Description
MTL831C 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.
VT-MVTW-1-16 D Rexroth Digital closed-loop control
MTS30M4-38C SERVO MOTOR
A4H124-24TX ENTERASYS A4 series network switches
SYHNC100-NIB-2X W-24-P-D-E23-A012 Rexroth Servo valve controller
IS220UCSAH1AK GE processor/ controller
3625A TRICONEX Digital 24VDC Output Module
140CPU67160 Schneider UNITY HOT STANDBY PROCESSOR
CLS208 WATLOW ANAFAZE temperature controller
TPMC815-11 TEWS ARCNET Interface Module
BL0308 TEAM Safety System Central Module
BL0170 TEAM controller system
BG0090 TEAM Printed circuit board
RM3141-01-02 SAT controller system
S83-1003-01 STEC controller system
CM3142-01-03 SAT controller system
CM3141-02-03 SAT controller system
PMC237C-008EMI RAMIX Expansion Module
PMC008A 700502 RAMIX PMC to Mezzanine Adapter
IS200PMCIH1ABA GE Printed Circuit Board
IS215UCVEM08B GE PROCESSOR BOARD
8AC120 B&R ACOPOS plug-in module, CAN interface
SCYC51020 58052582H ABB FIRING UNIT CARD
3500-42M 176449-02 Bently Nevada Proximitor/Seismic Monitor
8AC110 B&R ACOPOS plug-in module, CAN interface
SCYC51010 58052515G ABB FIRING UNIT CARD
SR750-P5-G5-S5-HI-A20-R-T GE 750 Series Feeder Mgmt Relay
CLS208 WATLOW ANAFAZE temperature controller
P4LQA HENF209736R0003 ABB Control Board
FBM230 P0926GU FOXBORO COMMUNICATION MODULE
6105-WA-PDPS PROSOFT WIRELESS PROFIBUS GATEWAYS
6104-WA-PDPM PROSOFT WIRELESS PROFIBUS GATEWAYS
SPASI23 ABB AI Module
SPS5785 51198651-100 HONEYWELL Power Supply
1C31194G01 WESTINGHOUSE alve Positioner Electronics Module
MVME147S-1 MOTOROLA MPU VME Module
F650-G-N-A-B-F-2-G-1-HI-C-E GE Feeder Protection & Bay Controller
A6140 9199-00058 EMERSON Controller module
3664 TRICONEX Digital Output Module
AIM0006 2RCA021397A0001F ABB Card board
K9203A 996920360 HIMA Heat dissipation fan module
K9203 996920302 HIMA Heat dissipation fan module
S72402-NANANA KOLLMORGEN Servo Drive
SK827005 SK827100-AS ABB CONTACTOR EH550-30-11 480V 60Hz
AIP591 YOKOGAWA Transceiver Control Unit for V net Repeater
SR469-P5-HI-A20-E GE Motor Management Relay line
AIP171 YOKOGAWA Transceiver Control Unit for V net Repeater
D136-002-005 D138-002-002 MOOG Controller module
TP830 3BSE018114R1 ABB Baseplate for Processor Module
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