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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MTS30M4-38C SEM SERVO MOTORS DC servo motor
TRICONEX 4351A Communication Module (TCM)
TRICONEX 3008 Main processor module 3008N
TRICONEX 8312 Main/Expansion/RXM 8312N2
TRICONEX 8311 8311N Main/Expansion/RXM Power Modules 8311N2
TRICONEX 3504E TMR, DI 64-Point Digital Input Modules
TRICONEX 3564 24 VDC 64-Point Digital Input Modules
TRICONEX 8310N2 Power module
TRICONEX 8310 120 Main/Expansion/RXM 120 VAC/VDC Power Modules
TRICONEX 8105 Blank I/O Slot Panel
Triconex 8112 Remote Expansion Chassis, High-Density Configuration
TRICONEX 8121 Expansion Chassis, Enhanced Low-Density Configuration
Triconex 8111 Expansion Chassis, High-Density Configuration
TRICONEX 8110 Main Chassis High-Density Configuration
Triconex 3505E TMR, Low Threshold 24 VDC Digital Input Modules
TR104-EX ABB Temperature measuring sensor
TRICONEX 3503E TMR with Self-Test 24 VAC/VDC Digital Input Modules
Triconex 3502E TMR with Self-Test 48 VAC/VDC Digital Input Modules
TRICONEX 3501E/3501T TMR 115 VAC/VDC Digital Input Modules
PFTL101A 2.0KN 3BSE004172R1 Load cell
REUTER-STOKES RS-FS-9001 362A1052P104 Flame detector
GE RS-FS-9001 362A1052P001 Flame detector
8521-LC-MT GE Logical controller pac8000
ALSTOM DFI-150-0003 Limelight diagnostic board
ABB NPBU-42C Fiber distribution unit
S70601-SE KOLLMORGEN Servo driver
WOODWARD EGCP-2 8406-121 microprocessor
ACC-24E2A Delta Tau UMAC Turbo 2-Axis Analog Servo Interface
ACC-24E2S DELTA TAU Expansion Board
ACC-36E DELTA TAU Channel 12-Bit A/D Converter Board
ACC-51E Delta Tau UMAC 4096 Interpolator Accessory Card
GE IC754VSF12CTD 12 inch Fast panel controls and views
TRICONEX 3505E Analog Output Module TRICON 3505E
TRICONEX 3506X High density digital input module TRICON 3506X
TRICONEX 3601E Output Module Digital TRICON 3601E
TRICONEX 3601T Digital Output module TRICON 3601T
TRICONEX 3603T Digital Output module TRICON 3603T
TRICONEX 3604E Digital Output Module 24VDC 16 point TMR TRICON 3604E
TRICONEX 3617E Digital Input Module TRICON 3617E
TRICONEX 3700A Analog input module TRICON 3700A
TRICONEX 3625A Digital Input module TRICON 3625A
TRICONEX 3721N Analog input module TRICON 3721N
TRICONEX 3825X Analog input module TRICON 3825X
TRICONEX 4355X Communication module TRICON 4355X
TRICONEX 8120E Main Box TRICON 8120E
TRICONEX 8311N High-density power module TRICON 8311N
TRICONEX 9561-810 Terminal Base Module TRICON 9561-810
TRICONEX AI6700 Analog input module TRICON AI6700
TRICONEX 9566-810 Terminal Base Module TRICON 9566-810
TRICONEX DI2301 Analog input module TRICON DI2301
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