{"id":2700,"date":"2024-06-10T11:59:14","date_gmt":"2024-06-10T11:59:14","guid":{"rendered":"https:\/\/bhaviklogistics.com\/happisigns\/product\/precision-livestock-farming-plf\/"},"modified":"2024-07-02T11:47:54","modified_gmt":"2024-07-02T11:47:54","slug":"precision-livestock-farming-plf","status":"publish","type":"product","link":"https:\/\/networkscience.ai\/case-genie\/product\/precision-livestock-farming-plf\/","title":{"rendered":"Precision Livestock Farming (PLF)"},"content":{"rendered":"<table class=\"responsive-table\">\n<thead>\n<tr>\n<th>Role<\/th>\n<th>Deep Tech Used<\/th>\n<th>Industry<\/th>\n<th>Potential Vector<\/th>\n<th style=\"text-align: center;\">Potential Vector Benefit<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"text-align: center;\" data-label=\"Role\">CEO<\/td>\n<td style=\"text-align: center;\" data-label=\"Deep Tech Used\">Artificial Intelligence (AI)<br \/>\nInternet of Things (IoT)<\/td>\n<td style=\"text-align: center;\" data-label=\"Impact Vector\">Agriculture &amp; Dairy Farming<\/td>\n<td style=\"text-align: center;\" data-label=\"Industry\">Cost<\/td>\n<td style=\"text-align: center;\" data-label=\"Impact Vector %Benefit\">30%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<hr class=\"full-width\" \/>\n<h3><strong>Use Case Description<\/strong><\/h3>\n<p>Enhancing livestock farming with precision agriculture technologies involves using data analytics, sensors, and automation to monitor and manage various aspects of livestock operations. These technologies can track animal health, monitor feeding, and optimise environmental conditions in real-time. By doing so, farmers can make data-driven decisions that lead to improved livestock health, increased productivity, and more efficient resource utilisation. Precision agriculture technologies also help reduce environmental impact by minimising waste and optimising resource use, benefiting farmers and the environment.<\/p>\n<p>&nbsp;<\/p>\n<h2><b><span data-contrast=\"auto\">Case Study: Dairy Farm Boosts Productivity and Animal Welfare with Machine Learning<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:240}\">\u00a0<\/span><\/h2>\n<p>&nbsp;<\/p>\n<h3><b><span data-contrast=\"auto\">Challenges<\/span><\/b><\/h3>\n<p><span data-contrast=\"auto\">A dairy farm faced declining milk yields and rising concerns about animal welfare. Traditional methods of monitoring cow health and behaviour were time-consuming and subjective. The farm struggled to:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:240}\">\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;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Identify Early Signs of Illness:<\/span><\/b><span data-contrast=\"auto\"> Manually detecting subtle changes in cow behaviour or physical condition that might indicate illness was difficult.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:240}\">\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;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Optimize Feeding Regimens:<\/span><\/b><span data-contrast=\"auto\"> Relying on static feeding schedules may not have addressed individual cow needs or maximised milk production.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:240}\">\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;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Ensure Cow Comfort:<\/span><\/b><span data-contrast=\"auto\"> Limited ability to monitor environmental factors like temperature and humidity could lead to discomfort and reduced milk production.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:240}\">\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;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"4\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Reduce Labor Costs:<\/span><\/b><span data-contrast=\"auto\"> Manual monitoring of cows required significant labour investment, impacting farm profitability.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<h3><b><span data-contrast=\"auto\">Solution<\/span><\/b><\/h3>\n<p><span data-contrast=\"auto\">The dairy farm implemented a precision livestock farming (PLF) system powered by AI\/ML. The PLF system included:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"2\" 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;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Automated Sensors:<\/span><\/b><span data-contrast=\"auto\"> Sensors in cowsheds collected data on cow movement, activity levels, eating and drinking patterns, temperature, and humidity.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"2\" 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;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">AI-powered Cameras:<\/span><\/b><span data-contrast=\"auto\"> Cameras with computer vision capabilities monitored cow behaviour and identified potential health issues like lameness or injuries.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"2\" 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;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Recognition Software:<\/span><\/b><span data-contrast=\"auto\"> Recognition software identified individual cows, allowing for personalised data collection and analysis.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"2\" 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;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"4\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Machine Learning Algorithms:<\/span><\/b><span data-contrast=\"auto\"> Machine learning algorithms analyse sensor data and camera footage to generate insights and recommendations.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"2\" 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;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"5\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Data Management Platform:<\/span><\/b><span data-contrast=\"auto\"> A central platform integrates all data and provides real-time visualisations and alerts.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<h3><b><span data-contrast=\"auto\">Benefits\/Outcomes<\/span><\/b><\/h3>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" 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;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Improved Animal Health:<\/span><\/b><span data-contrast=\"auto\"> Early detection of illness through behaviour analysis led to faster intervention and treatment, reducing illness duration and improving overall herd health.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" 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;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Increased Milk Production:<\/span><\/b><span data-contrast=\"auto\"> Personalized feeding plans based on individual cow data and activity levels optimised milk production.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" 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;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Enhanced Cow Comfort:<\/span><\/b><span data-contrast=\"auto\"> Real-time environmental monitoring allowed for adjustments to maintain optimal temperature and humidity, improving cow comfort and milk production.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" 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;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"4\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Reduced Labor Costs:<\/span><\/b><span data-contrast=\"auto\"> Automated monitoring reduced the need for manual observation, freeing up labour for other tasks.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" 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;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"5\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Data-Driven Decisions:<\/span><\/b><span data-contrast=\"auto\"> The farm manager gained valuable insights from the PLF system, enabling data-driven decision-making on cow health, breeding programs, and resource allocation.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" 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;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"6\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Reduced Environmental Impact:<\/span><\/b><span data-contrast=\"auto\"> Optimized feeding plans minimised feed waste, reducing the farm&#8217;s environmental footprint.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" 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;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"7\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Improved Animal Welfare:<\/span><\/b><span data-contrast=\"auto\"> The farm demonstrably improved animal welfare standards by prioritising cow comfort and early intervention for health issues.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<p>Overall, the machine learning-powered PLF system transformed the dairy farm&#8217;s operations. By providing real-time insights into cow health, behaviour, and environmental conditions, the system empowered the farm to improve animal welfare, optimise milk production, and reduce costs.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Precision livestock farming can increase accuracy and productivity through data-driven management, monitoring, and automated systems.<\/p>\n","protected":false},"featured_media":3899,"template":"","meta":[],"etheme_brands":[],"product_cat":[47],"product_tag":[52],"class_list":{"0":"post-2700","1":"product","2":"type-product","3":"status-publish","4":"has-post-thumbnail","6":"product_cat-ceo","7":"product_tag-agriculture-dairy-farming","9":"first","10":"instock","11":"shipping-taxable","12":"product-type-simple"},"_links":{"self":[{"href":"https:\/\/networkscience.ai\/case-genie\/wp-json\/wp\/v2\/product\/2700","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/networkscience.ai\/case-genie\/wp-json\/wp\/v2\/product"}],"about":[{"href":"https:\/\/networkscience.ai\/case-genie\/wp-json\/wp\/v2\/types\/product"}],"version-history":[{"count":15,"href":"https:\/\/networkscience.ai\/case-genie\/wp-json\/wp\/v2\/product\/2700\/revisions"}],"predecessor-version":[{"id":4996,"href":"https:\/\/networkscience.ai\/case-genie\/wp-json\/wp\/v2\/product\/2700\/revisions\/4996"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/networkscience.ai\/case-genie\/wp-json\/wp\/v2\/media\/3899"}],"wp:attachment":[{"href":"https:\/\/networkscience.ai\/case-genie\/wp-json\/wp\/v2\/media?parent=2700"}],"wp:term":[{"taxonomy":"brand","embeddable":true,"href":"https:\/\/networkscience.ai\/case-genie\/wp-json\/wp\/v2\/etheme_brands?post=2700"},{"taxonomy":"product_cat","embeddable":true,"href":"https:\/\/networkscience.ai\/case-genie\/wp-json\/wp\/v2\/product_cat?post=2700"},{"taxonomy":"product_tag","embeddable":true,"href":"https:\/\/networkscience.ai\/case-genie\/wp-json\/wp\/v2\/product_tag?post=2700"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}