Edge intelligence-based proposal for onboard catenary stagger amplitude diagnosis

نویسندگان

چکیده

In recent years, the integration of Digital Twins (DT) for adoption smarter maintenance strategies has grown exponentially in different industrial sectors. New IoT and edge computing systems are being developed this purpose, however, there still some open issues challenges to be solved. Firstly, paper presents new approaches initial dependencies studied solution make a proposal improve interoperability presented system. Secondly, provides methodology applicable similar developments edge-based AI (Artificial Intelligence) solution, which comprises four phases: presentation multi-objective problem pre-selection AI-based models, description evaluation architecture, profiling models selection most suitable one explainable getting insights selected model. Finally, it use case an edge-solution railway catenary geometry diagnostic (stagger amplitude overhead wire), saving message exchange with other is provided.

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ژورنال

عنوان ژورنال: Computers in Industry

سال: 2023

ISSN: ['1872-6194', '0166-3615']

DOI: https://doi.org/10.1016/j.compind.2022.103781