深海/水下物体智能互联网的环境限制依赖于企业架构方法
Charbel Geryes Aoun1,2, Noura Mansour1,3, Fadi Dornaika3,4
1ICAM (Institut Catholique d'Arts et Metiers) School of Engineering, Toulouse Campus, 75 av. de Grande Bretagne, CS 97615, CEDEX 3, 31076 Toulouse, France.
Sensors (Basel, Switzerland)
|April 27, 2024
概括
本研究引入了人工智能增强的框架,以简化海洋观测站的水下智能传感器网络 (USSN) 的设计. 该方法整合了环境约束,以提高系统性能和减少设计复杂性.
科学领域:
- 计算机科学 计算机科学
- 海洋学 海洋学 海洋学
- 工程 工程师 工程师 工程师
背景情况:
- 海洋观测站 (MO) 使用水下智能传感器网络 (USSN) 进行持续的海洋监测.
- USSNs是复杂的分布式系统,由于设备异质性和环境因素,它们面临设计挑战.
- 现有的设计流程与时间,复杂性和纳入不同领域专业知识的斗争.
研究的目的:
- 提出一个新的框架来简化U.S.S.N.的设计.
- 将人工智能 (AI) 和水下环境约束 (UEC) 整合到USSN设计过程中.
- 提高USSN在海洋环境中的性能和可靠性.
主要方法:
- 将AI数据库,扩展的ArchiMO元模型和设计工具集成到企业架构框架中.
- 将UEC (例如盐度,操作深度) 纳入AI数据库,以便设计人员访问.
- 开发一个新的ArchiMO设计工具,结合UEC和一个特定领域的模型编译器.
主要成果:
- 通过人工智能辅助的约束管理来简化USSN设计活动.
- 创建一个新的ArchiMO设计工具,能够用UEC模拟USSN.
- 从设计模型中生成模拟代码,使用自主开发的编译器.
- 证明了设计复杂性和USSN开发时间的减少.
结论:
- 拟议的框架有效地管理了USSN服务质量的不确定性和差异.
- 这种方法有助于在USSN开发中分享各种设计师的观点.
- 这种人工智能驱动的方法提高了海洋观测系统设计的效率和稳定性.
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