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Smart Home Management System Based On Cloud Service Platform

Posted on:2020-06-17Degree:MasterType:Thesis
Country:ChinaCandidate:Y N WangFull Text:PDF
GTID:2392330596976072Subject:Communication and Information System
Abstract/Summary:PDF Full Text Request
With the progress and development of science and technology,the demand for intelligent and comfortable life is further improved.Smart home systems integrate advanced technologies such as wireless sensor communication,computer networks and artificial intelligence algorithms to deliver solutions for smarter life.However,the development of smart homes has also encountered many problems.For example,the smart home industry has not yet formed a unified wireless communication standard and specifications;embedded server causes problems such as poor real-time operation and low resource utilization;and most smart homes have not yet got rid of the limit of the human trigger mode.Numerous problems have hindered the development of smart homes.Based on many problems in the field of smart home,more and more developers are turning their research focus to cloud service platforms.The smart home system based on cloud platform further improves the real-time communication and data resource utilization.In addition,high computing performance and high scalability of the cloud platform provide the possibility of combining artificial intelligence with smart home.Through the research on the architecture of smart home management system,combined with the high availability,multi-service and low cost of cloud platform,this paper proposes a management mode of centralized management,intelligent control and humanized service.Based on this,this paper designs a smart home management system based on cloud platform.The main work of this paper is as follows:(1)According to the popular wireless communication technology in the market,through further research and analysis,this paper discusses the wireless communication technology which is suitable for home intranet with price sensitivity,short distance communication and strong diffraction ability.The functional and performance requirements of smart home management system are proposed,and the overall design scheme of smart home management system based on cloud platform is completed.(2)In view of the problems of difficult management and poor real-time performance of smart home system based on embedded server,this paper realizes centralized management of smart devices by deploying smart home management service system on cloud platform,improves the communication efficiency of the system,and completes the design of hardware platform and software platform of smart home management system.(3)Through the research of artificial neural network,this paper combines BP neural network with smart home management system,and realizes the prediction of user's operating habits through the training of family historical data.The prediction accuracy rate is higher than 85%.To a certain extent,it has realized the wisdom of home life.Finally,this paper completes a detailed functional and performance test of the smart home system,which shows that the smart home management system based on cloud platform is a complete system that meets the needs of actual users,has complete functions and has a good experience.It is of great significance to the promotion of smart home system,the development of Internet of things technology and the networking of household appliances.
Keywords/Search Tags:Smart home, Centralized management, Cloud platform, Machine learning
PDF Full Text Request
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