Analysis of Predictive Maintenance for Tunnel Systems

Author:

Tichý TomášORCID,Brož JiříORCID,Bělinová Zuzana,Pirník RastislavORCID

Abstract

Smart and automated maintenance could make the system and its parts more sustainable by extending their lifecycle, failure detection, smart control of the equipment, and precise detection and reaction to unexpected circumstances. This article focuses on the analysis of data, particularly on logs captured in several Czech tunnel systems. The objective of the analysis is to find useful information in the logs for predicting upcoming situations, and furthermore, to check the possibilities of predictive diagnostics and to design the process of predictive maintenance. The main goal of the article is to summarize the possibilities of optimizing system maintenance that are based on data analysis as well as expert analysis based on the experience with the equipment in the tunnel. The results, findings, and conclusions could primarily be used in the tunnels; secondarily, these principles could be applied in telematics and lead to the optimization and improvement of system sustainability.

Publisher

MDPI AG

Subject

Management, Monitoring, Policy and Law,Renewable Energy, Sustainability and the Environment,Geography, Planning and Development

Reference28 articles.

1. Intelligent Fault Diagnosis and Prognosis for Engineering Systems;Vachtsevanos,2006

2. Reliability Diagnostics of Technological Equipment, CTU FTS Research Report for Technology Agency of the Czech Republic;Tichy,2020

3. Maintenance 4.0: Intelligent and Predictive Maintenance System Architecture

4. A Deep Reinforcement Learning Approach for Early Classification of Time Series

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