Description
HE693CAL101 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.
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.
IC670MDL240K GE Discrete input module
IC670MDL241J GE Network communication card
IC670MDL640 GE Safety system module
IC670MDL644 GE Protection output module
IC670MDL730 GE Digital input module
IC670MDL740 GE Control system module
IC670MDL740J GE Analog input module
IC670MDL930J GE Dual output module
IC670MDL930 GE Dual output module
IC670MDL930J GE Digital output module
IC670MDL930K GE Input module
IC670PBI001 GE Module connector
FC-QPP-0002 HONEYWELL Quad-core processor
IC697CPX928-CD GE Data acquisition module
F8651X HIMA Optical fiber interface board
D0C-16C SAMSUNG Output module digit
IC695CRU320-BBGE Digital output module
IC695CRU320 GE CPU module
IS200WNPSH1ABA GE Servo terminal board
IS230TVBAH2A GE Enhanced intelligent communication module
D138-002-002 MOOG License Key
AL81G ACQUISITIONLOGIC Network communication module
CG6565/64-2L/8TE NMSControl system power supply
85003-0567 molex Digital output module
GVC736CE101 ABBControl system card
IC698CRE030 GE VMIC control board
07AC91D ABBOptical isolation module
IS215UCVEM10A GE VMIC control board
CI546 3BSE012545R1 ABBAnalog output module
CI541V1 3BSE014666R1 ABB I/O module
CI535V30 3BSE022162R1 ABBSwitch input terminal board
CI534V02 3BSE010700R1ABB Submodule MODBUS Interface
CI522A 3BSE018283R1 ABBLogic control module
CI520V1 3BSE012869R1ABB Digital output terminal board
LDSYN-101 3BHE005555R0101ABBSequence simulation module
07ZE23 GJR2292800R202ABB Dual digital output module
07YS03 GJR2263800R3ABB PLC module card
GJR5251300R0161 ABB Remote extender module
07KT93 GJR5251300R0161 ABB Remote extender module
XVC770BE101 3BHE021083R0101 ABB Output module
NAIO-02ABBDigital input module
IMFEC12 ABB Analog input module
07AB61 ABBSwitch quantity input card
07BA60 GJV3074397R1ABB PLC central processing unit
UNS0883A-P,V1 3BHB006208R0001ABBExcitation system module
UNS0880A-P,V1 3BHB006338R0001ABB Driver interface module
HIEE300936R0101ABBAnalog output module
3BHE024577R0101ABBNetwork communication module
PM902F 3BDH001000R0001 ABBAC 900F CPU module
UFC760BE142 3BHE004573R0142 ABB Printed circuit board
UFC760BE143 3BHE004573R0143ABB Distributed I/O module
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