Description
IC693PWR331D Canopen Interface Module
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.
3500/42M 128229-01 BENTLY vibration monitoring system
3500/42-04-00 BENTLY vibration monitoring system
3500/15 127610-01 Transient Data Interface BENTLY
125680-01 Transient Data Interface BENTLY
3500/15 127610-01 Temperature monitor BENTLY
3500/93 135785-01 BENTLY overspeed protection module
136188-02 Transient Data Interface BENTLY
3500/93 135785-01 BENTLY overspeed protection module
128229-01 BENTLY overspeed protection module
125840-01 BENTLY vibration monitoring system
3500/42M 176449-02 BENTLY overspeed protection module
3500/65-01-00 BENTLY4 Channel Relay Module
3500/42M 176449-02 BENTLY4 Channel Relay Module
167699-02 BENTLY4 Channel Relay Module
125840-02 BENTLY4 Channel Relay Module
3500/05-01-02-00-00-01 BENTLY4 Channel Relay Module
128277-01 BENTLY vibration monitoring system
3500/53 133388-01 BENTLY4 Channel Relay Module
125680-01 Temperature monitor BENTLY
3500/70-01-00 Transient Data Interface BENTLY
3500/15-02-02-00 BENTLY4 Channel Relay Module
3500/15 127610-01 Transient Data Interface BENTLY
106M1081-01 Transient Data Interface BENTLY
146031-01 BENTLY overspeed protection module
3500/22M 146031-01 BENTLY vibration monitoring system
3500/15 106M1081-01 BENTLY overspeed protection module
3500/42M 176449-02 BENTLY4 Channel Relay Module
3500/93 Transient Data Interface BENTLY
3500/25 149369-01 BENTLY overspeed protection module
3500/92 136180-01 BENTLY4 Channel Relay Module
3500/22-01-02-00 BENTLY4 Channel Relay Module
146031-01 Temperature monitor BENTLY
3500/22M 288055-01 Temperature monitor BENTLY
3500/05-01-02-00-00-01 BENTLY overspeed protection module
3500/15 125840-01 BENTLY vibration monitoring system
3500/42M 140734-02 Transient Data Interface BENTLY
125840-02 BENTLY4 Channel Relay Module
3500/25-01-02-01 Transient Data Interface BENTLY
3500/15-05-05-CN BENTLY4 Channel Relay Module
3500/40-03-00 176449-01 BENTLY overspeed protection module
176449-09 Transient Data Interface BENTLY
85515-02 Transient Data Interface BENTLY
3500/22M 146031-01 BENTLY4 Channel Relay Module
3500/15 114M5335-01 BENTLY4 Channel Relay Module
136188-02 Transient Data Interface BENTLY
3500/15-02-02-00 Transient Data Interface BENTLY
136188-02 BENTLY4 Channel Relay Module
3500/15 127610-01 Temperature monitor BENTLY
3500/22M 146031-01 Temperature monitor BENTLY
3500/40M Temperature monitor BENTLY
3500/40M 176449-01 Transient Data Interface BENTLY
60M500-05-00 BENTLY vibration monitoring system
3500/15 127610-01 BENTLY4 Channel Relay Module
3500/93 135785-01 BENTLY overspeed protection module
125840-02 BENTLY vibration monitoring system
125800-01 BENTLY vibration monitoring system
60M500-05-00 Temperature monitor BENTLY
3500/92-02-01-01 Temperature monitor BENTLY
136188-02 BENTLY4 Channel Relay Module
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