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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Allen Bradley 1794-ASB Remote I/O Adapter
216NG63A HESG441635R1 HESG216877K Auxiliary DC supply unit
216EA62 1MRB178066R1E 1MRB150083R1E 1MRB300162R0008 Analog Input unit
83SR04C-E GJR2390200R1411 GJR2390211R45 Input/output module
8C-PCNT02 51454363-275 C300 Controller Module
PARKER 6K8 1037302 controller
6ES7132-1BH00-0XB0 Digital Output Module
3HAC044075-001/01 ABB Battery Unit
5SHX08F4502-3BHB003387R0101-5SXE05-0151-GVC703AE01 | New original
DS215SDCCG1AZZ01A Mark V Driver control card
IC200CPU001 Compact controller
BCU-02 3AUA0000110429 Control unit
3BHB021400R0002 Power module
3BHE024747R0101 Printed circuit board
PDD405A101 3BHE041626R0101 Control unit
330730-040-01-00 3300 XL 11mm extension cable
51402755-100 Processor card K4LCN-4
IC690RFH008 8 Multi-mode reflection memory hub
1C31203G01 emote Node Controller
51401635-150 High-performance Communication controller
PMAC-2ACC8T DELTA TAU digital-to-analog converter
A06B-6058-H223 servo amplifier
IC693CPU360 Single-slot CPU module
PFXGP4301TADC PROFACE programmable man-machine interface
MV156-AFC input/output module
6181P-17A2MW71AC Industrial computer
IC670ALG240 Analog input module
Pxi-2529 Switch module of the PXI matrix
SPAJ140C-AA overcurrent and ground fault relay
Pxi-6224 PXI counter/timer module
330703-000-050-10-01-05 3300 XL 11mm short range probe
PM654B 3BSE010535R1 Processor module
MPL-B320P-HJ72AA low inertia servo motor
MC-4/11/01/400 ELAU servo Drive
330854-040-25-CN 3300 XL 25mm extension cable
9905-020 Control device
330850-50-00 Short range sensor
TC514V2 3BSE013281R1 AF100 Twisted Pair/Optical modem
330851-02-000-040-10-01-CN 3300 XL 11mm short-range probe
UNS0017A-P VAR.1 HIEE305106R0001 Jumper trigger board
9200-01-02-10-00 dual-line speed seismic detection sensor
UNS0881A-PV2 7.5KV 3BHE033982R0010 Door Drive interface board
330704-000-040-10-02-00 Bentley probe
DSTYW121 voltage transformer unit 3BSE007836R1
SA168 3BSE003389R1 Power unit
SA167 3BSE003390R1 Power unit
TC630 3BSE002253R1 AF100 optical modem
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