Evidence map›Paper›PMID 41471513›Full record

ArticleSensors (Basel, Switzerland)2025

Accuracy-Enhanced Calibration Method for Robot-Assisted Laser Scanning of Key Features on Large-Sized Components.

Zhilong Zhou, Xu Zhang, Xuemei Sun, Faqiang Xia, Jinhao Zeng

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Article
  2. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Zhilong ZhouCollege of Mechanical and Vehicle Engineering, Linyi University, Linyi 276000, China.ORCID 0009-0004-7434-1606
Xu ZhangCollege of Mechanical and Vehicle Engineering, Linyi University, Linyi 276000, China.
Xuemei SunCollege of Mechanical and Vehicle Engineering, Linyi University, Linyi 276000, China.
Faqiang XiaCollege of Mechanical and Vehicle Engineering, Linyi University, Linyi 276000, China.
Jinhao ZengCollege of Mechanical and Vehicle Engineering, Linyi University, Linyi 276000, China.

Funding

Natural Science Foundation of Shandong Province No. ZR2024QE152Science and Technology Smes Innovation Ability Improvement Project of Shandong Province No. 2024TSGC0829 ZKTScientific Research of Linyi University NO. Z6124007Youth Entrepreneurship Technology Support Program for Higher Education Institutions of Shandong Province No. 2023KJ215
6 · The paper itself

Abstract

In advanced manufacturing, accurate and reliable 3D geometry measurement is vital for the quality control of large-sized components with multiple small key local features. To obtain both the geometric form and spatial position of these local features, a hybrid robot-assisted laser scanning strategy is introduced, combining a laser tracker, a fringe-projection 3D scanner, and a mobile robotic unit that integrates an industrial robot with an Automated Guided Vehicle. As for improving the overall measurement accuracy, we propose an accuracy-enhanced calibration method that incorporates both error control and compensation strategies. Firstly, an accurate extrinsic parameter calibration method is proposed, which integrates robust target sphere center estimation with distance-constrained-based optimization of local common point coordinates. Subsequently, to construct a high-accuracy, large-scale spatial measurement field, an improved global calibration method is proposed, incorporating coordinate optimization and a hierarchical strategy for error control. Finally, a robot-assisted laser scanning hybrid measurement system is developed, followed by calibration and validation experiments to verify its performance. Experiments verify its high precision over 14 m (maximum error: 0.117 mm; mean: 0.112 mm) and its strong applicability in large-scale scanning of key geometric features, providing reliable data for quality manufacturing of large-scale components.

Indexed as

accuracy-enhanced calibrationerror controlextrinsic parameter calibrationgeometric constraintslarge-scale spatial measurement fieldrobot-assisted laser scanning hybrid measurement

Identifiers

PMID41471513
PMCPMC12736898

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.