{"id":8966,"date":"2024-09-23T15:29:56","date_gmt":"2024-09-23T19:29:56","guid":{"rendered":"https:\/\/blogs.edf.org\/edfish\/?p=8966"},"modified":"2025-12-03T16:58:47","modified_gmt":"2025-12-03T20:58:47","slug":"a-look-at-science-technology-and-artificial-intelligence-for-sustainable-aquaculture","status":"publish","type":"post","link":"https:\/\/blogs.edf.org\/edfish\/2024\/09\/23\/a-look-at-science-technology-and-artificial-intelligence-for-sustainable-aquaculture\/","title":{"rendered":"A Look at Science, Technology, and Artificial Intelligence for Sustainable Aquaculture\u00a0"},"content":{"rendered":"<p><span data-contrast=\"none\">We\u2019ve come to our final blog in our series on sustainable aquaculture for EDFish. Now that we\u2019ve covered <\/span><a href=\"https:\/\/blogs.edf.org\/edfish\/2024\/06\/25\/can-we-answer-the-questions-eating-at-aquafeed\/\"><span data-contrast=\"none\">aquaculture feed<\/span><\/a><span data-contrast=\"none\">, <\/span><a href=\"https:\/\/blogs.edf.org\/edfish\/2024\/08\/01\/theres-no-escaping-the-need-to-address-escapes-in-aquaculture\/\"><span data-contrast=\"none\">escapes<\/span><\/a><span data-contrast=\"none\">, and <\/span><a href=\"https:\/\/blogs.edf.org\/edfish\/2024\/08\/15\/sustainability-starts-with-health-disease-prevention-and-management-in-aquaculture\/#more-8922\"><span data-contrast=\"none\">diseases<\/span><\/a><span data-contrast=\"none\">, we\u2019ll wrap up the discussion with a look at technology\u2019s role in sustainable aquaculture. With appropriate investment and incentives, ocean farming technologies and innovations could address sustainability risks for farming seafood in U.S. federal waters, also known as \u201copen ocean aquaculture.\u201d <\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><!--more--><\/p>\n<p><span data-contrast=\"none\">To mitigate risks, the U.S. open ocean aquaculture industry needs a clear understanding of the potential role of technology, with targeted research and development (R&amp;D) efforts to accelerate progress toward sustainability. This must be paired with a robust regulatory fra<\/span><span data-contrast=\"none\">mework to guide investments in technology and to fill gaps where current technologies fall short of mandated environmental protections. <\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\n<p>More information can be found in EDF&#8217;s white paper &#8220;<a href=\"https:\/\/library.edf.org\/AssetLink\/615363a1d83u5ft44x5s8b1toql87tdl.pdf\">Sustainability Considerations for the Expansion of US Open Ocean Aquaculture: Unleashing Advances in Science, Technology, and Artificial Intelligence to Support Sustainable Open Ocean Aquaculture in the US<\/a>.&#8221;<\/p>\n<p><b><span data-contrast=\"none\">What are the risks?<\/span><\/b><span data-ccp-props=\"{&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;201341983&quot;:0,&quot;335559738&quot;:40,&quot;335559739&quot;:80,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Open ocean aquaculture entails unique sustainability and logistical challenges. Due to the open ocean environment\u2019s deeper waters and stronger waves, farm infrastructure is more difficult to install and faces more wear and damage, creating additional maintenance needs and risk of animals escaping. <\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Visiting farms for maintenance, inspection, or health services requires longer trips in potentially rough conditions. Additionally, open ocean aquaculture must contend with sustainability challenges common to both aquaculture and terrestrial agriculture, such as responsibly sourcing feed as well as detecting and treating diseases.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"none\">Aquaculture research and development funding lags behind <\/span><\/b><span data-ccp-props=\"{&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;201341983&quot;:0,&quot;335559738&quot;:40,&quot;335559739&quot;:80,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\n<figure id=\"attachment_8972\" aria-describedby=\"caption-attachment-8972\" style=\"width: 300px\" class=\"wp-caption alignleft\"><a href=\"https:\/\/blogs.edf.org\/edfish\/wp-content\/blogs.dir\/18\/files\/\/TYDE4800-1-scaled.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"size-medium wp-image-8972\" src=\"https:\/\/blogs.edf.org\/edfish\/wp-content\/blogs.dir\/18\/files\/\/TYDE4800-1-300x200.jpg\" alt=\"\" width=\"300\" height=\"200\" srcset=\"https:\/\/blogs.edf.org\/edfish\/wp-content\/blogs.dir\/18\/files\/TYDE4800-1-300x200.jpg 300w, https:\/\/blogs.edf.org\/edfish\/wp-content\/blogs.dir\/18\/files\/TYDE4800-1-1024x683.jpg 1024w, https:\/\/blogs.edf.org\/edfish\/wp-content\/blogs.dir\/18\/files\/TYDE4800-1-768x512.jpg 768w, https:\/\/blogs.edf.org\/edfish\/wp-content\/blogs.dir\/18\/files\/TYDE4800-1-1536x1024.jpg 1536w, https:\/\/blogs.edf.org\/edfish\/wp-content\/blogs.dir\/18\/files\/TYDE4800-1-2048x1365.jpg 2048w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><figcaption id=\"caption-attachment-8972\" class=\"wp-caption-text\">AI and machine learning are being implemented in aquaculture by companies such as Tidal.<\/figcaption><\/figure>\n<p><span data-contrast=\"none\">Although aquaculture is the fastest-growing food production sector in the world, U.S. federal research investment has been modest. From 1990 to 2015, the U.S. government spent <\/span><a href=\"https:\/\/onlinelibrary.wiley.com\/doi\/full\/10.1111\/jwas.12425\"><span data-contrast=\"none\">$1.04 billion on aquaculture research and development<\/span><\/a><span data-contrast=\"none\">, compared to $41 billion for terrestrial agriculture. Similarly, philanthropists and global grantmakers spent <\/span><a href=\"https:\/\/ega.org\/sites\/default\/files\/pubs\/summaries\/EGA_Aquaculture_Report_2024_Executive%20Summary_WEB_0.pdf\"><span data-contrast=\"none\">less than one tenth on aquaculture<\/span><\/a><span data-contrast=\"none\"> as they did for fisheries from 2016-2021. This is a major missed opportunity: researchers calculated a 37-fold rate of return on federal aquaculture research and development funding since 2000.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"none\">Minimizing risks via technology: Promising areas of innovation<\/span><\/b><span data-ccp-props=\"{&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;201341983&quot;:0,&quot;335559738&quot;:40,&quot;335559739&quot;:80,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"none\">Improving feed sustainability and efficiency. <\/span><\/b><span data-contrast=\"none\">Researchers and industry are developing precision formulas and novel ingredients to deliver optimal nutrition with minimal environmental impact. But, more funding and research are needed to bring these innovations to scale. Precision genetics has improved farmed species\u2019 feed conversion efficiency, and these efforts could be enhanced to promote other desired traits like disease resistance or sterility.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559685&quot;:0,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"none\">Optimizing farm design and materials to reduce costs and minimize escapes. <\/span><\/b><span data-contrast=\"none\">Sophisticated modeling systems and NOAA\u2019s Atlases of Aquaculture Opportunity Areas (AOAs) enable aquaculture applicants to site farms to reduce water quality impacts. New infrastructure designs and materials<\/span><span data-contrast=\"none\">,<\/span><span data-contrast=\"none\"> such as pens that can be submerged during inclement weather and predator-proof mesh fibers<\/span><span data-contrast=\"none\">,<\/span><span data-contrast=\"none\"> reduce impacts on ocean habitat, increase durability, and reduce escape risks.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"none\">Supporting animal health. <\/span><\/b><span data-contrast=\"none\">Innovative research into disease approaches that reduce antibiotic resistance is ripe for further investment and application in more species. Autogenous vaccines that are rapidly developed for facility-specific outbreaks provide targeted and flexible responses for new or evolving pathogens. Scientists are harnessing naturally derived compounds from fish immune systems to quickly eliminate pathogens without developing resistance.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"none\">Automating and optimizing ocean farming advancements with artificial intelligence (AI). <\/span><\/b><span data-contrast=\"none\">AI and machine learning algorithms, combined with continuous remote monitoring technologies, have been used to optimize feeding, detect disease early, and spot escapes with minutes. Farmers can use drones and unmanned vehicles to maintain facilities and monitor farm conditions remotely, enabling rapid responses to environmental changes. These technologies save time, money, and emissions-intensive travel to open ocean pens.\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"none\">Blockchain for traceability. <\/span><\/b><span data-contrast=\"none\">Major seafood companies are increasingly using blockchain technology to trace aquaculture products as they move through supply chains. RFID tags can identify individual fish with information about their origin, farming practices, and transportation history. These key traceability tools enable aquaculture producers to demonstrate responsible sourcing practices. However, a lack of standardized traceability practices currently limits data exchange and interoperability.\u00a0<\/span><\/p>\n<figure id=\"attachment_8968\" aria-describedby=\"caption-attachment-8968\" style=\"width: 640px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/blogs.edf.org\/edfish\/wp-content\/blogs.dir\/18\/files\/\/tidal-crop-optimized-1.gif\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-8968 size-full\" src=\"https:\/\/blogs.edf.org\/edfish\/wp-content\/blogs.dir\/18\/files\/\/tidal-crop-optimized-1.gif\" alt=\"\" width=\"640\" height=\"510\" \/><\/a><figcaption id=\"caption-attachment-8968\" class=\"wp-caption-text\">AI-powered Autonomous Feeding Software from Tidal<\/figcaption><\/figure>\n<p><b><span data-contrast=\"none\">Recommendations to advance sustainable US aquaculture<\/span><\/b><span data-ccp-props=\"{&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;201341983&quot;:0,&quot;335559738&quot;:40,&quot;335559739&quot;:80,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"none\">For federal and academic researchers:<\/span><\/b><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"none\">Explore potential for repurposing decommissioned energy infrastructure<\/span><\/b><span data-contrast=\"none\"> in the Gulf of Mexico for aquaculture development, and co-location of aquaculture facilities with offshore renewable energy platforms (e.g., Gulf Offshore Research Institute in coordination with the Department of Energy, NOAA, and the Bureau of Oceans Energy Management).<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"none\">Expand genetic sequencing<\/span><\/b><span data-contrast=\"none\"> for commercially promising native species.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"none\">Investigate production methods for <\/span><b><span data-contrast=\"none\">low-cost, rapid diagnostics<\/span><\/b><span data-contrast=\"none\"> that can be used onsite.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><b><span data-contrast=\"none\">For federal regulators:<\/span><\/b><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"4\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"none\">Implement experimental permitting <\/span><\/b><span data-contrast=\"none\">and consider longer permitting timeframes to align with the necessary research to incentivize financing and kick-start innovations.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"4\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"none\">Prioritize experimental farm proposals<\/span><\/b><span data-contrast=\"none\"> that will research polyculture and integrated aquaculture, especially with native seaweeds.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"4\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"none\">Evaluate how <\/span><b><span data-contrast=\"none\">underwater and airborne drone operation rules can and should be adapted<\/span><\/b><span data-contrast=\"none\"> for aquaculture facility operations.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"4\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"none\">Develop aquaculture industry-wide traceability standards<\/span><\/b><span data-contrast=\"none\"> (as recommended in the <\/span><a href=\"https:\/\/openknowledge.fao.org\/items\/cac1e402-41c2-47d1-aa91-c2303e33e727\"><span data-contrast=\"none\">FAO\u2019s Voluntary Guidelines for Sustainable Aquaculture<\/span><\/a><span data-contrast=\"none\">).<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><b><span data-contrast=\"none\">For Congress:<\/span><\/b><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"9\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Establish a U.S. federal management system<\/span><\/b><span data-contrast=\"auto\"> for aquaculture, parallel to U.S. fishery management, based on science with multistakeholder engagement.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"9\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"none\">Increase federal support <\/span><\/b><span data-contrast=\"none\">for basic and targeted open ocean aquaculture research, including incentives for industry, academic, and government partnerships.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"9\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"none\">Require that federally funded aquaculture <\/span><b><span data-contrast=\"none\">research results be publicly accessible.<\/span><\/b><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"auto\">As we reach the end of our aquaculture sustainability blog series, we return to the question posed at the beginning of the series: Is aquaculture sustainable? Now that we\u2019ve taken a deep dive into the many nuances of aquaculture, we hope you\u2019ll see we the answer to that question is \u201cit depends.\u201d <\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Moving forward sustainably with aquaculture means we must embrace these nuances and understand that solutions and innovations will require careful thought, comprehensive scientific study, and collaboration. In doing so, we can ensure that we have an aquaculture industry that minimizes environmental risks, serves communities, and nourishes people. <\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\n<p><em>Photo and videos courtesy of<a href=\"https:\/\/www.tidalx.ai\/\"> Tidal<\/a>.<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>We\u2019ve come to our final blog in our series on sustainable aquaculture for EDFish. Now that we\u2019ve covered aquaculture feed, escapes, and diseases, we\u2019ll wrap up the discussion with a look at technology\u2019s role in sustainable aquaculture. With appropriate investment and incentives, ocean farming technologies and innovations could address sustainability risks for farming seafood in &#8230;<\/p>\n","protected":false},"author":2974,"featured_media":8967,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[],"tags":[],"coauthors":[],"class_list":["post-8966","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>A Look at Science, Technology, and Artificial Intelligence for Sustainable Aquaculture\u00a0 - EDFish<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/blogs.edf.org\/edfish\/2024\/09\/23\/a-look-at-science-technology-and-artificial-intelligence-for-sustainable-aquaculture\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"A Look at Science, Technology, and Artificial Intelligence for Sustainable Aquaculture\u00a0 - EDFish\" \/>\n<meta property=\"og:description\" content=\"We\u2019ve come to our final blog in our series on sustainable aquaculture for EDFish. Now that we\u2019ve covered aquaculture feed, escapes, and diseases, we\u2019ll wrap up the discussion with a look at technology\u2019s role in sustainable aquaculture. With appropriate investment and incentives, ocean farming technologies and innovations could address sustainability risks for farming seafood in ...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/blogs.edf.org\/edfish\/2024\/09\/23\/a-look-at-science-technology-and-artificial-intelligence-for-sustainable-aquaculture\/\" \/>\n<meta property=\"og:site_name\" content=\"EDFish\" \/>\n<meta property=\"article:published_time\" content=\"2024-09-23T19:29:56+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-12-03T20:58:47+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/blogs.edf.org\/edfish\/wp-content\/blogs.dir\/18\/files\/\/EDFish-Header-1.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"812\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"EDF Oceans\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"EDF Oceans\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/blogs.edf.org\\\/edfish\\\/2024\\\/09\\\/23\\\/a-look-at-science-technology-and-artificial-intelligence-for-sustainable-aquaculture\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/blogs.edf.org\\\/edfish\\\/2024\\\/09\\\/23\\\/a-look-at-science-technology-and-artificial-intelligence-for-sustainable-aquaculture\\\/\"},\"author\":{\"name\":\"EDF Oceans\",\"@id\":\"https:\\\/\\\/blogs.edf.org\\\/edfish\\\/#\\\/schema\\\/person\\\/31a1e71336edfeb78bf40a32e6cd715d\"},\"headline\":\"A Look at Science, Technology, and Artificial Intelligence for Sustainable Aquaculture\u00a0\",\"datePublished\":\"2024-09-23T19:29:56+00:00\",\"dateModified\":\"2025-12-03T20:58:47+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/blogs.edf.org\\\/edfish\\\/2024\\\/09\\\/23\\\/a-look-at-science-technology-and-artificial-intelligence-for-sustainable-aquaculture\\\/\"},\"wordCount\":1016,\"image\":{\"@id\":\"https:\\\/\\\/blogs.edf.org\\\/edfish\\\/2024\\\/09\\\/23\\\/a-look-at-science-technology-and-artificial-intelligence-for-sustainable-aquaculture\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/blogs.edf.org\\\/edfish\\\/wp-content\\\/blogs.dir\\\/18\\\/files\\\/\\\/EDFish-Header-1.png\",\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/blogs.edf.org\\\/edfish\\\/2024\\\/09\\\/23\\\/a-look-at-science-technology-and-artificial-intelligence-for-sustainable-aquaculture\\\/\",\"url\":\"https:\\\/\\\/blogs.edf.org\\\/edfish\\\/2024\\\/09\\\/23\\\/a-look-at-science-technology-and-artificial-intelligence-for-sustainable-aquaculture\\\/\",\"name\":\"A Look at Science, Technology, and Artificial Intelligence for Sustainable Aquaculture\u00a0 - EDFish\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/blogs.edf.org\\\/edfish\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/blogs.edf.org\\\/edfish\\\/2024\\\/09\\\/23\\\/a-look-at-science-technology-and-artificial-intelligence-for-sustainable-aquaculture\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/blogs.edf.org\\\/edfish\\\/2024\\\/09\\\/23\\\/a-look-at-science-technology-and-artificial-intelligence-for-sustainable-aquaculture\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/blogs.edf.org\\\/edfish\\\/wp-content\\\/blogs.dir\\\/18\\\/files\\\/\\\/EDFish-Header-1.png\",\"datePublished\":\"2024-09-23T19:29:56+00:00\",\"dateModified\":\"2025-12-03T20:58:47+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/blogs.edf.org\\\/edfish\\\/#\\\/schema\\\/person\\\/31a1e71336edfeb78bf40a32e6cd715d\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/blogs.edf.org\\\/edfish\\\/2024\\\/09\\\/23\\\/a-look-at-science-technology-and-artificial-intelligence-for-sustainable-aquaculture\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/blogs.edf.org\\\/edfish\\\/2024\\\/09\\\/23\\\/a-look-at-science-technology-and-artificial-intelligence-for-sustainable-aquaculture\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/blogs.edf.org\\\/edfish\\\/2024\\\/09\\\/23\\\/a-look-at-science-technology-and-artificial-intelligence-for-sustainable-aquaculture\\\/#primaryimage\",\"url\":\"https:\\\/\\\/blogs.edf.org\\\/edfish\\\/wp-content\\\/blogs.dir\\\/18\\\/files\\\/\\\/EDFish-Header-1.png\",\"contentUrl\":\"https:\\\/\\\/blogs.edf.org\\\/edfish\\\/wp-content\\\/blogs.dir\\\/18\\\/files\\\/\\\/EDFish-Header-1.png\",\"width\":1200,\"height\":812,\"caption\":\"Photo Credit: Tidal\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/blogs.edf.org\\\/edfish\\\/2024\\\/09\\\/23\\\/a-look-at-science-technology-and-artificial-intelligence-for-sustainable-aquaculture\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/blogs.edf.org\\\/edfish\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"A Look at Science, Technology, and Artificial Intelligence for Sustainable Aquaculture\u00a0\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/blogs.edf.org\\\/edfish\\\/#website\",\"url\":\"https:\\\/\\\/blogs.edf.org\\\/edfish\\\/\",\"name\":\"EDFish\",\"description\":\"Innovating for healthy oceans\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/blogs.edf.org\\\/edfish\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/blogs.edf.org\\\/edfish\\\/#\\\/schema\\\/person\\\/31a1e71336edfeb78bf40a32e6cd715d\",\"name\":\"EDF Oceans\",\"url\":\"https:\\\/\\\/blogs.edf.org\\\/edfish\\\/author\\\/edfoceans\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"A Look at Science, Technology, and Artificial Intelligence for Sustainable Aquaculture\u00a0 - EDFish","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/blogs.edf.org\/edfish\/2024\/09\/23\/a-look-at-science-technology-and-artificial-intelligence-for-sustainable-aquaculture\/","og_locale":"en_US","og_type":"article","og_title":"A Look at Science, Technology, and Artificial Intelligence for Sustainable Aquaculture\u00a0 - EDFish","og_description":"We\u2019ve come to our final blog in our series on sustainable aquaculture for EDFish. Now that we\u2019ve covered aquaculture feed, escapes, and diseases, we\u2019ll wrap up the discussion with a look at technology\u2019s role in sustainable aquaculture. With appropriate investment and incentives, ocean farming technologies and innovations could address sustainability risks for farming seafood in ...","og_url":"https:\/\/blogs.edf.org\/edfish\/2024\/09\/23\/a-look-at-science-technology-and-artificial-intelligence-for-sustainable-aquaculture\/","og_site_name":"EDFish","article_published_time":"2024-09-23T19:29:56+00:00","article_modified_time":"2025-12-03T20:58:47+00:00","og_image":[{"width":1200,"height":812,"url":"https:\/\/blogs.edf.org\/edfish\/wp-content\/blogs.dir\/18\/files\/\/EDFish-Header-1.png","type":"image\/png"}],"author":"EDF Oceans","twitter_card":"summary_large_image","twitter_misc":{"Written by":"EDF Oceans","Est. reading time":"5 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/blogs.edf.org\/edfish\/2024\/09\/23\/a-look-at-science-technology-and-artificial-intelligence-for-sustainable-aquaculture\/#article","isPartOf":{"@id":"https:\/\/blogs.edf.org\/edfish\/2024\/09\/23\/a-look-at-science-technology-and-artificial-intelligence-for-sustainable-aquaculture\/"},"author":{"name":"EDF Oceans","@id":"https:\/\/blogs.edf.org\/edfish\/#\/schema\/person\/31a1e71336edfeb78bf40a32e6cd715d"},"headline":"A Look at Science, Technology, and Artificial Intelligence for Sustainable Aquaculture\u00a0","datePublished":"2024-09-23T19:29:56+00:00","dateModified":"2025-12-03T20:58:47+00:00","mainEntityOfPage":{"@id":"https:\/\/blogs.edf.org\/edfish\/2024\/09\/23\/a-look-at-science-technology-and-artificial-intelligence-for-sustainable-aquaculture\/"},"wordCount":1016,"image":{"@id":"https:\/\/blogs.edf.org\/edfish\/2024\/09\/23\/a-look-at-science-technology-and-artificial-intelligence-for-sustainable-aquaculture\/#primaryimage"},"thumbnailUrl":"https:\/\/blogs.edf.org\/edfish\/wp-content\/blogs.dir\/18\/files\/\/EDFish-Header-1.png","inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/blogs.edf.org\/edfish\/2024\/09\/23\/a-look-at-science-technology-and-artificial-intelligence-for-sustainable-aquaculture\/","url":"https:\/\/blogs.edf.org\/edfish\/2024\/09\/23\/a-look-at-science-technology-and-artificial-intelligence-for-sustainable-aquaculture\/","name":"A Look at Science, Technology, and Artificial Intelligence for Sustainable Aquaculture\u00a0 - EDFish","isPartOf":{"@id":"https:\/\/blogs.edf.org\/edfish\/#website"},"primaryImageOfPage":{"@id":"https:\/\/blogs.edf.org\/edfish\/2024\/09\/23\/a-look-at-science-technology-and-artificial-intelligence-for-sustainable-aquaculture\/#primaryimage"},"image":{"@id":"https:\/\/blogs.edf.org\/edfish\/2024\/09\/23\/a-look-at-science-technology-and-artificial-intelligence-for-sustainable-aquaculture\/#primaryimage"},"thumbnailUrl":"https:\/\/blogs.edf.org\/edfish\/wp-content\/blogs.dir\/18\/files\/\/EDFish-Header-1.png","datePublished":"2024-09-23T19:29:56+00:00","dateModified":"2025-12-03T20:58:47+00:00","author":{"@id":"https:\/\/blogs.edf.org\/edfish\/#\/schema\/person\/31a1e71336edfeb78bf40a32e6cd715d"},"breadcrumb":{"@id":"https:\/\/blogs.edf.org\/edfish\/2024\/09\/23\/a-look-at-science-technology-and-artificial-intelligence-for-sustainable-aquaculture\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/blogs.edf.org\/edfish\/2024\/09\/23\/a-look-at-science-technology-and-artificial-intelligence-for-sustainable-aquaculture\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/blogs.edf.org\/edfish\/2024\/09\/23\/a-look-at-science-technology-and-artificial-intelligence-for-sustainable-aquaculture\/#primaryimage","url":"https:\/\/blogs.edf.org\/edfish\/wp-content\/blogs.dir\/18\/files\/\/EDFish-Header-1.png","contentUrl":"https:\/\/blogs.edf.org\/edfish\/wp-content\/blogs.dir\/18\/files\/\/EDFish-Header-1.png","width":1200,"height":812,"caption":"Photo Credit: Tidal"},{"@type":"BreadcrumbList","@id":"https:\/\/blogs.edf.org\/edfish\/2024\/09\/23\/a-look-at-science-technology-and-artificial-intelligence-for-sustainable-aquaculture\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/blogs.edf.org\/edfish\/"},{"@type":"ListItem","position":2,"name":"A Look at Science, Technology, and Artificial Intelligence for Sustainable Aquaculture\u00a0"}]},{"@type":"WebSite","@id":"https:\/\/blogs.edf.org\/edfish\/#website","url":"https:\/\/blogs.edf.org\/edfish\/","name":"EDFish","description":"Innovating for healthy oceans","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/blogs.edf.org\/edfish\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/blogs.edf.org\/edfish\/#\/schema\/person\/31a1e71336edfeb78bf40a32e6cd715d","name":"EDF Oceans","url":"https:\/\/blogs.edf.org\/edfish\/author\/edfoceans\/"}]}},"_links":{"self":[{"href":"https:\/\/blogs.edf.org\/edfish\/wp-json\/wp\/v2\/posts\/8966","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blogs.edf.org\/edfish\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blogs.edf.org\/edfish\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blogs.edf.org\/edfish\/wp-json\/wp\/v2\/users\/2974"}],"replies":[{"embeddable":true,"href":"https:\/\/blogs.edf.org\/edfish\/wp-json\/wp\/v2\/comments?post=8966"}],"version-history":[{"count":11,"href":"https:\/\/blogs.edf.org\/edfish\/wp-json\/wp\/v2\/posts\/8966\/revisions"}],"predecessor-version":[{"id":9161,"href":"https:\/\/blogs.edf.org\/edfish\/wp-json\/wp\/v2\/posts\/8966\/revisions\/9161"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blogs.edf.org\/edfish\/wp-json\/wp\/v2\/media\/8967"}],"wp:attachment":[{"href":"https:\/\/blogs.edf.org\/edfish\/wp-json\/wp\/v2\/media?parent=8966"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blogs.edf.org\/edfish\/wp-json\/wp\/v2\/categories?post=8966"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blogs.edf.org\/edfish\/wp-json\/wp\/v2\/tags?post=8966"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/blogs.edf.org\/edfish\/wp-json\/wp\/v2\/coauthors?post=8966"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}