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Development of GIS-Based Pangasius Aquaculture Areas Using Analytical Hierarchy Process (AHP) in Tulungagung Regency, East Java, Indonesia
Corresponding Author(s) : Asro Nurhabib
Jurnal Ilmiah Perikanan dan Kelautan, Vol. 17 No. 1 (2025): JURNAL ILMIAH PERIKANAN DAN KELAUTAN
Abstract
Graphical Abstract
Highlight Research
The author mentioned four highlights from their research:
1. GIS and AHP were integrated to assess land suitability for Pangasius aquaculture in Tulungagung Regency.
2. 59% of the region (976,885.71 ha) was identified as suitable or highly suitable for aquaculture expansion.
3. Water quality, soil conditions, and infrastructure were key factors influencing aquaculture feasibility.
4. Sustainable planning is needed to balance aquaculture expansion with existing land uses like agriculture and settlements.
5. The GIS-based model serves as a policy tool for efficient and sustainable Pangasius aquaculture development.
Abstract
Tulungagung Regency in East Java Province has an export demand of 300,000-400,000 tons per year. The high demand for exports spurred the people and government of Tulungagung Regency to develop pangasius aquaculture areas. This will have a negative impact if carried out without a land suitability assessment. The study aimed to analyze the parameters of pangasius aquaculture and map the potential areas for pangasius aquaculture using AHP and GIS-based analysis. This research was conducted from January to August 2022 in Tulungagung Regency, Indonesia. Several stages were carried out, including primary data collection (water quality, soil quality, and infrastructure), secondary data collection (literature, reports, fisheries statistics data, government statistical data, and journals/articles), application of land suitability assessment, and pangasius farming area suitability analysis. Land suitability analysis consists of measuring water quality parameters (DO, temperature, TDS, pH, ammonia, and nitrate), soil quality (texture, pH, and slope), and infrastructure (roads, markets, hatcheries, and fillet factories) using the Analytical Hierarchy Process method (AHP), which includes standardization, determination of weights, and combining the weights of land suitability maps, which are then mapped by ArcGIS Software. Most of the land conditions for the pangasius aquaculture areas in Tulungagung Regency are moderately suitable, suitable, and most suitable, with percentages of 30, 21, and 28%. The area that can be developed for pangasius aquaculture is 976885.71 ha, with the most suitable category being 2619.35 ha, the appropriate category being 2235.74 ha, and the most suitable category being 4913.77 ha.
Keywords
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- Abedin, M. J., Abu, M., Bapary, J., Majumdar, B. C., & Haque, M. M. (2017). Water quality parameters of some Pangasius ponds at Trishal Upazila, Mymensingh, Bangladesh. European Journal of Biotechnology and Bioscience, 5(2):29-35.
- Abidin, Z., Setiawan, B., Soemarno, Primyastanto, M., & Sulong, A. (2019). Ecological and socio-economic sustainability of ornamental fish business in minapolitan area of Blitar Regency, East Java, Indonesia. IOP Conference Series: Earth and Environmental Science, 239(1):1-8.
- Asro, N., Aida, S., Mimit, P., Maheno, S. Widodo, Lugu, T. H., Andra, R. R., and Suharun, M. (2024). Sustainable Pangasius aquaculture management strategy using multidimensional scaling (MDS) and analytical hierarchy process (AHP) in Tulungagung Regency, East Java, Indonesia. Jurnal Ilmiah Perikanan dan Kelautam, 16(1):66-91.
- Belton, B., & Thilsted, S. H. (2014). Fisheries in transition: Food and nutrition security implications for the global south. Global Food Security, 3(1):59-66.
- Bouzon, M., Govindan, K., Rodriguez, C. M. T., & Campos, L. M. S. (2016). Identification and analysis of reverse logistics barriers using fuzzy Delphi method and AHP. Resources, Conservation and Recycling, 108(3):182–197.
- Boyd, C. E., Torrans, E. L., & Tucker, C. S. (2018). Dissolved oxygen and aeration in ictalurid catfish aquaculture. Journal of the World Aquaculture Society, 49(1):7-70.
- Brugere, C., Troell, M., & Eriksson, H. (2021). More than fish: Policy coherence and benefit sharing as necessary conditions for equitable aquaculture development. Marine Policy, 123(1):1-19.
- Central Bureau of Statistics. (2020). Tulungagung Regency on 2020. Tulungagung: Central Bureau of
- Statistics of Tulungagung Regency.
- Daniarto, R. (2019). Tulungagung cannot fulfill its catfish exports. Surabaya Inside.
- Dedeoğlu, M., & Dengiz, O. (2019). Generating of land suitability index for wheat with hybrid system aproach using AHP and GIS. Computers and Electronics in Agriculture, 167(11):1-18.
- de Lacerda, L. D., Ward, R. D., Godoy, M. D. P., Meireles, A. J. de A., Borges, R., & Ferreira, A. C. (2021). 20-Years cumulative impact from shrimp farming on mangroves of Northeast Brazil. Frontiers in Forests and Global Change, 4(1):1-17.
- Effendi, H., & Wardiatno, Y. (2015). Water quality status of Ciambulawung River, Banten Province, based on pollution index and NSF-WQI. Procedia Environmental Sciences, 24(2):228-237.
- East Java Provincial Government. (2019, July). Tulungagung patin fish processing partnership is increasingly in demand - East Java Provincial Marine and Fisheries Service. East Java Provincial Marine and Fisheries Service.
- FAO. (2021). Aquaculture is key to meet increasing food demand, says FAO. Food and Agriculture Organization of the United Nations.
- Filipski, M., & Belton, B. (2018). Give a man a fishpond: Modeling the impacts of aquaculture in the rural economy. World Development, 110(10):205-223.
- Ghobadi, M., Nasri, M., & Ahmadipari, M. (2021). Land suitability assessment (LSA) for aquaculture site selection via an integrated GIS-DANP multi-criteria method; a case study of lorestan province, Iran. Aquaculture, 530(1):1-18.
- Hadipour, A., Vafaie, F., & Hadipour, V. (2015). Land suitability evaluation for brackish water aquaculture development in coastal area of Hormozgan, Iran. Aquaculture International, 23(1):329-343.
- Hong, S., Piao, S., Chen, A., Liu, Y., Liu, L., Peng, S., Sardans, J., Sun, Y., Peñuelas, J., & Zeng, H. (2018). Afforestation neutralizes soil pH. Nature Communications, 9(1):1-7.
- Hossain, M. S., & Das, N. G. (2010). GIS-based multi-criteria evaluation to land suitability modelling for giant prawn (Macrobrachium rosenbergii) farming in Companigonj Upazila of Noakhali , Bangladesh. Computers and Electronics in Agriculture, 70(1):172-186.
- Hossain, M. Y., Rahman, M. M., & Mollah, M. F. A. (2009). Threatened fishes of the world: Pangasius pangasius Hamilton-Buchanan, 1822 (Pangasiidae). Environmental Biology of Fishes, 84(3):315-316.
- Hossain, M. S., Rahman, S., Gopal, N., Sharifuzzaman, S. M., & Abida, S. (2009). Integration of GIS and multicriteria decision analysis for urban aquaculture development in Bangladesh. Landscape and Urban Planning, 90(3-4):119-133.
- Indonesian National Standard 8037.1:2014. (2014). Whiteleg Shrimp (Litopenaeus vannamei). Jakarta: Indonesian National Standard.
- Jayanthi, M., Thirumurthy, S., Samynathan, M., Manimaran, K., Duraisamy, M., & Muralidhar, M. (2020). Assessment of land and water ecosystems capability to support aquaculture expansion in climate-vulnerable regions using analytical hierarchy process based geospatial analysis. Journal of Environmental Management, 270(18):1-23.
- Jescovitch, L. N., & Boyd, C. E. (2017). A case study"¯: Impacts of deviating from model research design to the commercial industry for split-pond aquaculture. Aquacultural Engineering, 79(5):35-41.
- Khalid, M., Naeem, M., Lal, V., & Khakwani, A. Z. (2022). Some morphometric relationship traits of Pangasius pangasius from Multan, Pakistan. Egyptian Journal of Aquatic Biology & Fisheries, 26(4):969-979.
- Kustiyaningsih, E., & Irawanto, R. (2020). Measurement of total dissolved solid (TDS) in detergent phytoremediation with Sagitaria lancifolia plants. Jurnal Tanah Dan Sumberdaya Lahan, 7(1):143-148.
- Minggawati, I., & Saptono. (2012). Water quality parameters for cultivating catfish (Pangasius pangasius) in the Khayan River Keramba, Palangka Raya City. Ilmu Hewani Tropika, 1(1):27-30.
- Minggawati, I., & Saptono. (2012). Water quality parameters for cultivating catfish (Pangasius pangasius) in the Khayan River Keramba, Palangka Raya City. Ilmu Hewani Tropika, 1(1):27-30.
- Ministry of Marine and Fisheries. (2017). One data of marine and fisheries production in 2017. Jakarta: Center for Data, Statistics, and Information
- Morgan, R. (2017). An investigation of constraints upon fisheries diversification using the analytic hierarchy process (AHP). Marine Policy, 86(12):24-30.
- Murray, N. J., Keith, D. A., Bland, L. M., Ferrari, R., Lyons, M. B., Lucas, R., Pettorelli, N., & Nicholson, E. (2018). The role of satellite remote sensing in structured ecosystem risk assessments. Science of the Total Environment, 619-620(7):249-257.
- Nayak, A. K., Kumar, P., Pant, D., & Mohanty, R. K. (2018). Land suitability modelling for enhancing fi shery resource development in Central Himalayas ( India ) using GIS and multi-criteria evaluation approach. Aquacultural Engineering, 83(7):120-129.
- Noor, N. M. (2015). The Water Bodies Compatibility analysis for culturing brown seaweed Kappapycus alvarezii in Ketapang Seashore, South Lampung. Maspari Journal, 7(1):91-100.
- Odu, G. O. (2019). Weighting methods for multi-criteria decision making technique. Journal of Applied Sciences and Environmental Management, 23(8):1449-1457.
- One Data Indonesia. (2022). Integrated geospatial information access. Geospatial Information.
- Osmundsen, T. C., Amundsen, V. S., Alexander, K. A., Asche, F., Bailey, J., Finstad, B., Olsen, M. S., Hernández, K., & Salgado, H. (2020). The operationalisation of sustainability: Sustainable aquaculture production as defined by certification schemes. Global Environmental Change, 60(1):1-15.
- Pourebrahim, S., Hadipour, M., & Bin, M. (2011). Integration of spatial suitability analysis for land use planning in coastal areas; case of Kuala Langat District, Selangor, Malaysia. Landscape and Urban Planning, 101(1):84-97.
- Primyastanto, M., Adi, C., Supriyadi, Nurhabib, A., Khoiri, A., Intan, P. A. N. & Fahma, W. (2020). Analysis the business efficiency and profitability of catfish (Pangasius hypophthalmus) in Tulungagung, East Java. PalArch's Journal of Archaeology of Egypt/Egyptology, 17(4):769-784.
- Puniwai, N., Canale, L., Haws, M., Potemra, J., Lepczyk, C., & Gray, S. (2014). Development of a GIS-based tool for aquaculture siting. ISPRS International Journal of Geo-Information, 3(2):800-816.
- Putra, B. P., & Apriani, A. (2018, November). Area function based on slope in Samigaluh District, Kulonprogo Regency. Proceedings of Rekayasa Teknologi Industri dan Informasi XIII of 2018 (Retii), 2018:23-29.
- Rahman, S., Mohiuddin, H., Kafy, A., Kumar, P., & Di, L. (2019). Classification of cities in Bangladesh based on remote sensing derived spatial characteristics. Journal of Urban Management, 8(2):206-224.
- Riyanto, Sartimbul, A., & Sambah, A. B. (2020). Suitability And Carrying Capacity Analysis Of Vaname Shrimp (Litopenaeus Vannamei) Aquaculture In Tegal, Central Java, Indonesia. RJOAS, 10(106):119–126.
- Saaty, T. (1993). Decision making for leaders. Jakarta: Pustaka Binaman Pressindo.
- Safitri, D. A., Bespalova, L., & Wijayanti, F. (2019). Changes in land use in Eastern Surabaya, Indonesia, and their impact on coastal society and aquaculture. R-Economy, 5(4):198–207.
- Saing, Z., Djainal, H., & Deni, S. (2021). Land use balance determination using satellite imagery and geographic information system: case study in South Sulawesi Province, Indonesia. Geodesy and Geodynamics, 12(2):133-147.
- Salmin. (2005). Dissolved oxygen (DO) and biological oxygen demand (BOD) are indicators for determining water quality. Osean, 30(3):21-26.
- Sambah, A. B., & Miura, F. (2014). Integration of spatial analysis for tsunami inundation and impact assessment. Journal of Geographic Information System, 2014(6):11-22.
- Sampurno, R., & Thoriq, A. (2016). Land cover classification using Landsat 8 operational land imager (Oli) imagery in Sumedang Regency. Jurnal Teknotan, 10(2):61-70.
- Sanou, A., Coulibaly, S., Marie, A., Guéi, L., Baro, M., Fabrice, E., Tanon, T., Méité, N., & Atsé, B. C. (2022). Assessment of some physico-chemical parameters of the fish farm water in Abengourou, Cí´te d'Ivoire. Egyptian Journal of Aquatic Biology & Fisheries, 26(5):319-343.
- Simanjuntak, M. (2007). Dissolved oxygen and apparent oxygen utilization. Ilmu Kelautan, 12(2):59-66.
- Indonesian National Standard 8037.1:2014. (2014). Whiteleg Shrimp (Litopenaeus vannamei). Jakarta: Indonesian National Standard.
- Supriyadi, S., Abdillah, K. I., & Primyastanto, M. (2022). Risk analysis of catfish cultivation ( Pangasius hypophthalmus) business in Gondosuli Village, Gondang, Tulungagung. IOP Conference Series: Earth and Environmental Science, 1036(1).1-11.
- Susanti, A., Soemitro, R. A. A., & Suprayitno, H. (2017). Initial identification of land use conditions at each station that serves as a stop for passenger trains in the city of Surabaya. Rekayasa Teknik Sipil, 1(1):144-155.
- Trisnawulan, I., Suyasa, I. W. B., & Sundra, I. K. (2007). Analysis of water quality of dug wells in the Sanur tourism area. Ecotrophic: Journal of Environmental Science, 2(2):1-9.
- Tulungagung Regency Government. (2019). Forum Group Discussion (FGD) Catfish Industry in Tulungagung Regency. Tulungagung: Tulungagung Regency Government.
- Vafaie, F., Hadipour, A., & Hadipour, V. (2015). GIS-based fuzzy multi-criteria decision making model for coastal aquaculture site selection. Environmental Engineering and Management Journal, 14(10):2415-2426.
- Vos, C., Don, A., Prietz, R., Heidkamp, A., & Freibauer, A. (2016). Field-based soil-texture estimates could replace laboratory analysis. Geoderma, 267(8):215-219.
- Wirosoedarmo, R., Widiatmono, J. B. R., & Widyoseno, Y. (2014). Regional spatial planning (RTRW) is based on environmental carrying capacity based on land capability. Agritech, 34(4):463-472.
- Yulisti, M., & Putri, H. M. (2013). Supply chain analysis of the development of Pasupati catfish cultivation in Tulung Agung, East Java. Kebijakan Sosek, 3(2):165-178.
References
Abedin, M. J., Abu, M., Bapary, J., Majumdar, B. C., & Haque, M. M. (2017). Water quality parameters of some Pangasius ponds at Trishal Upazila, Mymensingh, Bangladesh. European Journal of Biotechnology and Bioscience, 5(2):29-35.
Abidin, Z., Setiawan, B., Soemarno, Primyastanto, M., & Sulong, A. (2019). Ecological and socio-economic sustainability of ornamental fish business in minapolitan area of Blitar Regency, East Java, Indonesia. IOP Conference Series: Earth and Environmental Science, 239(1):1-8.
Asro, N., Aida, S., Mimit, P., Maheno, S. Widodo, Lugu, T. H., Andra, R. R., and Suharun, M. (2024). Sustainable Pangasius aquaculture management strategy using multidimensional scaling (MDS) and analytical hierarchy process (AHP) in Tulungagung Regency, East Java, Indonesia. Jurnal Ilmiah Perikanan dan Kelautam, 16(1):66-91.
Belton, B., & Thilsted, S. H. (2014). Fisheries in transition: Food and nutrition security implications for the global south. Global Food Security, 3(1):59-66.
Bouzon, M., Govindan, K., Rodriguez, C. M. T., & Campos, L. M. S. (2016). Identification and analysis of reverse logistics barriers using fuzzy Delphi method and AHP. Resources, Conservation and Recycling, 108(3):182–197.
Boyd, C. E., Torrans, E. L., & Tucker, C. S. (2018). Dissolved oxygen and aeration in ictalurid catfish aquaculture. Journal of the World Aquaculture Society, 49(1):7-70.
Brugere, C., Troell, M., & Eriksson, H. (2021). More than fish: Policy coherence and benefit sharing as necessary conditions for equitable aquaculture development. Marine Policy, 123(1):1-19.
Central Bureau of Statistics. (2020). Tulungagung Regency on 2020. Tulungagung: Central Bureau of
Statistics of Tulungagung Regency.
Daniarto, R. (2019). Tulungagung cannot fulfill its catfish exports. Surabaya Inside.
Dedeoğlu, M., & Dengiz, O. (2019). Generating of land suitability index for wheat with hybrid system aproach using AHP and GIS. Computers and Electronics in Agriculture, 167(11):1-18.
de Lacerda, L. D., Ward, R. D., Godoy, M. D. P., Meireles, A. J. de A., Borges, R., & Ferreira, A. C. (2021). 20-Years cumulative impact from shrimp farming on mangroves of Northeast Brazil. Frontiers in Forests and Global Change, 4(1):1-17.
Effendi, H., & Wardiatno, Y. (2015). Water quality status of Ciambulawung River, Banten Province, based on pollution index and NSF-WQI. Procedia Environmental Sciences, 24(2):228-237.
East Java Provincial Government. (2019, July). Tulungagung patin fish processing partnership is increasingly in demand - East Java Provincial Marine and Fisheries Service. East Java Provincial Marine and Fisheries Service.
FAO. (2021). Aquaculture is key to meet increasing food demand, says FAO. Food and Agriculture Organization of the United Nations.
Filipski, M., & Belton, B. (2018). Give a man a fishpond: Modeling the impacts of aquaculture in the rural economy. World Development, 110(10):205-223.
Ghobadi, M., Nasri, M., & Ahmadipari, M. (2021). Land suitability assessment (LSA) for aquaculture site selection via an integrated GIS-DANP multi-criteria method; a case study of lorestan province, Iran. Aquaculture, 530(1):1-18.
Hadipour, A., Vafaie, F., & Hadipour, V. (2015). Land suitability evaluation for brackish water aquaculture development in coastal area of Hormozgan, Iran. Aquaculture International, 23(1):329-343.
Hong, S., Piao, S., Chen, A., Liu, Y., Liu, L., Peng, S., Sardans, J., Sun, Y., Peñuelas, J., & Zeng, H. (2018). Afforestation neutralizes soil pH. Nature Communications, 9(1):1-7.
Hossain, M. S., & Das, N. G. (2010). GIS-based multi-criteria evaluation to land suitability modelling for giant prawn (Macrobrachium rosenbergii) farming in Companigonj Upazila of Noakhali , Bangladesh. Computers and Electronics in Agriculture, 70(1):172-186.
Hossain, M. Y., Rahman, M. M., & Mollah, M. F. A. (2009). Threatened fishes of the world: Pangasius pangasius Hamilton-Buchanan, 1822 (Pangasiidae). Environmental Biology of Fishes, 84(3):315-316.
Hossain, M. S., Rahman, S., Gopal, N., Sharifuzzaman, S. M., & Abida, S. (2009). Integration of GIS and multicriteria decision analysis for urban aquaculture development in Bangladesh. Landscape and Urban Planning, 90(3-4):119-133.
Indonesian National Standard 8037.1:2014. (2014). Whiteleg Shrimp (Litopenaeus vannamei). Jakarta: Indonesian National Standard.
Jayanthi, M., Thirumurthy, S., Samynathan, M., Manimaran, K., Duraisamy, M., & Muralidhar, M. (2020). Assessment of land and water ecosystems capability to support aquaculture expansion in climate-vulnerable regions using analytical hierarchy process based geospatial analysis. Journal of Environmental Management, 270(18):1-23.
Jescovitch, L. N., & Boyd, C. E. (2017). A case study"¯: Impacts of deviating from model research design to the commercial industry for split-pond aquaculture. Aquacultural Engineering, 79(5):35-41.
Khalid, M., Naeem, M., Lal, V., & Khakwani, A. Z. (2022). Some morphometric relationship traits of Pangasius pangasius from Multan, Pakistan. Egyptian Journal of Aquatic Biology & Fisheries, 26(4):969-979.
Kustiyaningsih, E., & Irawanto, R. (2020). Measurement of total dissolved solid (TDS) in detergent phytoremediation with Sagitaria lancifolia plants. Jurnal Tanah Dan Sumberdaya Lahan, 7(1):143-148.
Minggawati, I., & Saptono. (2012). Water quality parameters for cultivating catfish (Pangasius pangasius) in the Khayan River Keramba, Palangka Raya City. Ilmu Hewani Tropika, 1(1):27-30.
Minggawati, I., & Saptono. (2012). Water quality parameters for cultivating catfish (Pangasius pangasius) in the Khayan River Keramba, Palangka Raya City. Ilmu Hewani Tropika, 1(1):27-30.
Ministry of Marine and Fisheries. (2017). One data of marine and fisheries production in 2017. Jakarta: Center for Data, Statistics, and Information
Morgan, R. (2017). An investigation of constraints upon fisheries diversification using the analytic hierarchy process (AHP). Marine Policy, 86(12):24-30.
Murray, N. J., Keith, D. A., Bland, L. M., Ferrari, R., Lyons, M. B., Lucas, R., Pettorelli, N., & Nicholson, E. (2018). The role of satellite remote sensing in structured ecosystem risk assessments. Science of the Total Environment, 619-620(7):249-257.
Nayak, A. K., Kumar, P., Pant, D., & Mohanty, R. K. (2018). Land suitability modelling for enhancing fi shery resource development in Central Himalayas ( India ) using GIS and multi-criteria evaluation approach. Aquacultural Engineering, 83(7):120-129.
Noor, N. M. (2015). The Water Bodies Compatibility analysis for culturing brown seaweed Kappapycus alvarezii in Ketapang Seashore, South Lampung. Maspari Journal, 7(1):91-100.
Odu, G. O. (2019). Weighting methods for multi-criteria decision making technique. Journal of Applied Sciences and Environmental Management, 23(8):1449-1457.
One Data Indonesia. (2022). Integrated geospatial information access. Geospatial Information.
Osmundsen, T. C., Amundsen, V. S., Alexander, K. A., Asche, F., Bailey, J., Finstad, B., Olsen, M. S., Hernández, K., & Salgado, H. (2020). The operationalisation of sustainability: Sustainable aquaculture production as defined by certification schemes. Global Environmental Change, 60(1):1-15.
Pourebrahim, S., Hadipour, M., & Bin, M. (2011). Integration of spatial suitability analysis for land use planning in coastal areas; case of Kuala Langat District, Selangor, Malaysia. Landscape and Urban Planning, 101(1):84-97.
Primyastanto, M., Adi, C., Supriyadi, Nurhabib, A., Khoiri, A., Intan, P. A. N. & Fahma, W. (2020). Analysis the business efficiency and profitability of catfish (Pangasius hypophthalmus) in Tulungagung, East Java. PalArch's Journal of Archaeology of Egypt/Egyptology, 17(4):769-784.
Puniwai, N., Canale, L., Haws, M., Potemra, J., Lepczyk, C., & Gray, S. (2014). Development of a GIS-based tool for aquaculture siting. ISPRS International Journal of Geo-Information, 3(2):800-816.
Putra, B. P., & Apriani, A. (2018, November). Area function based on slope in Samigaluh District, Kulonprogo Regency. Proceedings of Rekayasa Teknologi Industri dan Informasi XIII of 2018 (Retii), 2018:23-29.
Rahman, S., Mohiuddin, H., Kafy, A., Kumar, P., & Di, L. (2019). Classification of cities in Bangladesh based on remote sensing derived spatial characteristics. Journal of Urban Management, 8(2):206-224.
Riyanto, Sartimbul, A., & Sambah, A. B. (2020). Suitability And Carrying Capacity Analysis Of Vaname Shrimp (Litopenaeus Vannamei) Aquaculture In Tegal, Central Java, Indonesia. RJOAS, 10(106):119–126.
Saaty, T. (1993). Decision making for leaders. Jakarta: Pustaka Binaman Pressindo.
Safitri, D. A., Bespalova, L., & Wijayanti, F. (2019). Changes in land use in Eastern Surabaya, Indonesia, and their impact on coastal society and aquaculture. R-Economy, 5(4):198–207.
Saing, Z., Djainal, H., & Deni, S. (2021). Land use balance determination using satellite imagery and geographic information system: case study in South Sulawesi Province, Indonesia. Geodesy and Geodynamics, 12(2):133-147.
Salmin. (2005). Dissolved oxygen (DO) and biological oxygen demand (BOD) are indicators for determining water quality. Osean, 30(3):21-26.
Sambah, A. B., & Miura, F. (2014). Integration of spatial analysis for tsunami inundation and impact assessment. Journal of Geographic Information System, 2014(6):11-22.
Sampurno, R., & Thoriq, A. (2016). Land cover classification using Landsat 8 operational land imager (Oli) imagery in Sumedang Regency. Jurnal Teknotan, 10(2):61-70.
Sanou, A., Coulibaly, S., Marie, A., Guéi, L., Baro, M., Fabrice, E., Tanon, T., Méité, N., & Atsé, B. C. (2022). Assessment of some physico-chemical parameters of the fish farm water in Abengourou, Cí´te d'Ivoire. Egyptian Journal of Aquatic Biology & Fisheries, 26(5):319-343.
Simanjuntak, M. (2007). Dissolved oxygen and apparent oxygen utilization. Ilmu Kelautan, 12(2):59-66.
Indonesian National Standard 8037.1:2014. (2014). Whiteleg Shrimp (Litopenaeus vannamei). Jakarta: Indonesian National Standard.
Supriyadi, S., Abdillah, K. I., & Primyastanto, M. (2022). Risk analysis of catfish cultivation ( Pangasius hypophthalmus) business in Gondosuli Village, Gondang, Tulungagung. IOP Conference Series: Earth and Environmental Science, 1036(1).1-11.
Susanti, A., Soemitro, R. A. A., & Suprayitno, H. (2017). Initial identification of land use conditions at each station that serves as a stop for passenger trains in the city of Surabaya. Rekayasa Teknik Sipil, 1(1):144-155.
Trisnawulan, I., Suyasa, I. W. B., & Sundra, I. K. (2007). Analysis of water quality of dug wells in the Sanur tourism area. Ecotrophic: Journal of Environmental Science, 2(2):1-9.
Tulungagung Regency Government. (2019). Forum Group Discussion (FGD) Catfish Industry in Tulungagung Regency. Tulungagung: Tulungagung Regency Government.
Vafaie, F., Hadipour, A., & Hadipour, V. (2015). GIS-based fuzzy multi-criteria decision making model for coastal aquaculture site selection. Environmental Engineering and Management Journal, 14(10):2415-2426.
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