A novel hierarchical iterative hypothesis strategy for intrinsic parameters calibration of laser structured-light weld vision sensor. (January 2023)
- Record Type:
- Journal Article
- Title:
- A novel hierarchical iterative hypothesis strategy for intrinsic parameters calibration of laser structured-light weld vision sensor. (January 2023)
- Main Title:
- A novel hierarchical iterative hypothesis strategy for intrinsic parameters calibration of laser structured-light weld vision sensor
- Authors:
- Qin, Zhonghao
Wang, Ke
Li, Ruifeng
Perner, Petra
Liu, Zhiheng - Abstract:
- Highlights: Multi-line structured-light sensor is developed for weld tracking. The hierarchal iterative hypothesis strategy inspired by registration is proposed. The proposed strategy can be applied in weld vision sensor calibration. A combination platform is developed to test sensor calibration performance. Abstract: In automatic welding, multi-line laser structured-light vision sensors provide more adequate information to compared with traditional single-line structured light and are gradually being widely designed. However, when calibrating the sensor, a global calibration approach should be adopted in order that the laser intrinsic parameters follow the inherent constraints. In this paper, a Lagrange solution is shown and its unsuitability for general cases is qualitatively analyzed. We then propose a novel hierarchical iterative hypothesis (HIH) strategy to deal with issues with the following conditions. First, the configuration and pose (including rotation and translation) of a 3D model need to be solved. Second, the model can be obtained by scaling a known model in several dimensions. Third, part of sampling points of the model can be acquired. The proposed hypothesis is introduced based on the coordinate transformation theory. Hierarchical iteration, including global and local iteration, is elaborated mathematically, which utilizes singular value decomposition (SVD) and gradient descent technology. The process of applying hierarchical iterative hypothesis strategyHighlights: Multi-line structured-light sensor is developed for weld tracking. The hierarchal iterative hypothesis strategy inspired by registration is proposed. The proposed strategy can be applied in weld vision sensor calibration. A combination platform is developed to test sensor calibration performance. Abstract: In automatic welding, multi-line laser structured-light vision sensors provide more adequate information to compared with traditional single-line structured light and are gradually being widely designed. However, when calibrating the sensor, a global calibration approach should be adopted in order that the laser intrinsic parameters follow the inherent constraints. In this paper, a Lagrange solution is shown and its unsuitability for general cases is qualitatively analyzed. We then propose a novel hierarchical iterative hypothesis (HIH) strategy to deal with issues with the following conditions. First, the configuration and pose (including rotation and translation) of a 3D model need to be solved. Second, the model can be obtained by scaling a known model in several dimensions. Third, part of sampling points of the model can be acquired. The proposed hypothesis is introduced based on the coordinate transformation theory. Hierarchical iteration, including global and local iteration, is elaborated mathematically, which utilizes singular value decomposition (SVD) and gradient descent technology. The process of applying hierarchical iterative hypothesis strategy HIH is illustrated, and a reconfirmation for transformation is introduced. The steps in the intrinsic parameters calibration for weld vision sensor are described. A calibration experiment is witnessed that the ambiguity on the intersection issue is reduced to compared with ordinary least square method for structured light calibration. Several quality measures were introduced that allow us to judge the performance of our method. Two experiments for verifying calibration results reveal that the proposed strategy earns a great calibration performance that can meet weld seam tracking needs. … (more)
- Is Part Of:
- Optics and lasers in engineering. Volume 160(2023)
- Journal:
- Optics and lasers in engineering
- Issue:
- Volume 160(2023)
- Issue Display:
- Volume 160, Issue 2023 (2023)
- Year:
- 2023
- Volume:
- 160
- Issue:
- 2023
- Issue Sort Value:
- 2023-0160-2023-0000
- Page Start:
- Page End:
- Publication Date:
- 2023-01
- Subjects:
- Automatic robot welding -- Multi-line structured-light sensor -- Intrinsic parameters calibration -- Hierarchical iterative hypothesis -- Point registration
Lasers in engineering -- Periodicals
Optical measurements -- Periodicals
Optics -- Periodicals
Lasers en ingénierie -- Périodiques
Mesures optiques -- Périodiques
Optique -- Périodiques
621.36605 - Journal URLs:
- http://www.sciencedirect.com/science/journal/01438166 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.optlaseng.2022.107255 ↗
- Languages:
- English
- ISSNs:
- 0143-8166
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 6273.443000
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