Introduction With the rapid development of industrial automation and intelligent manufacturing, image processing has become a key technology in applications such as quality inspection, defect detection, and machine vision. Traditional CPU-based processing is often not sufficient for handling large volumes of image data in real time. This is where GPUs (Graphics Processing Units) play a critical role.

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The Critical Role of Predictive Maintenance in Industrial AI

2026-04-21

Predictive Maintenance is no longer experimental—it's the new industrial standard. Here's how Edge AI and smart gateways are turning raw data into self-optimizing operations

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T113-i vs i.MX6ULL: How to Choose the Right Industrial Edge Computer

2026-04-16

When selecting an industrial edge computer, the decision goes beyond CPU specifications. Engineers must evaluate performance, reliability, lifecycle, and how well the platform fits their specific application scenarios. A common question arises: Should you choose a cost-effective multimedia processor or a highly reliable industrial-grade solution?

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RK3576 Deep Dive: 6 TOPS NPU Meets Unbeatable Cost-Performance in AIoT

2026-04-14

RK3576 delivers the perfect balance of performance and cost for AIoT, combining an 8-core CPU, 6 TOPS NPU, and rich I/O to handle most edge AI applications efficiently.

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DDR4 vs LPDDR4X: How to Choose Memory for Industrial ARM Edge Controllers

2026-04-10

DDR4 and LPDDR4X are not a simple case of “which is better,” but rather two different technical paths tailored to different application scenarios: DDR4 = Stability + Low Latency + Strong Control Capability LPDDR4X = Low Power + High Bandwidth + High Integration

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IEC 61131-3 vs IEC 61499: The Evolution from Traditional PLC to Distributed Industrial Automation

2026-04-08

IEC 61131-3 defined the era of traditional PLCs, while IEC 61499 is leading industrial automation toward a more open and distributed future.

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CAN vs CAN FD: A Key Step in Industrial Communication Upgrade

2026-04-03

CAN FD enhances CAN with faster speeds and larger data frames, enabling more efficient, real-time communication and better integration with modern industrial and cloud systems.

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DDR4 vs DDR5 on ARM Edge Controllers: Read/Write Speed Differences and Real-World Value

2026-03-31

In the age of industrial edge computing, DDR5 is not just faster memory — it is a key infrastructure that propels ARM controllers toward AI and high-performance applications.

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