Cargando…
High-Sensitivity Real-Time Tracking System for High-Speed Pipeline Inspection Gauge
Real-time tracking of pipeline inspection gauges (PIGs) is an important aspect of ensuring the safety of oil and gas pipeline inline inspections (ILIs). Transmitting and receiving extremely low frequency (ELF) magnetic signals is one of the preferred methods of tracking. Due to the increase in physi...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6387012/ https://www.ncbi.nlm.nih.gov/pubmed/30754697 http://dx.doi.org/10.3390/s19030731 |
_version_ | 1783397475191619584 |
---|---|
author | Piao, Guanyu Guo, Jingbo Hu, Tiehua Deng, Yiming |
author_facet | Piao, Guanyu Guo, Jingbo Hu, Tiehua Deng, Yiming |
author_sort | Piao, Guanyu |
collection | PubMed |
description | Real-time tracking of pipeline inspection gauges (PIGs) is an important aspect of ensuring the safety of oil and gas pipeline inline inspections (ILIs). Transmitting and receiving extremely low frequency (ELF) magnetic signals is one of the preferred methods of tracking. Due to the increase in physical parameters of the pipeline including transportation speed, wall thickness and burial depth, the ELF magnetic signals received are short transient (1-second duration) and very weak (10 pT), making the existing above-ground-marker (AGM) systems difficult to operate correctly. Based on the short transient very weak characteristics of ELF signals studied with a 2-D finite-element method (FEM) simulation, a data fusion model was derived to fuse the envelope decay rates of ELF signals by a least square (LS) criterion. Then, a fast-decision-tree (FDT) method is proposed to estimate the fused envelope decay rate to output the maximized orthogonal signal power for the signal detection through a determined topology and a fast calculation process, which was demonstrated to have excellent real-time detection performance. We show that simulation and experimental results validated the effectiveness of the proposed FDT method, and describe the high-sensitivity detection and real-time implementation of a high-speed PIG tracking system, including a transmitter, a receiver, and a pair of orthogonal search coil sensors. |
format | Online Article Text |
id | pubmed-6387012 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-63870122019-02-26 High-Sensitivity Real-Time Tracking System for High-Speed Pipeline Inspection Gauge Piao, Guanyu Guo, Jingbo Hu, Tiehua Deng, Yiming Sensors (Basel) Article Real-time tracking of pipeline inspection gauges (PIGs) is an important aspect of ensuring the safety of oil and gas pipeline inline inspections (ILIs). Transmitting and receiving extremely low frequency (ELF) magnetic signals is one of the preferred methods of tracking. Due to the increase in physical parameters of the pipeline including transportation speed, wall thickness and burial depth, the ELF magnetic signals received are short transient (1-second duration) and very weak (10 pT), making the existing above-ground-marker (AGM) systems difficult to operate correctly. Based on the short transient very weak characteristics of ELF signals studied with a 2-D finite-element method (FEM) simulation, a data fusion model was derived to fuse the envelope decay rates of ELF signals by a least square (LS) criterion. Then, a fast-decision-tree (FDT) method is proposed to estimate the fused envelope decay rate to output the maximized orthogonal signal power for the signal detection through a determined topology and a fast calculation process, which was demonstrated to have excellent real-time detection performance. We show that simulation and experimental results validated the effectiveness of the proposed FDT method, and describe the high-sensitivity detection and real-time implementation of a high-speed PIG tracking system, including a transmitter, a receiver, and a pair of orthogonal search coil sensors. MDPI 2019-02-11 /pmc/articles/PMC6387012/ /pubmed/30754697 http://dx.doi.org/10.3390/s19030731 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 Piao, Guanyu Guo, Jingbo Hu, Tiehua Deng, Yiming High-Sensitivity Real-Time Tracking System for High-Speed Pipeline Inspection Gauge |
title | High-Sensitivity Real-Time Tracking System for High-Speed Pipeline Inspection Gauge |
title_full | High-Sensitivity Real-Time Tracking System for High-Speed Pipeline Inspection Gauge |
title_fullStr | High-Sensitivity Real-Time Tracking System for High-Speed Pipeline Inspection Gauge |
title_full_unstemmed | High-Sensitivity Real-Time Tracking System for High-Speed Pipeline Inspection Gauge |
title_short | High-Sensitivity Real-Time Tracking System for High-Speed Pipeline Inspection Gauge |
title_sort | high-sensitivity real-time tracking system for high-speed pipeline inspection gauge |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6387012/ https://www.ncbi.nlm.nih.gov/pubmed/30754697 http://dx.doi.org/10.3390/s19030731 |
work_keys_str_mv | AT piaoguanyu highsensitivityrealtimetrackingsystemforhighspeedpipelineinspectiongauge AT guojingbo highsensitivityrealtimetrackingsystemforhighspeedpipelineinspectiongauge AT hutiehua highsensitivityrealtimetrackingsystemforhighspeedpipelineinspectiongauge AT dengyiming highsensitivityrealtimetrackingsystemforhighspeedpipelineinspectiongauge |