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探索人工智能在物联网系统中的作用:一个系统的映射研究
Umair Khadam1,2, Paul Davidsson1,2, Romina Spalazzese1,2
1Department of Computer Science and Media Technology, Malmö University, 20506 Malmö, Sweden.
Sensors (Basel, Switzerland)
|October 26, 2024
概括
人工智能 (AI) 通过执行模式识别和预测等关键任务来增强物联网 (IoT) 系统. 这项研究确定了AI.
科学领域:
- * 计算机科学 计算机科学
- * 信息技术 * 信息技术
- * 人工智能 * 人工智能
背景情况:
- *人工智能 (AI) 在物联网 (IoT) 系统中的整合正在迅速扩大.
- *了解AI在物联网中的特定角色和应用领域对于进一步的研究和开发至关重要.
- * 现有的文献需要进行系统分析,以巩固对物联网中的AI知识.
研究的目的:
- *在物联网 (IoT) 系统中系统地识别和分类人工智能 (AI) 的各种角色.
- * 确定AI显著影响物联网功能的主要应用领域.
- *为AI对物联网生态系统的贡献提供结构化的概述.
主要方法:
- *进行了一项系统地图研究,分析了81篇调查文章.
- *数据来自主要的科学数据库:Scopus,ACM数字图书馆,IEEE Xplore和威利在线.
- *采用了选择标准,以确保包含的研究的相关性和质量.
主要成果:
- * 在物联网系统中确定了AI的六个一般任务:模式识别,决策支持,决策和行动,预测,数据管理和人类互动.
- * 进一步详细化了15个特定的子任务.
- * 绘制了13个不同的应用领域,其中医疗保健是最突出的.
结论:
- *人工智能在提高物联网系统的效率,安全性和功能方面发挥着至关重要的作用.
- * 确定了人工智能任务和应用领域,突出了创新的重大机遇.
- * 在物联网中对人工智能的进一步研究和实际实施得到了本综合映射的支持.
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