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合作互动模型的合作寿命,以解决智能城市智能交通系统中暂停交付的问题

Abdullah Faiz Al Asmari¹, Tariq Alqubaysi², Fayez Alanazi³

¹Civil Engineering Department, College of Engineering, King Khalid University, Abha, Saudi Arabia.

|March 17, 2025

概括

智能交通系统 (ITS) 在智能城市面临通信问题. 互动模型的合作长寿 (CLoIM) 通过减少交付中断,改善交通管理来增强车辆与基础设施之间的通信.

科学领域:

智能运输系统 (ITS) 是一种智能运输系统.
智慧城市技术智慧城市技术
车辆通信网络车辆通信网络

背景情况:

智能交通系统 (ITS) 对于智慧城市的交通管理至关重要.
通信中断,特别是暂停的交付,由于不稳定的车辆附近和拥挤的路边单位,扰乱了ITS的功能.
这些中断在拥挤的城市环境中带来了重大挑战.

研究的目的:

解决智能城市内ITS中通信中断的问题.
引入一种新型模型,即协作交互寿命模型 (CLoIM),以提高通信可靠性.
为了最大限度地减少暂停交付对ITS性能的影响.

主要方法:

合作互动长寿模型 (CLoIM) 的开发.
利用混合训练群优化算法来提高车辆和路边单位之间的交互寿命.
搜索策略的动态调整,以优先考虑具有高寿命的交互,从而提高通信稳定性.

主要成果:

CLoIM模型显示,通信寿命增加了10.81%.
暂停的交付延迟减少了9.17%.
该模型有效地缓解了与ITS场景中的高车辆密度和流动性相关的挑战.

结论:

互动模型的合作寿命 (CLoIM) 显著提高了ITS中的通信可靠性.
CLoIM提供了一种可行的解决方案,以最大限度地减少暂停交付的影响,提高智能城市的整体交通管理效率.
拟议的混合优化方法有效地解决了动态的车辆环境.

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