Cargando…

FPGA-Based Degradation and Reliability Monitor for Underground Cables

The online Remaining Useful Life (RUL) estimation of underground cables and their reliability analysis requires obtaining the cable failure time probability distribution. Monte Carlo (MC) simulations of complex thermal heating and electro-thermal degradation models can be employed for this analysis,...

Descripción completa

Detalles Bibliográficos
Autores principales: Garro, Unai, Muxika, Eñaut, Aizpurua, Jose Ignacio, Mendicute, Mikel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6539336/
https://www.ncbi.nlm.nih.gov/pubmed/31035420
http://dx.doi.org/10.3390/s19091995
_version_ 1783422363454406656
author Garro, Unai
Muxika, Eñaut
Aizpurua, Jose Ignacio
Mendicute, Mikel
author_facet Garro, Unai
Muxika, Eñaut
Aizpurua, Jose Ignacio
Mendicute, Mikel
author_sort Garro, Unai
collection PubMed
description The online Remaining Useful Life (RUL) estimation of underground cables and their reliability analysis requires obtaining the cable failure time probability distribution. Monte Carlo (MC) simulations of complex thermal heating and electro-thermal degradation models can be employed for this analysis, but uncertainties need to be considered in the simulations, to produce accurate RUL expectation values and confidence margins for the results. The process requires performing large simulation sets, based on past temperature or load measurements and future load predictions. Field Programmable Gate Arrays (FPGAs) permit accelerating simulations for live analysis, but the thermal models involved are complex to be directly implemented in hardware logic. A new standalone FPGA architecture has been proposed for the fast and on-site degradation and reliability analysis of underground cables, based on MC simulation, and the effect of load uncertainties on the predicted cable End Of Life (EOL) has been analyzed from the results.
format Online
Article
Text
id pubmed-6539336
institution National Center for Biotechnology Information
language English
publishDate 2019
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-65393362019-06-04 FPGA-Based Degradation and Reliability Monitor for Underground Cables Garro, Unai Muxika, Eñaut Aizpurua, Jose Ignacio Mendicute, Mikel Sensors (Basel) Article The online Remaining Useful Life (RUL) estimation of underground cables and their reliability analysis requires obtaining the cable failure time probability distribution. Monte Carlo (MC) simulations of complex thermal heating and electro-thermal degradation models can be employed for this analysis, but uncertainties need to be considered in the simulations, to produce accurate RUL expectation values and confidence margins for the results. The process requires performing large simulation sets, based on past temperature or load measurements and future load predictions. Field Programmable Gate Arrays (FPGAs) permit accelerating simulations for live analysis, but the thermal models involved are complex to be directly implemented in hardware logic. A new standalone FPGA architecture has been proposed for the fast and on-site degradation and reliability analysis of underground cables, based on MC simulation, and the effect of load uncertainties on the predicted cable End Of Life (EOL) has been analyzed from the results. MDPI 2019-04-28 /pmc/articles/PMC6539336/ /pubmed/31035420 http://dx.doi.org/10.3390/s19091995 Text en © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Garro, Unai
Muxika, Eñaut
Aizpurua, Jose Ignacio
Mendicute, Mikel
FPGA-Based Degradation and Reliability Monitor for Underground Cables
title FPGA-Based Degradation and Reliability Monitor for Underground Cables
title_full FPGA-Based Degradation and Reliability Monitor for Underground Cables
title_fullStr FPGA-Based Degradation and Reliability Monitor for Underground Cables
title_full_unstemmed FPGA-Based Degradation and Reliability Monitor for Underground Cables
title_short FPGA-Based Degradation and Reliability Monitor for Underground Cables
title_sort fpga-based degradation and reliability monitor for underground cables
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6539336/
https://www.ncbi.nlm.nih.gov/pubmed/31035420
http://dx.doi.org/10.3390/s19091995
work_keys_str_mv AT garrounai fpgabaseddegradationandreliabilitymonitorforundergroundcables
AT muxikaenaut fpgabaseddegradationandreliabilitymonitorforundergroundcables
AT aizpuruajoseignacio fpgabaseddegradationandreliabilitymonitorforundergroundcables
AT mendicutemikel fpgabaseddegradationandreliabilitymonitorforundergroundcables