使用物联网与交换算法控制人群在智能城市中的图形描述
Hariprasath Manoharan1, Osamah Ibrahim Khalaf2, Sameer Algburi3
1Department of Electronics and Communication Engineering, Panimalar Engineering College, Poonamallee, Chennai, 600 123, Tamil Nadu, India. hari13prasath@gmail.com.
Scientific reports
|June 2, 2024
概括
本研究介绍了一种物联网 (IoT) 系统,使用基于切换的算法 (SBA) 来实现智能城市的实时人群管理. 这种新的方法显著改善了公共空间中的人口识别和控制.
科学领域:
- 计算机科学 计算机科学
- 城市规划 城市规划
- 电气工程 电气工程
背景情况:
- 智慧城市的发展需要在公共空间有效地管理人群.
- 现有的方法在高人口密度和实时监控方面存在困难.
- 有效的人群控制对公共安全和城市流动性至关重要.
研究的目的:
- 设计和实施基于物联网 (IoT) 的实时人群管理系统.
- 开发一种新的基于切换的算法 (SBA),用于准确的人口识别和控制.
- 与现有的人群管理解决方案相比,评估拟议系统的有效性.
主要方法:
- 利用物联网进行图像采集和实时数据处理.
- 实施切换技术,使用边界框进行人口识别.
- 为数据存储和分析设计基于云的架构.
- 开发和应用基于切换的算法 (SBA) 进行可扩展的人群管理.
主要成果:
- 拟议的系统准确地识别和管理实时的人群.
- 基于切换的算法 (SBA) 显示出卓越的性能,特别是在高密度场景中.
- 在五种场景中进行的绩效评估证实了最佳结果.
- 与现有模型相比,观察到平均83%的改善.
结论:
- 与SBA开发的物联网系统为智能城市人群管理提供了高效和可扩展的解决方案.
- 该系统为实时监控和控制公共空间提供了一个强大的框架.
- 这种方法提高了公共安全和城市运营效率.
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