The Battle of Open Platforms and Standards in Edge AI (Strategic Game)

The Power Game of Standard Setting Instruction Set Competition： RISC-V Vector Extension：The Andes AX45MPV core achieves INT8 matrix acceleration, outperforming the ARM Cortex-M55 by 40%, with licensing costs only 1/5. ARM Confidential Computing：Introduces Realm Management Extension (RME) to build hardware-isolated secure enclaves, fully adopted by Microsoft Azure Sphere. Middleware Undercover War： Apache TVM Unity：Supports direct … Read more

Edge Artificial Intelligence in Robotics and Smart Devices: The Future is Here

The significant performance enhancement of industrial robots and smart devices will fundamentally change the way we use artificial intelligence at the edge, as well as our understanding of cloud and data centers. Image Source: Gorodenkoff / Shutterstock Humanoid robots, smart devices, and autonomous driving are often considered lucrative business cases in the edge domain. However, … Read more

Edge AI and Lightweight Technologies: Reconstructing the Last Mile of Artificial Intelligence

Edge AI achieves a closed loop of data “generation-processing-decision” by bringing intelligent computing down to terminal devices, while lightweight technologies become the core means to break through the bottlenecks of computing power, power consumption, and latency. This article systematically analyzes three major technical paths: model compression, hardware acceleration, and software-hardware collaboration, validating the effectiveness of … Read more

Java Edge AI Inference: Deploying TensorFlow Lite on Raspberry Pi

Click the blue text to follow us Java Edge AI Inference: Deploying TensorFlow Lite on Raspberry Pi To be honest, when I first encountered edge AI, I completely went in the wrong direction. I thought that simply shrinking the model would allow it to run, but I ended up hitting a lot of pitfalls. At … Read more

Emerging Edge AI Strategy: Yuntian Lifei Welcomes the ‘Davis Double-Click’

On February 28, leading edge AI company Yuntian Lifei (688343) released its 2024 annual performance report. The report shows that in 2024, it achieved a total revenue of 918 million yuan, a year-on-year increase of 81%. This strong revenue growth is mainly due to the increase in income from intelligent operation services and sales of … Read more

New Trends in Wireless Sensor Networks: Cloud-Based Node Communication Management

Abstract: The market opportunities for the Internet of Things (IoT) are undoubtedly vast, with specific verticals revealing valuable points of integration with IoT. Wireless sensor networks play a crucial role in the IoT landscape as they manage the lifeblood of data, and transitioning the node communication management of these networks to the cloud represents a … Read more

Teaching and Learning of Wireless Sensor Networks (Syllabus)

Teaching Syllabus for “Principles and Applications of Wireless Sensor Network Technology” Course Name: Wireless Sensor Networks Class Hours/Credits: 40/2.5 Prerequisites: Analog Circuits, Computer Networks, Communication Principles, Operating Systems, Microcomputer Principles and Interface Technology, C Programming Language Applicable Major: Internet of Things Engineering Does it include in-class experiments: Yes 1. Course Nature and Tasks (Tasks to … Read more

Detection of Holes and Boundary Nodes in Wireless Sensor Networks (WSN) – Matlab Implementation

Click the top left corner to follow us Gift to Readers In the wonderful world of coding research, we can gain many unique insights. From the perspective of algorithm optimization, it is like carefully polishing a piece of art; each refinement of the code and improvement of the algorithm is akin to removing impurities, making … Read more

Smart Home Innovators: San Yi Niao Connects with Consumer Demand through Scenario Solutions

Original by Internet Analysis Salon (techxue)Author ｜ Xi HaiEditor ｜ Qi XiFrom the Shanghai Auto Show to AWE2023, wherever there are large events, crowds can be seen, and the long-lost vibrancy has returned. Data shows that social consumption has rebounded strongly, with a year-on-year growth of 5.8% in the first quarter and 10.6% in March, … Read more

The Disdained Smart Home Devices: A Journey to Second-Hand Markets

This article is reprinted with permission fromShenran (ID: shenrancaijing)Author | Jin Yufan Editor | Wei JiaThe Double Eleven shopping festival of 2022 has come to an end, and one category has taken a roller coaster ride: smart home devices.On the first night of the Double Eleven promotion, several smart home brands announced their sales champions. … Read more