{"id":11089,"date":"2018-09-12T07:34:22","date_gmt":"2018-09-12T07:34:22","guid":{"rendered":"https:\/\/archive.iask.hu\/hu\/?p=11089"},"modified":"2018-10-29T19:28:00","modified_gmt":"2018-10-29T19:28:00","slug":"a-hybrid-neuro-fuzzy-algorithm-for-prediction-of-reference-evapotranspiration","status":"publish","type":"post","link":"https:\/\/archive.iask.hu\/en\/a-hybrid-neuro-fuzzy-algorithm-for-prediction-of-reference-evapotranspiration\/","title":{"rendered":"A Hybrid Neuro-Fuzzy Algorithm for Prediction of Reference Evapotranspiration"},"content":{"rendered":"<p>[vc_row][vc_column][vc_column_text]This conference paper was written by Amir Mosavi and\u00a0<span class=\"authors__name\">Mohammad\u00a0Edalatifar and is available in\u00a0Laukaitis G. (eds) Recent Advances in Technology Research and Education.\u00a0<\/span><\/p>\n<section id=\"Abs1\" class=\"Abstract\" lang=\"en\" tabindex=\"-1\">\n<p class=\"Heading\"><strong>Abstract<\/strong><\/p>\n<p id=\"Par1\" class=\"Para\">In this study, a hybrid algorithm of adaptive neuro fuzzy inference system (ANFIS), particle swarm optimization (PSO) and principle component analysis (PCA) is utilized to predict the reference evapotranspiration (ET0). The accuracy of the computational model is evaluated using four statistical tests including Pearson correlation coefficient (r), mean square error (MSE), root mean-square error (RMSE), and coefficient of determination (R2). The results show that the ET0 can be estimated with an acceptable accuracy trough combination of PCA and ANFIS. Moreover, the result indicated that the ANFIS model can be simplified via reducing dimensionality of the input data.<\/p>\n<\/section>\n<div class=\"KeywordGroup\" lang=\"en\">\n<p class=\"Heading\"><strong>Keywords<\/strong><\/p>\n<p><span class=\"Keyword\">Neuro-Fuzzy,\u00a0<\/span><span class=\"Keyword\">Reference evapotranspiration (ET0),\u00a0<\/span><span class=\"Keyword\">Principle component analysis,\u00a0<\/span><span class=\"Keyword\">Particle swarm optimization,\u00a0<\/span><span class=\"Keyword\">Prediction,\u00a0<\/span><span class=\"Keyword\">Forecasting,\u00a0<\/span><span class=\"Keyword\">ANFIS\u00a0<\/span><\/p>\n<\/div>\n<div lang=\"en\"><\/div>\n<div lang=\"en\">About the Author:<\/div>\n<p>[\/vc_column_text][\/vc_column][\/vc_row][vc_row][vc_column]<div class=\"teammember-single\"><div class=\"photo\"><a href=\"https:\/\/archive.iask.hu\/en\/people\/amir-mosavi\/\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/archive.iask.hu\/wp-content\/uploads\/2018\/09\/amir-mosavi-150x150.jpg\" class=\"attachment-thumbnail size-thumbnail wp-post-image\" alt=\"\" srcset=\"https:\/\/archive.iask.hu\/wp-content\/uploads\/2018\/09\/amir-mosavi-150x150.jpg 150w, https:\/\/archive.iask.hu\/wp-content\/uploads\/2018\/09\/amir-mosavi-400x400.jpg 400w, https:\/\/archive.iask.hu\/wp-content\/uploads\/2018\/09\/amir-mosavi-200x200.jpg 200w\" sizes=\"(max-width: 150px) 100vw, 150px\" \/><\/a><\/div><div class=\"name\"><a href=\"https:\/\/archive.iask.hu\/en\/people\/amir-mosavi\/\">Amir Mosavi<\/a><\/div><\/div>[\/vc_column][\/vc_row]<\/p>\n","protected":false},"excerpt":{"rendered":"<p>In this study, a hybrid algorithm of adaptive neuro fuzzy inference system (ANFIS), particle swarm optimization (PSO) and principle component analysis (PCA) is utilized to predict the reference evapotranspiration (ET0)<\/p>\n","protected":false},"author":209,"featured_media":11090,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[58,238,114],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v16.7 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>A Hybrid Neuro-Fuzzy Algorithm for Prediction of Reference Evapotranspiration - iASK - Institute of Advanced Studies K\u0151szeg<\/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:\/\/archive.iask.hu\/hu\/english-a-hybrid-neuro-fuzzy-algorithm-for-prediction-of-reference-evapotranspiration\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"A Hybrid Neuro-Fuzzy Algorithm for Prediction of Reference Evapotranspiration - iASK - Institute of Advanced Studies K\u0151szeg\" \/>\n<meta property=\"og:description\" content=\"In this study, a hybrid algorithm of adaptive neuro fuzzy inference system (ANFIS), particle swarm optimization (PSO) and principle component analysis (PCA) is utilized to predict the reference evapotranspiration (ET0)\" \/>\n<meta property=\"og:url\" content=\"https:\/\/archive.iask.hu\/hu\/english-a-hybrid-neuro-fuzzy-algorithm-for-prediction-of-reference-evapotranspiration\/\" \/>\n<meta property=\"og:site_name\" content=\"iASK - Institute of Advanced Studies K\u0151szeg\" \/>\n<meta property=\"article:published_time\" content=\"2018-09-12T07:34:22+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2018-10-29T19:28:00+00:00\" \/>\n<meta property=\"og:image\" content=\"http:\/\/archive.iask.hu\/wp-content\/uploads\/2018\/09\/evapotranspiration.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"700\" \/>\n\t<meta property=\"og:image:height\" content=\"525\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Gerg\u0151 Rozner\" \/>\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\":\"WebSite\",\"@id\":\"https:\/\/archive.iask.hu\/en\/#website\",\"url\":\"https:\/\/archive.iask.hu\/en\/\",\"name\":\"iASK - Institute of Advanced Studies K\\u0151szeg\",\"description\":\"It is the mission of iASK to bring together a critical mass of intellectually open, courageous and knowledge-sharing practitioners \\u2013 those that know that everything is at risk and that conventional research will simply not do, only creative and unusual combinations of ideas.\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/archive.iask.hu\/en\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"},{\"@type\":\"ImageObject\",\"@id\":\"https:\/\/archive.iask.hu\/hu\/english-a-hybrid-neuro-fuzzy-algorithm-for-prediction-of-reference-evapotranspiration\/#primaryimage\",\"inLanguage\":\"en-US\",\"url\":\"https:\/\/archive.iask.hu\/wp-content\/uploads\/2018\/09\/evapotranspiration.jpg\",\"contentUrl\":\"https:\/\/archive.iask.hu\/wp-content\/uploads\/2018\/09\/evapotranspiration.jpg\",\"width\":700,\"height\":525},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/archive.iask.hu\/hu\/english-a-hybrid-neuro-fuzzy-algorithm-for-prediction-of-reference-evapotranspiration\/#webpage\",\"url\":\"https:\/\/archive.iask.hu\/hu\/english-a-hybrid-neuro-fuzzy-algorithm-for-prediction-of-reference-evapotranspiration\/\",\"name\":\"A Hybrid Neuro-Fuzzy Algorithm for Prediction of Reference Evapotranspiration - iASK - Institute of Advanced Studies K\\u0151szeg\",\"isPartOf\":{\"@id\":\"https:\/\/archive.iask.hu\/en\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/archive.iask.hu\/hu\/english-a-hybrid-neuro-fuzzy-algorithm-for-prediction-of-reference-evapotranspiration\/#primaryimage\"},\"datePublished\":\"2018-09-12T07:34:22+00:00\",\"dateModified\":\"2018-10-29T19:28:00+00:00\",\"author\":{\"@id\":\"https:\/\/archive.iask.hu\/en\/#\/schema\/person\/00871de8a3d5a20371f26a00c517a4cc\"},\"breadcrumb\":{\"@id\":\"https:\/\/archive.iask.hu\/hu\/english-a-hybrid-neuro-fuzzy-algorithm-for-prediction-of-reference-evapotranspiration\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/archive.iask.hu\/hu\/english-a-hybrid-neuro-fuzzy-algorithm-for-prediction-of-reference-evapotranspiration\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/archive.iask.hu\/hu\/english-a-hybrid-neuro-fuzzy-algorithm-for-prediction-of-reference-evapotranspiration\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/archive.iask.hu\/en\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Hibrid neuro-fuzzy algoritmus az evapotranspir\\u00e1ci\\u00f3 el\\u0151rejelz\\u00e9s\\u00e9re\"}]},{\"@type\":\"Person\",\"@id\":\"https:\/\/archive.iask.hu\/en\/#\/schema\/person\/00871de8a3d5a20371f26a00c517a4cc\",\"name\":\"Gerg\\u0151 Rozner\",\"image\":{\"@type\":\"ImageObject\",\"@id\":\"https:\/\/archive.iask.hu\/en\/#personlogo\",\"inLanguage\":\"en-US\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/36066dbc6d7f141aff328b26e9271b7b?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/36066dbc6d7f141aff328b26e9271b7b?s=96&d=mm&r=g\",\"caption\":\"Gerg\\u0151 Rozner\"},\"url\":\"https:\/\/archive.iask.hu\/en\/author\/gergo-rozneriask-hu\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"A Hybrid Neuro-Fuzzy Algorithm for Prediction of Reference Evapotranspiration - iASK - Institute of Advanced Studies K\u0151szeg","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:\/\/archive.iask.hu\/hu\/english-a-hybrid-neuro-fuzzy-algorithm-for-prediction-of-reference-evapotranspiration\/","og_locale":"en_US","og_type":"article","og_title":"A Hybrid Neuro-Fuzzy Algorithm for Prediction of Reference Evapotranspiration - iASK - Institute of Advanced Studies K\u0151szeg","og_description":"In this study, a hybrid algorithm of adaptive neuro fuzzy inference system (ANFIS), particle swarm optimization (PSO) and principle component analysis (PCA) is utilized to predict the reference evapotranspiration (ET0)","og_url":"https:\/\/archive.iask.hu\/hu\/english-a-hybrid-neuro-fuzzy-algorithm-for-prediction-of-reference-evapotranspiration\/","og_site_name":"iASK - Institute of Advanced Studies K\u0151szeg","article_published_time":"2018-09-12T07:34:22+00:00","article_modified_time":"2018-10-29T19:28:00+00:00","og_image":[{"width":700,"height":525,"url":"http:\/\/archive.iask.hu\/wp-content\/uploads\/2018\/09\/evapotranspiration.jpg","path":"\/home\/archive\/public_html\/wp-content\/uploads\/2018\/09\/evapotranspiration.jpg","size":"full","id":11090,"alt":"","pixels":367500,"type":"image\/jpeg"}],"twitter_card":"summary_large_image","twitter_misc":{"Written by":"Gerg\u0151 Rozner","Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebSite","@id":"https:\/\/archive.iask.hu\/en\/#website","url":"https:\/\/archive.iask.hu\/en\/","name":"iASK - Institute of Advanced Studies K\u0151szeg","description":"It is the mission of iASK to bring together a critical mass of intellectually open, courageous and knowledge-sharing practitioners \u2013 those that know that everything is at risk and that conventional research will simply not do, only creative and unusual combinations of ideas.","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/archive.iask.hu\/en\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"},{"@type":"ImageObject","@id":"https:\/\/archive.iask.hu\/hu\/english-a-hybrid-neuro-fuzzy-algorithm-for-prediction-of-reference-evapotranspiration\/#primaryimage","inLanguage":"en-US","url":"https:\/\/archive.iask.hu\/wp-content\/uploads\/2018\/09\/evapotranspiration.jpg","contentUrl":"https:\/\/archive.iask.hu\/wp-content\/uploads\/2018\/09\/evapotranspiration.jpg","width":700,"height":525},{"@type":"WebPage","@id":"https:\/\/archive.iask.hu\/hu\/english-a-hybrid-neuro-fuzzy-algorithm-for-prediction-of-reference-evapotranspiration\/#webpage","url":"https:\/\/archive.iask.hu\/hu\/english-a-hybrid-neuro-fuzzy-algorithm-for-prediction-of-reference-evapotranspiration\/","name":"A Hybrid Neuro-Fuzzy Algorithm for Prediction of Reference Evapotranspiration - iASK - Institute of Advanced Studies K\u0151szeg","isPartOf":{"@id":"https:\/\/archive.iask.hu\/en\/#website"},"primaryImageOfPage":{"@id":"https:\/\/archive.iask.hu\/hu\/english-a-hybrid-neuro-fuzzy-algorithm-for-prediction-of-reference-evapotranspiration\/#primaryimage"},"datePublished":"2018-09-12T07:34:22+00:00","dateModified":"2018-10-29T19:28:00+00:00","author":{"@id":"https:\/\/archive.iask.hu\/en\/#\/schema\/person\/00871de8a3d5a20371f26a00c517a4cc"},"breadcrumb":{"@id":"https:\/\/archive.iask.hu\/hu\/english-a-hybrid-neuro-fuzzy-algorithm-for-prediction-of-reference-evapotranspiration\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/archive.iask.hu\/hu\/english-a-hybrid-neuro-fuzzy-algorithm-for-prediction-of-reference-evapotranspiration\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/archive.iask.hu\/hu\/english-a-hybrid-neuro-fuzzy-algorithm-for-prediction-of-reference-evapotranspiration\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/archive.iask.hu\/en\/"},{"@type":"ListItem","position":2,"name":"Hibrid neuro-fuzzy algoritmus az evapotranspir\u00e1ci\u00f3 el\u0151rejelz\u00e9s\u00e9re"}]},{"@type":"Person","@id":"https:\/\/archive.iask.hu\/en\/#\/schema\/person\/00871de8a3d5a20371f26a00c517a4cc","name":"Gerg\u0151 Rozner","image":{"@type":"ImageObject","@id":"https:\/\/archive.iask.hu\/en\/#personlogo","inLanguage":"en-US","url":"https:\/\/secure.gravatar.com\/avatar\/36066dbc6d7f141aff328b26e9271b7b?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/36066dbc6d7f141aff328b26e9271b7b?s=96&d=mm&r=g","caption":"Gerg\u0151 Rozner"},"url":"https:\/\/archive.iask.hu\/en\/author\/gergo-rozneriask-hu\/"}]}},"_links":{"self":[{"href":"https:\/\/archive.iask.hu\/en\/wp-json\/wp\/v2\/posts\/11089"}],"collection":[{"href":"https:\/\/archive.iask.hu\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/archive.iask.hu\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/archive.iask.hu\/en\/wp-json\/wp\/v2\/users\/209"}],"replies":[{"embeddable":true,"href":"https:\/\/archive.iask.hu\/en\/wp-json\/wp\/v2\/comments?post=11089"}],"version-history":[{"count":4,"href":"https:\/\/archive.iask.hu\/en\/wp-json\/wp\/v2\/posts\/11089\/revisions"}],"predecessor-version":[{"id":11096,"href":"https:\/\/archive.iask.hu\/en\/wp-json\/wp\/v2\/posts\/11089\/revisions\/11096"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/archive.iask.hu\/en\/wp-json\/wp\/v2\/media\/11090"}],"wp:attachment":[{"href":"https:\/\/archive.iask.hu\/en\/wp-json\/wp\/v2\/media?parent=11089"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/archive.iask.hu\/en\/wp-json\/wp\/v2\/categories?post=11089"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/archive.iask.hu\/en\/wp-json\/wp\/v2\/tags?post=11089"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}