Evidence map›Paper›PMID 37299951›Full record

ArticleSensors (Basel, Switzerland)2023

An Efficient Method for Laser Welding Depth Determination Using Optical Coherence Tomography.

Guanming Xie, Sanhong Wang, Yueqiang Zhang, Biao Hu, Yu Fu, Qifeng Yu, You Li

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Precision Optical Metrology and Smart Sensing.Sensors (Basel, Switzerland) · 2024
    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

7 authors.

Guanming XieInstitute of Intelligent Optical Measurement and Detection, Shenzhen University, Shenzhen 518060, China.
Sanhong WangShenzhen Sincevision Technology Co., Ltd., Shenzhen 518055, China.
Yueqiang ZhangInstitute of Intelligent Optical Measurement and Detection, Shenzhen University, Shenzhen 518060, China.
Biao HuInstitute of Intelligent Optical Measurement and Detection, Shenzhen University, Shenzhen 518060, China.
Yu FuInstitute of Intelligent Optical Measurement and Detection, Shenzhen University, Shenzhen 518060, China.ORCID 0000-0002-8022-9002
Qifeng YuInstitute of Intelligent Optical Measurement and Detection, Shenzhen University, Shenzhen 518060, China.
You LiNational Key Laboratory of Human Factors Engineering, China Astronaut Research and Training Center, Beijing 100094, China.ORCID 0000-0002-0152-1655

Funding

China Postdoctoral Science Foundation 2022T150437National Key Research and Development Program of China 2019YFC1511102National Natural Science Foundation of China 12002215
6 · The paper itself

Abstract

Online monitoring of laser welding depth is increasingly important, with the growing demand for the precise welding depth in the field of power battery manufacturing for new energy vehicles. The indirect methods of welding depth measurement based on optical radiation, visual image and acoustic signals in the process zone have low accuracy in the continuous monitoring. Optical coherence tomography (OCT) provides a direct welding depth measurement during laser welding and shows high achievable accuracy in continuous monitoring. Statistical evaluation approach accurately extracts the welding depth from OCT data but suffers from complexity in noise removal. In this paper, an efficient method coupled DBSCAN (Density-Based Spatial Clustering of Application with Noise) and percentile filter for laser welding depth determination was proposed. The noise of the OCT data were viewed as outliers and detected by DBSCAN. After eliminating the noise, the percentile filter was used to extract the welding depth. By comparing the welding depth determined by this approach and the actual weld depth of longitudinal cross section, an average error of less than 5% was obtained. The precise laser welding depth can be efficiently achieved by the method.

Indexed as

Tomography, Optical CoherenceWeldingLasersDBSCANlaser weldingoptical coherence tomographyoutlierpercentile filterwelding depth

Identifiers

PMID37299951
PMCPMC10255984

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.