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The Era of the "New Trinity" of Industrial Automation Has Arrived
2025-08-30 10:36:24
"Over the next five years, industrial automation will undergo the most profound paradigm shift in 30 years: from a siloed, hierarchical system to a 'new trinity' of platformization, intelligence, and agility."
—McKinsey, "2030 China Smart Manufacturing Outlook"
If you've been around a factory recently, you'll have noticed:
• Production line PLCs are being quietly replaced by "containers within industrial computers";
• Process engineers can perform AI-powered quality inspections with a drag-and-drop approach;
• Changeover time for a production line producing 30,000 units per month has been reduced from 4 hours to 18 minutes.
This isn't science fiction; it's a reality happening right now in the industrial field. This article will take you through the implementation paths of these three key areas in 4 minutes and provide a replicable action list.
I. Platformization: From "Seven Countries, Eight Systems" to "One Platform"
Pain Point Review
– Data Silos: DCS, PLC, MES, and ERP operate independently, with inconsistent APIs.
– Vendor Lock-in: Hardware upgrades require complete overhauls.
Implementation Approach
Unified Data Platform
Using OPC UA FX + MQTT + a graph database, we model the entire "people-machine-material-method-environment" process. Model once and reuse globally.
Microservices Middle Platform
Encapsulate equipment management, quality analysis, and production scheduling into pluggable "Lego" services, supporting containerized, one-click deployment.
Open Ecosystem
Reference Hollysys' XMagital approach: open protocols, open SDKs, and open app stores, making third-party apps as easy to install as apps on your phone.
Field Case Study
After adopting the "platform + microservices" architecture, a leading power battery manufacturer reduced the integration cycle for a new production line from 90 days to 21 days, and reduced the number of spare parts by 40%.
II. Intelligence: AI is embedded in every millisecond of the control loop.
Technology Stack Upgrade
– Edge GPU + Virtualized PLC: Millisecond-level inference, directly replacing traditional PID loops.
– Industrial Large Model: DeepSeek-Industry is pre-trained on 2 billion pieces of process data, solving the challenge of small-sample defect detection.
– Agent Orchestration: Using LangGraph, "visual inspection - parameter adjustment - quality prediction" is integrated into an autonomous agent for 24/7 self-optimization.
ROI Scenarios
• Predictive Maintenance: Bearing failures are detected 7 days in advance, reducing downtime losses by 60%.
• Reinforcement Learning Scheduling: In a multicrystalline photovoltaic slicing plant, the overall line yield increased by 2.3%, resulting in an annual profit increase of 120 million yuan.
III. Agility: Making "production lines iterative like software"
Three Key Initiatives
Virtualized PLC
Containerizing logical control allows a single x86 industrial computer to concurrently run 10 "soft PLCs." Model changes require only a simple image switch. Low-Code/No-Code
Process engineers can generate motion control programs by dragging and dropping flowcharts, reducing code by 80%.
Full Lifecycle Toolchain
From requirements to design, simulation, debugging, and maintenance, all processes are completed online, with OT and IT sharing a common GitOps workflow.
On-site Results
Packaging Machinery Company A: Customer customization requirements were reduced from two weeks to two days, and project gross margins increased by 8 percentage points.
IV. Step Action List for Enterprises
Strategy First: Incorporate "platformization, intelligence, and agility" into the three-year digitalization roadmap, with clear phased KPIs (OEE ↑15%, changeover time ↓50%).
Phase-Based Investment: Start with scenarios with high failure rates and high energy consumption, and convince the board of directors with a 12-month ROI model.
Technology Selection: The base must support OPC UA, containers, MQTT, and Security-by-Design; prioritize suppliers with open ecosystems. Team integration: Bring process, IT, and equipment engineers together in an "agile war room" to iterate applications weekly.
Conclusion
Platformization dismantles silos, intelligence infuses the brain, and agility accelerates the cycle. With these three trends converging, industrial automation is no longer a "cost center" but a "growth engine." Whoever completes the "new trinity" first will seize the initiative in the high-end manufacturing race of the next decade.
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Tags: Industrial automation, Manufaturing, PLC products