cs.AI updates on arXiv.org 10月31日 12:00
工业5.0新型框架简化边缘AI应用
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本文提出了一种工业5.0新型框架,该框架简化了AI模型在边缘设备的部署,降低了延迟,并通过本地推理和实时处理避免了外部数据传输。该框架基于代理,实现个体代理负责明确任务,提高灵活性和集成便捷性。此外,框架支持模块化集成,并保持低资源需求。实验表明,在食品行业实际场景中,部署时间和系统适应性得到提升。

arXiv:2510.25813v1 Announce Type: new Abstract: We present a novel framework for Industry 5.0 that simplifies the deployment of AI models on edge devices in various industrial settings. The design reduces latency and avoids external data transfer by enabling local inference and real-time processing. Our implementation is agent-based, which means that individual agents, whether human, algorithmic, or collaborative, are responsible for well-defined tasks, enabling flexibility and simplifying integration. Moreover, our framework supports modular integration and maintains low resource requirements. Preliminary evaluations concerning the food industry in real scenarios indicate improved deployment time and system adaptability performance. The source code is publicly available at https://github.com/AI-REDGIO-5-0/ci-component.

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工业5.0 AI部署 边缘计算 代理框架 食品行业
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