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
PM825 3BSE010796R1 ABB S800 Processor
S20330-SRS KOLLMORGEN SERIES SERVO DRIVE
VMIVME-5565-110000 VMIC Reflective Memory Node Card
5SHX2645L0002 3HB012961R0001 ABB IGCT module
140ACO02000 Schneider ANALOG OUTPUT MODULE
216EA61b HESG324015R1 KHESG324258R3I HESG448230R1 ABB Card module
1753-L32BBBM-8A Allen-Bradley Industrial controller
1756-L73XT Allen-Bradley Processor Module
3636R TRICONEX Relay Output Module
3721 TRICONEX Analog Input Module
05701-A-0302 HONEYWELL Single Channel Control Card Catalytic
AI810 3BSE008516R1 ABB Analog Input
DSAO120A 3BSE018293R1 ABB Analog Output Board
CI840A 3BSE041882R1 ABB Profibus DP-V1 Communication Interface
DO820 3BSE008514R1 ABB Digital Output
DS200TCEAG1ACB GE Processor module
DS200TCEAG1BNE DS215TCEAG1BZZ01A GE Emergency Over Speed Board
DVSC-TT-14C-09 DOOSAN Driver module
DSBC176 3BSE019216R1 ABB Bus Extender Board
IC695PSA040 GE power supply
FC-QPP-0002 HONEYWELL Quad Processor
IC698CRE040-HN GE Processor module
IC698PSA100 GE power supply module
IC698CRE030-EE GE Pentium-M redundancy CPU
IS220PAICH2A 336A4940CSP11 GE analog input/output module
PFSK164 3BSE021180R1 ABB Circuit board card
PM864 3BSE018161R1 ABB Processor Unit
PPC380AE01 HIEE300885R0001 ABB Digital input card
SM811K01 32SE018173R1 ABB Safety CPU module
SSA-G1018-0652 Enterasys Network Switch
T9481 ICS TRIPLEX Analog output module
UBC717BE101 ABB Main board
ACU-01B 3HNA024871-00102 ABB Robot controller unit
1785-L40C Allen-Bradley processor module
5301-MBP-DFCM PROSOFT Modbus Plus to DF1 master/slave gateway
3500/22M 288055-01 Bently Nevada Transient Data Interface Module
DS200ADPBG1ABB GE
DS200CPCAG1ABB GE
DS200CTBAG1ADD GE
DS200DPCBG1AAA GE
DS200DSPCH1ADA GE
DS200IIBDG1A GE
DS200KLDBG1ABC GE
DS200LDCCH1ANA GE
A06B-6120-H075 GE power-supply module
DS200PCCAG1ABB GE
DS200RTBAG2AFB GE
DS200SDCCG1AEC GE
DS200SDCIG2AHB GE
DS200SLCCG1ACC GE
DS200TBQCG1AAA GE
DS200SLCCG1AEE GE
Reviews
There are no reviews yet.