对自反性信息物理系统的设计和实现的贡献:在谷地空气质量预测中的应用

Sylvain Poupry, Cédrick Béler, K. Medjaher
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引用次数: 1

摘要

本文旨在建立一种科学的方法来监测和采取预防措施,为一个地区的行为者没有被传统的监测站覆盖。因此,选择了网络物理系统(CPS)方法与预后健康管理(PHM)方法相结合,以实现自我监测和自我重构系统。为了以廉价的方式收集数据,开发了具有低成本传感器(LCS)的测量站。LCS有其缺点,本文的第一部分是利用冗余和提出的算法来提高其硬件和数据可靠性。作为概念验证,部署了第一个监测站,该地区已经接收到实时数据。下一阶段是建立预测模型,以帮助当局做出决策。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Contribution to the Design and Implementation of a Reflexive Cyber-Physical System: Application to Air Quality Prediction in the Vallees des Gaves
This thesis aims to set up a scientific approach to monitor and take preventive actions on the air quality for the actors of a territory not covered by conventional measuring stations. Thus, a Cyber-Physical System (CPS) approach combined with Prognostics Health Management (PHM) methodologies is chosen to move toward a self-monitoring and self-reconfiguration system. To collect data in an inexpensive manner, measurement stations with low-cost sensors (LCS) are developed. LCS have drawbacks and the first part of this thesis is the use of redundancy and a proposed algorithm to increase their hardware and data reliability. A first station is deployed as proof of concept and the region is already receiving real-time data. The next phase is to build forecasting models to help authorities make decisions.
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