Description
UR6EH 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.
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.
3BHL000986P7001 Control panel module
UFC765AE102 3BHE003604R0102 Motherboard module
XVC724BE102 3BHE009017R0102 Motherboard module
07KT98 H2 GJR5253100R0278 Input/output module
A4H124-24TX Independent switch
07KT98C GJR5253100R028 Input/Output module
PPU-3 parallel and protective device
MMS3120/022-000 9100-03047-01 Dual channel bearing vibration monitor
MPB2-TP communication module
9907-019 Control unit
990-05-50-01-00 Double wire vibration transmitter
21504-00-28-10-02 5mm / 8mm series proximity sensor system
24765-01-01 Housing expansion sensor assembly
3300/03-01-0 3300/03 System monitor
3300/14-02-20-00 DC power supply
IC698PSA100E Multifunctional power module
3300/20-12-01-01-00-00 Dual thrust position monitor
A06B-6114-H106 servo module
DSDO110 57160001-K Digital output board
IC200MDL730E VersaMax series discrete output module
IC200MDL742H separate output module
IC200MDL742G vertical output module GE
UT129C-1 ALSTOM Ac inverter drive
VE4026 Virtual input/output module
M8185D1006 MOD IV motor
A06B-6164-H201 Servo /SP amplifier module
MSR241P Modular safety relay
VT-VPCD-1-16/V0/1-0-1 Electronic signal amplifier
HMCPE100T3C EATON Motor circuit protector
8444-1091 Energy meter
CML25.1-3N-400-NN-NNC1-NW driver
UG-8L mechanical hydraulic governor
SUE3000 high speed switching device
MKD071B-035-KP1-KN servomotor
IC660BRD024 GE Input/output module
MU-PDIY22 Digital input 24 Vdc processor
TK-PRR021 Redundant module
TK-IOLI01 Input/output module
IC694MDL940 GE 16 point relay output module
IC694MDL645 Positive/negative logic input module GE
V7768-322001 GE Single board computer
IS215VCMIH2CA GE Communication Interface Card
IS215VCMIH2BB GE Interface Card
Agilent E1740A Time Interval Analyzer
E1406A Agilent VXI GPIB Command Module
ABB DDC779BE02 3BHE006805R0002 Controller Module
ABB CI626 3BHT300053R1/E Communication module
ABB AGPS-21C 64668064 POWER SUPPLY
ABB AFPS-01C 64711245 POWER SUPPLY
ABB VBX01T VBX01B Bus Extender
ABB VBX01BA Bus Extender
ABB ES1530 HESG330187R0001 Printing plate
ABB CP676 1SAP576100R0001 64 K colors
ABB CP665 1SAP565100R0001 touch scre
ABB CP651 1SAP551100R0001 touch screen
ABB CP430B Touch screen 16 Blue levels
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