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.
Display operation panel EI812F
Display operation panel EI812F
Display operation panel EI811F-Z
Display operation panel EI811F
Display operation panel EI811F
Display operation panel EI803F
Display operation panel EI803F
Display operation panel EI802F
Display operation panel EI801F
Display operation panel EHDB280-21-11
Display operation panel EHDB280
Display operation panel EHDB280
Display operation panel EHDB220-21-11
Display operation panel EHDB130
Display operation panel EHDB130
Display operation panel EH450C-1
Display operation panel E5EAA HENF105240R1
Display operation panel E3ES
Display operation panel E3EP HENF315276R1
Display operation panel E3EFa HENF452750R1
Display operation panel E3EC HENF315125R1
Display operation panel E3EB HENF315129R1
Display operation panel DX910S
Display operation panel DX910S
Display operation panel DX910N
Display operation panel DX910B
Display operation panel DX731F
Display operation panel DX722F
Display operation panel DX581-S
Display operation panel DSVC113
Display operation panel DSU462
Display operation panel DSU461
Display operation panel DSU451
Display operation panel DSU45
Display operation panel DSU223
Display operation panel DSU14
Display operation panel DSU14
Display operation panel DSU10
Display operation panel DSU10
Display operation panel DSTYW121 3BSE007836R1
Display operation panel DSTXN001-0
Display operation panel DSTX170
Display operation panel DSTX152
Display operation panel DSTX151
Display operation panel DSTX150
Display operation panel DSTX001
Display operation panel DSTV110
Display operation panel DSTS106 3BSE007287R1
Display operation panel DSTS105 3BSE007286R1
Display operation panel DSTS104 3BSE007285R1
Display operation panel DSTK179
Display operation panel DSTK176
Display operation panel DSTK155
Display operation panel DSTK152
Display operation panel DSTK151V
Display operation panel DSTK126
Display operation panel DSTK114
Display operation panel DSTD-W150
Display operation panel DSTDN001
Display operation panel DSTD310
Display operation panel DSTD306
Display operation panel DSTD160
Display operation panel DSTD155
Display operation panel DSTD150A
Display operation panel DSTD150A
Display operation panel DSTD150
Display operation panel DSTD150
Display operation panel DSTD120
Display operation panel DSTD110A
Display operation panel DSTD110A
Display operation panel DSTD110
Display operation panel DSTD108P
Display operation panel DSTD108 ABB
Display operation panel DSTD108
Display operation panel DSTD108
Display operation panel DSTC456
Display operation panel DSTC456
Display operation panel DSTC454
Display operation panel DSTC190
Display operation panel DSTC176
Display operation panel DSTC175 57310001-KN
Display operation panel DSTC160
Display operation panel DSTC130
Display operation panel DSTC121
Display operation panel DSTC110
Reviews
There are no reviews yet.