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Updated: Jan 11, 2026

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一个轻量级的深度证据融合框架,用于通过物联网对智能家电设备进行检测和分类

Nuha Alruwais1, Hadeel Alsolai2, Mohammed Maray3

  • 1Department of Computer Science and Engineering, College of Applied Studies and Community Services, King Saud University, Saudi Arabia, P.O. Box 22459, Riyadh, 11495, Saudi Arabia.

Scientific reports
|November 11, 2025
PubMed
概括

本研究介绍了一种用于智能家居设备检测和分类 (LDEFF-SHADC) 的轻量级深度证据融合框架,以准确识别使用物联网 (IoT) 数据的设备. LDEFF-SHADC模型的准确度达到了98.90%,超过了现有的方法.

关键词:
功能选择 功能选择混合动力模型 混合动力模型超参数调整 超参数调整物联网设备设备的互联网.轻量化 轻量化 轻量化 轻量化 轻量化智能家居电器是一个智能家居设备.

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