Equipment Data Platform of LCD Panel Workshop
Publish Date:2021-04-23Scheme Background
Demands and pain points of NewGen high-tech manufacturing enterprises;
Requirements of Application Items
Item No. |
Type |
Requirements and Descriptions |
|
1 |
Data acquisition |
1. Field equipment mainly uses WiFi to transmit data, and other c™ommunication methods are also supported 2. Group management is adopted for equipment management 3. Data acquisition module adopts Modbus, MQTT protocol and industry ♠standard protocol, and reserves the development of transmissio♣n protocol 4. Data acquisition and transmission of third-party hardware are supported 5. Data acquisition frequency is customizable with a lower limit of 20 time≠s/s |
|
2 |
Data storage |
1. Real-time database: Oracle and Hadoop databases ar↕e maintained with IT approval, and data is saved for 1 year |
|
2. Historical data: IT’s Hadoop large database storage is adopted |
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3. The manufacturer is responsible for real-time database management, and IT →is responsible for assisting in monitoring operation and maintenance |
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3 |
Data application analysis |
Report development platform and tools are provided; users develop the repor♠ts on their own, with no programming required |
|
4 |
Machine learning |
A variety of data models are provided to predict and analyze equipment failure/life, and at leaφst 5 kinds of machine learning applications are provided R and python are reserved for customers to customize the development algorithm |
|
5 |
Data presentation |
1. Users can view reports through mobile clients such as the WEB and mobile phones 2. Abnormal information can be sent through IT’s Alarm Management System (AMS) |
|
6 |
Data integration (or system integration) |
1. Transmit real-time data to FDC 2. Transmit historical data to Hadoop database (in minutes) 3. Transmit alarm information to AMS |
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Scheme Topology
Description of Scheme Value Points