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...

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Main Authors: Guanyu Piao, Jingbo Guo, Tiehua Hu, Yiming Deng
Format: Article
Language:English
Published: MDPI AG 2019-02-01
Series:Sensors
Subjects:
Online Access:https://www.mdpi.com/1424-8220/19/3/731
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spelling doaj-1fd5aa7f79334aaaa4b48e894fde4a902020-11-25T00:03:31ZengMDPI AGSensors1424-82202019-02-0119373110.3390/s19030731s19030731High-Sensitivity Real-Time Tracking System for High-Speed Pipeline Inspection GaugeGuanyu Piao0Jingbo Guo1Tiehua Hu2Yiming Deng3Department of Electrical Engineering, Tsinghua University, Beijing 100084, ChinaDepartment of Electrical Engineering, Tsinghua University, Beijing 100084, ChinaDepartment of Electrical Engineering, Tsinghua University, Beijing 100084, ChinaDepartment of Electrical and Computer Engineering, Michigan State University, East Lansing, MI 48824, USAReal-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.https://www.mdpi.com/1424-8220/19/3/731high-sensitivity detectionabove ground markerpipeline inspection gaugedata fusion modelsearch coil sensorELF tracking
collection DOAJ
language English
format Article
sources DOAJ
author Guanyu Piao
Jingbo Guo
Tiehua Hu
Yiming Deng
spellingShingle Guanyu Piao
Jingbo Guo
Tiehua Hu
Yiming Deng
High-Sensitivity Real-Time Tracking System for High-Speed Pipeline Inspection Gauge
Sensors
high-sensitivity detection
above ground marker
pipeline inspection gauge
data fusion model
search coil sensor
ELF tracking
author_facet Guanyu Piao
Jingbo Guo
Tiehua Hu
Yiming Deng
author_sort Guanyu Piao
title 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_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_sort high-sensitivity real-time tracking system for high-speed pipeline inspection gauge
publisher MDPI AG
series Sensors
issn 1424-8220
publishDate 2019-02-01
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.
topic high-sensitivity detection
above ground marker
pipeline inspection gauge
data fusion model
search coil sensor
ELF tracking
url https://www.mdpi.com/1424-8220/19/3/731
work_keys_str_mv AT guanyupiao highsensitivityrealtimetrackingsystemforhighspeedpipelineinspectiongauge
AT jingboguo highsensitivityrealtimetrackingsystemforhighspeedpipelineinspectiongauge
AT tiehuahu highsensitivityrealtimetrackingsystemforhighspeedpipelineinspectiongauge
AT yimingdeng highsensitivityrealtimetrackingsystemforhighspeedpipelineinspectiongauge
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