基于智能指令的物联网框架,用于使用语音识别的智能家居应用

Y. Ge, Shuja Ansari, Amir M. Abdulghani, M. Imran, Q. Abbasi
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引用次数: 4

摘要

本文介绍了一种基于物联网和机器学习技术的智能家居设计。本次设计主要基于LoRaWAN协议,主要目标是建立一个基于传感器、网关、网络服务器和数据可视化系统集成的物联网网络。更重要的是,本文设计并详细介绍了智能语音识别系统,以实现具有智能指令操作机制的新型未来智能家居系统设计框架。在低噪声情况下,基于THCHS-30数据集的说话人识别成功率在90%以上。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Intelligent Instruction-Based IoT Framework for Smart Home Applications using Speech Recognition
Design of a smart home using Internet of Things (IoT) and Machine Learning technology has been presented in this paper. This design is primarily based on LoRaWAN protocol and the main objective of this work was to establish an IoT network that is based on integration of sensors, gateway, network server and data visualization system. More importantly, intelligent speech recognition system is designed and presented here in detail as part of this work to achieve a novel futuristic smart home system design framework with intelligent instruction-based operation mechanism. In the case of low noise, the success rate of speaker recognition is above 90% based on THCHS-30 dataset.
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