Description
hardware flow control. It is an ideal choice in the field of industrial automation.
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.
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FLA6041 LAURENCE solenoid valve
ETT-VGA UNIOP touch screen
DS200LDCCH1ALA GE Drive Control LAN Communications Board Mark V
D136-001-007 MOOG Controller module
CI867K01 3BSE043660R1 ABB Modbus TCP Interface
CI858K01 3BSE018135R1 ABB DriveBus Interface
CI855K01 3BSE018106R1 ABB Ethernet Port Interface
CI854K01 3BSE025961R1 ABB Communication Interface
CI854AK01 3BSE030220R1 ABB Communication Interface
A2H124-24FX ENTERASYS Fast Ethernet Switch
133819-02 BENTLY RTD/TC Temp I/O Module
8851-LC-MT GE SafetyNet Controller
8810-HI-TX GE Safety net analog input module
8502-BI-DP GE Bus Interface Module
8237-1246 WOODWARD Overspeed detection system
5302-MBP-MCM4 PROSOFT Master/slave gateway module
5136-DNP-PCI SST Interface card
3500/15 127610-01 BENTLY AC Power Supply Module
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369-HI-R-M-0-0-0-E GE Motor management relay
5SHY4045L0006 3BHB030310R0001 ABB ICGT Module
5SHY4045L0001 3BHB018162R0001 ABB ICGT Module
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GE V7768 – 320000 Processor board
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UAA326A04 HIEE300024R4 ABB communication module
ICS TRIPLEX T8110B Trusted TMR Processor
PM902F ABB AC 900F controller
PM511V16 3BSE011181R1 ABB Processor Module
F8650X HIMA CPU Module
DSQC679 3HAC028357-001 ABB Robot teaching device
CI873 ABB AC 800M communication interface
CE3008 KJ2005X1-MQ1/12P6381X022 EMERSON Controller module
086444-005 ABB Optical fiber board
3009 TRICONEX 3008 Enhanced Main Processor (UMP) Modules
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S710D-EST2 GE Data transceiver
RV33-1 GE module
IS420UCSBH1A GE Mark VIe controller
IS220UCSAH1A GE PAMC Acoustic Monitor
IS220PPROS1B GE I/O pack
IS220PPDAH1B 336A5026ADP14 GE I/O pack under Mark VIe
IS220PDIAH1B GE I/O module
IS220PDIAH1B GE Turbine Control PCB board.
IS215VCMIH2CA IS200VCMIH2CAA GE interface board
IS215UCVEM06A GE Ethernet connection circuit board
IS215UCVEH2AF GE Vme Controller Card
IS215UCVEH2AE GE BOARD-VMIC MARK VI
IS215UCVEH2AB GE Printed Circuit Board
IS215ACLEH1BB GE TC APP CONTROL LAYER BOARD
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