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
DS200TCEBG1BAA General Electric
DS200TCEBG1B public circuit card
DS200TCEBG1ACD terminal expander
DS200TCEBG1ABC general purpose circuit board
DS200TCEBG1A general purpose circuit EOS card
DS200TCEAG2BTF Mainboard of the I/O module
DS200TCEAG2B overspeed plate emergency card
DS200TCEAG1BTF board emergency overspeed
DS200TCEAG1BJE board emergency overspeed
DS200TCEAG1B Emergency speeding card
DS200TCEAG1A emergency overdrive plate
DS200TCDAH1BJE digital input/output
DS200TCDAH1BHE I/O board DS200 series
DS200TCDAH1BHD digital I/O board DS200 series
DS200TCDAH1BGD digital I/O board
DS200TCDAH1B Input/output module
DS200TCDAG2B digital I/O board
DS200TCDAG1BDB General Electric module
DS200TCDAG1BCB Digital I/O
DS200TCDAG1B digital input/output
DS200TCDAG1ADA digital I/O board
DS200TCDAG1ACA digital I/O board
DS200TCDAG1A digital I/O board
DS200TCCBG8BED turbine expansion analog board
DS200TCCBG8B Universal extended analog I/O board
DS200TCCBG3BED analog drive system
DS200TCCBG3BDC Analog drive system
DS200TCCBG3BCB analog board Mark V
DS200TCCBG3B expansion card simulates I/O
DS200TCCBG3A Analog expansion card
DS200TCCBG2A I/O expander
DS200TCCBG1B Analog I/O expansion card
DS200TCCBG1ALD extended analog I/O card
DS200TCCBG1A extended analog I/O card
DS200TCCAG2B turbine module
DS200TCCAG2A Input output module
DS200TCCAG1BAA Turbine I/O
DS200TCCAG1B I/O analog card
DS200TBSAG1A Drive system sensor card
DS200TBQGG1A Turbine terminal card
DS200TBQEG1B
DS200TBQDG1AFF Controller module
DS200TBQDG1A Expansion terminal board
DS200TBQDG1AEE Analog terminal board
DS200TBQDG1ACC General Electric printed circuit board
DS200TBQDG1A Terminal card
DS200TBQCG1B Analog terminal board
DS200TBQCG1ABB Input/output terminal module
DS200TBQCG1AAA Simulate the input terminal module
DS200TBQCG1A Input output module
DS200TBQBG1A Analog I/O terminal board
DS200TBQBG1ACB simulated I/O module
DS200TBQAG1ABB Couple input module
DS200TBQAG1A Terminal board GE MARK V
DS200TBPXG1A Turbine PC module
DS200TBPAG1A Circuit board
DS200TBCBG1A I/O terminal board
DS200TBCBG1AAA Analog card
DS200TBCAG2AAB Terminal emulation card
DS200TCDAG2B digital I/O board
DS200TCDAH1B I/O module
DS200TCDAG1B digital I/O card
DS200TCDAG1A digital I/O board
DS200TCCBG3B expansion card simulates I/O
DS200TCCBG8B turbine control system module
DS200TCCBG3A analog expansion card
DS200TCCBG2A analog card I/O expander
DS200TCCBG1B analog I/O expansion card
DS200TCCBG1A extended analog I/O card
DS200TCCAG2B turbine simulation plate
DS200TCCAG2A analog control panel
DS200TCCAG1B I/O analog card
DS200TCCAG1A input/output analog board
DS200TBSAG1A drive sensor card
DS200TBQGG1A Turbine terminal card
DS200TBQEG1B simulation module
DS200TBQDG1ACC Ge extended analog terminal board
Reviews
There are no reviews yet.