Research on Development Strategies for Edge AI-Based Smart Home Devices

Research on Development Strategies for Edge AI-Based Smart Home Devices

연구 분야: Cryptography

학회: DEAI '25: Proceedings of the 2nd Guangdong-Hong Kong-Macao Greater Bay Area International Conference on Digital Economy and Artificial Intelligence

In today's information era, the rapid development of IoT (Internet of Things) as well as AI (artificial intelligence) has shifted household scenes into smart living modes. Most of the traditional smart household devices rely on the cloud or local end to process data. On the one hand, for technical reasons, computing might contain risks, including data privacy leaks as well as net lag. On the other hand, local ends often fail to meet household needs of human-machine interaction because of their core chips' inherent computing calculation limitation. The booming of edge AI has provided new solutions for household end devices. Through case studies of different intelligent locks from the ends, this paper has investigated the developing strategies of smart household devices and helped researchers with suitable methodologies.