Year: 2025

The Innovation of Edge AI is Having a Profound Impact on the Software and Hardware Development Ecosystem

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The Innovation of Edge AI is Having a Profound Impact on the Software and Hardware Development Ecosystem

Article Overview This article introduces how edge AI technology is fundamentally transforming real-time data processing and automation. The article emphasizes the value of edge AI in real-time processing of critical applications, discusses methods for generating edge AI models, including the use of integrated development environments and SaaS platforms, and the application of supervised training in … Read more

Analysis of the Global Printed Circuit Board (PCB) Market Status in 2025

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Analysis of the Global Printed Circuit Board (PCB) Market Status in 2025

Major Listed Companies in the Industry: Pegatron Corporation (002938.SZ), Dongshan Precision (002384.SZ), Shenzhen South China Circuit (002916.SZ), JINGWANG Electronics (603228.SH), Founder Technology (600601.SH), Huadian Technology (002463.SZ), Xingsen Technology (002436.SZ), Shiyun Circuit (603920.SH), etc. The global PCB market size has fluctuated and grown. From 2016 to 2023, the global PCB market size has shown a fluctuating … Read more

Summary of Surgical Robot Companies and Analysis of Industry Status

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Summary of Surgical Robot Companies and Analysis of Industry Status

China Medical Procurement NetworkPublic Service Platform for Medical Device Procurement in China Surgical robots are precision medical devices that have emerged alongside the development of minimally invasive surgery and related foundational technologies. They are used in confined surgical areas to perform precise surgical operations beyond human capabilities. With advantages such as minimal trauma, high precision, … Read more

Pillow-SIMD: The Turbocharged Version of Image Processing!

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Pillow-SIMD: The Turbocharged Version of Image Processing!

▼ Click the card below to follow me ▲ Click the card above to follow me Pillow-SIMD: Let Image Processing Take Off! Python image processing has always been a favorite among many developers. However, if you have used the native Pillow library, you may have found it a bit slow when processing a large number … Read more

A Comprehensive Guide to SIMD Acceleration of Numeric Types in C# (2024)

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A Comprehensive Guide to SIMD Acceleration of Numeric Types in C# (2024)

In modern application development, performance optimization is a core requirement in many scenarios, especially when dealing with large-scale numerical computations. Single Instruction, Multiple Data (SIMD) technology significantly enhances computational efficiency by processing multiple data points in parallel. This article will delve into the fundamental concepts, core types, usage methods, performance benchmarks, and best practices of … Read more

Implementing MTF-CNN-Multihead-Attention Markov Transition Field Convolutional Network for Multi-Feature Classification Prediction in Matlab

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Implementing MTF-CNN-Multihead-Attention Markov Transition Field Convolutional Network for Multi-Feature Classification Prediction in Matlab

✅ Author Bio: A Matlab simulation developer passionate about research, skilled in data processing, modeling simulation, program design, complete code acquisition, paper reproduction, and scientific simulation. 🍎 Previous reviews, follow the personal homepage:Matlab Research Studio 🍊 Personal motto: Investigate things to gain knowledge, complete Matlab code and simulation consultation available via private message. 🔥 Content … Read more

Revolutionizing Elevators: The MULTI System

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Revolutionizing Elevators: The MULTI System

Click the “Practice English Listening“ above to follow me (↑Click above to listen to today’s audio; the audio player now supports pause, fast forward, and rewind functions.) Listening Reference Text ↓↓↓ 1854, the birth of the elevator—this invention changed the way we live. One cabin in one shaft on one rope traveling up and down, … Read more

Analysis of Multi-Strategy Multi-Objective Differential Evolutionary Algorithm with Reinforcement Learning

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Analysis of Multi-Strategy Multi-Objective Differential Evolutionary Algorithm with Reinforcement Learning

Analysis of the Paper Multi-Strategy Multi-Objective Differential Evolutionary Algorithm with Reinforcement Learning 1 Research Background Multi-objective optimization problems (MOPs) are very common and important in practical applications. Due to the inherent conflicts between different objectives, MOPs usually do not have a single optimal solution but rather a set of optimal solutions known as the Pareto … Read more

Getting Started with Embedded STM32: Downloading, Installing, and Registering Keil5 MDK

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Getting Started with Embedded STM32: Downloading, Installing, and Registering Keil5 MDK

Click the blue text above tofollow us 1. Downloading and Installing Keil5 MDK 1. Obtain the installation package Reply with (Keil) to our public account to get the download link⤵️! 2. Install MDK5.41 Right-click to run the file framed in the image as an administrator Fill in the information as desired After the installation is … Read more