Description
IC698PSA100 Horner 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.
3 Case Studies on Reducing Scrap Rates
Any product assembled or produced in a factory goes through a series of quality tests to determine whether it needs to be scrapped.
High scrap rates are caused by the opportunity cost of not delivering products to customers in a timely manner, wasted personnel time, wasted
non-reusable parts, and equipment overhead expenses. Reducing scrap rates is one of the main issues manufacturers need to address. Ways to
reduce scrap include identifying the root causes of low product quality.
3.1 Data processing
Root cause analysis begins by integrating all available data on the production line. Assembly lines, workstations, and machines make up the industrial
production unit and can be considered equivalent to IoT sensor networks. During the manufacturing process, information about process status,
machine status, tools and components is constantly transferred and stored. The volume, scale, and frequency of factory production considered in
this case study necessitated the use of a big data tool stack similar to the one shown in Figure 2 for streaming, storing, preprocessing, and
connecting data. This data pipeline helps build machine learning models on batch historical data and streaming real-time data. While batch
data analytics helps identify issues in the manufacturing process, streaming data analytics gives factory engineers regular access to the latest
issues and their root causes. Use Kafka (https://kafka.apache.org) and Spark streaming (http://spark.apache.org/streaming) to transmit real-time
data from different data sources; use Hadoo (http://hadoop.apache.org ) and HBase (https://hbase.apache.org) to store data efficiently; use
Spark (http://spark.apache.org) and MapReduce framework to analyze data. The two main reasons to use these tools are their availability as open
source products, and their large and active developer network through which these tools are constantly updated.
5SHY6545L0001 AC10272001R0101 5SXE10-0181 ABB IGCT module
5SHY5055L0002 3BHE019719R0101 GVC736BE101 ABB IGCT module
5SHY5045L0020 5SXE10-0181 AC10272001R0101 ABB IGCT module
PDD200A101 3BHE019633R0101 ABB Processor module
XXD129A01 3BHE012436R0001 PEC800-BP ABB Programmable control card
PCD231B101 3BHE025541R0101 ABB Static excitation system
PCD230A 3BHE022291R0101 ABB Static excitation system
NU8976A99 HIER466665R0099 HIEE320693R0001 ABB Analog Input Module
NTCF22 ABB Termination Unit
NF93A-2 HESG440280R2 HESG323662R1 ABB control system
MC91 HESG440588R4 HESG112714B ABB Output module
LXN1604-6 3BHL000986P7000 ABB DIN rail power supply
LT8978b V1 HIEE320639R0001 ABB power-supply module
LDGRB-01 3BSE013177R1 ABB I/O Module
KVC758A124 3BHE021951R1024 ABB module
KUC755AE105 3BHB005243R0105 ABB Drive control unit
KUC720AE01 3BHB003431R0001 ABB Power supply drive board
IT94-3 HESG440310R2 HESG112699B ABB Controller module
IOR810 P-HB-IOR-80010000 ABB S800 I/O Gateway Module
INIIT13 ABB Communication_Module
IMMFP03 ABB Multifunction Processor Module
ICST08A9 FPR3335901R001 ABB Analog Remote Unit 24 VDC 200mA
CSA463AE HIEE400103R0001 ABB Programmable communication unit
HIEE300698R0001 KUC321AE ABB The inverter
GDD471A001 2UBA002322R0001 ABB Board
GDB021BE05 HIEE300766R0005 ABB Board
FM9925a-E HIEE451116R0001 ABB Board
SPAD346C3 ABB Stabilized Differential Relay
IOR810 P-HB-IOR-80010000 ABB S800 I/O Gateway Module
INIIT13 ABB Communication_Module
IMMFP03 ABB Multifunction Processor Module
ICST08A9 FPR3335901R001 ABB Analog Remote Unit 24 VDC 200mA
CSA463AE HIEE400103R0001 ABB Programmable communication unit
HIEE300698R0001 KUC321AE ABB The inverter
GDD471A001 2UBA002322R0001 ABB Board
GDB021BE05 HIEE300766R0005 ABB Board
FM9925a-E HIEE451116R0001 ABB Board
SPAD346C3 ABB Stabilized Differential Relay
SD821 3BSC610037R1 ABB Power Supply Device
SC510 3BSE003832R1 ABB Submodule Carrier without CPU
SC560 3BSE008105R1 ABB Submodule Carrier incl
SC520M 3BSE016237R1 ABB Submodule Carrier incl
SA9923a-E HIEE450964R0001 ABB power-supply module
REF542PLUS ABB Relay protection device
PP836 3BSE042237R1 ABB Operator Panel
PP875 3BSE092977R1 ABB Operator Panel
PP865 3BSE042236R1 ABB Operator Panel
PP836A 3BSE042237R2 ABB Operator Panel
PM891K02 3BSE053242R1 ABB Processor Unit
PM891K01 3BSE053241R1 ABB Processor Unit
AC800M 3BSE053240R1 PM891 ABB Processor Unit
PM866K01 3BSE050198R1 ABB Processor Unit
PM866A-2 3BSE081230R1 ABB control module
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