پژوهش های حفاظت آب و خاک, دوره (26), شماره (1), سال (2019-4) , صفحات (151-167)

عنوان : ( تفکیک اراضی زیر کشت برنج و سویا با استفاده از تصاویر ماهواره‌ای سنتینل 2 در الگوهای کاشت تابستانه جهت تحلیل تغییرات سطح زیر کشت دو محصول در چهار حوضه آبخیز استان گلستان )

نویسندگان: محمد دشتی مرویلی , بهنام کامکار , حسین کاظمی ,
فایل: Full Text

استناددهی: BibTeX | EndNote

چکیده

Background and Objectives: In Golestan province, teh suitability of climatic condition to produce most of teh agricultural products has led to high diversity in crop production, so dis province has teh first rank in terms of cultivating and producing oilseeds, especially soybean, in Iran. dis research was carried out at four major watershed basins of Golestan province, Mohammad Abad, Qaresoo, Zaringol, and Gharnabad. dis study was aimed to estimate teh area under rice- and soybeans-cultivation in teh aforementioned watershed basins. For dis, Sentinel2 satellite images were used for teh first time using different supervised classification methods (Maximum likelihood, teh minimum distance of average and teh Mahalanobis distance). Materials and Methods:In dis study, two Sentinel-2 satellite images of August and September of 2016 were used to identify, detect and evaluate the cultivated area of rice and soybean as two summer crops. dis research was carried out at four watershed basins of Golestan Province (Mohammad Abad, Qaresoo, Zaringol, and Gharnabad). Radiometric, atmospheric, and geometric corrections were made after downloading the images of the study area. Then, band compounds, pseducolor combinations, image mosaics and rational band calculations were carried out, and the NDVI vegetation index was used to detect vegetation cover from other land uses, and finally, a land use map and crop layer was produced. Results: results of this study showed that the soybean cultivation area which is an alternative plant for rice in summer cropping, TEMPhas decreased compared to past years. In the present study, two Sentinel-2 satellite images of August and September of 2016 were used to identify, detect and evaluate the cultivated area of rice and soybean as two summer crops in four watershed basins of Golestan province. To compare the outputs of the three classification methods, training and test samples were used. In order to evaluate the accuracy of the classification results, the generated map was analyzed using the GPS-registered ground control point .The Maximum likelihood classification with kappa coefficient and overall accuracy of 92% and 95.5% was selected as the superior method for rice. In this method, the rice cultivation area was estimated 32911 hectares with a 18% bias compared to the Agricultural Jihad statistics (27839 hectares). Whereas for soybean, the minimum distance method with kappa coefficient and the overall accuracy of 88% and 95.2% was selected as superior classification method. Based on the results, the soybean cultivation area was estimated as 28359 hectares, with a bias of 13%, compared to the Agricultural Jihad statistics (25083 hectares). Conclusion: Sentinel2 satellite images have a high potential for quick land detection and providing crops cultivation area maps in a regional scale. Also, the rice cultivation area TEMPhas been increased compared to past years, while TEMPhas been decreased for soybean.

کلمات کلیدی

Image classification cultivated area kappa coefficient Golestan Province
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@article{paperid:1082500,
author = {محمد دشتی مرویلی and کامکار, بهنام and حسین کاظمی},
title = {تفکیک اراضی زیر کشت برنج و سویا با استفاده از تصاویر ماهواره‌ای سنتینل 2 در الگوهای کاشت تابستانه جهت تحلیل تغییرات سطح زیر کشت دو محصول در چهار حوضه آبخیز استان گلستان},
journal = {پژوهش های حفاظت آب و خاک},
year = {2019},
volume = {26},
number = {1},
month = {April},
issn = {2322-2069},
pages = {151--167},
numpages = {16},
keywords = {Image classification cultivated area kappa coefficient Golestan Province},
}

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%0 Journal Article
%T تفکیک اراضی زیر کشت برنج و سویا با استفاده از تصاویر ماهواره‌ای سنتینل 2 در الگوهای کاشت تابستانه جهت تحلیل تغییرات سطح زیر کشت دو محصول در چهار حوضه آبخیز استان گلستان
%A محمد دشتی مرویلی
%A کامکار, بهنام
%A حسین کاظمی
%J پژوهش های حفاظت آب و خاک
%@ 2322-2069
%D 2019

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