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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A6370D/DP 1 Channel Overspeed Protection Card
A6370D Channel overspeed protection card
A6500-FR Front Termination Rack
A6500-RR Redundant Relay Rack
A6500-SR System Rack
A6500-CC-P Package A6500-CC & A6500-PE
A6500-PE Prediction Extension License
A6500-CC System Communication Card
A6500-RC System Relay Card
A6500-UM Universal Measurement Card, Spee
P70530-SDN DC Microstepping Driver
P70530-PNN DC drive
P70360-SDN AC High Performance Microstep Driver
P70360-PNN Microstep AC Drive
S21260-VTS server Driver
S21260-SRS High performance servo drive
S20630-VTS server Driver
S20630-SRS server Driver
S20360-VTS-021 driver
S20360-VTS server Driver
S20360-SRS Brushless Servo Driver
S20360-CNS Node Servo Driver
S20350-VTS S200 Brushless Driver
S20350-CNS Node Servo Driver
S20330-VTS server Driver
S20260-VTS Industry produces sophisticated drive units
S20330-CNS-020 motion control technology
S20260-SRS Kollmorgen Servo Drives
S20260-CNS Node Servo Driver
S20250-VTS S200 Servo Drive
S20250-CNS Full digital servo driver
CR20560 AC drive controller
CR10661 10 amp drive amplifier
CR10561 Digital Driver Amplifier
CR10560 Servostar Series Amplifiers
CR10551 servo amplifier
CR10251 Servostar CD Drive Amplifier
CR10251 Servostar CD Drive Amplifier
CR10250 Industrial Drive Controller
CR06703 High Performance Servo Amplifier
CR06703-R drive amplifier
CR06561-MZ servo amplifier
CR06560 server Driver
CR06550 Precision Industrial Motor Drivers
CR06502 Industrial Motor Driver
CR06250 servo amplifier
CR06260 servo amplifier
CR06250 SEVOSTAR CD Amplifier
CR06200-000000 servo amplifier
CR03302 servo amplifier
CR03250 Servo Motor Driver Amplifier
CR03200-000000 compact drive
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