IoT-Enabled Wireless Sensor Networks and Geospatial Technology for Urban Infrastructure Management

被引:0
|
作者
Krishna, E. S. Phalguna [1 ]
Praveena, N. [2 ]
Manju, I. [3 ]
Malathi, N. [4 ]
Giri, Rakesh Kumar [5 ]
Preetha, M. [6 ]
机构
[1] Univ Bengaluru, GITAM Sch Technol, Dept Comp Sci & Engn, Bengaluru, Karnataka, India
[2] Madanapalle Inst Technol & Sci, Dept CSE, Madanapalle, Andhrapradesh, India
[3] Mohamed Sathak J Coll Engn, Dept ECE, Chennai, TN, India
[4] Saveetha Univ, Saveetha Inst Med & Tech Sci, Saveetha Sch Engn, Dept Comp Sci & Engn, Chennai 602105, India
[5] Sunrise Univ, Dept Comp Sci & Engn, Alwar, Rajasthan, India
[6] Prince Shri Venkateshwara Padmavathy Engn Coll, Dept Comp Sci & Engn, Chennai, India
关键词
IoT-enabled wireless sensor networks; geospatial technology; machine learning; urban infrastructure management; smart healthcare monitoring;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This study is the first to evaluate how effectively urban infrastructure may improve using an innovative approach that combines IoT-enabled wireless sensors, geospatial technology, and machine learning. Smart healthcare monitoring and management is a particular focus. We conducted a series of experiments and evaluations to prove the effectiveness of this approach in actual urban environments. In this research, a series of sensor networks is developed and deployed to collect real-time health data from patients. It is sent to a central controller, and then on up to the cloud for analysis. Various machine learning algorithms are used - such as ANN, LR, DT, and SVM - to predict patient health status on the basis of sensor readings. The results of our experiments show that the ANN model achieved an accuracy rate surpassing all others at 98.65%. Geospatial technology is also looked at in the research as a way to visualize and analyze urban health data. This is necessary for informed decision -making by healthcare providers and urban planners. This research paves the way for smarter, more resilient, and sustainable urban environments by using the latest technology and data -driven methods to advance urban infrastructure Management.
引用
收藏
页码:2248 / 2256
页数:9
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