کد مقاله | کد نشریه | سال انتشار | مقاله انگلیسی | نسخه تمام متن |
---|---|---|---|---|
6540648 | 158864 | 2015 | 14 صفحه PDF | دانلود رایگان |
عنوان انگلیسی مقاله ISI
Perspectives on delineating management zones for variable rate irrigation
ترجمه فارسی عنوان
دیدگاه ها در تعریف مناطق مدیریت برای آبیاری متغیر نرخ
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کلمات کلیدی
هدایت الکتریکی ظاهری، برنامه ریزی خطی عدد صحیح، سنجش از دور، احتباس آب در خاک، خوشه ناپیوسته،
موضوعات مرتبط
مهندسی و علوم پایه
مهندسی کامپیوتر
نرم افزارهای علوم کامپیوتر
چکیده انگلیسی
This study aimed at investigating the performance of multiple irrigation zoning scenarios on a 73Â ha irrigated field located in west Tennessee along the Mississippi river. Different clustering methods, including k-means, ISODATA and Gaussian Mixture, were selected. In addition, a new zoning method, based on integer linear programming, was designed and evaluated for center pivot irrigation systems with limited speed control capability. The soil available water content was used as the main attribute for zoning while soil apparent electrical conductivity (ECa), space-borne satellite images and yield data were required as ancillary data. A good agreement was observed among delineated zones by different clustering methods. The new zoning method explained up to 40% of available water content variance underneath center pivot irrigation systems. The ECa achieved the highest Kappa coefficient (=0.79) among ancillary attributes, hence exhibited a considerable potential for irrigation zoning.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Computers and Electronics in Agriculture - Volume 117, September 2015, Pages 154-167
Journal: Computers and Electronics in Agriculture - Volume 117, September 2015, Pages 154-167
نویسندگان
Amir Haghverdi, Brian G. Leib, Robert A. Washington-Allen, Paul D. Ayers, Michael J. Buschermohle,