With the increasing popularity of intelligent manufacturing and MES systems, many cutting-edge manufacturing enterprises have put forward higher requirements for MES. They do not meet the traditional MES system's model of document flow and manual recording, and hope that MES can be more "automated" and "intelligent" at the software level.
Model driven and low code are two emerging solutions: model driven takes production business models as the core, and by defining data structures, business logic, and business trigger rules, MES can automatically generate tasks or drive production business operations; Low code can quickly and conveniently meet customers' constantly changing business needs by building applications through visual interfaces and a small amount of code.
The MES system based on low code and model driven is an intelligent production management tool that integrates lightweight development and structured modeling. Its core lies in replacing "coding" with "configuration" to achieve automated flow of business logic and data through "model driven". Its typical features are as follows:
1、 Core positioning: Agile adaptation to manufacturing scenarios
No need for heavy coding: MES functions (such as work order management and equipment monitoring) can be built through visual component dragging and parameter configuration, improving development efficiency by more than 50% compared to traditional methods.
Model based core engine: Establish standardized models based on production processes, process rules, equipment parameters, etc. The system automatically generates business logic based on the models and adapts to dynamic requirements in the manufacturing process (such as production changes and process adjustments).
2、 Key abilities: efficient, flexible, real-time
（1）. Quickly build and iterate
Provide prefabricated modules such as production kanban, work order form, equipment ledger, etc., supporting "ready to use".
Support business personnel to independently modify processes (such as the handling path of non-conforming products in quality inspection) without the need for IT personnel intervention.
（2）. Model driven business automation
Data model: Unify the attributes and relationships of materials, equipment, processes, and other objects (such as binding material batches to production processes), and automatically generate data reports.
Process model: The production process sequence is configured through a process diagram, and the model driven engine automatically verifies process compliance (such as not being able to be stored without quality inspection).
（3）. Real time data integration and response
Low code configuration of OPC UA, Modbus and other interfaces, real-time collection of device data (such as machine speed, temperature), and generation of warning rules through model driven (automatic alarm for exceeding threshold).
Support real-time kanban visualization, such as dynamic refresh of production line OEE, yield rate and other indicators, with data latency controlled within seconds.
3、 Typical form: Lightweight platform+Industry model library
Platform architecture: includes a low code development engine (form/process designer), a model driven engine (parsing business models), and a real-time data middleware (integrating device/production data).
Industry Implementation: Process model libraries for industries such as complete vehicles, automotive parts, tires, and equipment manufacturing can be directly accessed by enterprises and personalized requirements can be extended through low code (such as special quality inspection items).
Through the combination of low code and model driven, MES systems are transitioning from "customized development" to "agile configuration", especially suitable for the production mode requirements of multi variety, small batch, and fast iteration in intelligent manufacturing scenarios. Enterprises can choose suitable low code platforms and model driven frameworks based on their own process complexity and IT capabilities, gradually achieving the flexible upgrade of MES.
ZQSOFT has been deeply engaged in the manufacturing field for more than 20 years, and has accumulated rich implementation experience in this field. It can provide customers with suitable solutions based on industry characteristics and actual performance application scenarios. ZQSOFT can rely on its professional technical team and mature product system to meet the diversified information needs of enterprises and help enterprises move forward steadily on the road of intelligent transformation.
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Intelligent manufacturing, as the key to industrial upgrading, has become an important engine for promoting industry development and enhancing enterprise competitiveness. In this context, ZQSOFT continues to provide customers with leading Internet of Things technology, intelligent manufacturing solutions, MES/MOM/APS systems, etc. with its profound technology accumulation and rich industry experience.
As a technology leader in the industry, ZQSOFT has continuously promoted the deep integration of digital transformation and intelligent manufacturing, and is committed to providing the most competitive solutions for the global manufacturing industry. We will continue to uphold the core concept of "innovation driven, intelligent manufacturing", helping customers stand out in fierce market competition and stay at the forefront of industry development.
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