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IJSTR >> Volume 9 - Issue 1, January 2020 Edition



International Journal of Scientific & Technology Research  
International Journal of Scientific & Technology Research

Website: http://www.ijstr.org

ISSN 2277-8616



Identification Of Asian Green Mussel Perna Viridis’ Sex Using Image Processing, Fuzzy Logic And K –Nearest Neighbor

[Full Text]

 

AUTHOR(S)

Robie Ann Magbayao, Edwin R. Arboleda, Elbert M. Galas

 

KEYWORDS

Fuzzy logic, Green mussel, Image processing, Perna Viridis, Sexing

 

ABSTRACT

Perna Viridis gender can not be identified in its shell, however, it can be classified by identifying the color of its gonad. The male green mussel has creamy white colors while the female green mussel has reddish gonad. The proponent of this paper will propose an identification technique by image processing, fuzzy logic and K nearest neighbor. The image processing will gather RGB data for each sample and the gathered data will be used to identify the gender of the green mussel using fuzzy logic and K nearest neighbor. Fuzzy logic identified 75.76% of male green mussels and 100% female green mussels, on the other hand, the K nearest neighbor classifies the male and female green mussels on the first trial.

 

REFERENCES

] S. Rajagopal, V. P. Venugopalan, G. Van Der Velde, and H. A. Jenner, "Greening of the coasts: A review of the Perna Viridis success story," Aquat. Ecol., vol. 40, no. 3, pp. 273–297, 2006.

[2] P. Dolmer, “Feeding activity of mussels Mytilus edulis related to near-bed currents and phytoplankton biomass,” J. Sea Res., vol. 44, no. 3–4, pp. 221–231, 2000.
[3] S. Feeder, "Asian green mussel Perna Viridis," pp. 2013–2016, 2002.

[4] M. Mcguire and J. Stevely, “Invasive Species of Florida ’ s Coastal Waters : The Asian Green Mussel ( Perna Viridis ) 1,” Habitat, pp. 1–4, 2009.
[5] S. Al-barwani, A. Bin Arshad, and S. Selangor, "Reproductive Biology of Green Mussel Perna Viridis ( Linnaeus 1758 )," no. January 2011, 2017.

[6] W. H. Wong and S. G. Cheung, "Site-related differences in the feeding physiology of the green mussel Perna Viridis: A reciprocal transplantation experiment," Mar. Ecol. Prog. Ser., vol. 258, no. July, pp. 147–159, 2003.

[7] S. E. Siddall, “A CLARIFICATION OF THE GENUS PERNA ( MYTILIDAE ),” vol. 30, no. 4, pp. 858–870, 1980.
[8] S. Y. Lee, “THE REPRODUCTIVE CYCLE AND SEXUALITY OF THE GREEN MUSSEL PERN A V1RIDIS ( L .) ( BIVALVIA : MYTILACEA ) IN VICTORIA HARBOUR , HONG KONG,” pp. 317–325, 1988.
[9] G. Bigatti, P. E. Penchaszadeh, and P. Miloslavich, "Sexual differentiation and size at first maturity of the invasive mussel Perna Viridis (Linnaeus, 1758) (Mollusca: Mytilidae) at La Restinga Lagoon (Margarita Island, Venezuela),” Am. Malacol. Bull., vol. 20, no. 1–2, pp. 65–69, 2005.
[10] P. A. Coelho-caro, C. E. Saavedra-rubilar, J. P. Staforelli, M. J. Gallardo-nelson, V. Guaquin, and E. Tarifeño, “Mussel Classifier System Based on Morphological Characteristics,” pp. 76935–76941, 2018.
[11] C. Ameyaw-Akumfi and E. Naylor, “Temporal patterns of shell-gape in Mytilus edulis,” Mar. Biol., vol. 95, no. 2, pp. 237–242, 1987.
[12] J. Agard, R. Kishore, and B. Bayne, "Perna Viridis (Linnaeus, 1758): first record of the Indo-Pacific green mussel (Mollusca: Bivalvia) in the Caribbean," Caribb. Mar. Stud., vol. 3, no. January 1992, pp. 59–60, 1992.

[13] P. Viridis, I. N. K. Harbour, D. S. A. Buddo, R. D. Steele, and E. R. D. Oyen, “Distribution of the Invasive Indo-Pacific Green,” vol. 73, no. 2, pp. 433–441, 2003.
[14] J. Gobin, J. Agard, J. Madera, and A. Mohammed, "The Asian Green Mussel <i> Perna viridis</i> (Linnaeus 1758): 20 Years after Its Introduction in Trinidad and Tobago," Open J. Mar. Sci., vol. 03, no. 02, pp. 62–65, 2013.

[15] P. M. Swalingam, “Linnaeus, in Malaysia,” Aquaculture, vol. 11, p. 11, 1977.
[16] S. G. Cheung, "Population dynamics and energy budgets of green-lipped mussel Perna Viridis (Linnaeus) in a polluted harbour," J. Exp. Mar. Bio. Ecol., vol. 168, no. 1, pp. 1–24, 1993.

[17] S. Rajagopal, K. V. K. Nair, J. Azariah, G. Van Der Velde, and H. A. Jenner, “Chlorination and mussel control in the cooling conduits of a tropical coastal power station,” Mar. Environ. Res., vol. 41, no. 2, pp. 201–221, 1996.
[18] K. Sundaram and M. Syed Shafee, “Salinity tolerance of some bivalves of Ennore estuary,” J. Mar. Biol. Assoc. India, vol. 31, no. 1&2, pp. 299–302, 1989.
[19] J. I. McDonald, "Detection of the tropical mussel species Perna Viridis in temperate Western Australia: Possible association between spawning and a marine heat pulse," Aquat. Invasions, vol. 7, no. 4, pp. 483–490, 2012.

[20] Manoj Nair R and K K Appukuttan, "Effect of temperature on the development... mussel Perna Viridis (Linnaeus, 1758).pdf," Aquac. Res., pp. 1037–1045, 2003.

[21] A. G. Urian, "Potential for Range Expansion of the Invasive Green Mussel, Perna Viridis, in the Southeastern United States by," J. Exp. Zool. …, vol. 315, no. 1, pp. 12–21, 2009.

[22] E. R. Arboleda, “An Image Processing Technique for Coffee Black Beans Identification,” 2018 IEEE Int. Conf. Innov. Res. Dev., no. May, pp. 1–5, 2018.
[23] A. E. Andaya, E. R. Arboleda, A. A. Andilab, and R. M. Dellosa, "Meat Marbling Scoring Using Image Processing with Fuzzy Logic Based Classifier," no. August 2019.

[24] E. R. Arboleda, “Comparing Performances of Data Mining Algorithms for Classification of Green Coffee Beans,” no. 5, pp. 1563–1567, 2019.
[25] K. Edve, N. T. Rabe, E. R. Arboleda, and R. M. Dellosa, "Fuzzy Logic Based Vehicular Congestion Estimation Monitoring System Using Image Processing And KNN Classifier," no. August 2019.

[26] R. E. T. Bae, E. R. Arboleda, A. Andilab, and R. M. Dellosa, "Implementation Of Template Matching, Fuzzy Logic And K Nearest Neighbor Classifier On Philippine Banknote Recognition System," no. August, pp. 2–5, 2019.

[27] E. R. Arboleda, "Classification of Coffee Bean Species Using Image Processing, Artificial Neural Network, and K Nearest Neighbors," 2018 IEEE Int. Conf. Innov. Res. Dev., no. May, pp. 1–5, 2018.