Solving Composite Problems in One Inference: The MeteoRA Architecture for Scalable Integration of Knowledge Modules in MoE-based Large Language Models

Solving Composite Problems in One Inference: The MeteoRA Architecture for Scalable Integration of Knowledge Modules in MoE-based Large Language Models

The AIxiv column is a section published by Machine Heart that features academic and technical content. Over the past few years, the AIxiv column has reported on more than 2000 pieces of content, covering top laboratories from major universities and companies worldwide, effectively promoting academic exchange and dissemination. If you have excellent work to share, … Read more

What Are the Future Challenges of Edge AI and Robotics According to NVIDIA?

What Are the Future Challenges of Edge AI and Robotics According to NVIDIA?

This article is based on a lecture from NVIDIA GTC2024: I am discussing what will happen in the future. However, todayโ€™s talk will focus heavily on the practical challenges and the emerging trends that we believe can help address the challenges in artificial intelligence and robotics. But before looking to the future, it is important … Read more

The Evolution from AIoT to Edge AI

The Evolution from AIoT to Edge AI

The migration of AI, including generative AI, to edge devices has raised widespread questions: If cloud or data centers already possess excellent AI inference capabilities that far exceed those of edge devices, why do we still need to deploy edge or on-device AI? Until we realized that automotive ADAS/AD decision-making must prioritize real-time performance; otherwise, … Read more

Why MCU Manufacturers Are Accelerating Their Layout in Edge AI?

Why MCU Manufacturers Are Accelerating Their Layout in Edge AI?

Smart homes, industrial IoT, wearable devices, and smart surveillance are currently hot topics of interest. Enhancing the AI processing capabilities of edge computing will significantly improve the intelligence level of terminal devices. In this context, edge AI has entered a fast track of development in recent years. The MCU is the most widely used processor … Read more

Task Allocation Strategies in Wireless Sensor Networks Based on Heterogeneous Clusters: Matlab Code

Task Allocation Strategies in Wireless Sensor Networks Based on Heterogeneous Clusters: Matlab Code

โœ… Author Profile: A research enthusiast and Matlab simulation developer, skilled in data processing, modeling simulation, program design, complete code acquisition, paper reproduction, and scientific simulation. ๐ŸŽ Previous reviews, follow the personal homepage:Matlab Research Studio ๐ŸŠ Personal motto: Investigate to gain knowledge, complete Matlab code and simulation consultation available via private message. Intelligent Optimization Algorithms … Read more

Application of Intelligent Optimization Algorithms: Deployment of Wireless Sensor Network Nodes (WSN)

Application of Intelligent Optimization Algorithms: Deployment of Wireless Sensor Network Nodes (WSN)

In Wireless Sensor Networks (WSN), sensors rely on battery power, which is limited in usage time, making energy-saving and coverage protocols crucial. The node deployment model plays a key role in the efficient operation of the network, and today we will introduce the key points of this model. 1. Sensor Detection Model The probability of … Read more

PLC Industrial IoT: Intelligent Networking of Sensor Networks Achieving 100% Data Collection Coverage!

PLC Industrial IoT: Intelligent Networking of Sensor Networks Achieving 100% Data Collection Coverage!

PLC Industrial IoT: Intelligent Networking of Sensor Networks Achieving 100% Data Collection Coverage! ๐Ÿ“– Estimated reading time: 5 minutes > This article will provide you with a detailed explanation of the complete solution for intelligent networking of PLC sensor networks, helping you achieve full data collection coverage! > – Have you encountered issues with unstable … Read more

Z-SEP Routing Protocol for Wireless Sensor Networks and Its Comparison

Z-SEP Routing Protocol for Wireless Sensor Networks and Its Comparison

Z-SEP Routing Protocol Conducting research involves a profound system of thought, requiring researchers to be logical, meticulous, and earnest. However, effort alone is not sufficient; often leveraging resources is more important than sheer hard work. Additionally, one must have innovative and inspirational points of view. Readers are advised to browse through the content in order … Read more

Is Silence the Key? Don’t Make Me Educate Smart Homes Again

Is Silence the Key? Don't Make Me Educate Smart Homes Again

After a 90-minute workout, is that the most exhausting moment for Liu Genghong’s girls? No, itโ€™s far from over. The hot and humid living room needs timely ventilation, which means opening windows or finding a dehumidifier, air purifier, or air conditioner, and pressing the start button for each. If smart appliances were installed at home, … Read more

Analysis of Smart Home Design and Installation Solutions

Analysis of Smart Home Design and Installation Solutions

If architecture is frozen music, then a perfect smart home automation control system is the exquisite note in this melody. It is not merely a tool for basic indoor security, lighting, and heating, but a practical work of art in building decoration, a unity of automation technology and architectural art. It fully utilizes the combination … Read more