – PG1 – UN и т.д.
(5) Perform predictive maintenance, analyze machine operating conditions, determine the main
causes of failures, and predict component failures to avoid unplanned downtime.
Traditional quality improvement programs include Six Sigma, Deming Cycle, Total Quality Management (TQM), and Dorian Scheinin’s
Statistical Engineering (SE) [6]. Methods developed in the 1980s and 1990s are typically applied to small amounts
of data and find univariate relationships between participating factors. The use of the MapReduce paradigm to simplify data processing in
large data sets and its further development have led to the mainstream proliferation of big data analytics [7]. Along with the development of
machine learning technology, the development of big data analytics has provided a series of new tools that can be applied to manufacturing
analysis. These capabilities include the ability to analyze gigabytes of data in batch and streaming modes, the ability to find complex multivariate
nonlinear relationships among many variables, and machine learning algorithms that separate causation from correlation.
Millions of parts are produced on production lines, and data on thousands of process and quality measurements are collected for them, which is
important for improving quality and reducing costs. Design of experiments (DoE), which repeatedly explores thousands of causes through
controlled experiments, is often too time-consuming and costly. Manufacturing experts rely on their domain knowledge to detect key
factors that may affect quality and then run
DoEs based on these factors. Advances in big data analytics and machine learning enable the detection of critical factors that effectively
impact quality and yield. This, combined with domain knowledge, enables rapid detection of root causes of failures. However,
there are some unique data science challenges in manufacturing.
(1) Unequal costs of false alarms and false negatives. When calculating accuracy, it must be recognized that false alarms
and false negatives may have unequal costs. Suppose a false negative is a bad part/instance that was wrongly predicted to
be good. Additionally, assume that a false alarm is a good part that was incorrectly predicted as bad. Assuming further that
the parts produced are safety critical, incorrectly predicting that bad parts are good (false negatives) can put human lives
at risk. Therefore, false negatives can be much more costly than false alarms. This trade-off needs to be considered when
translating business goals into technical goals and candidate evaluation methods.
Control module DCS system spare parts PM511V08
Control module DCS system spare parts PM510V16 3BSE008358R1
Control module DCS system spare parts PM510V16
Control module DCS system spare parts PM510V16
Control module DCS system spare parts PM510V16
Control module DCS system spare parts PM510V08
Control module DCS system spare parts PM210
Control module DCS system spare parts PM152 3BSE003643R1
Control module DCS system spare parts PM150V08 3BSE009598R1
Control module DCS system spare parts PM150V08 3BSE009598R1
Control module DCS system spare parts PL810
Control module DCS system spare parts PKSF102
Control module DCS system spare parts PIO800K02
Control module DCS system spare parts PIB671-150
Control module DCS system spare parts PHKRMPBA2000A
Control module DCS system spare parts P-HC-PLT-20221100
Control module DCS system spare parts P-HC-PLT-10111100
Control module DCS system spare parts P-HC-DOC-22021000
Control module DCS system spare parts P-HC-DOC-22011000
Control module DCS system spare parts P-HC-DOC-11011000
Control module DCS system spare parts P-HC-DOC-0001000
Control module DCS system spare parts P-HC-DOC-00001000
Control module DCS system spare parts PHCBRCPBA20000
Control module DCS system spare parts PHCBRCPBA20000
Control module DCS system spare parts PHCBRCPBA10000
Control module DCS system spare parts P-HC-BRC-40000000
Control module DCS system spare parts PHCBRC40000000
Control module DCS system spare parts PHCBRC300P-HC-BRC-300
Control module DCS system spare parts P-HC-BRC-30000000
Control module DCS system spare parts PHCBRC30000000
Control module DCS system spare parts P-HC-BRC-10000000
Control module DCS system spare parts P-HC-BRC-10000000
Control module DCS system spare parts PHBSIM10010000
Control module DCS system spare parts PHBSIM1000C100
Control module DCS system spare parts P-HB-RMU-8000N200
Control module DCS system spare parts P-HB-RMU-11010000
Control module DCS system spare parts PHBRMU10010000
Control module DCS system spare parts PHBRMU1000N200
Control module DCS system spare parts PHBRMU1000N100
Control module DCS system spare parts PHBRLY20000000
Control module DCS system spare parts P-HB-IOR-80010000
Control module DCS system spare parts P-HB-IOR-8000N200
Control module DCS system spare parts P-HB-IOR-8000N200
Control module DCS system spare parts P-HB-FIO-1000C100
Control module DCS system spare parts PHBDOT1200S100
Control module DCS system spare parts P-HB-DOT-1200K100
Control module DCS system spare parts P-HB-DOT-1200C100
Control module DCS system spare parts PHBDOT1000S100
Control module DCS system spare parts PHBDIO4000S200
Control module DCS system spare parts PHBDIO4000S100
Control module DCS system spare parts PHBDIO4000R100
Control module DCS system spare parts PHBDIO4000C200
Control module DCS system spare parts PHBDIO4000C100
Control module DCS system spare parts PHBCIO1000S100
Control module DCS system spare parts PHBCIO1000C100
Control module DCS system spare parts PHBBLK10010000
Control module DCS system spare parts PHBBLK10000100
Control module DCS system spare parts PHBAOT1500S100
Control module DCS system spare parts PHBAOT1500C200
Control module DCS system spare parts P-HB-AOT-1500C100
Control module DCS system spare parts P-HB-AIN-3000S200
Control module DCS system spare parts P-HB-AIN-3000S100
Control module DCS system spare parts P-HB-AIN-3000K100
Control module DCS system spare parts P-HB-AIN-3000C100
Control module DCS system spare parts PHBAIN2200S200
Control module DCS system spare parts PHBAIN2200S100
Control module DCS system spare parts PHBAIN2200C200
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