{"id":36804,"date":"2023-06-05T08:00:35","date_gmt":"2023-06-05T08:00:35","guid":{"rendered":"http:\/\/befve.com\/news\/a-model-for-predicting-harvests\/"},"modified":"2025-07-08T08:06:10","modified_gmt":"2025-07-08T08:06:10","slug":"a-model-for-predicting-harvests","status":"publish","type":"news","link":"https:\/\/befve.com\/en\/news\/a-model-for-predicting-harvests\/","title":{"rendered":"Un mod\u00e8le de pr\u00e9diction des r\u00e9coltes"},"content":{"rendered":"\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<p class=\"field_LQ24868017C\">In many countries, especially in&nbsp;Europe, asparagus is the vegetable that heralds the return of spring and the new season. The date of its arrival and the development of production volumes are very much influenced by weather conditions during the previous winter in production basins&nbsp;(from south to&nbsp;north). In addition, the consumption of this \u201cspring vegetable\u201d and \u201cpleasure vegetable\u201d&nbsp;is also influenced by the sometimes-capricious weather at this time of&nbsp;year. This game of \u201csupply and demand\u201d constitutes the basis for setting asparagus prices and therefore the profitability of the crop. Being able to forecast the production dynamics is therefore a decisive asset, especially when asparagus is marketed by supermarket chains&nbsp;(hypermarkets, hard&nbsp;discounters) that require planning of supplies and prices. In&nbsp;France, where the total production is about 25,000&nbsp;tons, asparagus is produced throughout the country, with large areas in Les Landes, Maine-et-Loire, Gironde, Gard and&nbsp;Bas-Rhin.<\/p>\n\n\n\n<h3 class=\"wp-block-heading field_LQ25227660C\">Better forecasting of production dynamics<\/h3>\n\n\n\n<p class=\"field_LQ24868017C\"><em>\u201cPrices are generally high at the beginning of the campaign, with quotations at the shipping stage, at the end of&nbsp;February for Les Landes, starting at&nbsp;around&nbsp;\u20ac12\/kg&nbsp;(white asparagus, southwest, category&nbsp;1,&nbsp;16-22&nbsp;mm) because information about the volumes remains confidential,\u201d<\/em> said Astrid Et\u00e8venaux, director of the national PDO&nbsp;Asparagus of&nbsp;France. Then, prices fall significantly until the&nbsp;end of&nbsp;March, when all the basins are in production, with an observable uptick in prices around&nbsp;Easter, after which prices drop until the end of the season to their lowest price levels&nbsp;(between&nbsp;mid-May and early&nbsp;June) of&nbsp;\u20ac3&nbsp;to&nbsp;\u20ac6\/kg at the shipping stage&nbsp;(white asparagus, southwest, category&nbsp;1,&nbsp;16-22&nbsp;mm). <em>\u201cIt is around&nbsp;Easter that consumers are most eagerly awaiting asparagus, and that is when it is hoped the peak of&nbsp;production will be. The average retail price&nbsp;(in store) ranges from&nbsp;\u20ac5 to&nbsp;\u20ac7 per&nbsp;kg,\u201d <\/em>said&nbsp;Et\u00e8venaux.<\/p>\n\n\n\n<p class=\"field_LQ24868017C\">Faced with this situation, the members of Asperges de&nbsp;France have for several&nbsp;years been considering constructing a decision-making tool which would allow them to better anticipate the production dynamics of asparagus plantations. Such a model would make it possible to optimise communication amongst professionals, especially with major brands, as well as help with organising harvesting and packaging work. In the long term, it would also make it possible to anticipate the consequences of climate change for the sector. Asperges de France along with the&nbsp;INRAE and Invenio&nbsp;research stations are working on the development of a model. The first step involved identifying the main biological and technical parameters in the production kinetics of asparagus plantations. <em>\u201cThe first prototype model was designed to estimate the date of peak production. We mainly focused on the influence of temperature on initiation and rate of growth. We collected air temperature data in several production basins and transformed the temperature of the outside air into the temperature of the covered mound at several depths. We then calculated the theoretical date at which the cold and hot needs of the asparagus plantation were reached, based on data from the scientific literature,\u201d<\/em> said Emilie&nbsp;Casteil, project manager at&nbsp;Asperges de&nbsp;France.<\/p>\n\n\n\n<figure class=\"wp-block-image alignnone wp-image-33921\"><img decoding=\"async\" src=\"https:\/\/www.asparagusworld.com\/wp-content\/uploads\/2023\/06\/270316_document.jpg\" alt=\"\" class=\"wp-image-33921\"\/><figcaption class=\"wp-element-caption\">The ability to forecast the production dynamics is a key asset when it comes to forward planning of supplies and prices.<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading field_LQ25227660C\">Other factors under consideration<\/h3>\n\n\n\n<p class=\"field_LQ24868017C\">Data collected from producer members of&nbsp;Asperges de&nbsp;France made it possible to set up this prototype to estimate peak harvest periods over previous years. The preliminary results of this analysis have been very encouraging and suggest that this approach is suitable for asparagus. <em>\u201cPeak production is estimated with an average accuracy of 6 days, ranging from&nbsp;1&nbsp;to&nbsp;13&nbsp;days, depending on the&nbsp;year. But the first prototype does not allow estimation of the start date of production or the projected yield,\u201d<\/em> said Casteil. Work will continue by collecting more data to refine the model and improve its reliability and accuracy. <em>\u201cIt is necessary to refine the model by taking into account other factors such as the variety and age of the asparagus plantation, the impact of handling plastic films that can be turned either&nbsp;black or white face&nbsp;up, the sunshine and the reserves stored&nbsp;in the crown,\u201d<\/em> said Casteil. With plans to recruit a doctoral researcher in&nbsp;2023, all of this work should allow significant progress to be made in understanding the dynamics of asparagus production so that producers may rely on this model for their decision-making. Finally, in the context of climate change, this tool should also make it possible to determine the impact it is having on asparagus production in the different regions of France. Producers\u2019 expectations are high and the initial results are promising. According to&nbsp;Asperges de&nbsp;France, the model will be transferable&nbsp;to green asparagus since the input data will be identical. However, the model will have to be adapted to take into account the characteristics of green asparagus production, such as the absence of covers and the mounds, which requires different&nbsp;temperature&nbsp;considerations.<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">&nbsp;<\/h5>\n\n\n\n<h5 class=\"wp-block-heading field_LQ25227651C\">Challenges of estimating French asparagus crops<\/h5>\n\n\n\n<p class=\"field_LQ24868017C\">French asparagus production totals&nbsp;25,800&nbsp;tons on over&nbsp;6,500&nbsp;ha. France has five&nbsp;main&nbsp;asparagus&nbsp;production areas&nbsp;(Les Landes, Maine-et-Loire, Gironde, Gard and Bas-Rhin), but asparagus is grown throughout&nbsp;France. This makes for a fragmented&nbsp;production, with little organisation amongst producers, creating challenges for estimating production dynamics during the season. The asparagus harvest starts in&nbsp;February in the earliest production basins&nbsp;(Les Landes) and ends in&nbsp;June in the later basins (Maine-et-Loire). According to Kantar data, 58%&nbsp;of&nbsp;asparagus purchases are made in supermarkets&nbsp;(HM, SM, EDMP and&nbsp;GSF&nbsp;fresh&nbsp;supermarkets), with&nbsp;23%&nbsp;in&nbsp;local&nbsp;markets, 10%&nbsp;in&nbsp;greengrocers, and&nbsp;8%&nbsp;via&nbsp;direct&nbsp;sales.<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>The Asperges de France organisation is working on a crop forecasting model to optimise the marketing of white asparagus throughout the production campaign. It should also provide a better understanding of the impact of climate change and will potentially be transferable to green asparagus, too.<\/p>\n","protected":false},"featured_media":36737,"template":"","meta":{"_acf_changed":false},"news_categories":[101],"class_list":["post-36804","news","type-news","status-publish","has-post-thumbnail","hentry","news_categories-production-en"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.1.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Un mod\u00e8le de pr\u00e9diction des r\u00e9coltes - Befve &amp; Co<\/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:\/\/befve.com\/en\/news\/a-model-for-predicting-harvests\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Un mod\u00e8le de pr\u00e9diction des r\u00e9coltes - Befve &amp; Co\" \/>\n<meta property=\"og:description\" content=\"The Asperges de France organisation is working on a crop forecasting model to optimise the marketing of white asparagus throughout the production campaign. It should also provide a better understanding of the impact of climate change and will potentially be transferable to green asparagus, too.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/befve.com\/en\/news\/a-model-for-predicting-harvests\/\" \/>\n<meta property=\"og:site_name\" content=\"Befve &amp; Co\" \/>\n<meta property=\"article:modified_time\" content=\"2025-07-08T08:06:10+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/befve.com\/wp-content\/uploads\/270315_document-1.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1000\" \/>\n\t<meta property=\"og:image:height\" content=\"667\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"5 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/befve.com\/en\/news\/a-model-for-predicting-harvests\/\",\"url\":\"https:\/\/befve.com\/en\/news\/a-model-for-predicting-harvests\/\",\"name\":\"Un mod\u00e8le de pr\u00e9diction des r\u00e9coltes - Befve &amp; Co\",\"isPartOf\":{\"@id\":\"https:\/\/befve.com\/en\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/befve.com\/en\/news\/a-model-for-predicting-harvests\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/befve.com\/en\/news\/a-model-for-predicting-harvests\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/befve.com\/wp-content\/uploads\/270315_document-1.jpg\",\"datePublished\":\"2023-06-05T08:00:35+00:00\",\"dateModified\":\"2025-07-08T08:06:10+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/befve.com\/en\/news\/a-model-for-predicting-harvests\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/befve.com\/en\/news\/a-model-for-predicting-harvests\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/befve.com\/en\/news\/a-model-for-predicting-harvests\/#primaryimage\",\"url\":\"https:\/\/befve.com\/wp-content\/uploads\/270315_document-1.jpg\",\"contentUrl\":\"https:\/\/befve.com\/wp-content\/uploads\/270315_document-1.jpg\",\"width\":1000,\"height\":667},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/befve.com\/en\/news\/a-model-for-predicting-harvests\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Accueil\",\"item\":\"https:\/\/befve.com\/en\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"News\",\"item\":\"https:\/\/befve.com\/en\/news\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Un mod\u00e8le de pr\u00e9diction des r\u00e9coltes\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/befve.com\/en\/#website\",\"url\":\"https:\/\/befve.com\/en\/\",\"name\":\"Befve &Co\",\"description\":\"Christian Befve expert &amp; consultant asperges\",\"publisher\":{\"@id\":\"https:\/\/befve.com\/en\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/befve.com\/en\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/befve.com\/en\/#organization\",\"name\":\"Befve &Co\",\"alternateName\":\"Befve &Co\",\"url\":\"https:\/\/befve.com\/en\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/befve.com\/en\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/befve.com\/wp-content\/uploads\/logo_green.svg\",\"contentUrl\":\"https:\/\/befve.com\/wp-content\/uploads\/logo_green.svg\",\"caption\":\"Befve &Co\"},\"image\":{\"@id\":\"https:\/\/befve.com\/en\/#\/schema\/logo\/image\/\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Un mod\u00e8le de pr\u00e9diction des r\u00e9coltes - Befve &amp; Co","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:\/\/befve.com\/en\/news\/a-model-for-predicting-harvests\/","og_locale":"en_US","og_type":"article","og_title":"Un mod\u00e8le de pr\u00e9diction des r\u00e9coltes - Befve &amp; Co","og_description":"The Asperges de France organisation is working on a crop forecasting model to optimise the marketing of white asparagus throughout the production campaign. It should also provide a better understanding of the impact of climate change and will potentially be transferable to green asparagus, too.","og_url":"https:\/\/befve.com\/en\/news\/a-model-for-predicting-harvests\/","og_site_name":"Befve &amp; Co","article_modified_time":"2025-07-08T08:06:10+00:00","og_image":[{"width":1000,"height":667,"url":"https:\/\/befve.com\/wp-content\/uploads\/270315_document-1.jpg","type":"image\/jpeg"}],"twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"5 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/befve.com\/en\/news\/a-model-for-predicting-harvests\/","url":"https:\/\/befve.com\/en\/news\/a-model-for-predicting-harvests\/","name":"Un mod\u00e8le de pr\u00e9diction des r\u00e9coltes - Befve &amp; Co","isPartOf":{"@id":"https:\/\/befve.com\/en\/#website"},"primaryImageOfPage":{"@id":"https:\/\/befve.com\/en\/news\/a-model-for-predicting-harvests\/#primaryimage"},"image":{"@id":"https:\/\/befve.com\/en\/news\/a-model-for-predicting-harvests\/#primaryimage"},"thumbnailUrl":"https:\/\/befve.com\/wp-content\/uploads\/270315_document-1.jpg","datePublished":"2023-06-05T08:00:35+00:00","dateModified":"2025-07-08T08:06:10+00:00","breadcrumb":{"@id":"https:\/\/befve.com\/en\/news\/a-model-for-predicting-harvests\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/befve.com\/en\/news\/a-model-for-predicting-harvests\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/befve.com\/en\/news\/a-model-for-predicting-harvests\/#primaryimage","url":"https:\/\/befve.com\/wp-content\/uploads\/270315_document-1.jpg","contentUrl":"https:\/\/befve.com\/wp-content\/uploads\/270315_document-1.jpg","width":1000,"height":667},{"@type":"BreadcrumbList","@id":"https:\/\/befve.com\/en\/news\/a-model-for-predicting-harvests\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Accueil","item":"https:\/\/befve.com\/en\/"},{"@type":"ListItem","position":2,"name":"News","item":"https:\/\/befve.com\/en\/news\/"},{"@type":"ListItem","position":3,"name":"Un mod\u00e8le de pr\u00e9diction des r\u00e9coltes"}]},{"@type":"WebSite","@id":"https:\/\/befve.com\/en\/#website","url":"https:\/\/befve.com\/en\/","name":"Befve &Co","description":"Christian Befve expert &amp; consultant asperges","publisher":{"@id":"https:\/\/befve.com\/en\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/befve.com\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/befve.com\/en\/#organization","name":"Befve &Co","alternateName":"Befve &Co","url":"https:\/\/befve.com\/en\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/befve.com\/en\/#\/schema\/logo\/image\/","url":"https:\/\/befve.com\/wp-content\/uploads\/logo_green.svg","contentUrl":"https:\/\/befve.com\/wp-content\/uploads\/logo_green.svg","caption":"Befve &Co"},"image":{"@id":"https:\/\/befve.com\/en\/#\/schema\/logo\/image\/"}}]}},"_links":{"self":[{"href":"https:\/\/befve.com\/en\/wp-json\/wp\/v2\/news\/36804","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/befve.com\/en\/wp-json\/wp\/v2\/news"}],"about":[{"href":"https:\/\/befve.com\/en\/wp-json\/wp\/v2\/types\/news"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/befve.com\/en\/wp-json\/wp\/v2\/media\/36737"}],"wp:attachment":[{"href":"https:\/\/befve.com\/en\/wp-json\/wp\/v2\/media?parent=36804"}],"wp:term":[{"taxonomy":"news_categories","embeddable":true,"href":"https:\/\/befve.com\/en\/wp-json\/wp\/v2\/news_categories?post=36804"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}