AINeutralarXiv – CS AI · 15h ago6/10
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Edge AI Deployment Beyond Models: A BSP-Aware Systems Framework for Industrial Embedded Platforms
This academic paper presents a systematic framework for deploying AI models on industrial embedded systems, arguing that successful Edge AI requires treating deployment as a holistic systems problem rather than a late-stage packaging task. The five-layer framework addresses hardware, BSP/OS adaptation, runtime acceleration, application inference, and operations/validation, with implications for reproducibility and field reliability in long-lifecycle industrial products.
🏢 Nvidia