{"id":12272,"date":"2026-06-09T16:18:48","date_gmt":"2026-06-09T09:18:48","guid":{"rendered":"https:\/\/www.mtec.or.th\/tiis\/?p=12272"},"modified":"2026-06-09T16:26:59","modified_gmt":"2026-06-09T09:26:59","slug":"crop-water-requirement-estimation-of-maize-using-remote-sensing-in-mae-chaem-district-in-chiang-mai-province","status":"publish","type":"post","link":"https:\/\/www.mtec.or.th\/tiis\/crop-water-requirement-estimation-of-maize-using-remote-sensing-in-mae-chaem-district-in-chiang-mai-province\/","title":{"rendered":"Crop Water Requirement Estimation of Maize Using Remote Sensing in Mae Chaem District in Chiang Mai Province"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"12272\" class=\"elementor elementor-12272\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-aaaa9a4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"aaaa9a4\" data-element_type=\"section\" data-e-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-top-column elementor-element elementor-element-98e079b\" data-id=\"98e079b\" data-element_type=\"column\" data-e-type=\"column\">\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-f0778d8 elementor-widget elementor-widget-spacer\" data-id=\"f0778d8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f2e8af3 elementor-widget elementor-widget-heading\" data-id=\"f2e8af3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u0e40\u0e2d\u0e01\u0e2a\u0e32\u0e23\u0e17\u0e32\u0e07\u0e27\u0e34\u0e0a\u0e32\u0e01\u0e32\u0e23<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9a80127 elementor-widget elementor-widget-spacer\" data-id=\"9a80127\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\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-d1b74ad elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d1b74ad\" data-element_type=\"section\" data-e-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-25 elementor-top-column elementor-element elementor-element-8755eeb\" data-id=\"8755eeb\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-top-column elementor-element elementor-element-d4cb4d0\" data-id=\"d4cb4d0\" data-element_type=\"column\" data-e-type=\"column\">\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-f087ef4 elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"f087ef4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"350\" height=\"233\" src=\"https:\/\/www.mtec.or.th\/tiis\/wp-content\/uploads\/2026\/06\/2021Publication.jpg\" class=\"attachment-full size-full wp-image-12278\" alt=\"\" srcset=\"https:\/\/www.mtec.or.th\/tiis\/wp-content\/uploads\/2026\/06\/2021Publication.jpg 350w, https:\/\/www.mtec.or.th\/tiis\/wp-content\/uploads\/2026\/06\/2021Publication-300x200.jpg 300w\" sizes=\"(max-width: 350px) 100vw, 350px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\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-25 elementor-top-column elementor-element elementor-element-65af3c8\" data-id=\"65af3c8\" data-element_type=\"column\" data-e-type=\"column\">\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-0c4e453 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"0c4e453\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h4>Crop Water Requirement Estimation of Maize Using Remote Sensing in Mae Chaem District in Chiang Mai Province<\/h4>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9c8005e elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"9c8005e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h4>\u0e1b\u0e35 2021\u00a0 |\u00a0 \u0e40\u0e2d\u0e01\u0e2a\u0e32\u0e23\u0e17\u0e32\u0e07\u0e27\u0e34\u0e0a\u0e32\u0e01\u0e32\u0e23<\/h4>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-23feea86 elementor-widget elementor-widget-text-editor\" data-id=\"23feea86\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Maize is widely produced because it is the essential raw material for animal feed industries. Maize is one of the drought-tolerant plants; however, it needs to consume water for cultivation like Crop Water Requirement (CWR). In fact, CWR estimation is used to investigate sufficient agricultural water consumption. In addition, CWR estimation can presently calculate from the global crop coefficient from the FAO Penman-Monteith. On the other hand, when this crop coefficient of maize in each area is not similar under local conditions, the global crop coefficient is inconsistent with the specific area. Therefore, this study aims to estimate the crop coefficient of maize under local conditions under the study area. The crop coefficient (Kc) of maize is calculated by using remote sensing technique in the maize crop through image processing for the Normalized Difference Vegetation Index (NDVI) as NDVI-Kc to estimate the CWR and then CWR using NDVI-Kc is compared with CWR from Royal Irrigation Department. The study area is Mae Chaem district in Chiang Mai Province because this area is a steep slope and lack access to irrigation. Results reveal the amount of CWR through NDVI-Kc in this study area is 471.50 m3\/ rai, which is similar to CWR of the Royal Irrigation Department around 550 m3\/ rai. In other words, the accuracy assessment of this result is 86 % as percent accuracy. NDVI-Kc can assess CWR to plan water management for maize in the steep slope which is difficult to access water source.<\/p><p><span style=\"font-family: Aptos, sans-serif;\"><span style=\"font-size: 12pt;\">For further information, please download<a href=\"https:\/\/www.mtec.or.th\/tiis\/wp-content\/uploads\/2026\/06\/1-Link_Crop-Water-Requirement-Estimation-of-Maize-Using-Remote-Sensing-in-Mae-Chaem-District-in-Chiang-Mai-Province.pdf\"> [Click]<\/a><\/span><\/span><br \/><br \/><\/p><p><span style=\"font-size: 12.0pt; mso-bidi-font-size: 15.0pt; font-family: 'Aptos',sans-serif; mso-ascii-theme-font: minor-latin; mso-fareast-font-family: Aptos; mso-fareast-theme-font: minor-latin; mso-hansi-theme-font: minor-latin; mso-bidi-font-family: 'Cordia New'; mso-bidi-theme-font: minor-bidi; mso-ansi-language: EN-US; mso-fareast-language: EN-US; mso-bidi-language: TH;\"><!-- [if !supportLineBreakNewLine]--><br \/><!--[endif]--><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\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-25 elementor-top-column elementor-element elementor-element-b710e58\" data-id=\"b710e58\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\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-5102bb16 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5102bb16\" data-element_type=\"section\" data-e-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-top-column elementor-element elementor-element-58ebff7\" data-id=\"58ebff7\" data-element_type=\"column\" data-e-type=\"column\">\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-fd26909 elementor-widget elementor-widget-spacer\" data-id=\"fd26909\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\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<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>The purpose of this study was to investigate the best ratio of waste foundry sand (WFS), fly ash (FA), and electric arc furnace slag (EAF slag) for the production of geopolymer bricks. In this research study, WFS, FA, and EAF slag were mixed at the ratio of 70:30:0, 60:30:10, 50:30:20, and 40:30:30 with 8M sodium hydroxide (NaOH) and 98% purity sodium silicate (Na2SiO3) with a ratio of Na2SiO3\/8M NaOH = 2.5. The mixtures were compacted in 5 cm \u00d7 5 cm x 5 cm molds and cured at an ambient temperature for 28 days. Then, their compressive strength was analyzed. The results showed that the geopolymer bricks with the highest compressive strength were those mixed at the 40:30:30 ratio, with a compressive strength of 25.76 MPa.<\/p>\n","protected":false},"author":3,"featured_media":12278,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[236],"tags":[],"class_list":["post-12272","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-academic-paper"],"_links":{"self":[{"href":"https:\/\/www.mtec.or.th\/tiis\/wp-json\/wp\/v2\/posts\/12272","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.mtec.or.th\/tiis\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.mtec.or.th\/tiis\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.mtec.or.th\/tiis\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.mtec.or.th\/tiis\/wp-json\/wp\/v2\/comments?post=12272"}],"version-history":[{"count":8,"href":"https:\/\/www.mtec.or.th\/tiis\/wp-json\/wp\/v2\/posts\/12272\/revisions"}],"predecessor-version":[{"id":12282,"href":"https:\/\/www.mtec.or.th\/tiis\/wp-json\/wp\/v2\/posts\/12272\/revisions\/12282"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.mtec.or.th\/tiis\/wp-json\/wp\/v2\/media\/12278"}],"wp:attachment":[{"href":"https:\/\/www.mtec.or.th\/tiis\/wp-json\/wp\/v2\/media?parent=12272"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.mtec.or.th\/tiis\/wp-json\/wp\/v2\/categories?post=12272"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.mtec.or.th\/tiis\/wp-json\/wp\/v2\/tags?post=12272"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}