POTENTIAL AREA MAPPING FOR SEAWEED AQUACULTURE BASED ON INTERVAL TYPE-2 FUZZY SETS AND MULTI-LAYER PERCEPTRON ALGORITHM.
- Department of Agriculture, Halu Oleo University, Jl. H.E.A. Mokodompit No. 1 Anduonohu Kendari City, Southeast Sulawesi 93232, Indonesia.
- Business School - Bogor Agricultural University, Jl. Raya Pajajaran, Babakan, North Bogor, Babakan, Centre Bogor, Bogor City, West Java, Indonesia 1615.
- Department of Agroindustrial Technology, Bogor Agricultural University, Bogor, West Java, Indonesia 16002.
- Department of Water Resources Management, Faculty of Fisheries and Marine Sciences, Bogor Agricultural University, Jl. Academic Circle, Campus IPB Darmaga, Bogor 16680, Indonesia.
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This paper proposes a mapping model for seaweed aquaculture based on Interval Type-2 Fuzzy Sets (IT2FS) and Multi-Layer Perceptron (MLP) algorithm as a new framework to map potential area for seaweed cultivation to face uncertainty business environment. The main output of this research is a framework as a conceptual model for seaweed potential area mapping based on IT2FS and MLP; and visualization model from the proposed framework using google map API. We use MLP to learn historical data of variables that affect seaweed cultivation and predict future environment condition. The output of MLP used as input for IT2FS for inference process. The decision output from IT2FS is potential or not potential with specific prediction of production size for each region. We test our model for potential mapping in South Sulawesi?s seaweed aquaculture Indonesia. The test result shows our mapping model can provide potential area with total production size each area in South Sulawesi Indonesia.
- Adipu Y, Lumenta C, Sinjal HJ. 2013. Kesesuaian Lahan Budidaya Laut di Perairan Kabupaten Bolaang Mongondow Selatan, Sulawesi Utara. Jurnal Perikanan dan Kelautan Tropis. 9(1):19-26.
- Bahri A, Guermazi N, Elleuch K, ?rgen M. 2016. On the erosive wear of 304 L stainless steel caused by olive seed particles impact: Modeling and experiments. Tribol Int. 102:608-619.
- Chand BK, Trivedi RK, Dubey SK, Rout SK, Beg MM, Das UK. 2015. Effect of salinity on survival and growth of giant freshwater prawn Macrobrachium rosenbergii (de Man). Aquaculture Reports. 2:26-33.
- Ding L, Ma Y, Huang B, Chen S. 2013. Effects of seawater salinity and temperature on growth and pigment contents in Hypnea cervicornis J. Agardh (Gigartinales, Rhodophyta). BioMed research international. 2013.
- Effendi H. 2003. Telaah kualitas air, bagi pengelolaan sumber daya dan lingkungan perairan: Kanisius.
- Glenn EP, Doty MS. 1981. Photosynthesis and respiration of the tropical red seaweeds, Eucheuma striatum (Tambalang and Elkhorn varieties) and E. denticulatum. Aquatic Botany. 10:353-364.
- Hanisak MD. 1990. The use of Gracilaria tikvahiae (Gracilariales, Rhodophyta) as a model system to understand the nitrogen nutrition of cultured seaweeds. Hydrobiologia. 204(1):79-87.
- Haykin SS. 2009. Neural networks and learning machines: Pearson Upper Saddle River, NJ, USA:.
- Kumlu M, Jones D. 1995. Salinity tolerance of hatchery-reared postlarvae of Penaeus indicus H. Milne Edwards originating from India. Aquaculture. 130(2-3):287-296.
- Kumlu M, Eroldogan OT, Aktas M. 1999. effect of salinity on larval growth, survival and development of Penaeus semisulcatus (Decapoda: Penaeidae). Israeli journal of aquaculture= Bamidgeh.
- Kumlu M, Eroldogan O, Aktas M. 2000. Effects of temperature and salinity on larval growth, survival and development of Penaeus semisulcatus. Aquaculture. 188(1-2):167-173.
- Liu J, Hafting J, Critchley AT, Banskota AH, Prithiviraj B. 2013. Components of the cultivated red seaweed Chondrus crispus enhance the immune response of Caenorhabditis elegans to Pseudomonas aeruginosa through the pmk-1, daf-2/daf-16, and skn-1 pathways. Appl. Environ. Microbiol. 79(23):7343-7350.
- Mairh O, Zodape S, Tewari A, Rajyaguru M. 1995. Culture of marine red alga Kappaphycus striatum (Schmitz) Doty on the Saurashtra region, west-coast of India.
- Martins AP, Necchi Junior O, Colepicolo P, Yokoya NS. 2011. Effects of nitrate and phosphate availabilities on growth, photosynthesis and pigment and protein contents in colour strains of Hypnea musciformis (Wulfen in Jacqu.) JV Lamour.(Gigartinales, Rhodophyta). Rev Brasil de Farmac. 21(2):340-348.
- Mendel JM, John RI, Liu F. 2006. Interval type-2 fuzzy logic systems made simple. IEEE transactions on fuzzy systems. 14(6):808-821.
- Nursidi, Ali SA, Anshary H, Tahya AM. 2017. Environmental parameters and specific growth of Kappaphycus alvarezii in Saugi Island, South Sulawesi Province, Indonesia. Aquaculture, Aquarium, Conservation & Legislation. 10(4):698-702.
- Passerini MD, Cunha-Santino MB, Bianchini I. 2016. Oxygen availability and temperature as driving forces for decomposition of aquatic macrophytes. Aquatic Botany. 130:1-10.
- Pham BT, Tien Bui D, Prakash I, Dholakia MB. 2017. Hybrid integration of Multilayer Perceptron Neural Networks and machine learning ensembles for landslide susceptibility assessment at Himalayan area (India) using GIS. CATENA. 149, Part 1:52-63.
- Porse H, Rudolph B. 2017. The seaweed hydrocolloid industry: 2016 updates, requirements, and outlook. Journal of Applied Phycology. 29(5):2187-2200.
- Redmond S, Green L, Yarish C, Kim J, Neefus C. 2014. New England Seaweed Culture Handbook.
- Sediadi A, Budihardjo U. 2000. Rumput Laut Komoditas Unggulan. Jakarta: Grasindo Ristek.
- Zaki MJ, Meira Jr W, Meira W. 2014. Data mining and analysis: fundamental concepts and algorithms: Cambridge University Press.
[Sarinah, Syamsul Maarif, Hartrisari Hardjomidjojo and Luky Adrianto. (2019); POTENTIAL AREA MAPPING FOR SEAWEED AQUACULTURE BASED ON INTERVAL TYPE-2 FUZZY SETS AND MULTI-LAYER PERCEPTRON ALGORITHM. Int. J. of Adv. Res. 7 (Feb). 1079-1089] (ISSN 2320-5407). www.journalijar.com
1. Department of Agriculture, Halu Oleo University, Jl. H.E.A. Mokodompit No. 1 Anduonohu Kendari City, Southeast Sulawesi 93232, Indonesia