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.
https://www.xmamazon.com
https://www.xmamazon.com
https://www.plcdcs.com/
www.module-plc.com/
https://www.ymgk.com
FOXBORO RH916XG FBM201 TERMINAL ASSEMBLY
ALLEN BRADLEY 80165-698-51-R PC BOARD
RELIANCE 0-57210-31 Stabilizer plate
ABB T-1521Z Multifunctional link
ABB R-2521Z Multifunctional link
VT-HNC100-2-30/P-I-00/G02 R901134616
FOXBORO P0916QD FBM218/237 Redundant Adapter
FOXBORO P0916DE CABLE
ABB LST200 Ultrasonic level transmitter
FBM215/218 P0917XV COMPRESSION TERMINATION ASSEMBLY
DS200DCFBG1BLC GE Power Supply Board
ALLEN BRADLEY 192646 PC BOARD
ALLEN BRADLEY 185558 Driver isolation circuit board
ALLEN BRADLEY 154958 PC BOARD
Rockwell 148540 NODE ADAPTER BOARD
ALLEN BRADLEY 74102-462-53 Ac driver board
Rockwell A-B 1336S-EN6 Ac driver
A-B 1336-L5 Control interface board
TRICONEX 4000098-510 Cable assembly 10 ft
WEIDMULLER 915917/67 Terminal Adapter
146031-01 Bently Nevada Transient Data Interface I/O Module
MTL 8724-CA-PS module power supply carrier
Allen-Bradley 1756-OB16E Discrete output module
1452-25M Prosoft Connector
842E-CM-MIP3BA Encoder
Foxboro P0926JM 8 Position Modular Baseplate Stock
P0922XS Foxboro TSC Power Cable
FOXBORO RH916DD controller
AO920N 3KDE175533L9200 S900 I/O system
FOXBORO RH916XG FBM 201 TERMINAL ASSEMBLY
AO920B 3KDE175532L9200 S900 I/O System
DO930N 3BDS014114 S900 I/O system Digital Output
DO910S 3KDE175321L9100 S900 I/O system
DO910N 3KDE175323L9100 S900 I/O system
PM862K02 3BSE081636R1 AC800M PM862 controller
PM863K01 3BSE088381R1 AC800M PM863 controller
PM866AK01 3BSE076939R1 AC800M PM866/PM866A controller
PM867K02 3BSE081638R1 AC800M PM867 controller
PM864AK02 3BSE018164R1 AC800M PM864A controller
PM851AK01 3BSE066485R1 AC800M PM851/PM851A controller
PM856AK01 3BSE066490R1 AC800M PM856A controller
SA920N 3BDH000600R1 S900 I/O system
SA920B 3BDH000601R1 S900 I/O system
DX910S 3KDE175311L9100 S900 I/O system
DX910N 3KDE175313L9100 S900 I/O System
DX910B 3KDE175312L9100 S900 I/O System
DP910S 3KDE175361L9100 S900 I/O system
DP910N 3KDE175363L9100 S900 I/O system
DP910B 3KDE175362L9100 S900 I/O system
PM858K02 3BSE082896R1 AC800M PM858 controller unit
Reviews
There are no reviews yet.