Automated grading of palm oil Fresh Fruit Bunches (FFB) using neuro-fuzzy technique

SoCPaR 2009 - Soft Computing and Pattern Recognition

Volumn , Issue , 2009, Pages 245-249

  Jamil, Nursuriati ^a   Mohamed, Azlinah ^a   Abdullah, Syazwani ^a  

^a UNIVERSITI TEKNOLOGI MARA   (Malaysia)

Author keywords

Automated fruit grading; Color classification; Neuro fuzzy; Palm oil; RGB color model

Indexed keywords

COLOR CLASSIFICATION; FRUIT GRADING; NEURO-FUZZY; PALM OIL; RGB COLOR MODEL;

AUTOMATION; COLOR PRINTING; FRUITS; FUZZY LOGIC; GRADING; PATTERN RECOGNITION; RADIOMETRY; SOFT COMPUTING; VEGETABLE OILS;

COLOR;

EID: 77649296528     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/SoCPaR.2009.57     Document Type: Conference Paper

References (22)

1. J.B. Njoroge, K. Ninomiya, N. Kondo, and H. Toita, "Automated fruit grading system using image processing," SICE 2002. Proceedings of the 41st SICE Annual Conference , vol.2, no., pp. 1346-1351 vol.2, 5-7 Aug. 2002.
2. Y. Saito, T. Hatanaka, K., Uosaki, and H. Shigeto, "Neural network application to eggplant classification," LNAI 2774, pp. 933-940, 2003.
3. M. Z. Abdullah, L. C. Guan, K. C. Lim and A. A. Karim, "The applications of computer vision system and tomographic radar imaging for assessing physical properties of food," J. Food Engineering, vol. 61, pp. 125-135, Jan 2004.
4. C.J. Studman, "Computers and electronics inn postharvest technology - A review," Computers and Electronics in Agriculture, vol 20, pp. 109-124, 2001.
5. M.S.B. Shah Rizam, A.R. Farah Yasmin, M.Y. Ahmad Ihsan, and K. Shazana, "Non-destructive watermelon ripeness determination using image processing and artificial neural network (ANN)," Proc. World Academy of Science, Engineering and Technology, vol. 38, pp. 542-546, Feb 2009.
6. A. Abdesselam, R.Choo Abdullah, "Pepper berries grading using artificial neural network," Proc. TENCON 2000, vol. 2, pp. 153-159, 2000.
7. Z. Effendi, R. Ramli, J. Abdul Ghani, and Z. Yaakob," Development of Jatropha Curcas color grading sysytem for ripeness evaluation," European Journal of Scientific Research, vol. 30, no. 4, pp. 662-669, 2009.
8. S. Riyadi, M. M. Mustafar, A. Hussain, and A. Hamzah, "Papaya fruit grading based on size using image analysis," Proc. International Conference on Electrical Engineering and Informatics, pp. 645-648, June 2007.
9. M.Z. Abdullah, J. Mohamad-Salleh, A.S. Fathinul-Syahir, and B.M.N. Mohd-Azemi, "Discrimination and classification of fresh-cut starfruits (Averrhoa carambola L.) using automated machine vision system," J. Food Engineering, vol. 76, pp. 506-523, 2006.
10. C.C. Teoh, and A.R.M. Syaifudin, "Use of image analysis for grading size of mango," ISHS Acta Horticulturae 710, Leuven, pp. 485-490, 2006.
11. M.M Mokji., and S.A.R. Abu Bakar, "Starfruit classification based on linear hue computation, Elektrika Journal of Electrical Engineering, vol. 9, no. 2, pp. 14-19, 2007.
12. W.I. Wan Ismail, M.Z. Bardaie, and A.M. Abdul Hamid, "Optical properties for mechanical harvesting of oil palm FFB," J. Oil Palm Research , vol. 12, no. 2, pp. 38-45, Dec 2000.
13. R. Shariff, A. Adnan, R. Mispan, S. Mansor, R. Halim, and R. Goyal, "Correlation between oil content and DN values," Proc. Map India, pp. 1-6. 2002.
14. T.S.Y. Choong, S. Abbas, A.R. Shariff, R. Halim, M.H.S. Ismail, R. Yunus, S. Ali, and F-R. Ahmadun, " Digital image processing of palm oit fruits", International J. Food Engineering, vol 2, no. 2, pp., 2006.
15. M.S.M Alfatni, A.R. Shariff, H.Z. Mohd Shafri, O.M.B. Saaed, and O.M. Eshanta, "Oil palm fruit bunch grading using red, green and blue digital number," J. Applied Sciences, vol. 8, no. 8, pp. 1444-1452, 2008.
16. S.K. Balasundram, P.C. Robert, and D.J. Mulla, "Relationship between oil content and fruit surface color in oil palm," J. Plant Sciences, vol. 1, no. 3, pp. 217-227, 2006.
17. M.Z. Abdullah, L.C. Guan, and B.M.N. Mohd-Azemi, "Stepwise discriminant analysis for colour grading of oil palm using machine vision system," Transaction of the IChemE, col. 79, pp. 223-231, 2001.
18. Manual Penggredan Buah Kelapa Sawit: http://161.142.157.2/pnp/gredffb.htm
19. M.F. Shah, "Settlers report abuse in oil palm fruit grading," The Star, April 10, 2009.
20. A.Keles, A.S. Hasiloglu, Al. Keles, and Y. Aksoy, "Neuro-fuzzy classification of prostate cancer using NEFCLASS-J," Computers in Biology and Medicine, vol. 37, no. 11, pp. 1317-1628, Nov 2007.
21. S. Zuraka, "Grading of FFB palm oil based on global colour," BSc. Thesis, Faculty of Information Technology & Quantitative Sciences, Universiti Teknologi MARA, Oct 2007.
22. R. Jaafar, N. Jamil, A. Jaafar, and B. Abdullah, "Image analysis of Fresh Fruit Bunches (FFB) using low cost vision system," Proc. International Conference on Advances in Mechanical Engineering, pp. 20-25, July 2009.