{"id":2786,"date":"2026-04-11T01:31:10","date_gmt":"2026-04-11T01:31:10","guid":{"rendered":"https:\/\/www.europesays.com\/ai\/2786\/"},"modified":"2026-04-11T01:31:10","modified_gmt":"2026-04-11T01:31:10","slug":"ai-and-drones-can-select-the-most-resilient-wheat","status":"publish","type":"post","link":"https:\/\/www.europesays.com\/ai\/2786\/","title":{"rendered":"AI and drones can select the most resilient wheat"},"content":{"rendered":"<p>            <img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.europesays.com\/ai\/wp-content\/uploads\/2026\/04\/artificial-intelligenc-15.jpg\" alt=\"Artificial intelligence and drones to select the most resilient wheat\" title=\"A study led by the University of Barcelona and Agrotecnio presents a new strategy for identifying wheat varieties that are more productive and better adapted to climate change. Credit: Jara Jauregui-Bes\u00f3\" width=\"800\" height=\"530\"\/><\/p>\n<p>                A study led by the University of Barcelona and Agrotecnio presents a new strategy for identifying wheat varieties that are more productive and better adapted to climate change. Credit: Jara Jauregui-Bes\u00f3<\/p>\n<p>Making wheat more resilient to climate change without compromising yields has become an urgent priority for the agricultural sector. Now, a study led by a research team from the University of Barcelona and the Agrotecnio research center has identified an innovative way to address this challenge: combining advanced technology and artificial intelligence to select the best varieties of this crop.<\/p>\n<p>The study, published in the journal <a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S2643651526000154\" target=\"_blank\" rel=\"nofollow noopener\">Plant Phenomics<\/a>, suggests a shift in perspective: it is necessary to focus not only on yield, but also on wheat&#8217;s ability to maintain consistent harvests despite changing weather conditions. The findings indicate that this combination of productivity and stability is key to ensuring safe harvests under variable environmental conditions.<\/p>\n<p>The authors of the study are researchers Jara Jauregui, Jos\u00e9 Luis Araus and Shawn Carlisle Kefauver, from the Department of Evolutionary Biology, Ecology and Environmental Sciences at the UB&#8217;s Faculty of Biology and Agrotecnio; Nieves Aparicio and Sara \u00c1lvarez, from the Agro-technological Institute of Castilla y Le\u00f3n (ITACyL), and Mar\u00eda Teresa Nieto, from the National Institute for Agricultural and Food Research and Technology (INIA-CSIC).<\/p>\n<p>Drones for monitoring wheat crops<\/p>\n<p>The team analyzed 64 varieties of <a href=\"https:\/\/phys.org\/news\/2024-06-maximizing-wheat-productivity-supplemental-irrigation.html?utm_source=embeddings&amp;utm_medium=related&amp;utm_campaign=internal\" rel=\"related nofollow noopener\" target=\"_blank\">durum wheat<\/a> grown under two different Mediterranean conditions: irrigated and rain-fed. The aim was to identify which genotypes combine high yields with a stable performance across variable environments, with differences in temperature and water availability.<\/p>\n<p>One of the most surprising findings is that the selected varieties are not those that retain their green leaves the longest until the end of the season, but rather those that grow vigorously at the start and mature slightly earlier.<\/p>\n<p>In contrast, the rejected lines showed low initial vigor and retained their green leaves for longer, which does not guarantee a better yield.<\/p>\n<p>As part of the project, the team used ground sensors and <a href=\"https:\/\/phys.org\/news\/2026-01-insights-drones-corn-small-farms.html?utm_source=embeddings&amp;utm_medium=related&amp;utm_campaign=internal\" rel=\"related nofollow noopener\" target=\"_blank\">drones<\/a> equipped with RGB, multispectral and thermal cameras, enabling them to monitor crop development throughout the entire growing cycle. This technology provides key information about the wheat before harvesting, eliminating the need for harvesting and reducing both the costs and the time required for analysis.<\/p>\n<p>Using all this data, the team trained <a href=\"https:\/\/phys.org\/news\/2023-12-ai-enhanced-wheat-health-diverse-soils.html?utm_source=embeddings&amp;utm_medium=related&amp;utm_campaign=internal\" rel=\"related nofollow noopener\" target=\"_blank\">artificial intelligence models<\/a> capable of predicting both the yield and the stability of production for the different varieties with a high degree of accuracy.<\/p>\n<p>This strategy could be a very useful tool for <a href=\"https:\/\/phys.org\/news\/2025-10-wheat-varieties-bred-yields-good.html?utm_source=embeddings&amp;utm_medium=related&amp;utm_campaign=internal\" rel=\"related nofollow noopener\" target=\"_blank\">plant breeding programs<\/a> and could help develop wheat varieties that are equipped to meet the challenges of climate change.<\/p>\n<p class=\"mb-3\">\n        Discover the latest in science, tech, and space with over 100,000 subscribers who rely on Phys.org for daily insights.<br \/>\n        Sign up for our <a href=\"https:\/\/sciencex.com\/help\/newsletter\/\" target=\"_blank\" rel=\"nofollow noopener\">free newsletter<\/a> and get updates on breakthroughs,<br \/>\n        innovations, and research that matter\u2014daily or weekly.\n    <\/p>\n<p>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tGreener doesn&#8217;t always mean better<\/p>\n<p>The researchers first analyzed, separately, the yield and stability traits of durum wheat. They found that the genotypes with the highest yields are characterized by high initial vigor and sustained greenness during the rapid growth phases up to the end of the growing season. In contrast, the most stable genotypes exhibit lower initial vigor, slower growth and a shorter cycle, enabling them to make better use of the resources available for grain production. To identify a balance between these compensatory mechanisms, the experts developed a varied selection method that combines competitive yield with good stability.<\/p>\n<p>The study concludes that vigorous early growth combined with early maturation is a key factor to achieving more consistent yields under variable environmental conditions, helping wheat cope better with drought and high temperatures.<\/p>\n<p>\t\t\t\t\t\t\t\t\t\t\t\t\t\tMore information\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n<p>Jara Jauregui-Bes\u00f3 et al, Multi-sensor phenotyping of yield and yield stability for genotype selection in durum wheat, Plant Phenomics (2026). <a data-doi=\"1\" href=\"https:\/\/dx.doi.org\/10.1016\/j.plaphe.2026.100178\" target=\"_blank\" rel=\"nofollow noopener\">DOI: 10.1016\/j.plaphe.2026.100178<\/a><\/p>\n<p>\n\t\t\t\t\t\t\t\t\t\t\t\t\tProvided by<br \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/phys.org\/partners\/university-of-barcelona\/\" rel=\"nofollow noopener\" target=\"_blank\">University of Barcelona<\/a><br \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"icon_open\" href=\"http:\/\/www.ub.edu\/homeub\/en\/\" target=\"_blank\" rel=\"nofollow noopener\"><\/p>\n<p>\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n<p>\n\t\t\t\t\t\t\t\t\t\t\t\tCitation:<br \/>\n\t\t\t\t\t\t\t\t\t\t\t\tAI and drones can select the most resilient wheat (2026, April 10)<br \/>\n\t\t\t\t\t\t\t\t\t\t\t\tretrieved 10 April 2026<br \/>\n\t\t\t\t\t\t\t\t\t\t\t\tfrom https:\/\/phys.org\/news\/2026-04-ai-drones-resilient-wheat.html\n\t\t\t\t\t\t\t\t\t\t\t <\/p>\n<p>\n\t\t\t\t\t\t\t\t\t\t\t This document is subject to copyright. Apart from any fair dealing for the purpose of private study or research, no<br \/>\n\t\t\t\t\t\t\t\t\t\t\t part may be reproduced without the written permission. The content is provided for information purposes only.\n\t\t\t\t\t\t\t\t\t\t\t <\/p>\n","protected":false},"excerpt":{"rendered":"A study led by the University of Barcelona and Agrotecnio presents a new strategy for identifying wheat varieties&hellip;\n","protected":false},"author":2,"featured_media":2787,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[24,25,165,166,164,161,160,162,134,163],"class_list":{"0":"post-2786","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-ai","8":"tag-ai","9":"tag-artificial-intelligence","10":"tag-materials","11":"tag-nanotech","12":"tag-physics","13":"tag-physics-news","14":"tag-science","15":"tag-science-news","16":"tag-technology","17":"tag-technology-news"},"_links":{"self":[{"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/posts\/2786","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/comments?post=2786"}],"version-history":[{"count":0,"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/posts\/2786\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/media\/2787"}],"wp:attachment":[{"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/media?parent=2786"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/categories?post=2786"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/tags?post=2786"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}