Real experiments · Traceable evidence · Open workflows

Pipeline stress sensing from real pull-test data.

Two citable experimental campaigns—P110 magnetic/strain and 406-mm MEM/remanence/eddy-current—organized with immutable data indexes, quality control, Python/MATLAB workflows and explicit claim limits.

两套可引用的真实管道四点弯牵拉实验，提供数据索引、质量控制、Python/MATLAB 程序与清晰的工程结论边界。

Open repository / 进入仓库 中文说明 Project update
2citable real datasets
3.48 GBpublic experimental assets
6related peer-reviewed papers
Python + MATLABreproducible workflows

Two experiments, two measurement contracts

The projects are displayed at equal level but are never merged semantically. Each keeps its own sensors, calibration truth and claim boundary.

Real P110 four-point-bending pull-test setup
P110 magnetic + strain

P110 casing experiment

  • 10.54 m casing, 139.70 mm outside diameter, 9.17 mm wall.
  • Three-axis magnetic output and matched strain-gauge references.
  • No independent remanence stream and no ETP modality.
Dataset DOI Case study
Real 406-mm pipe and in-line inspection tool setup
406 MEM + remanence + ETP

406-mm multimodal experiment

  • Four-point-bending calibration plus repeated blind pull cycles.
  • Shared MEM/remanence magnetic array and independent complex ETP.
  • Strain-gauge reference in calibration; no blind-cycle MPa truth.
Dataset DOI Case study
Engineering boundary. Current evidence supports controlled same-pipe relative-change and repeatability research. Direct transferable MPa output remains disabled until frozen calibration, uncertainty analysis and independent-pipe blind validation are completed.

Related electromagnetic inspection research

Six DOI-verified publications establish the surrounding research lineage. They provide technical context; they are not automatically treated as validation of the two stress datasets.

  1. Compact LC-Driven Electromagnetic Sensing and Inverse Gaussian Informatics for High-Resolution Industrial Pipeline InspectionIEEE Transactions on Industrial Informatics, 2026
  2. Physical and Digital Dual-Driven AI Framework for Enhanced Electromagnetic Perception of Nondestructive Testing TomographyIEEE Transactions on Industrial Informatics, 2025
  3. Physical Coupling Fusion of Electromagnetic Acoustic Guided Wave With “Near-Zero” Magnetic Sensing SystemIEEE Transactions on Instrumentation and Measurement, 2025
  4. Pipeline Integrity Gauges Based on Dynamic Magnetic Coupling Sensing TechnologyNDT & E International, 2025
  5. Multilayer Feature Boosting Framework for Pipeline Inspection Using an Intelligent Pig SystemIEEE Transactions on Industrial Informatics, 2023
  6. Electromagnetic Pigging System Based on Sandwich Differential Planar CoilIEEE Sensors Journal, 2022
Full citations and relevance notes Download BibTeX

Inspection hardware and product materials

Owner-supplied collateral gives an immediate view of the electromagnetic ILI hardware. Manufacturer specifications remain separate from experimental evidence.

PIGPROX English eddy-current in-line-inspection brochure
Eddy-current ILI

PIGPROX English brochure

Original 12-page product brochure covering compact eddy-current inspection tools, tracking, technical indexes and application cases.

Download original PDF · 52.6 MB
PIGPROX MEM ultralight magnetic flux leakage detector poster
MEM magnetic ILI

Ultralight MFL detector

Full-resolution product poster and compact detector configuration.

Open poster