Skip to main content
Erschienen in: Pattern Analysis and Applications 4/2019

03.04.2019 | Industrial and commercial application

Contour recognition of roadheader cutting head based on shape matching

verfasst von: Yuxin Du, Minming Tong

Erschienen in: Pattern Analysis and Applications | Ausgabe 4/2019

Einloggen

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

search-config
loading …

Abstract

In this paper, a shape matching algorithm is presented to perform the cutting head recognition for roadheaders based on a binocular vision system installed on the machine. The shape descriptor is a simplified intersection angle of tangent lines which is firstly proposed on the basis of contour points’ spatial positions. It exhibits significant self-contained property and features describing capacity for both partial and whole shapes. To achieve the best match, the MVM algorithm was improved with skipping and multiple matching penalties to complete the multiple mapping and to skip existing outliers in sequences. More precisely, these advantages make the proposed algorithm less sensible to the local variations caused by varied views. Experimental results demonstrated that the proposed method outperforms existing ones with stronger robustness and higher accuracy. In actual pictures tests, the cutting head recognition rate reached 100% with spatial positioning errors under 2.2 cm, which met the requirements for accurate location in real time.

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!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
2.
Zurück zum Zitat Hu MK (1962) Visual pattern recognition by moment invariants. IRE Trans Inf Theory 8:179–187MATH Hu MK (1962) Visual pattern recognition by moment invariants. IRE Trans Inf Theory 8:179–187MATH
4.
Zurück zum Zitat Belongie S (2002) Shape Matching and object recognition using shape context. IEEE Trans Pattern Anal Mach Intell 24:509–522CrossRef Belongie S (2002) Shape Matching and object recognition using shape context. IEEE Trans Pattern Anal Mach Intell 24:509–522CrossRef
5.
Zurück zum Zitat Ling HB, Jacobs DW (2007) Shape classification using the inner-distance. IEEE Trans Pattern Anal Mach Intell 29:286–299CrossRef Ling HB, Jacobs DW (2007) Shape classification using the inner-distance. IEEE Trans Pattern Anal Mach Intell 29:286–299CrossRef
6.
Zurück zum Zitat Shu X, Wu XJ (2011) A novel contour descriptor for 2D shape matching and its application to image retrieval. Image Vis Comput 29:286–294CrossRef Shu X, Wu XJ (2011) A novel contour descriptor for 2D shape matching and its application to image retrieval. Image Vis Comput 29:286–294CrossRef
7.
Zurück zum Zitat Zheng DC, Min H (2013) Improved shape recognition method based on representative shape context. J Comput Aided Des Comput Graph 25:215–220 Zheng DC, Min H (2013) Improved shape recognition method based on representative shape context. J Comput Aided Des Comput Graph 25:215–220
8.
Zurück zum Zitat Yang CZ, Wei H, Yu Q, Yang C, Wei H, Yu Q (2018) A novel method for 2D nonrigid partial shape matching. Neurocomputing 275:1160–1176CrossRef Yang CZ, Wei H, Yu Q, Yang C, Wei H, Yu Q (2018) A novel method for 2D nonrigid partial shape matching. Neurocomputing 275:1160–1176CrossRef
9.
Zurück zum Zitat Huang WG, Hu DM, Yang JY, Zhu ZK (2015) Chord angle representation for shape matching under occlusion. Opt Precis Eng 23:1758–1767CrossRef Huang WG, Hu DM, Yang JY, Zhu ZK (2015) Chord angle representation for shape matching under occlusion. Opt Precis Eng 23:1758–1767CrossRef
10.
Zurück zum Zitat Vlachos M, Hadjieleftheriou M, Gunopulos D, Keogha E (2003) Indexing multi-dimensional time-series with support for multiple distance measures. In: ACM SIGKDD international conference on knowledge discovery and data mining ACM, pp 216–225 Vlachos M, Hadjieleftheriou M, Gunopulos D, Keogha E (2003) Indexing multi-dimensional time-series with support for multiple distance measures. In: ACM SIGKDD international conference on knowledge discovery and data mining ACM, pp 216–225
11.
Zurück zum Zitat Sakoe H, Chiba S (1971) A dynamic programming approach to continuous speech recognition. In: International congress on acoustics, Budapest, pp 65–69 Sakoe H, Chiba S (1971) A dynamic programming approach to continuous speech recognition. In: International congress on acoustics, Budapest, pp 65–69
12.
Zurück zum Zitat Latecki LJ, Wang Q, Koknar-Tezel S, Megalooikonomou V (2007) Optimal subsequence bijection. In: IEEE International conference on data mining IEEE, pp 565–570 Latecki LJ, Wang Q, Koknar-Tezel S, Megalooikonomou V (2007) Optimal subsequence bijection. In: IEEE International conference on data mining IEEE, pp 565–570
13.
Zurück zum Zitat Latecki LJ, Megalooikonomou V, Wang Q, Yu D (2007) An elastic partial shape matching technique. Pattern Recognit 40:3069–3080CrossRefMATH Latecki LJ, Megalooikonomou V, Wang Q, Yu D (2007) An elastic partial shape matching technique. Pattern Recognit 40:3069–3080CrossRefMATH
14.
Zurück zum Zitat Mondal T, Ragot N, Ramel JY, Pal U (2014) Flexible sequence matching technique: application to word spotting in degraded documents. In: International conference on frontiers in handwriting recognition IEEE, pp 210–215 Mondal T, Ragot N, Ramel JY, Pal U (2014) Flexible sequence matching technique: application to word spotting in degraded documents. In: International conference on frontiers in handwriting recognition IEEE, pp 210–215
15.
Zurück zum Zitat Mondal T, Ragot N, Ramel JY, Pal U (2015) Exemplary sequence cardinality: an effective application for word spotting. In: International conference on document analysis and recognition IEEE, pp 1146–1150 Mondal T, Ragot N, Ramel JY, Pal U (2015) Exemplary sequence cardinality: an effective application for word spotting. In: International conference on document analysis and recognition IEEE, pp 1146–1150
16.
Zurück zum Zitat Du YX, Tong MM, Zhou LL, Dong HB (2016) Edge detection based on Retinex theory and wavelet multi-scale product for mine images. Appl Opt 55:9625–9637CrossRef Du YX, Tong MM, Zhou LL, Dong HB (2016) Edge detection based on Retinex theory and wavelet multi-scale product for mine images. Appl Opt 55:9625–9637CrossRef
17.
Zurück zum Zitat Tian J (2010) Research on boom-type roadheader auto cutting and profiling control system. CUMT(Beijing), Beijing Tian J (2010) Research on boom-type roadheader auto cutting and profiling control system. CUMT(Beijing), Beijing
18.
Zurück zum Zitat Zhang XH, Liu YW, Yang WJ, Mao QH, Wang DM, Zhou Y (2018) Vision measurement system for cutting head attitude of mine-used boom-type roadheader. Ind Mine Autom 44:63–67CrossRef Zhang XH, Liu YW, Yang WJ, Mao QH, Wang DM, Zhou Y (2018) Vision measurement system for cutting head attitude of mine-used boom-type roadheader. Ind Mine Autom 44:63–67CrossRef
Metadaten
Titel
Contour recognition of roadheader cutting head based on shape matching
verfasst von
Yuxin Du
Minming Tong
Publikationsdatum
03.04.2019
Verlag
Springer London
Erschienen in
Pattern Analysis and Applications / Ausgabe 4/2019
Print ISSN: 1433-7541
Elektronische ISSN: 1433-755X
DOI
https://doi.org/10.1007/s10044-019-00813-3

Weitere Artikel der Ausgabe 4/2019

Pattern Analysis and Applications 4/2019 Zur Ausgabe