{"id":6845,"date":"2025-02-23T17:55:02","date_gmt":"2025-02-23T17:55:02","guid":{"rendered":"https:\/\/scai.kibu.ac.ke\/?p=6845"},"modified":"2025-12-24T03:38:24","modified_gmt":"2025-12-24T03:38:24","slug":"performance-evaluation-of-machine-learning-algorithms-in-smart-agriculture","status":"publish","type":"post","link":"https:\/\/kibu.ac.ke\/scai\/performance-evaluation-of-machine-learning-algorithms-in-smart-agriculture\/","title":{"rendered":"Performance Evaluation of Machine Learning Algorithms in Smart Agriculture"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"6845\" class=\"elementor elementor-6845\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1b753ac9 elementor-section-full_width elementor-section-height-min-height elementor-section-items-stretch elementor-section-height-default\" data-id=\"1b753ac9\" data-element_type=\"section\" id=\"ourgoal\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-223676e4\" data-id=\"223676e4\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-34c87013 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"34c87013\" data-element_type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Performance Evaluation of Machine Learning Algorithms in Smart Agriculture<\/h1>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4b81a4e4 elementor-section-height-min-height elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"4b81a4e4\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3857a44c\" data-id=\"3857a44c\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-19c67492 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"19c67492\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-117ec038 elementor-invisible\" data-id=\"117ec038\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;fadeIn&quot;,&quot;animation_mobile&quot;:&quot;none&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2b82adba elementor-widget__width-auto elementor-widget elementor-widget-heading\" data-id=\"2b82adba\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">2024<\/h2>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-3d5239f5 elementor-invisible\" data-id=\"3d5239f5\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;fadeIn&quot;,&quot;animation_mobile&quot;:&quot;none&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7aa7cdef elementor-widget elementor-widget-heading\" data-id=\"7aa7cdef\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">KIBU Authors<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-637124ba elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"637124ba\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Dennis Karugu Gichuki<\/p><p>Patrick Oduor Owoche<\/p><p>Samuel Mbuguah<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-6efb7cb1 elementor-invisible\" data-id=\"6efb7cb1\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;fadeIn&quot;,&quot;animation_mobile&quot;:&quot;none&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6c20119d elementor-tablet-align-left elementor-invisible elementor-widget elementor-widget-button\" data-id=\"6c20119d\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInLeft&quot;}\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-shrink\" href=\"https:\/\/ijarcce.com\/papers\/performance-evaluation-of-machine-learning-algorithms-in-smart-agriculture\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">VIEW ON PUBLISHER SITE<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-13ee132 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"13ee132\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-12ba12f5 elementor-invisible\" data-id=\"12ba12f5\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;fadeIn&quot;,&quot;animation_mobile&quot;:&quot;none&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-10e22dff elementor-widget elementor-widget-heading\" data-id=\"10e22dff\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Abstract<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-76b04f67 elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"76b04f67\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>This study explores the integration of Wireless Sensor Networks (WSN) and Machine Learning (ML) in smartfarming to address critical agricultural challenges. By leveraging real-time data collection and advanced analytical tools,the research demonstrates the potential of ML algorithms\u2014Decision Trees, Naive Bayes, Support Vector Machines(SVM), Logistic Regression, and Random Forests\u2014in enhancing crop management, including yield prediction, soilquality assessment, and pest and disease detection. The study finds that Naive Bayes achieves the highest accuracy andbalanced precision-recall metrics, while ensemble methods like Random Forests effectively reduce overfitting andimprove prediction accuracy. Despite the promising results, the research identifies challenges such as data accessibility,model integration, and user interface design that must be addressed to fully realize the potential of smart farmingtechnologies. Overall, the findings provide valuable insights into optimizing resource utilization, reducing crop losses,and promoting sustainable farming practices, thereby supporting global food security and economic stability.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>2024 KIBU Authors Dennis Karugu Gichuki Patrick Oduor Owoche Samuel Mbuguah VIEW ON PUBLISHER SITE Abstract This study explores the integration of Wireless Sensor Networks (WSN) and Machine Learning (ML) in smartfarming to address critical agricultural challenges. By leveraging real-time data collection and advanced analytical tools,the research demonstrates the potential of ML algorithms\u2014Decision Trees, Naive [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"footnotes":""},"categories":[10],"tags":[],"class_list":["post-6845","post","type-post","status-publish","format-standard","hentry","category-research-list"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Performance Evaluation of Machine Learning Algorithms in Smart Agriculture - School of Computing &amp; Informatics<\/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:\/\/kibu.ac.ke\/scai\/performance-evaluation-of-machine-learning-algorithms-in-smart-agriculture\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Performance Evaluation of Machine Learning Algorithms in Smart Agriculture - School of Computing &amp; Informatics\" \/>\n<meta property=\"og:description\" content=\"2024 KIBU Authors Dennis Karugu Gichuki Patrick Oduor Owoche Samuel Mbuguah VIEW ON PUBLISHER SITE Abstract This study explores the integration of Wireless Sensor Networks (WSN) and Machine Learning (ML) in smartfarming to address critical agricultural challenges. By leveraging real-time data collection and advanced analytical tools,the research demonstrates the potential of ML algorithms\u2014Decision Trees, Naive [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/kibu.ac.ke\/scai\/performance-evaluation-of-machine-learning-algorithms-in-smart-agriculture\/\" \/>\n<meta property=\"og:site_name\" content=\"School of Computing &amp; Informatics\" \/>\n<meta property=\"article:published_time\" content=\"2025-02-23T17:55:02+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-12-24T03:38:24+00:00\" \/>\n<meta name=\"author\" content=\"kibabii\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"kibabii\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/kibu.ac.ke\/scai\/performance-evaluation-of-machine-learning-algorithms-in-smart-agriculture\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/kibu.ac.ke\/scai\/performance-evaluation-of-machine-learning-algorithms-in-smart-agriculture\/\"},\"author\":{\"name\":\"kibabii\",\"@id\":\"https:\/\/kibu.ac.ke\/scai\/#\/schema\/person\/f24ef483cba6d32518303e5d7f89741d\"},\"headline\":\"Performance Evaluation of Machine Learning Algorithms in Smart Agriculture\",\"datePublished\":\"2025-02-23T17:55:02+00:00\",\"dateModified\":\"2025-12-24T03:38:24+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/kibu.ac.ke\/scai\/performance-evaluation-of-machine-learning-algorithms-in-smart-agriculture\/\"},\"wordCount\":170,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/kibu.ac.ke\/scai\/#organization\"},\"articleSection\":[\"Research List\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/kibu.ac.ke\/scai\/performance-evaluation-of-machine-learning-algorithms-in-smart-agriculture\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/kibu.ac.ke\/scai\/performance-evaluation-of-machine-learning-algorithms-in-smart-agriculture\/\",\"url\":\"https:\/\/kibu.ac.ke\/scai\/performance-evaluation-of-machine-learning-algorithms-in-smart-agriculture\/\",\"name\":\"Performance Evaluation of Machine Learning Algorithms in Smart Agriculture - School of Computing &amp; 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