Description
IS220PAOCH1BD General Electric Processor Board Mark VI
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.
2 Leveraging big data tool chains
After the data collected from the manufacturing product value chain is stored in the database, a data analysis system is required to analyze the data.
The manufacturing data analysis system framework is shown in Figure 1. Data is first extracted, transformed, and loaded (ETL) from different
databases into a distributed file system, such as Hadoop Distributed File System (HDFS) or a NoSQL database (such as MongoDB). Next,
machine learning and analytics tools perform predictive modeling or descriptive analytics. To deploy predictive models, the previously mentioned tools
are used to convert models trained on historical data into open, encapsulated statistical data mining models and associated metadata called Predictive
Model Markup Language (PMML), and Stored in a scoring engine. New
data from any source is evaluated using models stored in the scoring engine [9].
A big data software stack for manufacturing analytics can be a mix of open source, commercial, and proprietary tools. An example of a
manufacturing analytics software stack is shown in Figure 2. It is known from completed projects that existing stack vendors do not currently
offer complete solutions. Although the technology landscape is evolving rapidly, the best option currently is modularity with a focus on truly distributed
components, with the core idea of success being a mix of open source and commercial components [10].
In addition to the architecture presented here, there are various commercial IoT platforms. These include GE”s Predix ( www.predix.com ), Bosch”s IoT
suite (www.bosch-iot-suite.com), IBM”s Bluemix ( www.ibm.com/cloud-computing/ ), ABB based on Microsoft Azure IoT services and people platform
and Amazon’s IoT cloud (https://aws.amazon.com/iot). These platforms offer many standard services for IoT and analytics, including identity management and data
security, which are not covered in the case study here. On the other hand, the best approaches offer flexibility and customizability, making implementation
more efficient than standard commercial solutions. But implementing such a solution may require a capable data science team at the implementation site.
The choice comes down to several factors, non-functional requirements, cost, IoT and analytics.
1420-V2-ENT AB PowerMonitor™500 Ethernet /IP power meter
20-750-ENETR AB PowerFlex 750 Dual-Port Ethernet
WESTERM D20 S GE Input Module
ABB SCYC 51020 Pulse control board SCYC51020 58052582G
ABB 3HAC030829-001 Motor incl pinion
ABB 3HAC030826-001 Motor incl pinion
ABB 3HAC17484-10 Rotational ac motor M10
ABB 3HAC030800-001 Motor incl pinion
ABB 3HAC030825-001 Motor incl pinion
KEBA K2-200 DM272/A/REV/09 PLC Output Module
A6500-UM EMERSON Universal Measurement Card
A6500-RC EMERSON16-Channel Output Relay
BSFC-12C Charge controllerABB
BSFC-02C ABB R8i Inverter module
PARKER 87-008145-03 Servo controller
3BDH000607R1 PM876 Redundant controller
CI532V02 3BSE003827R1 MODBUS communication interface submodule
140CPU42402 CPU interface module
IC694MDL752 Discrete output module
8290-191 Slow down controller
8256-016 Electric governor
IC693NIU004 Ethernet network interface unit
MPL-B540K-SJ72AA brushless servo motor with low inertia and high output
V18345-1010551001 Valve positioner
SE3007 KJ2005X1-BK1 controller
NTCF21 Terminal unit NTCF22
3500/94-03-00-00 VGA display
3500/05-02-04-00-00-01 System rack
DS200ADGIHAAA power connection card
4PP065.71-X74F 5.7-inch QVGA color TFT display
IMCIS02 Controls the I/O slave module
FC-TSAO-0220M Secure AO module
FC-TSDI-1624 Secure digit input FTA
FC-SDOL-0424 Security DO module
1783-BMS06SGL Stratix 5700 Ethernet management switch
IS215UCVEM06A Ethernet connects to the circuit board
IMFEC11 Analog input module
3300/36-14-12-02-02-00 RPM module
51304419-150 MC-IOLX02 Standard I/O link expansion card
MVI56-DFCM Indicates the network interface module
IS220PRTDH1A Resistance Temperature Device (RTD) input module
2711-B5A8 Display panel
HE693ADC410C Analog input channel
1756-L82ES GuardLogix series industrial controller
IC693APU301 axis positioning module
C600/10/1/00 ELAU servo controller
EC7890A1011 Integrated main burner
FC-QPP-0001 QUAD PROCESSOR PACK
MVI46-MNET client/server module
Alarm-unit AL8-2 ALARM disk
IC200BEM002 Network communication module
IC697CMM741 Ethernet controller
140CPU67261 Modicon Unity Hot Standby Processor
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