摘要
随着信息化时代的发展,用户对家庭智能设备的需求也呈现多元化。因此,通过大数据技术精准识别家庭宽带下用户所使用智能设备信息,将是家庭智能设备精细化运营的关键。本文详细介绍了智能网关插件及大数据技术精准识别家庭智能设备的思路和技术方案,依托家庭智能网关插件上报联网家庭智能设备信息,并结合分布式爬虫、卷积神经网络等技术和算法,实现对家庭智能设备类型、品牌和型号等详细信息的精准识别,进而构建完善家庭智能设备画像。最后以精准识别的家庭智能设备为基础,介绍面向家庭用户、一线人员和生态合作伙伴等内外部用户提供的场景化应用。
With the development of the information age,users'needs for home smart devices are also diversified.Therefore,accurate identifi cation of the information of smart devices used by users under home broadband through big data technology will be the key to the refined operation of home smart devices.This paper introduces in detail the idea and technical solution of smart gateway plug-in and big data technology to accurately identify home smart devices,relying on the home smart gateway plug-in to report the information of connected home smart devices,and combining distributed crawlers,convolutional neural network and other technologies and algorithms to achieve accurate identifi cation of home smart device types,brands,models and other details,and then build a perfect home smart device portrait.Finally,based on the accurately identifi ed home smart devices,we introduce the scenario-based applications for internal and external users such as home users,frontline personnel and ecological partners.
作者
黄焕辉
荣玉军
陶禹诺
HUANG HUAN-hui;RONG YU-jun;TAO YU-nuo(China Mobile(Hangzhou)Information Technology Co.,Ltd.,Hangzhou 311100,China)
出处
《电信工程技术与标准化》
2024年第11期7-13,共7页
Telecom Engineering Technics and Standardization
关键词
智能网关插件
大数据
设备识别
smart gateway plug-in
big data
device identifi cation
