物联网服务提供商之间的动态联盟形成:使用基于代理的模型系统地探索物联网动态
Joshua Shakya1,2, Morgan Chopin1, Leila Merghem-Boulahia2
1Orange Innovation, 92320 Châtillon, France.
Sensors (Basel, Switzerland)
|June 19, 2024
概括
本研究介绍了物联网 (IoT) 生态系统的基于代理的模型,其中包括一种新的算法,用于在服务提供商 (SP) 之间形成动态联盟,以改善协作和服务交付.
科学领域:
- 计算机科学 计算机科学
- 人工智能的人工智能
- 网络工程 网络工程
背景情况:
- 物联网 (IoT) 生态系统涉及设备,移动网络运营商 (MNO),服务提供商 (SP) 和客户之间的复杂交互.
- 在SPs之间形成动态联盟是一个新兴的挑战,对于优化物联网中的服务提供和协作至关重要.
研究的目的:
- 开发和评估一个基于代理的模型 (ABM) 来分析物联网生态系统的动态.
- 提出和评估一个多代理动态联盟形成 (MA-DCF) 算法,以优化SP联盟以应对不断变化的需求.
主要方法:
- 开发了一个基于代理的模型 (ABM) 来模拟物联网生态系统中的交互.
- 一个分布式的多代理动态联盟形成 (MA-DCF) 算法被提出并实施.
- 进行了广泛的实验,以评估MA-DCF算法的性能与经典的联盟形成方法相比.
主要成果:
- 与静态,非重叠和随机联盟方法相比,MA-DCF算法在回报和稳定性方面表现优越.
- 该ABM成功地捕获了物联网生态系统的复杂动态,包括设备,MNO,SP和客户交互.
结论:
- 在SP之间建立动态联盟为增强物联网生态系统中的服务提供和协作提供了显著的好处.
- 拟议的MA-DCF算法为优化SP联盟提供了有效的解决方案,有助于更深入地了解物联网动态.
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