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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Bently Nevada 78432-02 Power Input Module
Bently Nevada 78462-01 3300 Relay Module -Conformal Coated
Bently Nevada 3300/80-01-01-01 Six channel stick drop monitor
Bently Nevada 81192-03 Thermocouple Input Module
Bently Nevada 81546-01 Dual Hermetic Relays Module
Bently Nevada 84142-01 XDUCR I/O and Record Terminals Module
Bently Nevada 86416-01 Multi-Channel Diagnositc Instrument
Bently Nevada 82925-01 XDCR I/O and Record Terminals Module
Bently Nevada 84157-01 LVDT (POT) and Record Terminals Module
Bently Nevada 88501-01 3300 External KO Inputs and Buffered Outputs Module
Bently Nevada 76683-02 35mm 3300 Series Proximitor
Bently Nevada PWA88219-01U 3300 Power Supply
Bently Nevada 78462-02N 3300 Relay Module
Bently Nevada 78462-01 3300 Relay Module
Bently Nevada 3300/03-01-01 System Monitor
Bently Nevada 3300/03-03-03 System Monitor
Bently Nevada 3300/50-01-02-01-00 Tachometer
Bently Nevada 3300/20-02-01-00-00-00 Dual Thrust Position Monitor
Bently Nevada 3300/16-11-01-02-00-00-01 XY/Gap Dual Vibration Monitor
Bently Nevada 3300/55-01-04-02-02-01-00-06-00 Dual Velocity Monitor
Bently Nevada 3300/50-02-02-00-00 Tachometer
Bently Nevada 3300/12 Power Supply -Conformal Coated
Bently Nevada 3300/16-02-01-00-03-00-00 XY/Gap Dual Vibration Monitor
Bently Nevada 3300/35-13-02-02-03-00 Six-Channel Temperature Monitor
Bently Nevada 3300/20-03-01-00-01-00 Dual Thrust Position Monitor
Bently Nevada 3300/20-12-01-02-00-00 Dual Thrust Position Monitor
Bently Nevada 3300/16-02-01-02-01-00-00 XY/Gap Dual Vibration Monitor
Bently Nevada 3300/16-02-01-00-03-00-00 XY/Gap Dual Vibration Monitor
Bently Nevada 3300/25-05-03-05-01-00-02-00 Dual Accelerometer Monitor
Bently Nevada 3300/16-02-01-00-01-00-00 XY/Gap Dual Vibration Monitor
Bently Nevada 3300 6-Position System Chassis
Bently Nevada 1900/27-01-00 Vibration Monitor
Bently Nevada 330180-51-00 5/8 mm Proximitor Sensor
Bently Nevada 330180-91-00 5/8 mm Proximitor Sensor
Bently Nevada 330101-00-08-10-02-05 3300 XL 8mm Proximity Probe
Bently Nevada 330180-90-05 5/8 mm Proximitor Sensor
Bently Nevada 330180-51-05 5/8 mm Proximitor Sensor
Bently Nevada 330180-90-05 5/8 mm Proximitor Sensor
Bently Nevada 330104-00-03-10-01-05 3300 XL 8 mm Probe
Bently Nevada 330105-02-12-05-02-05 3300 XL 8 mm Reverse Mount Probe
Bently Nevada 330130-045-02-05 3300 XL Standard Extension Cable
Bently Nevada 330180-91-05 5/8 mm Proximitor Sensor
Bently Nevada143729-01 Cylinder Pressure I/O Module with Internal Terminations
Bently Nevada TK15 Keyphasor Conditioner and Power Supply
Bently Nevada 330101-00-20-05-11-05 3300 XL 8 mm Proximity Probe
Bently Nevada 330105-02-12-10-12-05 3300 XL 8 mm Reverse Mount Probe, 3/8-24 UNF Threads
GE / Bently Nevada RK4 Rotor Kit Controller Assembly
Bently Nevada 170180-01-05 FieldMonitor External Transducer I/O Module
Bently Nevada 1701/15 FieldMonitor Proximitor Input Monitor for Radial Vibration and Thrust Position
Bently Nevada 170180-02-05 FieldMonitor External Transducer I/O Module
Bently Nevada 170190 Dual Galvanic Isolator
Bently Nevada 330100-90-00 Proximitor Sensor
Bently Nevada 3500/25-02-01-05 Phase marking module
Bently Nevada 3500/33-01-05 16-Channel Control Module
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