{"id":48374,"date":"2026-04-24T08:23:44","date_gmt":"2026-04-24T06:23:44","guid":{"rendered":"https:\/\/www.dinamicagenerale.com\/resource\/bugday-tanesi-analizi-icin-on-bicerdover-nir-spektroskopisinin-saha-dogrulamasi\/"},"modified":"2026-04-24T10:05:39","modified_gmt":"2026-04-24T08:05:39","slug":"bugday-tanesi-analizi-icin-on-bicerdover-nir-spektroskopisinin-saha-dogrulamasi","status":"publish","type":"resource","link":"https:\/\/www.dinamicagenerale.com\/tr\/resource\/bugday-tanesi-analizi-icin-on-bicerdover-nir-spektroskopisinin-saha-dogrulamasi\/","title":{"rendered":"Bu\u011fday Tanesi Analizi i\u00e7in On-Bi\u00e7erd\u00f6ver NIR Spektroskopisinin Saha Do\u011frulamas\u0131"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">Ger\u00e7ek hasat ko\u015fullar\u0131 alt\u0131nda do\u011fruluk de\u011ferlendirmesi<\/h2>\n\n<p>Hasatta tah\u0131l kalitesinin karakterizasyonu geleneksel olarak ayr\u0131 \u00f6rnekleme ve ard\u0131ndan laboratuvar analizine dayanmaktad\u0131r. Bu yakla\u015f\u0131m numune d\u00fczeyinde do\u011fru \u00f6l\u00e7\u00fcmler sa\u011flarken, \u00e7o\u011fu tar\u0131m alan\u0131n\u0131 karakterize eden mekansal de\u011fi\u015fkenli\u011fi yakalamakta do\u011fal olarak ba\u015far\u0131s\u0131z olmaktad\u0131r. Sonu\u00e7 olarak, elde edilen veriler genellikle hasat edilen \u00fcr\u00fcn\u00fcn ger\u00e7ek heterojenli\u011finden ziyade ortalama bir durumu temsil etmektedir.  <\/p>\n\n<p>Bu ba\u011flamda, do\u011frudan tar\u0131m makinelerine<strong>entegre edilen<\/strong> yak\u0131n k\u0131z\u0131l\u00f6tesi spektroskopi (NIR) bir paradigma de\u011fi\u015fimini temsil etmektedir. Tah\u0131l ak\u0131\u015f\u0131n\u0131n s\u00fcrekli ve ger\u00e7ek zamanl\u0131 analizini m\u00fcmk\u00fcn k\u0131larak, bi\u00e7erd\u00f6ver NIR sistemleri \u00e7ok daha y\u00fcksek bir veri yo\u011funlu\u011fu ve tarla de\u011fi\u015fkenli\u011finin daha temsili bir tan\u0131m\u0131n\u0131 sa\u011flar. <\/p>\n\n<p>Bu \u00e7al\u0131\u015fma, <a href=\"https:\/\/www.dinamicagenerale.com\/tr\/product\/evonir\/\" type=\"link\" id=\"https:\/\/www.dinamicagenerale.com\/product\/evonir\/\" target=\"_blank\" rel=\"noreferrer noopener\">EVONIR sisteminin<\/a> performans\u0131n\u0131 ger\u00e7ek hasat ko\u015fullar\u0131 alt\u0131nda do\u011frulamay\u0131 ve hat i\u00e7i \u00f6l\u00e7\u00fcmleri referans laboratuvar analizleri ile kar\u015f\u0131la\u015ft\u0131rmay\u0131 ama\u00e7lamaktad\u0131r.<\/p>\n\n<h3 class=\"wp-block-heading\">Materyaller ve Y\u00f6ntemler<\/h3>\n\n<p>Saha testi Temmuz 2022&#8217;de Kuzey Almanya&#8217;da New Holland CR8.90 bi\u00e7erd\u00f6ver kullan\u0131larak hasat edilen bir bu\u011fday mahsul\u00fc \u00fczerinde ger\u00e7ekle\u015ftirilmi\u015ftir. EVONIR sens\u00f6r\u00fc <strong>,<\/strong> <strong>hasat i\u015flemleri s\u0131ras\u0131nda t\u00fcm tah\u0131l ak\u0131\u015f\u0131n\u0131n do\u011frudan analiz edilmesini<\/strong> sa\u011flayacak \u015fekilde <strong>tah\u0131l elevat\u00f6r\u00fcne monte<\/strong> edilmi\u015ftir <strong>.<\/strong> EVONIR, <strong>ISOBUS <\/strong>arac\u0131l\u0131\u011f\u0131yla bi\u00e7erd\u00f6verin VT <strong>&#8216;sine <\/strong>ba\u011flanm\u0131\u015ft\u0131r.  <\/p>\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"528\" src=\"https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/Field-test-has-been-done-in-the-north-of-Germany-on-July-21-st-2022-1024x528.png\" alt=\"\" class=\"wp-image-48185\" srcset=\"https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/Field-test-has-been-done-in-the-north-of-Germany-on-July-21-st-2022-1024x528.png 1024w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/Field-test-has-been-done-in-the-north-of-Germany-on-July-21-st-2022-300x155.png 300w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/Field-test-has-been-done-in-the-north-of-Germany-on-July-21-st-2022-768x396.png 768w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/Field-test-has-been-done-in-the-north-of-Germany-on-July-21-st-2022-1536x791.png 1536w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/Field-test-has-been-done-in-the-north-of-Germany-on-July-21-st-2022-2048x1055.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Saha testi 21 Temmuz 2022 tarihinde Almanya&#8217;n\u0131n kuzeyinde ger\u00e7ekle\u015ftirilmi\u015ftir.<\/figcaption><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"528\" src=\"https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/EVONIR-sensor-installed-on-the-grain-elevator-1024x528.png\" alt=\"\" class=\"wp-image-48195\" srcset=\"https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/EVONIR-sensor-installed-on-the-grain-elevator-1024x528.png 1024w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/EVONIR-sensor-installed-on-the-grain-elevator-300x155.png 300w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/EVONIR-sensor-installed-on-the-grain-elevator-768x396.png 768w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/EVONIR-sensor-installed-on-the-grain-elevator-1536x791.png 1536w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/EVONIR-sensor-installed-on-the-grain-elevator-2048x1055.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">EVONIR sens\u00f6r\u00fc tah\u0131l asans\u00f6r\u00fcne monte edildi<\/figcaption><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"528\" src=\"https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/EvoNIR-was-connected-via-Isobus-to-the-VT-of-the-combine-1024x528.png\" alt=\"\" class=\"wp-image-48205\" srcset=\"https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/EvoNIR-was-connected-via-Isobus-to-the-VT-of-the-combine-1024x528.png 1024w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/EvoNIR-was-connected-via-Isobus-to-the-VT-of-the-combine-300x155.png 300w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/EvoNIR-was-connected-via-Isobus-to-the-VT-of-the-combine-768x396.png 768w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/EvoNIR-was-connected-via-Isobus-to-the-VT-of-the-combine-1536x791.png 1536w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/EvoNIR-was-connected-via-Isobus-to-the-VT-of-the-combine-2048x1055.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">EVONIR, Isobus arac\u0131l\u0131\u011f\u0131yla bi\u00e7erd\u00f6verin VT&#8217;sine ba\u011flan\u0131r<\/figcaption><\/figure>\n<\/div>\n<\/div>\n\n<p>Veri toplama i\u015flemi hasat s\u00fcreci boyunca s\u00fcrekli olarak ger\u00e7ekle\u015ftirilmi\u015f ve toplam 1.190 NIR veri noktas\u0131 elde edilmi\u015ftir. Buna paralel olarak, 23 tah\u0131l numunesi tarla boyunca co\u011frafi referansl\u0131 konumlarda manuel olarak toplanm\u0131\u015f ve referans y\u00f6ntem olarak hizmet veren akredite bir laboratuvar (LUFA) taraf\u0131ndan analiz edilmi\u015ftir. <\/p>\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"654\" src=\"https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/1190-NIR-datapoints-1024x654.png\" alt=\"\" class=\"wp-image-48215\" srcset=\"https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/1190-NIR-datapoints-1024x654.png 1024w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/1190-NIR-datapoints-300x192.png 300w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/1190-NIR-datapoints-768x490.png 768w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/1190-NIR-datapoints-1536x981.png 1536w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/1190-NIR-datapoints.png 1906w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">1.190 NIR veri noktas\u0131<\/figcaption><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"654\" src=\"https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/23-grain-samples-1024x654.png\" alt=\"\" class=\"wp-image-48225\" srcset=\"https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/23-grain-samples-1024x654.png 1024w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/23-grain-samples-300x192.png 300w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/23-grain-samples-768x490.png 768w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/23-grain-samples-1536x981.png 1536w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/23-grain-samples.png 1906w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">23 tah\u0131l \u00f6rne\u011fi<\/figcaption><\/figure>\n<\/div>\n<\/div>\n\n<p>Bu \u00e7al\u0131\u015fmada de\u011ferlendirilen parametreler aras\u0131nda kuru madde (DM), ham protein (CP), k\u00fcl ve ham ya\u011f (CF) yer almaktad\u0131r. Her bir \u00f6rnekleme noktas\u0131 i\u00e7in, NIR \u00f6l\u00e7\u00fcmleri ilgili uzamsal pencere \u00fczerinde toplanm\u0131\u015f ve iki y\u00f6ntem aras\u0131ndaki sapmay\u0131 \u00f6l\u00e7mek i\u00e7in laboratuvar sonu\u00e7lar\u0131yla kar\u015f\u0131la\u015ft\u0131r\u0131lm\u0131\u015ft\u0131r. <\/p>\n\n<h3 class=\"wp-block-heading\">Kutudan \u00e7\u0131kan sonu\u00e7lar<\/h3>\n\n<p>EVONIR sisteminden elde edilen s\u00fcrekli \u00f6l\u00e7\u00fcmler, \u00f6nemli tarla i\u00e7i de\u011fi\u015fkenli\u011fin varl\u0131\u011f\u0131n\u0131 a\u00e7\u0131k\u00e7a vurgulamaktad\u0131r. Nem ve protein i\u00e7eri\u011fi gibi parametreler hasat yolu boyunca g\u00f6zle g\u00f6r\u00fcl\u00fcr dalgalanmalar sergileyerek tah\u0131l kalitesinin tarla i\u00e7inde e\u015fit bir \u015fekilde da\u011f\u0131lmad\u0131\u011f\u0131n\u0131 do\u011frulam\u0131\u015ft\u0131r. <\/p>\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"446\" src=\"https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/EVONIR-system-graphic-grain-quality-1024x446.png\" alt=\"\" class=\"wp-image-48235\" srcset=\"https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/EVONIR-system-graphic-grain-quality-1024x446.png 1024w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/EVONIR-system-graphic-grain-quality-300x131.png 300w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/EVONIR-system-graphic-grain-quality-768x335.png 768w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/EVONIR-system-graphic-grain-quality-1536x670.png 1536w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/EVONIR-system-graphic-grain-quality-2048x893.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n<p>Tipik \u00f6rnekleme \u0131zgaras\u0131ndan \u00e7ok daha k\u00fc\u00e7\u00fck bir uzamsal \u00f6l\u00e7ekte meydana gelen bu varyasyonlar, geleneksel \u00f6rnekleme yakla\u015f\u0131mlar\u0131yla yeterince yakalanamaz. Sonu\u00e7 olarak, NIR sistemi taraf\u0131ndan \u00fcretilen veri seti, <strong>hasat edilen mahsul\u00fcn<\/strong> \u00e7ok <strong>daha zengin ve ayr\u0131nt\u0131l\u0131<\/strong> bir <strong>tan\u0131m\u0131n\u0131<\/strong> sa\u011flar <strong>.<\/strong> <\/p>\n\n<p>Standart fabrika kalibrasyonu kullan\u0131larak NIR \u00f6l\u00e7\u00fcmleri laboratuvar sonu\u00e7lar\u0131 ile kar\u015f\u0131la\u015ft\u0131r\u0131ld\u0131\u011f\u0131nda, ortalama sapmalar kuru madde i\u00e7in -0,63, ham protein i\u00e7in -0,88, k\u00fcl i\u00e7in -0,75 ve ham ya\u011f i\u00e7in +0,79 olarak bulunmu\u015ftur. Bu de\u011ferler, \u00f6zellikle bu a\u015famada sahaya \u00f6zg\u00fc bir kalibrasyon uygulanmad\u0131\u011f\u0131 d\u00fc\u015f\u00fcn\u00fcld\u00fc\u011f\u00fcnde, t\u00fcm parametrelerde nispeten d\u00fc\u015f\u00fck bir sapmaya i\u015faret etmektedir. <\/p>\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"316\" src=\"https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/NIR-measurements-DM-1024x316.png\" alt=\"\" class=\"wp-image-48245\" srcset=\"https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/NIR-measurements-DM-1024x316.png 1024w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/NIR-measurements-DM-300x92.png 300w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/NIR-measurements-DM-768x237.png 768w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/NIR-measurements-DM-1536x474.png 1536w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/NIR-measurements-DM-2048x631.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"316\" src=\"https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/NIR-measurements-crude-prot-1024x316.png\" alt=\"\" class=\"wp-image-48255\" srcset=\"https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/NIR-measurements-crude-prot-1024x316.png 1024w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/NIR-measurements-crude-prot-300x92.png 300w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/NIR-measurements-crude-prot-768x237.png 768w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/NIR-measurements-crude-prot-1536x474.png 1536w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/NIR-measurements-crude-prot-2048x631.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\"><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"407\" src=\"https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/EVONIR-Resume-table-1024x407.png\" alt=\"\" class=\"wp-image-48265\" srcset=\"https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/EVONIR-Resume-table-1024x407.png 1024w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/EVONIR-Resume-table-300x119.png 300w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/EVONIR-Resume-table-768x306.png 768w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/EVONIR-Resume-table.png 1209w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\">\n<p>\u00d6zge\u00e7mi\u015f tablosu: Dinamica Generale standart kalibrasyonu ile laboratuvar ve EVONIR aras\u0131ndaki ortalama sapma, sonu\u00e7lar\u0131 bir LAB ile kar\u015f\u0131la\u015ft\u0131rarak ayarlanmam\u0131\u015ft\u0131r.<\/p>\n<\/div>\n<\/div>\n\n<h3 class=\"wp-block-heading\">Kalibrasyon sonras\u0131 sonu\u00e7lar<\/h3>\n\n<p>Bu \u00e7al\u0131\u015fman\u0131n sonu\u00e7lar\u0131, bi\u00e7erd\u00f6ver NIR spektroskopisinin genel bir kalibrasyon modeli kullan\u0131ld\u0131\u011f\u0131nda bile operasyonel karar verme ile tamamen uyumlu bir do\u011fruluk seviyesine ula\u015fabilece\u011fini g\u00f6stermektedir. G\u00f6zlenen sapmalar, hat i\u00e7i spektroskopik \u00f6l\u00e7\u00fcmler i\u00e7in tipik beklentilerle tutarl\u0131d\u0131r ve yerel kalibrasyon ayarlamalar\u0131 ile daha da azalt\u0131labilir. <\/p>\n\n<p>S\u0131n\u0131rl\u0131 say\u0131da laboratuvar numunesine dayal\u0131 bir ince ayar prosed\u00fcr\u00fc uyguland\u0131ktan sonra, NIR ve laboratuvar verileri aras\u0131ndaki mesafe \u00f6nemli \u00f6l\u00e7\u00fcde iyile\u015fti ve k\u00fcresel kalibrasyon modellerini yerel iyile\u015ftirme ile birle\u015ftirmenin etkinli\u011fini do\u011frulad\u0131.<\/p>\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"597\" src=\"https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/NIR-measurements-crude-prot-dm-1024x597.png\" alt=\"\" class=\"wp-image-48275\" srcset=\"https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/NIR-measurements-crude-prot-dm-1024x597.png 1024w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/NIR-measurements-crude-prot-dm-300x175.png 300w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/NIR-measurements-crude-prot-dm-768x448.png 768w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/NIR-measurements-crude-prot-dm-1536x895.png 1536w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/NIR-measurements-crude-prot-dm-2048x1194.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\">\n<p>Tabloya devam edin: \u0130nce ayar sonras\u0131 LAB ve EVONIR aras\u0131ndaki ortalama sapma<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"407\" src=\"https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/EVONIR-Resume-table-2-1024x407.png\" alt=\"\" class=\"wp-image-48285\" srcset=\"https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/EVONIR-Resume-table-2-1024x407.png 1024w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/EVONIR-Resume-table-2-300x119.png 300w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/EVONIR-Resume-table-2-768x306.png 768w, https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/EVONIR-Resume-table-2.png 1209w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n\n<p>Do\u011frulukla ilgili hususlar\u0131n \u00f6tesinde, bu \u00e7al\u0131\u015fman\u0131n en \u00f6nemli sonucu, NIR sisteminin tarlan\u0131n ger\u00e7ek de\u011fi\u015fkenli\u011fini yakalama kabiliyetinde yatmaktad\u0131r. Laboratuvar analizleri kesin ancak seyrek bilgiler sa\u011flarken, NIR \u00f6l\u00e7\u00fcmlerinin s\u00fcrekli do\u011fas\u0131 <strong>,<\/strong> tar\u0131msal ve lojistik karar verme i\u00e7in do\u011frudan <strong>kullan\u0131labilecek y\u00fcksek \u00e7\u00f6z\u00fcn\u00fcrl\u00fckl\u00fc kalite haritalar\u0131n\u0131n<\/strong> olu\u015fturulmas\u0131na olanak tan\u0131r. <\/p>\n\n<p>Agronomik a\u00e7\u0131dan bak\u0131ld\u0131\u011f\u0131nda bu, azot da\u011f\u0131l\u0131m\u0131 ve protein de\u011fi\u015fkenli\u011finin daha kesin bir \u015fekilde anla\u015f\u0131lmas\u0131n\u0131 sa\u011flayarak sonraki sezonlarda de\u011fi\u015fken oranl\u0131 g\u00fcbreleme stratejilerini destekler. Lojistik a\u00e7\u0131dan bak\u0131ld\u0131\u011f\u0131nda, ger\u00e7ek zamanl\u0131 kalite izleme, operat\u00f6rlerin tah\u0131l ak\u0131\u015flar\u0131n\u0131 belirli kalite e\u015fiklerine g\u00f6re ay\u0131rmas\u0131na, depolamay\u0131 optimize etmesine ve ekonomik de\u011feri en \u00fcst d\u00fczeye \u00e7\u0131karmas\u0131na olanak tan\u0131r. <\/p>\n\n<h4 class=\"wp-block-heading\">Sonu\u00e7<\/h4>\n\n<p>Bu tarla do\u011frulamas\u0131, EVONIR sisteminin<strong> hasat i\u015flemleri s\u0131ras\u0131nda do\u011frudan tah\u0131l kalitesinin g\u00fcvenilir ve tutarl\u0131 \u00f6l\u00e7\u00fcmlerini<\/strong> sa\u011flayabildi\u011fini do\u011frulamaktad\u0131r<strong>.<\/strong> Standart bir kalibrasyonla bile sistem, laboratuvar verileriyle iyi d\u00fczeyde bir uyum g\u00f6stermektedir ve bu uyum, minimum kalibrasyon ayarlamalar\u0131yla daha da geli\u015ftirilebilir. <\/p>\n\n<p>Daha da \u00f6nemlisi, bu \u00e7al\u0131\u015fma s\u00fcrekli \u00f6l\u00e7\u00fcm\u00fcn ayr\u0131k \u00f6rneklemeye g\u00f6re temel avantaj\u0131n\u0131 vurgulamaktad\u0131r. \u0130zole numuneler yerine t\u00fcm tah\u0131l ak\u0131\u015f\u0131n\u0131 analiz ederek, bi\u00e7erd\u00f6ver NIR sistemleri saha ko\u015fullar\u0131n\u0131n daha do\u011fru ve kapsaml\u0131 bir temsilini sa\u011flar. <\/p>\n","protected":false},"featured_media":48304,"template":"","categories":[4837],"class_list":["post-48374","resource","type-resource","status-publish","has-post-thumbnail","hentry","category-sahada"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Bu\u011fday Tanesi Analizi i\u00e7in On-Bi\u00e7erd\u00f6ver NIR Spektroskopisinin Saha Do\u011frulamas\u0131<\/title>\n<meta name=\"description\" content=\"EVONIR bi\u00e7erd\u00f6ver NIR teknolojisinin nas\u0131l do\u011fru, ger\u00e7ek zamanl\u0131 tah\u0131l kalitesi analizi sundu\u011funu ke\u015ffedin. NIR verilerini laboratuvar sonu\u00e7lar\u0131 ile kar\u015f\u0131la\u015ft\u0131ran saha \u00e7al\u0131\u015fmas\u0131.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.dinamicagenerale.com\/tr\/resource\/bugday-tanesi-analizi-icin-on-bicerdover-nir-spektroskopisinin-saha-dogrulamasi\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Bu\u011fday Tanesi Analizi i\u00e7in On-Bi\u00e7erd\u00f6ver NIR Spektroskopisinin Saha Do\u011frulamas\u0131\" \/>\n<meta property=\"og:description\" content=\"EVONIR bi\u00e7erd\u00f6ver NIR teknolojisinin nas\u0131l do\u011fru, ger\u00e7ek zamanl\u0131 tah\u0131l kalitesi analizi sundu\u011funu ke\u015ffedin. NIR verilerini laboratuvar sonu\u00e7lar\u0131 ile kar\u015f\u0131la\u015ft\u0131ran saha \u00e7al\u0131\u015fmas\u0131.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.dinamicagenerale.com\/tr\/resource\/bugday-tanesi-analizi-icin-on-bicerdover-nir-spektroskopisinin-saha-dogrulamasi\/\" \/>\n<meta property=\"og:site_name\" content=\"Dinamica Generale\" \/>\n<meta property=\"article:modified_time\" content=\"2026-04-24T08:05:39+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.dinamicagenerale.com\/wp-content\/uploads\/2026\/04\/Field-Validation-of-On-Combine-NIR-Spectroscopy-for-Wheat-Grain-Analysis-1024x528.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1024\" \/>\n\t<meta property=\"og:image:height\" content=\"528\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Tahmini okuma s\u00fcresi\" \/>\n\t<meta name=\"twitter:data1\" content=\"5 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.dinamicagenerale.com\\\/tr\\\/resource\\\/bugday-tanesi-analizi-icin-on-bicerdover-nir-spektroskopisinin-saha-dogrulamasi\\\/\",\"url\":\"https:\\\/\\\/www.dinamicagenerale.com\\\/tr\\\/resource\\\/bugday-tanesi-analizi-icin-on-bicerdover-nir-spektroskopisinin-saha-dogrulamasi\\\/\",\"name\":\"Bu\u011fday Tanesi Analizi i\u00e7in On-Bi\u00e7erd\u00f6ver NIR Spektroskopisinin Saha Do\u011frulamas\u0131\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.dinamicagenerale.com\\\/tr\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.dinamicagenerale.com\\\/tr\\\/resource\\\/bugday-tanesi-analizi-icin-on-bicerdover-nir-spektroskopisinin-saha-dogrulamasi\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.dinamicagenerale.com\\\/tr\\\/resource\\\/bugday-tanesi-analizi-icin-on-bicerdover-nir-spektroskopisinin-saha-dogrulamasi\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.dinamicagenerale.com\\\/wp-content\\\/uploads\\\/2026\\\/04\\\/Field-Validation-of-On-Combine-NIR-Spectroscopy-for-Wheat-Grain-Analysis.png\",\"datePublished\":\"2026-04-24T06:23:44+00:00\",\"dateModified\":\"2026-04-24T08:05:39+00:00\",\"description\":\"EVONIR bi\u00e7erd\u00f6ver NIR teknolojisinin nas\u0131l do\u011fru, ger\u00e7ek zamanl\u0131 tah\u0131l kalitesi analizi sundu\u011funu ke\u015ffedin. 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