Items related to Edge Intelligence: Real-Time AI at the Frontier of...

Edge Intelligence: Real-Time AI at the Frontier of IoT - Softcover

Rangasamy, Rajasekar; Lenin, J.; Karpagalakshmi, R. C.

 
9786630376241: Edge Intelligence: Real-Time AI at the Frontier of IoT

Synopsis

Edge Intelligence is an emerging computing paradigm that combines artificial intelligence (AI), edge computing, and the Internet of Things (IoT) to enable intelligent data processing closer to the source of data. Unlike traditional cloud-based systems, which transfer large volumes of data to centralized servers, Edge Intelligence performs processing and AI inference on IoT devices, gateways, and edge servers. This approach reduces latency, bandwidth consumption, and privacy risks while supporting faster and more autonomous decision making. Technologies such as machine learning, deep learning, lightweight AI, model compression, TinyML, and federated learning enable intelligent functions even on resource-constrained devices. Edge Intelligence has wide applications in smart manufacturing, healthcare, smart cities, transportation, agriculture, environmental monitoring, autonomous systems, and robotics. However, challenges related to limited resources, security, privacy, scalability, interoperability, and AI model management remain important. Emerging technologies such as 5G/6G, generative AI, digital twins, and the Edge-Cloud continuum are expected to further enhance its capabilities.

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