Skip to main content
Erschienen in: The International Journal of Advanced Manufacturing Technology 5-6/2021

17.05.2021 | ORIGINAL ARTICLE

A novel feature-guided trajectory generation method based on point cloud for robotic grinding of freeform welds

verfasst von: Hengjian Feng, Xukai Ren, Lufeng Li, Xiaoqiang Zhang, Huabin Chen, Ze Chai, Xiaoqi Chen

Erschienen in: The International Journal of Advanced Manufacturing Technology | Ausgabe 5-6/2021

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Robotic grinding of welds on freeform surfaces poses an increasing challenge to automatic generation of grinding trajectory while conventional teaching-playback mode and off-line programming method are ineffective. This paper proposes a novel feature-guided trajectory generation method based on point cloud data to perform an efficient grinding process for welds on a freeform surface. The 3D contour of the workpiece was measured by a laser profile scanner. Parent curve of each scanning line was fitted by means of moving average filter, and then, the weld feature points were reliably extracted out of the scattered point cloud through two stages of feature recognition. To achieve the movement guidance of the manipulator, B-spline fitting method was conducted to generate a smooth 3D curve which was discretized into actual tool contact points by an optimized interpolation algorithm and computed the tool postures by cross multiply algorithm. By using robotic force control, the desired force was planned for every tool contact point in order to compensate the error of the processing path. Verification shows that the maximum root mean square root error of recognition of the proposed algorithm is less than 0.7 mm and the computational time is saved by 65.12% in comparison with the reverse engineering method.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Kopac J, Krajnik P (2006) High-performance grinding—a review. J Mater Process Technol 175(1-3):278–284CrossRef Kopac J, Krajnik P (2006) High-performance grinding—a review. J Mater Process Technol 175(1-3):278–284CrossRef
2.
Zurück zum Zitat Brinksmeier E, Mutlugünes Y, Klocke F, Aurich J, Shore P, Ohmori H (2010) Ultra-precision grinding. CIRP Ann 59(2):652–671CrossRef Brinksmeier E, Mutlugünes Y, Klocke F, Aurich J, Shore P, Ohmori H (2010) Ultra-precision grinding. CIRP Ann 59(2):652–671CrossRef
3.
Zurück zum Zitat Zhu D, Feng X, Xu X, Yang Z, Li W, Yan S, Ding H (2020) Robotic grinding of complex components: a step towards efficient and intelligent machining–challenges, solutions, and applications. Robot Comput Integr Manuf 65:101908CrossRef Zhu D, Feng X, Xu X, Yang Z, Li W, Yan S, Ding H (2020) Robotic grinding of complex components: a step towards efficient and intelligent machining–challenges, solutions, and applications. Robot Comput Integr Manuf 65:101908CrossRef
4.
Zurück zum Zitat Huang H, Gong Z, Chen X, Zhou L (2002) Robotic grinding and polishing for turbine-vane overhaul. J Mater Process Technol 127(2):140–145CrossRef Huang H, Gong Z, Chen X, Zhou L (2002) Robotic grinding and polishing for turbine-vane overhaul. J Mater Process Technol 127(2):140–145CrossRef
5.
Zurück zum Zitat Huang H, Zhou L, Chen X, Gong Z (2003) SMART robotic system for 3D profile turbine vane airfoil repair. Int J Adv Manuf Technol 21(4):275–283CrossRef Huang H, Zhou L, Chen X, Gong Z (2003) SMART robotic system for 3D profile turbine vane airfoil repair. Int J Adv Manuf Technol 21(4):275–283CrossRef
6.
Zurück zum Zitat Maksoud T, Atia M (2004) Review of intelligent grinding and dressing operations. Mach Sci Technol 8(2):263–276CrossRef Maksoud T, Atia M (2004) Review of intelligent grinding and dressing operations. Mach Sci Technol 8(2):263–276CrossRef
7.
Zurück zum Zitat Mitsi S, Bouzakis K-D, Mansour G, Sagris D, Maliaris G (2005) Off-line programming of an industrial robot for manufacturing. Int J Adv Manuf Technol 26(3):262–267CrossRef Mitsi S, Bouzakis K-D, Mansour G, Sagris D, Maliaris G (2005) Off-line programming of an industrial robot for manufacturing. Int J Adv Manuf Technol 26(3):262–267CrossRef
8.
Zurück zum Zitat Diez E, Perez H, Marquez J, Vizan A (2015) Feasibility study of in-process compensation of deformations in flexible milling. Int J Mach Tools Manuf 94:1–14CrossRef Diez E, Perez H, Marquez J, Vizan A (2015) Feasibility study of in-process compensation of deformations in flexible milling. Int J Mach Tools Manuf 94:1–14CrossRef
9.
Zurück zum Zitat Belchior J, Guillo M, Courteille E, Maurine P, Leotoing L, Guines D (2013) Off-line compensation of the tool path deviations on robotic machining: application to incremental sheet forming. Robot Comput Integr Manuf 29(4):58–69CrossRef Belchior J, Guillo M, Courteille E, Maurine P, Leotoing L, Guines D (2013) Off-line compensation of the tool path deviations on robotic machining: application to incremental sheet forming. Robot Comput Integr Manuf 29(4):58–69CrossRef
10.
Zurück zum Zitat Ren X, Chai Z, Xu J, Zhang X, He Y, Chen H, Chen X (2020) A new method to achieve dynamic heat input monitoring in robotic belt grinding of Inconel 718. J Manuf Process 57:575–588CrossRef Ren X, Chai Z, Xu J, Zhang X, He Y, Chen H, Chen X (2020) A new method to achieve dynamic heat input monitoring in robotic belt grinding of Inconel 718. J Manuf Process 57:575–588CrossRef
11.
Zurück zum Zitat Gao K, Chen H, Zhang X, Ren X, Chen J, Chen X (2019) A novel material removal prediction method based on acoustic sensing and ensemble XGBoost learning algorithm for robotic belt grinding of Inconel 718. Int J Adv Manuf Technol 105(1-4):217–232CrossRef Gao K, Chen H, Zhang X, Ren X, Chen J, Chen X (2019) A novel material removal prediction method based on acoustic sensing and ensemble XGBoost learning algorithm for robotic belt grinding of Inconel 718. Int J Adv Manuf Technol 105(1-4):217–232CrossRef
12.
Zurück zum Zitat Muhammad J, Altun H, Abo-Serie E (2017) Welding seam profiling techniques based on active vision sensing for intelligent robotic welding. Int J Adv Manuf Technol 88(1-4):127–145CrossRef Muhammad J, Altun H, Abo-Serie E (2017) Welding seam profiling techniques based on active vision sensing for intelligent robotic welding. Int J Adv Manuf Technol 88(1-4):127–145CrossRef
13.
Zurück zum Zitat Hebert M (2000) Active and passive range sensing for robotics. In: Proceedings 2000 ICRA. Millennium Conference. IEEE International Conference on Robotics and Automation. Symposia Proceedings (Cat. No. 00CH37065), IEEE, pp 102-110 Hebert M (2000) Active and passive range sensing for robotics. In: Proceedings 2000 ICRA. Millennium Conference. IEEE International Conference on Robotics and Automation. Symposia Proceedings (Cat. No. 00CH37065), IEEE, pp 102-110
14.
Zurück zum Zitat Xu Y, Yu H, Zhong J, Lin T, Chen S (2012) Real-time seam tracking control technology during welding robot GTAW process based on passive vision sensor. J Mater Process Technol 212(8):1654–1662CrossRef Xu Y, Yu H, Zhong J, Lin T, Chen S (2012) Real-time seam tracking control technology during welding robot GTAW process based on passive vision sensor. J Mater Process Technol 212(8):1654–1662CrossRef
15.
Zurück zum Zitat Xiong J, Pi Y, Chen H (2019) Deposition height detection and feature point extraction in robotic GTA-based additive manufacturing using passive vision sensing. Robot Comput Integr Manuf 59:326–334CrossRef Xiong J, Pi Y, Chen H (2019) Deposition height detection and feature point extraction in robotic GTA-based additive manufacturing using passive vision sensing. Robot Comput Integr Manuf 59:326–334CrossRef
16.
Zurück zum Zitat Qiao D-x, Zheng J, Pan J-l (2010) Dual structure laser vision sensor and its character [J]. Electric Welding Machine 40(11):14–16 Qiao D-x, Zheng J, Pan J-l (2010) Dual structure laser vision sensor and its character [J]. Electric Welding Machine 40(11):14–16
17.
Zurück zum Zitat Zhang L, Ke W, Ye Q, Jiao J (2014) A novel laser vision sensor for weld line detection on wall-climbing robot. Opt Laser Technol 60:69–79CrossRef Zhang L, Ke W, Ye Q, Jiao J (2014) A novel laser vision sensor for weld line detection on wall-climbing robot. Opt Laser Technol 60:69–79CrossRef
18.
Zurück zum Zitat Chen S, Li Y, Kwok NM (2011) Active vision in robotic systems: a survey of recent developments. Int J Robot Res 30(11):1343–1377CrossRef Chen S, Li Y, Kwok NM (2011) Active vision in robotic systems: a survey of recent developments. Int J Robot Res 30(11):1343–1377CrossRef
19.
Zurück zum Zitat Yang L, Li E, Long T, Fan J, Liang Z (2018) A high-speed seam extraction method based on the novel structured-light sensor for arc welding robot: a review. IEEE Sensors J 18(21):8631–8641 Yang L, Li E, Long T, Fan J, Liang Z (2018) A high-speed seam extraction method based on the novel structured-light sensor for arc welding robot: a review. IEEE Sensors J 18(21):8631–8641
20.
Zurück zum Zitat Li B, An Y, Cappelleri D, Xu J, Zhang S (2017) High-accuracy, high-speed 3D structured light imaging techniques and potential applications to intelligent robotics. International Journal of Intelligent Robotics & Applications 1(1):86–103CrossRef Li B, An Y, Cappelleri D, Xu J, Zhang S (2017) High-accuracy, high-speed 3D structured light imaging techniques and potential applications to intelligent robotics. International Journal of Intelligent Robotics & Applications 1(1):86–103CrossRef
21.
Zurück zum Zitat Jin Y, Price M Study on belt grinding performance of electron beam weld of titanium alloy. In: Advances in Manufacturing Technology XXXIII: Proceedings of the 17th International Conference on Manufacturing Research, incorporating the 34th National Conference on Manufacturing Research, 10-12 September 2019, Queen's University, Belfast, 2019. IOS Press, p 364 Jin Y, Price M Study on belt grinding performance of electron beam weld of titanium alloy. In: Advances in Manufacturing Technology XXXIII: Proceedings of the 17th International Conference on Manufacturing Research, incorporating the 34th National Conference on Manufacturing Research, 10-12 September 2019, Queen's University, Belfast, 2019. IOS Press, p 364
22.
Zurück zum Zitat Yin C, Tang D, Deng Z (2017) Development of ray nondestructive detecting and grinding robot for weld seam in pipe. In: 2017 IEEE International Conference on Robotics and Biomimetics (ROBIO), IEEE, pp 208-214 Yin C, Tang D, Deng Z (2017) Development of ray nondestructive detecting and grinding robot for weld seam in pipe. In: 2017 IEEE International Conference on Robotics and Biomimetics (ROBIO), IEEE, pp 208-214
23.
Zurück zum Zitat Wang X, Zhang X, Ren X, Li L, Feng H, He Y, Chen H, Chen X (2020) Point cloud 3D parent surface reconstruction and weld seam feature extraction for robotic grinding path planning. Int J Adv Manuf Technol 107(1):827–841CrossRef Wang X, Zhang X, Ren X, Li L, Feng H, He Y, Chen H, Chen X (2020) Point cloud 3D parent surface reconstruction and weld seam feature extraction for robotic grinding path planning. Int J Adv Manuf Technol 107(1):827–841CrossRef
24.
Zurück zum Zitat Li L, Li C, Tang Y, Du Y (2017) An integrated approach of reverse engineering aided remanufacturing process for worn components. Robot Comput Integr Manuf 48:39–50CrossRef Li L, Li C, Tang Y, Du Y (2017) An integrated approach of reverse engineering aided remanufacturing process for worn components. Robot Comput Integr Manuf 48:39–50CrossRef
25.
Zurück zum Zitat Yang L, Liu Y, Peng J, Liang Z (2020) A novel system for off-line 3D seam extraction and path planning based on point cloud segmentation for arc welding robot. Robot Comput Integr Manuf 64:101929CrossRef Yang L, Liu Y, Peng J, Liang Z (2020) A novel system for off-line 3D seam extraction and path planning based on point cloud segmentation for arc welding robot. Robot Comput Integr Manuf 64:101929CrossRef
26.
Zurück zum Zitat Zhang K, Yan M, Huang T, Zheng J, Li Z (2019) 3D reconstruction of complex spatial weld seam for autonomous welding by laser structured light scanning. J Manuf Process 39:200–207CrossRef Zhang K, Yan M, Huang T, Zheng J, Li Z (2019) 3D reconstruction of complex spatial weld seam for autonomous welding by laser structured light scanning. J Manuf Process 39:200–207CrossRef
27.
Zurück zum Zitat Zhang H, Li L, Zhao J (2019) Robot automation grinding process for nuclear reactor coolant pump based on reverse engineering. Int J Adv Manuf Technol 102(1-4):879–891CrossRef Zhang H, Li L, Zhao J (2019) Robot automation grinding process for nuclear reactor coolant pump based on reverse engineering. Int J Adv Manuf Technol 102(1-4):879–891CrossRef
28.
Zurück zum Zitat Zhang G, Wang J, Cao F, Li Y, Chen X (2016) 3D curvature grinding path planning based on point cloud data. In: 2016 12th IEEE/ASME International Conference on Mechatronic and Embedded Systems and Applications (MESA), IEEE, pp 1-6 Zhang G, Wang J, Cao F, Li Y, Chen X (2016) 3D curvature grinding path planning based on point cloud data. In: 2016 12th IEEE/ASME International Conference on Mechatronic and Embedded Systems and Applications (MESA), IEEE, pp 1-6
29.
Zurück zum Zitat Golestan S, Ramezani M, Guerrero JM, Freijedo FD, Monfared M (2013) Moving average filter based phase-locked loops: performance analysis and design guidelines. IEEE Trans Power Electron 29(6):2750–2763CrossRef Golestan S, Ramezani M, Guerrero JM, Freijedo FD, Monfared M (2013) Moving average filter based phase-locked loops: performance analysis and design guidelines. IEEE Trans Power Electron 29(6):2750–2763CrossRef
30.
Zurück zum Zitat Bentley JL (1975) Multidimensional binary search trees used for associative searching. Commun ACM 18(9):509–517CrossRef Bentley JL (1975) Multidimensional binary search trees used for associative searching. Commun ACM 18(9):509–517CrossRef
31.
Zurück zum Zitat Chou W, You L, Wang T (2007) Automatic path planning for welding robot based on reconstructed surface model. In: Robotic Welding. Springer, Intelligence and Automation, pp 153–161 Chou W, You L, Wang T (2007) Automatic path planning for welding robot based on reconstructed surface model. In: Robotic Welding. Springer, Intelligence and Automation, pp 153–161
32.
Zurück zum Zitat Douglas DH, Peucker TK (1973) Algorithms for the reduction of the number of points required to represent a digitized line or its caricature. Cartographica 10(2):112–122CrossRef Douglas DH, Peucker TK (1973) Algorithms for the reduction of the number of points required to represent a digitized line or its caricature. Cartographica 10(2):112–122CrossRef
33.
Zurück zum Zitat Kenwood GJ (1984) Process modeling of weld bead grinding as part of a robotic solution. Massachusetts Institute of Technology, Department of Mechanical Engineering Kenwood GJ (1984) Process modeling of weld bead grinding as part of a robotic solution. Massachusetts Institute of Technology, Department of Mechanical Engineering
34.
Zurück zum Zitat Ivers DE (1985) Process modelling of coated abrasive disk grinding as part of a robotic solution. Massachusetts Institute of Technology, Department of Mechanical Engineering Ivers DE (1985) Process modelling of coated abrasive disk grinding as part of a robotic solution. Massachusetts Institute of Technology, Department of Mechanical Engineering
35.
Zurück zum Zitat Bartlett J, Frost C (2008) Reliability, repeatability and reproducibility: analysis of measurement errors in continuous variables. Ultrasound Obstet Gynecol 31(4):466–475CrossRef Bartlett J, Frost C (2008) Reliability, repeatability and reproducibility: analysis of measurement errors in continuous variables. Ultrasound Obstet Gynecol 31(4):466–475CrossRef
36.
Zurück zum Zitat Asakawa N, Takeuchi Y (1997) Teachingless spray-painting of sculptured surface by an industrial robot. In: Proceedings of international conference on robotics and automation, IEEE, pp 1875-1879 Asakawa N, Takeuchi Y (1997) Teachingless spray-painting of sculptured surface by an industrial robot. In: Proceedings of international conference on robotics and automation, IEEE, pp 1875-1879
Metadaten
Titel
A novel feature-guided trajectory generation method based on point cloud for robotic grinding of freeform welds
verfasst von
Hengjian Feng
Xukai Ren
Lufeng Li
Xiaoqiang Zhang
Huabin Chen
Ze Chai
Xiaoqi Chen
Publikationsdatum
17.05.2021
Verlag
Springer London
Erschienen in
The International Journal of Advanced Manufacturing Technology / Ausgabe 5-6/2021
Print ISSN: 0268-3768
Elektronische ISSN: 1433-3015
DOI
https://doi.org/10.1007/s00170-021-07095-2

Weitere Artikel der Ausgabe 5-6/2021

The International Journal of Advanced Manufacturing Technology 5-6/2021 Zur Ausgabe

    Marktübersichten

    Die im Laufe eines Jahres in der „adhäsion“ veröffentlichten Marktübersichten helfen Anwendern verschiedenster Branchen, sich einen gezielten Überblick über Lieferantenangebote zu verschaffen.