FPGA Technology Reshapes Edge AI: Low-Power Optimization Ignites the Real-Time Revolution in Smart Devices

FPGA Technology Reshapes Edge AI: Low-Power Optimization Ignites the Real-Time Revolution in Smart Devices

How FPGA Technology Ignites the Low-Power Revolution in Edge AI? 90% of smart devices still rely on cloud processing for data, and the power consumption bottleneck of local AI inference is becoming the biggest obstacle to the implementation of edge computing. However, a quiet revolution is underway—FPGA, with its dynamically reconfigurable circuits and parallel computing … Read more

The Rise of Edge AI: When Models Run on Smartphones

The Rise of Edge AI: When Models Run on Smartphones

Your next supercomputer doesn’t have to be a computer—it’s right in your pocket. In 2023, a PhD student from Stanford University completed an impressive demonstration in a crowded subway: without any internet connection, using a regular smartphone, they translated an English speech into Chinese in real-time with an accuracy of up to 98%. Behind this … Read more

In-Depth Analysis of the 2025 FPGA Competition Topic 2: How FPGA Solves the Challenges of Real-Time Performance and Accuracy in Industrial Inspection

In-Depth Analysis of the 2025 FPGA Competition Topic 2: How FPGA Solves the Challenges of Real-Time Performance and Accuracy in Industrial Inspection

Click the blue text Follow us Pengye Jiatu Technology September 19, 2025 Issue 4: In-Depth Analysis of the 2025 FPGA Competition Topic 2 Analysis Hello everyone, we are Pengye Jiatu Technology~ In this issue, we will bring you an analysis of the 2025 FPGA Innovation Design Competition Topic 2, with over 7000 words of detailed … Read more

Detailed Explanation of Socket Communication Between MATLAB and Python

Detailed Explanation of Socket Communication Between MATLAB and Python

Detailed Explanation of Socket Communication Between MATLAB and Python 1. Introduction In modern scientific research and engineering applications, both MATLAB and Python are extremely important programming tools. MATLAB has strong advantages in numerical computation, signal processing, and control system design, while Python excels in machine learning, data analysis, and general programming. In practical projects, we … Read more

What is Edge Intelligence

What is Edge Intelligence

In today’s digital age, the deep integration of Artificial Intelligence (AI) and Edge Computing is leading a technological revolution. Among these, Edge Intelligence is gradually becoming the core engine driving digital transformation across various industries. In simple terms, Edge Intelligence refers to deploying AI algorithms and models on edge devices close to the data source, … Read more

A Comprehensive Guide to DSP Chips (Must-Read)

A Comprehensive Guide to DSP Chips (Must-Read)

Source: Dongxing Securities DSP stands for Digital Signal Processing technology, and DSP chips refer to chips capable of implementing digital signal processing technology. DSP chips are a type of fast and powerful microprocessor, uniquely designed to process data instantly. The internal structure of DSP chips employs a Harvard architecture that separates program and data, featuring … Read more

High-Performance Real-Time Signal Processing Platform Based on Virtex-7 FPGA

High-Performance Real-Time Signal Processing Platform Based on Virtex-7 FPGA

Board Overview TES605 is a high-performance real-time signal processing platform based on the Virtex-7 FPGA. This platform utilizes a TI KeyStone series multi-core DSP TMS320C6678 as the main processing unit and a Xilinx Virtex-7 series FPGA XC7VX690T as the co-processing unit. It features two FMC sub-card interfaces, with various processing nodes interconnected via a high-speed … Read more

Exploring GIS + IoT Application Scenarios: MapGIS IoT Real-Time Big Data Solutions

Smartphones, smartwatches, smart speakers, facial recognition cameras, smart connected vehicles… We live in a world surrounded by smart hardware. The rise of smart cities, smart transportation, smart homes, smart security, smart retail, and smart manufacturing has ushered us into an era of interconnected intelligence, where the boundaries between the digital world and the physical world … Read more

ARM’s First 64-bit Cortex-R82 Real-Time Processor

ARM's First 64-bit Cortex-R82 Real-Time Processor

Arm is known for its Cortex series processors in mobile devices, but the mainstream Cortex-A series CPUs are not the only CPUs offered by the company. Arm also provides the Cortex-R series “real-time” processors for high-performance real-time applications. The last time we discussed the Cortex-R products was with the R8 released in 2016, when the … Read more

Overview of ARM Cortex-R Series

Overview of ARM Cortex-R Series

As we all know, ARM Cortex includes three types of processors: (1) the Cortex-M series, which is designed for embedded systems and microcontrollers, used in IoT devices, sensors, and consumer electronics; (2) the Cortex-A series, which offers high performance and multi-core processing capabilities to support complex operating systems, used in smartphones, tablets, and high-end embedded … Read more