Fault Tolerance Method for Industrial IoT Edge Computing Based on Sparse Graph Attention

Fault Tolerance Method for Industrial IoT Edge Computing Based on Sparse Graph Attention

To address the issue of node overload and even failure due to resource constraints in the Industrial Internet of Things (IIoT) edge computing environment, the author proposes a fault tolerance method based on edge intelligence called SGAT-GAN (Sparse Graph Attention-based Generative Adversarial Network). This method integrates a fault prediction mechanism and utilizes Fault Embedding Encoder … Read more

Breaking the Impossible Triangle of AI Hardware: Plug and Play’s RM-01 Shines at China 2025 GEW

Breaking the Impossible Triangle of AI Hardware: Plug and Play's RM-01 Shines at China 2025 GEW

  Plug and Play China’s 2025 (19th) Startup Week and Global Entrepreneurship Week China (GEW) opened in Shanghai. This year’s conference focuses on the implementation models of artificial intelligence in real business scenarios and sustainable commercialization paths. Senior experts from research institutions, government and enterprise executives, startups, and investment institutions shared in-depth insights on large model … Read more

Don’t Just Use MQTT for Sensor Data! 5 Innovative Applications in Industrial Settings, the 4th Even Gets Praise from Siemens Engineers!

Don't Just Use MQTT for Sensor Data! 5 Innovative Applications in Industrial Settings, the 4th Even Gets Praise from Siemens Engineers!

Introduction: MQTT ≠ “Lightweight Toy”, It is the “Invisible Framework” of Industry 4.0 Many people still have the impression of MQTT as: “Small devices → Cloud, send temperature and humidity, QoS=0, if lost, it’s lost…” —— That is the consumer IoT usage.In industrial settings, MQTT has evolved into: a high-reliability, low-latency, event-driven, semantically rich “Industrial-grade … Read more

How to Implement 6TOPS Computing Power of RK3588: Baile Technology’s AXMxy BL450 Explains!

How to Implement 6TOPS Computing Power of RK3588: Baile Technology's AXMxy BL450 Explains!

In recent years, whenever the topics of “AI edge inference”, “industrial vision”, and “local large models” come up, you must have heard the name RK3588. Its reputation is simple: 6TOPS computing power + strong video encoding/decoding + multiple interfaces, which can almost cover all scenarios of edge AI. The Baile Technology BL450 is an industrial-grade … Read more

800V HVDC and Future Computing: The Ultimate Vision of Edge AI and Quantum Fusion

800V HVDC and Future Computing: The Ultimate Vision of Edge AI and Quantum Fusion

“ The value of 800V HVDC far exceeds that of current AI data centers; it may serve as the foundation for edge computing and the quantum era. This article explores how it will reshape the future computing landscape from a technological evolution perspective.” 01 — Power Supply Revolution in Edge Computing Traditional edge nodes are … Read more

Why Have Edge Computing Boxes ‘Fallen Silent’?

Why Have Edge Computing Boxes 'Fallen Silent'?

Last time we returned: After the operators’ rectification, five PCDN questions from readers! The fifth one is a pitfall for almost everyone. Once upon a time, edge computing boxes were hailed as the “nervous system of intelligent everything,” a star in the industry’s digital transformation. However, observant practitioners have noticed that the once-boisterous market sounds, … Read more

RISC-V AI Chip Company Esperanto Files for Bankruptcy

RISC-V AI Chip Company Esperanto Files for Bankruptcy

On November 20, according to EETimes, the open-source AI hardware and software startup Ainekko acquired the intellectual property and some assets of the RISC-V AI chip startup Esperanto Technologies in October this year, including its chip designs, software tools, and development frameworks. Ainekko plans to open-source Esperanto’s production-grade RISC-V architecture multi-core chips, including RTL code, … Read more

MarketsandMarkets FPGA Industry Report: Insights into the FPGA Market from 2026 to 2030

MarketsandMarkets FPGA Industry Report: Insights into the FPGA Market from 2026 to 2030

In October 2025, the globally recognized market research and business insights consulting firm MarketsandMarkets released the Field-Programmable Gate Array (FPGA) Market Size, Share & Trends (Report Code: SE 3058). The following content is organized by ALINX, a leading FPGA development board and solution provider in China. FPGA Market Overview A Field-Programmable Gate Array (FPGA) is … Read more

Zhouyi X3 NPU Precisely Solves the Challenges of Running Large AI Models on Edge Devices

Zhouyi X3 NPU Precisely Solves the Challenges of Running Large AI Models on Edge Devices

Editor’s Note: On November 13, 2025, Arm China launched the “Zhouyi” X3 NPU IP product. As the first major product born under the “All in AI” product strategy, it boasts impressive performance metrics: 8-80 FP8 TFLOPS, single-core bandwidth of 256GB/s, prefill computing utilization rate of 72%, and decode effective bandwidth utilization rate exceeding 100%, enabling … Read more

Arm Technology Launches Zhouyi X3 NPU: A New Era of Edge Model Inference with 80 FP8 TFLOPS, Compass AI Facilitates Integrated Hardware and Software

Arm Technology Launches Zhouyi X3 NPU: A New Era of Edge Model Inference with 80 FP8 TFLOPS, Compass AI Facilitates Integrated Hardware and Software

Arm Technology held a product launch conference in Shanghai, officially introducing the new generation “Zhouyi” X3 NPU. This is the first heavyweight product under its Arm China “All in AI” strategy, targeting four major fields: infrastructure, smart vehicles, mobile terminals, and smart IoT, aiming to provide efficient large model inference and multi-scenario AI acceleration capabilities … Read more