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Updated: Jan 14, 2026

Automatic Laser-based Geometry Capture for Finite Element Analysis of Weld Beads
Published on: July 25, 2025
Dynamic synchronization and feature region fusion for real time girth weld tracking
Yi Zhang1,2, Shaojie Wu1, Fangjie Cheng3,4
1School of Materials Science and Engineering, Tianjin University, Tianjin, 300350, China.
This study presents a novel weld-tracking system for narrow-gap pipeline welding. It achieves high accuracy and fast response times for automated welding by synchronizing torch oscillation with current analysis.
Area of Science:
- Robotics and Automation
- Materials Science and Engineering
- Welding Technology
Background:
- Narrow-gap all-position girth welding of pipelines presents significant challenges due to spatial complexity and dynamic arc behavior.
- Existing seam tracking methods often struggle with accurate signal boundary extraction and real-time control, limiting automation effectiveness.
Purpose of the Study:
- To develop an advanced weld-tracking system for narrow-gap pipeline welding.
- To improve accuracy and real-time control in automated welding processes.
Main Methods:
- Integration of torch oscillation synchronization with welding current feature-region analysis.
- Dynamic partitioning of welding current into three regions using Pulse (P) and Direction (D) signals.
- Implementation of a binary linear regression model for vertical tracking and trapezoidal integration for horizontal tracking.
Main Results:
- Achieved a steady-state accuracy of 97% and a dynamic response time under 50 ms.
- Demonstrated a precision of ±0.10 mm for seam tracking.
- Overshoot-free adjustments with steady-state errors below 2.2% using cosine-curve displacement control.
Conclusions:
- The developed system effectively enhances automated welding by combining dynamic signal synchronization with algorithmic integration.
- This work offers a novel framework for real-time control in challenging narrow-gap welding applications.
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