{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,23]],"date-time":"2026-02-23T18:59:19Z","timestamp":1771873159135,"version":"3.50.1"},"reference-count":77,"publisher":"MDPI AG","issue":"7","license":[{"start":{"date-parts":[[2018,7,6]],"date-time":"2018-07-06T00:00:00Z","timestamp":1530835200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>Aquaculture makes a crucial contribution to global food security and protein intake and is a basis for many livelihoods. Every second fish consumed today is produced in aquaculture systems, mainly in land-based water ponds situated along the coastal areas. Satellite remote sensing enables high-resolution mapping of pond aquaculture, facilitating inventory analyses to support sustainable development of the planet\u2019s valuable coastal ecosystems. Free, full and open data from the Copernicus earth observation missions opens up new potential for the detection and monitoring of aquaculture from space. High-resolution time series data acquired by active microwave instruments aboard the Sentinel-1 satellites and fully automated, object-based image analysis allow the identification of aquaculture ponds. In view of the diversity and complexity in the production of aquaculture products, yield and production varies greatly among species. Although national statistics on aquaculture production exist, there is a large gap of pond-specific aquaculture production quantities. In this regard, earth observation-based mapping and monitoring of pond aquaculture can be used to estimate production and has great potential for global production projections. For the deltas of the Mekong River, Red River, Pearl River, and Yellow River, as one of the world\u2019s most significant aquaculture production regions, we detected aquaculture ponds from high spatial resolution Sentinel-1 Synthetic Aperture Radar (SAR) data. We collected aquaculture production and yield statistics at national, regional and local levels to link earth observation-based findings to the size, number and distribution of aquaculture ponds with production estimation. With the SAR derived mapping product, it is possible for the first time to assess aquaculture on single pond level at a regional scale and use that information for spatial analyses and production estimation.<\/jats:p>","DOI":"10.3390\/rs10071076","type":"journal-article","created":{"date-parts":[[2018,7,6]],"date-time":"2018-07-06T10:55:44Z","timestamp":1530874544000},"page":"1076","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":80,"title":["Opportunities and Challenges for the Estimation of Aquaculture Production Based on Earth Observation Data"],"prefix":"10.3390","volume":"10","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-7336-1283","authenticated-orcid":false,"given":"Marco","family":"Ottinger","sequence":"first","affiliation":[{"name":"Department of Remote Sensing, Institute of Geography and Geology, University of Wuerzburg, 97074 Wuerzburg, Germany"},{"name":"German Remote Sensing Data Center (DFD), Earth Observation Center (EOC), German Aerospace Center (DLR), 82234 Wessling, Germany"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0028-4125","authenticated-orcid":false,"given":"Kersten","family":"Clauss","sequence":"additional","affiliation":[{"name":"Department of Remote Sensing, Institute of Geography and Geology, University of Wuerzburg, 97074 Wuerzburg, Germany"}]},{"given":"Claudia","family":"Kuenzer","sequence":"additional","affiliation":[{"name":"German Remote Sensing Data Center (DFD), Earth Observation Center (EOC), German Aerospace Center (DLR), 82234 Wessling, Germany"}]}],"member":"1968","published-online":{"date-parts":[[2018,7,6]]},"reference":[{"key":"ref_1","unstructured":"Fisheries and Aquaculture Software (FAO) (2017). FishStatJ\u2014software for fishery statistical time series. FAO Fisheries and Aquaculture Department, FAO."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"126","DOI":"10.1016\/j.foodpol.2016.02.005","article-title":"Sustaining healthy diets: The role of capture fisheries and aquaculture for improving nutrition in the post-2015 ERA","volume":"61","author":"Thilsted","year":"2016","journal-title":"Food Pfprolicy"},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"179","DOI":"10.1007\/s12571-015-0445-x","article-title":"Towards food security by 2050","volume":"7","author":"Grafton","year":"2015","journal-title":"Food Secur."},{"key":"ref_4","unstructured":"HLPE (2014). Sustainable Fisheries and Aquaculture for Food Security and Nutrition. A Report by the High Level Panel of Experts on Food Security and Nutrition of the Committee on World Food Security, FAO."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"13257","DOI":"10.1073\/pnas.1404067111","article-title":"Does aquaculture add resilience to the global food system?","volume":"111","author":"Troell","year":"2014","journal-title":"Proc. Natl. Acad. Sci. USA"},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"17","DOI":"10.1016\/j.gfs.2016.05.001","article-title":"Oil crops, aquaculture, and the rising role of demand: A fresh perspective on food security","volume":"11","author":"Naylor","year":"2016","journal-title":"Glob. Food Secur."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"244","DOI":"10.1016\/j.ocecoaman.2015.10.015","article-title":"Aquaculture: Relevance, distribution, impacts and spatial assessments\u2014A review","volume":"119","author":"Ottinger","year":"2016","journal-title":"Ocean Coast. Manag."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"291","DOI":"10.1016\/j.aquaculture.2015.11.004","article-title":"Strengthening the contribution of aquaculture to food and nutrition security: The potential of a vitamin A-rich, small fish in Bangladesh","volume":"452","author":"Fiedler","year":"2016","journal-title":"Aquaculture"},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"59","DOI":"10.1016\/j.gfs.2013.10.001","article-title":"Fisheries in transition: Food and nutrition security implications for the global South","volume":"3","author":"Belton","year":"2014","journal-title":"Glob. Food Secur."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"261","DOI":"10.1007\/s12571-015-0427-z","article-title":"Feeding 9 billion by 2050\u2014Putting fish back on the menu","volume":"7","author":"Barange","year":"2015","journal-title":"Food Secur."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"1067","DOI":"10.1111\/jfb.12187","article-title":"Meeting the food and nutrition needs of the poor: The role of fish and the opportunities and challenges emerging from the rise of aquaculturea","volume":"83","author":"Beveridge","year":"2013","journal-title":"J. Fish Biol."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"61","DOI":"10.1016\/j.marpolbul.2017.05.056","article-title":"Monitoring mangrove forests after aquaculture abandonment using time series of very high spatial resolution satellite images: A case study from the Perancak estuary, Bali, Indonesia","volume":"131","author":"Proisy","year":"2017","journal-title":"Mar. Pollut. Bull."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"96","DOI":"10.1016\/j.rse.2012.11.014","article-title":"Detecting large scale conversion of mangroves to aquaculture with change point and mixed-pixel analyses of high-fidelity MODIS data","volume":"130","author":"Rahman","year":"2013","journal-title":"Remote Sens. Environ."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"183","DOI":"10.3390\/rs5010183","article-title":"Remote Sensing in Mapping Mangrove Ecosystems\u2014An Object-Based Approach","volume":"5","author":"Vo","year":"2013","journal-title":"Remote Sens."},{"key":"ref_15","doi-asserted-by":"crossref","unstructured":"Guong, V.T., and Hoa, N.M. (2012). Aquaculture and Agricultural Production in the Mekong Delta and its Effects on Nutrient Pollution of Soil and Water. The Mekong Delta System\u2014Interdisciplinary Analyses of a River Delta, Springer.","DOI":"10.1007\/978-94-007-3962-8_14"},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"452","DOI":"10.1065\/espr2007.05.426","article-title":"Environmental Impact of Aquaculture and Countermeasures to Aquaculture Pollution in China","volume":"14","author":"Cao","year":"2007","journal-title":"Environ. Sci. Pollut. Res."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"19","DOI":"10.1016\/j.ocecoaman.2013.08.015","article-title":"Environmental degradation and loss of traditional agriculture as two causes of conflicts in shrimp farming in the southwestern coastal Bangladesh: Present status and probable solutions","volume":"85","author":"Paul","year":"2013","journal-title":"Ocean Coast. Manag."},{"key":"ref_18","unstructured":"Soto, D., Aguilar-Manjarrez, J., and Hishamunda, N. (2008). An ecosystem approach to freshwater aquaculture: A global review. FAO Fisheries and Aquaculture Proceedings 14\u2014Building an Ecosystem Approach To Aquaculture, FAO."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"2897","DOI":"10.1098\/rstb.2010.0170","article-title":"Aquaculture: Global status and trends","volume":"365","author":"Bostock","year":"2010","journal-title":"Philos. Trans. R. Soc. Lond. B Biol. Sci."},{"key":"ref_20","unstructured":"Cochrane, K., De Young, C., Soto, D., and Bahri, T. (2009). Climate change and aquaculture: Potential impacts, adaptation and mitigation. Climate Change Implications for Fisheries and Aquaculture: Overview of Current Scientific Knowledge, FAO."},{"key":"ref_21","doi-asserted-by":"crossref","unstructured":"Mischke, C.C. (2012). Aquaculture Pond Fertilization: Impacts of Nutrient Input on Production, Wiley-Blackwell.","DOI":"10.1002\/9781118329443"},{"key":"ref_22","unstructured":"Food and Agriculture Organization of the United Nations Statistical Database (FAO) (2017). FAOSTAT, FAO."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1186\/s40066-016-0078-0","article-title":"Integrating fisheries and agricultural programs for food security","volume":"6","author":"Fisher","year":"2017","journal-title":"Agric. Food Secur."},{"key":"ref_24","unstructured":"Food and Agriculture Organization of the United Nations Statistical Database (FAO) (2016). The State of World Fisheries and Aquaculture 2016, FAO."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"282","DOI":"10.1080\/13657305.2015.994240","article-title":"Fish to 2030: The Role and Opportunity for Aquaculture","volume":"19","author":"Kobayashi","year":"2015","journal-title":"Aquac. Econ. Manag."},{"key":"ref_26","unstructured":"United Nations (2013). World Population Prospects: The 2012 Revision, Highlights and Advance Tables, UN. Working Paper No. ESA\/P\/WP.228."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"812","DOI":"10.1126\/science.1185383","article-title":"The Challenge of Food Security","volume":"327","author":"Godfray","year":"2010","journal-title":"Science"},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"19709","DOI":"10.1073\/pnas.0702059104","article-title":"Global fish production and climate change","volume":"104","author":"Brander","year":"2007","journal-title":"Proc. Natl. Acad. Sci. USA"},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"259","DOI":"10.1146\/annurev-publhealth-031816-044356","article-title":"Climate Change and Global Food Systems: Potential Impacts on Food Security and Undernutrition","volume":"38","author":"Myers","year":"2017","journal-title":"Annu. Rev. Public Health"},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"784","DOI":"10.1126\/science.1185345","article-title":"Sustainability and Global Seafood","volume":"327","author":"Smith","year":"2010","journal-title":"Science"},{"key":"ref_31","unstructured":"Food and Agriculture Organization of the United Nations Statistical Database (FAO) (2016). Key to Achieving the 2030 Agenda for Sustainable Development, FAO."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"552","DOI":"10.1080\/03632415.2014.966265","article-title":"Blue Growth: The 2014 FAO State of World Fisheries and Aquaculture","volume":"39","author":"Moffitt","year":"2014","journal-title":"Fisheries"},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"1240","DOI":"10.1038\/s41559-017-0258-8","article-title":"Linked sustainability challenges and trade-offs among fisheries, aquaculture and agriculture","volume":"1","author":"Blanchard","year":"2017","journal-title":"Nat. Ecol. Evol."},{"key":"ref_34","unstructured":"(2013). World Bank Fish to 2030: Prospects for fisheries and aquaculture. Agric. Environ. Serv. Discuss. Pap., 3, 102."},{"key":"ref_35","doi-asserted-by":"crossref","unstructured":"Tucker, C., and Hargreaves, J. (2012). Ponds. Aquaculture Production Systems, John Wiley & Sons, Inc.","DOI":"10.1002\/9781118250105.ch10"},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"177","DOI":"10.1016\/j.worlddev.2015.11.007","article-title":"Contribution of Fisheries and Aquaculture to Food Security and Poverty Reduction: Assessing the Current Evidence","volume":"79","author":"Arthur","year":"2016","journal-title":"World Dev."},{"key":"ref_37","unstructured":"Belton, B., and Little, D. (2011). Contemporary visions for small-scale aquaculture. World Small-Scale Fish. Contemporary Visions, FAO."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"125","DOI":"10.1016\/S0306-9192(02)00007-6","article-title":"Improving developing country food security through aquaculture development\u2014Lessons from Asia","volume":"27","author":"Ahmed","year":"2002","journal-title":"Food Policy"},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"52","DOI":"10.2166\/wp.2009.003","article-title":"Water withdrawal for brackish and inland aquaculture, and options to produce more fish in ponds with present water use","volume":"11","author":"Verdegem","year":"2009","journal-title":"Water Policy"},{"key":"ref_40","doi-asserted-by":"crossref","unstructured":"Ottinger, M., Clauss, K., and Kuenzer, C. (2017). Large-Scale Assessment of Coastal Aquaculture Ponds with Sentinel-1 Time Series Data. Remote Sens., 9.","DOI":"10.3390\/rs9050440"},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"637","DOI":"10.2112\/SI75-128.1","article-title":"Aquaculture Pond Precise Mapping in Perancak Estuary, Bali, Indonesia","volume":"75","author":"Gusmawati","year":"2016","journal-title":"J. Coast. Res."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"1147","DOI":"10.5194\/isprs-archives-XLI-B8-1147-2016","article-title":"An Object-Based Workflow Developed To Extract Aquaculture Ponds From Airborne Lidar Data: A Test Case in Central Visayas, Philippines","volume":"XLI-B8","author":"Loberternos","year":"2016","journal-title":"Int. Arch. Photogramm. Remote Sens. Spat. Inf. Sci."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"48","DOI":"10.1016\/j.apgeog.2014.12.012","article-title":"Assessment of land-use and land-cover changes from 1965 to 2014 in Tam Giang-Cau Hai Lagoon, central Vietnam","volume":"58","author":"Disperati","year":"2015","journal-title":"Appl. Geogr."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"117","DOI":"10.1007\/s10661-013-3360-7","article-title":"An object-based image analysis approach for aquaculture ponds precise mapping and monitoring: A case study of Tam Giang-Cau Hai Lagoon, Vietnam","volume":"186","author":"Virdis","year":"2014","journal-title":"Environ. Monit. Assess."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"406","DOI":"10.1016\/j.marpol.2017.03.013","article-title":"The best catch data that can possibly be? Rejoinder to Ye et al. FAO\u2019s statistic data and sustainability of fisheries and aquaculture","volume":"81","author":"Pauly","year":"2017","journal-title":"Mar. Policy"},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"94","DOI":"10.1016\/j.marpol.2012.10.009","article-title":"Mariculture: A global analysis of production trends since 1950","volume":"39","author":"Campbell","year":"2013","journal-title":"Mar. Policy"},{"key":"ref_47","doi-asserted-by":"crossref","unstructured":"Kuenzer, C., Dech, S., and Wagner, W. (2015). Remote Sensing Time Series Revealing Land Surface Dynamics: Status Quo and the Pathway Ahead. Remote Sensing Time Series, Springer International Publishing.","DOI":"10.1007\/978-3-319-15967-6"},{"key":"ref_48","first-page":"1","article-title":"Mapping rice areas with Sentinel-1 time-series and superpixel segmentation","volume":"39","author":"Clauss","year":"2017","journal-title":"Int. J. Remote Sens."},{"key":"ref_49","doi-asserted-by":"crossref","unstructured":"Kuenzer, C., Dech, S., and Wagner, W. (2015). SAR Time Series for the Analysis of Inundation Patterns in the Yellow River Delta, China. Remote Sensing Time Series\u2014Revealing Land Surface Dynamics, Springer.","DOI":"10.1007\/978-3-319-15967-6"},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"3519","DOI":"10.1080\/01431161.2015.1060647","article-title":"Comparing four operational SAR-based water and flood detection approaches","volume":"36","author":"Martinis","year":"2015","journal-title":"Int. J. Remote Sens."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"53","DOI":"10.1016\/j.apgeog.2013.07.003","article-title":"Monitoring land cover dynamics in the Yellow River Delta from 1995 to 2010 based on Landsat 5 TM","volume":"44","author":"Ottinger","year":"2013","journal-title":"Appl. Geogr."},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"32","DOI":"10.1016\/j.habitatint.2016.11.007","article-title":"Measuring urban agglomeration using a city-scale dasymetric population map: A study in the Pearl River Delta, China","volume":"59","author":"Wei","year":"2017","journal-title":"Habitat Int."},{"key":"ref_53","doi-asserted-by":"crossref","unstructured":"Renaud, F.G., and Kuenzer, C. (2012). The Mekong Delta System: Interdisciplinary Analyses of a River Delta, Springer.","DOI":"10.1007\/978-94-007-3962-8"},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"148","DOI":"10.3390\/land3010148","article-title":"Mapping Urban Transitions Using Multi-Temporal Landsat and DMSP-OLS Night-Time Lights Imagery of the Red River Delta in Vietnam","volume":"3","author":"Castrence","year":"2014","journal-title":"Land"},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"18","DOI":"10.1016\/j.rse.2017.06.031","article-title":"Google Earth Engine: Planetary-scale geospatial analysis for everyone","volume":"202","author":"Gorelick","year":"2016","journal-title":"Remote Sens. Environ."},{"key":"ref_56","unstructured":"Liu, C., and Shi, R. (2017, May 01). Boundary Data of East Asia Summer Monsoon Geo_Eco_region (EASMBND). Available online: http:\/\/www.geodoi.ac.cn\/weben\/doi.aspx?Id=201."},{"key":"ref_57","unstructured":"Liu, C., and Shi, R. (2017, May 01). Boundary Data of Asia Tropical Humid & Semi-Humid Eco-region (ATHSBND). Available online: http:\/\/www.geodoi.ac.cn\/weben\/doi.aspx?Id=165."},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.ocecoaman.2013.12.016","article-title":"The relation of coastal mangrove changes and adjacent land-use: A review in Southeast Asia and Kien Giang, Vietnam","volume":"90","author":"Nguyen","year":"2014","journal-title":"Ocean Coast. Manag."},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"67","DOI":"10.1016\/j.ocecoaman.2012.03.014","article-title":"Ecohydrology: A framework for overcoming the environmental impacts of shrimp aquaculture on the coastal zone of Bangladesh","volume":"63","author":"Sohel","year":"2012","journal-title":"Ocean Coast. Manag."},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"3898","DOI":"10.1002\/grl.50758","article-title":"Land subsidence at aquaculture facilities in the Yellow River delta, China","volume":"40","author":"Higgins","year":"2013","journal-title":"Geophys. Res. Lett."},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"275","DOI":"10.1016\/j.ocecoaman.2012.10.006","article-title":"Sustainable shrimp farming in Bangladesh: A quest for an Integrated Coastal Zone Management","volume":"71","author":"Afroz","year":"2013","journal-title":"Ocean Coast. Manag."},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"209","DOI":"10.1016\/j.ocecoaman.2013.04.008","article-title":"Use of degraded coastal wetland in an integrated mangrove\u2013aquaculture system: A case study from the South China Sea","volume":"85","author":"Peng","year":"2013","journal-title":"Ocean Coast. Manag."},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"531","DOI":"10.1016\/j.ocecoaman.2006.06.018","article-title":"Overcoming the impacts of aquaculture on the coastal zone","volume":"49","author":"Primavera","year":"2006","journal-title":"Ocean Coast. Manag."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"50","DOI":"10.1016\/j.ocecoaman.2013.09.007","article-title":"The role of ecosystems in coastal protection: Adapting to climate change and coastal hazards","volume":"90","author":"Spalding","year":"2014","journal-title":"Ocean Coast. Manag."},{"key":"ref_65","unstructured":"Food and Agriculture Organization of the United Nations Statistical Database (FAO) (2014). FISHSTAT. Global Aquaculture Production, FAO."},{"key":"ref_66","unstructured":"Harvey, B., Soto, D., Carolsfeld, J., Beveridge, M., and Bartley, D.M. (2017). Planning for Aquaculture Diversification: The Importance of Climate Change and Other Drivers, FAO. FAO Technical Workshop, 23\u201325 June 2016; FAO Fisheries and Aquaculture Proceedings No. 47."},{"key":"ref_67","doi-asserted-by":"crossref","unstructured":"Boyd, C.E., and Egna, H.S. (1997). Fertilization regimes. Dynamics of Pond Aquaculture, CRC Press.","DOI":"10.1007\/978-1-4615-5407-3_6"},{"key":"ref_68","unstructured":"Food and Agriculture Organization of the United Nations Statistical Database (FAO) (2011). World Aquaculture 2010, FAO."},{"key":"ref_69","doi-asserted-by":"crossref","unstructured":"Engle, C.R., Quagrainie, K., and Dey, M.M. (2016). Seafood and Aquaculture Marketing Handbook, John Wiley & Sons. [2nd ed.].","DOI":"10.1002\/9781118859223"},{"key":"ref_70","first-page":"13","article-title":"Progression of intensive marine shrimp culture in Thailand. Swimming Through Troubled Water. Proceedings of the special session on shrimp farming","volume":"95","author":"Lin","year":"1995","journal-title":"Aquaculture"},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"289","DOI":"10.1016\/j.foodpol.2010.11.027","article-title":"Certifying catfish in Vietnam and Bangladesh: Who will make the grade and will it matter?","volume":"36","author":"Belton","year":"2011","journal-title":"Food Policy"},{"key":"ref_72","doi-asserted-by":"crossref","first-page":"153","DOI":"10.1016\/j.agee.2009.03.010","article-title":"Typology of shrimp farming in Bac Lieu Province, Mekong Delta, using multivariate statistics","volume":"132","author":"Joffre","year":"2009","journal-title":"Agric. Ecosyst. Environ."},{"key":"ref_73","doi-asserted-by":"crossref","first-page":"227","DOI":"10.1016\/j.aquaculture.2009.08.017","article-title":"Current status of farming practices of striped catfish, Pangasianodon hypophthalmus in the Mekong Delta, Vietnam","volume":"296","author":"Phan","year":"2009","journal-title":"Aquaculture"},{"key":"ref_74","first-page":"61","article-title":"Major concerns on the supply and use of striped catfish seed in Mekong Delta of Vietnam","volume":"5","author":"Sinh","year":"2010","journal-title":"Vietnam Econ. Manag. Rev."},{"key":"ref_75","doi-asserted-by":"crossref","unstructured":"Lucas, J.S. (2012). Aquaculture: Farming Aquatic Animals and Plants, Wiley.","DOI":"10.1002\/9781118687932"},{"key":"ref_76","doi-asserted-by":"crossref","first-page":"212","DOI":"10.1016\/j.ecss.2017.02.022","article-title":"The mass balance of production and consumption: Supporting policy-makers for aquatic food security","volume":"188","author":"Lopes","year":"2017","journal-title":"Estuar. Coast. Shelf Sci."},{"key":"ref_77","unstructured":"Nguyen, T.P., Truong, H., and National Aquaculture Sector Overview (2018, May 03). National Aquaculture Sector Overview Fact Sheets. Available online: http:\/\/www.fao.org\/fishery\/countrysector\/naso_vietnam\/en."}],"container-title":["Remote Sensing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2072-4292\/10\/7\/1076\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T15:11:32Z","timestamp":1760195492000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2072-4292\/10\/7\/1076"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,7,6]]},"references-count":77,"journal-issue":{"issue":"7","published-online":{"date-parts":[[2018,7]]}},"alternative-id":["rs10071076"],"URL":"https:\/\/doi.org\/10.3390\/rs10071076","relation":{},"ISSN":["2072-4292"],"issn-type":[{"value":"2072-4292","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018,7,6]]}}}