arXiv:2410.19998cs.NIcs.AI2024-10中稿 · ACM Transactions o…综述被引 85

系统梳理AIoT在感知、计算与通信三大领域的研究进展。

Artificial Intelligence of Things: A Survey

  • 从感知、计算、网络三方面系统分析AIoT核心技术
  • 涵盖多个垂直领域专用系统,展示实际应用价值
  • 适合关注物联网与AI融合的科研人员和开发者

物联网(IoT)与现代人工智能(AI)的融合催生了人工智能物联网(AIoT)这一新范式。本文对AIoT研究进行了系统性综述,重点考察感知、计算与网络通信三大核心组成部分的相关文献。此外,还回顾了面向多个重要应用领域的专用AIoT系统。我们同步创建了配套的GitHub仓库,持续整理并更新本综述涵盖的论文:https://github.com/AIoT-MLSys-Lab/AIoT-Survey。随着物联网与人工智能日益成为社会关键支撑技术,我们认为AIoT正成为两者交汇处的重要研究方向。本综述旨在为从事该领域研究者提供宝贵资源,并推动未来跨领域探索与技术进步。

原文摘要 · Abstract (English)

The integration of the Internet of Things (IoT) and modern Artificial Intelligence (AI) has given rise to a new paradigm known as the Artificial Intelligence of Things (AIoT). In this survey, we provide a systematic and comprehensive review of AIoT research. We examine AIoT literature related to sensing, computing, and networking & communication, which form the three key components of AIoT. In addition to advancements in these areas, we review domain-specific AIoT systems that are designed for various important application domains. We have also created an accompanying GitHub repository, where we compile the papers included in this survey: https://github.com/AIoT-MLSys-Lab/AIoT-Survey. This repository will be actively maintained and updated with new research as it becomes available. As both IoT and AI become increasingly critical to our society, we believe AIoT is emerging as an essential research field at the intersection of IoT and modern AI. We hope this survey will serve as a valuable resource for those engaged in AIoT research and act as a catalyst for future explorations to bridge gaps and drive advancements in this exciting field.

AIoT物联网人工智能综述

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