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Volumn 31, Issue 18, 2015, Pages 175-183

Apple recognition based on K-means and GA-RBF-LMS neural network applicated in harvesting robot

Author keywords

Algorithms; Apple harvesting robot; Feature extraction; GA RBF neural network; Identification; Image processing; K means segmentation

Indexed keywords

ALGORITHMS; BACKPROPAGATION; COLOR; COLOR IMAGE PROCESSING; EFFICIENCY; FEATURE EXTRACTION; FRUITS; GENETIC ALGORITHMS; HARVESTING; IDENTIFICATION (CONTROL SYSTEMS); IMAGE PROCESSING; IMAGE SEGMENTATION; K-MEANS CLUSTERING; MULTILAYER NEURAL NETWORKS; ROBOTS; SAMPLING;

EID: 84944596172     PISSN: 10026819     EISSN: None     Source Type: Journal    
DOI: 10.11975/j.issn.1002-6819.2015.18.025     Document Type: Article
Times cited : (35)

References (28)
  • 1
    • 84939470657 scopus 로고    scopus 로고
    • Harvesting robots for high-value crops: state-of-the-art review and challenges ahead
    • Bac CW, van Henten EJ, Hemming J, et al. Harvesting robots for high-value crops: state-of-the-art review and challenges ahead [J]. Journal of Field Robotics, 2014, 31 (6): 888-911.
    • (2014) Journal of Field Robotics , vol.31 , Issue.6 , pp. 888-911
    • Bac, C.W.1    Van Henten, E.J.2    Hemming, J.3
  • 3
    • 84889247706 scopus 로고    scopus 로고
    • Development of real-time recognition and localization methods for fruits and vegetables in field
    • in Chinese with English abstract
    • Xiang Rong, Ying Yibin, Jiang Huanyu. Development of real-time recognition and localization methods for fruits and vegetables in field [J]. Transactions of the Chinese Society for Agricultural Machinery, 2013, 44 (11): 208-223. (in Chinese with English abstract)
    • (2013) Transactions of the Chinese Society for Agricultural Machinery , vol.44 , Issue.11 , pp. 208-223
    • Xiang, R.1    Ying, Y.2    Jiang, H.3
  • 4
    • 77956316834 scopus 로고    scopus 로고
    • An object detection method for quasi-circular fruits based on improved Hough transform
    • in Chinese with English abstract
    • Xie Zhonghong, Ji Changying, Guo Xiaoqing, et al. An object detection method for quasi-circular fruits based on improved Hough transform [J]. Transactions of the Chinese Society of Agricultural Engineering (Transactions of the CSAE), 2010, 26 (7): 157-162. (in Chinese with English abstract)
    • (2010) Transactions of the Chinese Society of Agricultural Engineering (Transactions of the CSAE) , vol.26 , Issue.7 , pp. 157-162
    • Xie, Z.1    Ji, C.2    Guo, X.3
  • 5
    • 80052940906 scopus 로고    scopus 로고
    • Design and control of an apple harvesting robot
    • Zhao D A, Lü J D, Ji W, et al. Design and control of an apple harvesting robot [J]. Biosystems Engineering, 2011, 110 (2): 112-122.
    • (2011) Biosystems Engineering , vol.110 , Issue.2 , pp. 112-122
    • Zhao, D.A.1    Lü, J.D.2    Ji, W.3
  • 6
    • 84892525364 scopus 로고    scopus 로고
    • Vision-based localisation of mature apples in tree images using convexity
    • Kelman E E, Linker R. Vision-based localisation of mature apples in tree images using convexity [J]. Biosystems Engineering, 2014, 118: 174-185.
    • (2014) Biosystems Engineering , vol.118 , pp. 174-185
    • Kelman, E.E.1    Linker, R.2
  • 7
    • 84891521272 scopus 로고    scopus 로고
    • Apple recognition based on fuzzy neural network and quantum genetic algorithm
    • in Chinese with English abstract
    • Ma Xiaodan, Liu Gang, Zhou Wei, et al. Apple recognition based on fuzzy neural network and quantum genetic algorithm [J]. Transactions of the Chinese Society for Agricultural Machinery, 2013, 44 (12): 227-233. (in Chinese with English abstract)
    • (2013) Transactions of the Chinese Society for Agricultural Machinery , vol.44 , Issue.12 , pp. 227-233
    • Ma, X.1    Liu, G.2    Zhou, W.3
  • 8
    • 79955089539 scopus 로고    scopus 로고
    • Detecting fruits in natural scenes by using spatial-frequency based texture analysis and multiview geometry
    • Rakun J, Stajnko D, Zazula D. Detecting fruits in natural scenes by using spatial-frequency based texture analysis and multiview geometry [J]. Computers and Electronics in Agriculture, 2011, 76 (1): 80-88.
    • (2011) Computers and Electronics in Agriculture , vol.76 , Issue.1 , pp. 80-88
    • Rakun, J.1    Stajnko, D.2    Zazula, D.3
  • 9
    • 84860346188 scopus 로고    scopus 로고
    • Fruit trees 3-D information perception and reconstruction based on binocular stereo vision
    • in Chinese with English abstract
    • Cai Jianrong, Sun Haibo, Li Yongping, et al. Fruit trees 3-D information perception and reconstruction based on binocular stereo vision [J]. Transactions of the Chinese Society for Agricultural Machinery, 2012, 43 (3): 152-156. (in Chinese with English abstract)
    • (2012) Transactions of the Chinese Society for Agricultural Machinery , vol.43 , Issue.3 , pp. 152-156
    • Cai, J.1    Sun, H.2    Li, Y.3
  • 11
    • 84866412386 scopus 로고    scopus 로고
    • Automatic recognition vision system guided for apple harvesting robot
    • Ji W, Zhao D A, Cheng F Y, et al. Automatic recognition vision system guided for apple harvesting robot [J]. Computers & Electrical Engineering, 2012, 38 (5): 1186-1195.
    • (2012) Computers & Electrical Engineering , vol.38 , Issue.5 , pp. 1186-1195
    • Ji, W.1    Zhao, D.A.2    Cheng, F.Y.3
  • 13
    • 84925871770 scopus 로고    scopus 로고
    • Localization method of picking point of apple target based on smoothing contour symmetry axis algorithm
    • in Chinese with English abstract
    • Wang Dandan, Xu Yue, Song Huaibo, et al. Localization method of picking point of apple target based on smoothing contour symmetry axis algorithm [J]. Transactions of the Chinese Society of Agricultural Engineering (Transactions of the CSAE), 2015, 31 (5): 167-174. (in Chinese with English abstract)
    • (2015) Transactions of the Chinese Society of Agricultural Engineering (Transactions of the CSAE) , vol.31 , Issue.5 , pp. 167-174
    • Wang, D.1    Xu, Y.2    Song, H.3
  • 14
    • 84931378411 scopus 로고    scopus 로고
    • Fusion of K-means and Ncut algorithm to realize segmentation and reconstruction of two overlapped apples without blocking by branches and leaves
    • in Chinese with English abstract
    • Wang Dandan, Xu Yue, Song Huaibo, et al. Fusion of K-means and Ncut algorithm to realize segmentation and reconstruction of two overlapped apples without blocking by branches and leaves [J]. Transactions of the Chinese Society of Agricultural Engineering (Transactions of the CSAE), 2015, 31 (10): 227-234. (in Chinese with English abstract)
    • (2015) Transactions of the Chinese Society of Agricultural Engineering (Transactions of the CSAE) , vol.31 , Issue.10 , pp. 227-234
    • Wang, D.1    Xu, Y.2    Song, H.3
  • 15
    • 84910100450 scopus 로고    scopus 로고
    • Recognition of green apple in similar bcakground
    • in Chinese with English abstract
    • Zhang Chunlong, Zhang Ji, Zhang Junxiong, et al. Recognition of green apple in similar bcakground [J]. Transactions of the Chinese Society for Agricultural Machinery, 2014, 45 (10): 277-281. (in Chinese with English abstract)
    • (2014) Transactions of the Chinese Society for Agricultural Machinery , vol.45 , Issue.10 , pp. 277-281
    • Zhang, C.1    Zhang, J.2    Zhang, J.3
  • 17
    • 0000672424 scopus 로고
    • Fast learning in networks locally-tuned processing units
    • Moody J, Dkaren C J. Fast learning in networks locally-tuned processing units [J]. Neural Computation, 1989, 1 (2): 281-294.
    • (1989) Neural Computation , vol.1 , Issue.2 , pp. 281-294
    • Moody, J.1    Dkaren, C.J.2
  • 18
    • 84902370672 scopus 로고    scopus 로고
    • K-means*: clustering by gradual data transformation
    • Malinen M I, Mariescu-Istodor R, Franti P. K-means*: clustering by gradual data transformation [J]. Pattern Recognition, 2014, 47 (10): 3376-3386.
    • (2014) Pattern Recognition , vol.47 , Issue.10 , pp. 3376-3386
    • Malinen, M.I.1    Mariescu-Istodor, R.2    Franti, P.3
  • 19
    • 33748437938 scopus 로고    scopus 로고
    • Evolutionary system for automatically constructing and adapting radial basis function networks
    • Manrique D, Ríos J, Rodríguez A. Evolutionary system for automatically constructing and adapting radial basis function networks [J]. Neurocomputing, 2006, 69 (16-18): 2268-2283.
    • (2006) Neurocomputing , vol.69 , Issue.16-18 , pp. 2268-2283
    • Manrique, D.1    Ríos, J.2    Rodríguez, A.3
  • 20
    • 84857644975 scopus 로고    scopus 로고
    • An optimizing method of RBF neural network based on genetic algorithm
    • Ding S F, Xu L, Su C Y. An optimizing method of RBF neural network based on genetic algorithm [J]. Neural Computing and Applications, 2012, 21 (2): 333-336.
    • (2012) Neural Computing and Applications , vol.21 , Issue.2 , pp. 333-336
    • Ding, S.F.1    Xu, L.2    Su, C.Y.3
  • 21
    • 84871071481 scopus 로고    scopus 로고
    • Recognition and localization methods of occluded apples based on convex hull theory
    • in Chinese with English abstract
    • Song Huaibo, He Dongjian, Pan Jingpeng. Recognition and localization methods of occluded apples based on convex hull theory [J]. Transactions of the Chinese Society of Agricultural Engineering (Transactions of the CSAE), 2012, 28 (22): 174-180. (in Chinese with English abstract)
    • (2012) Transactions of the Chinese Society of Agricultural Engineering (Transactions of the CSAE) , vol.28 , Issue.22 , pp. 174-180
    • Song, H.1    He, D.2    Pan, J.3
  • 22
    • 84944626988 scopus 로고    scopus 로고
    • CIE 1931 color space
    • CIE 1931 color space [OL]. https://en.wikipedia.org/wiki/
  • 24
    • 59949094004 scopus 로고    scopus 로고
    • Apple fruit recognition based on support vector machine using in harvesting robot
    • in Chinese with English abstract
    • Wang Jinjing, Zhao Dean, Ji Wei, et al. Apple fruit recognition based on support vector machine using in harvesting robot [J]. Transactions of the Chinese Society for Agricultural Machinery, 2009, 40 (1): 148-151. (in Chinese with English abstract)
    • (2009) Transactions of the Chinese Society for Agricultural Machinery , vol.40 , Issue.1 , pp. 148-151
    • Wang, J.1    Zhao, D.2    Ji, W.3
  • 25
    • 84867433322 scopus 로고    scopus 로고
    • Research on extracting shape feature of digital image
    • in Chinese with English abstract
    • Wang Jilin, Zhao Li. Research on extracting shape feature of digital image [J]. Microelectronics & Computer, 2010, 27 (5): 118-120. (in Chinese with English abstract).
    • (2010) Microelectronics & Computer , vol.27 , Issue.5 , pp. 118-120
    • Wang, J.1    Zhao, L.2
  • 26
    • 84877268080 scopus 로고    scopus 로고
    • Recognition of electric shock signal based on FIR filtering and RBF neural network
    • in Chinese with English abstract
    • Guan Haiou, Du Songhuai, Li Chunlan, et al. Recognition of electric shock signal based on FIR filtering and RBF neural network [J]. Transactions of the Chinese Society of Agricultural Engineering (Transactions of the CSAE), 2013, 29 (8): 187-194. (in Chinese with English abstract)
    • (2013) Transactions of the Chinese Society of Agricultural Engineering (Transactions of the CSAE) , vol.29 , Issue.8 , pp. 187-194
    • Guan, H.1    Du, S.2    Li, C.3
  • 27
    • 84869475733 scopus 로고    scopus 로고
    • Meta-cognitive RBF network and its projection based learning algorithm for classification problems
    • Babu G S, Suresh S. Meta-cognitive RBF network and its projection based learning algorithm for classification problems [J]. Applied Soft Computing, 2013, 13 (1): 654-666.
    • (2013) Applied Soft Computing , vol.13 , Issue.1 , pp. 654-666
    • Babu, G.S.1    Suresh, S.2
  • 28
    • 1542353202 scopus 로고    scopus 로고
    • On structures of supervised linear basis function feed forward three-layered neural networks
    • in Chinese with English abstract
    • Gao Daqi. On structures of supervised linear basis function feed forward three-layered neural networks [J]. Chinese Journal of Computers, 1998, 21 (1): 80-86. (in Chinese with English abstract)
    • (1998) Chinese Journal of Computers , vol.21 , Issue.1 , pp. 80-86
    • Gao, D.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.