Prediction and Control of the Water Content of the Turfgrass Plant by an Intelligent System Using Image Processing and Support Vector Regression Algorithm
Author(s):
Article Type:
Research/Original Article (دارای رتبه معتبر)
Abstract:
Due to the environmental changes and increasing global temperature and drought conditions, irrigation of plants along with theirs protection of growth as well as high yield is very important. Therefore, water consumption can be reduced significantly in agriculture by monitoring and control of plant growth conditions and increase the irrigation efficiency through the conversion of surface irrigation methods to smart irrigation systems in the situation of water crisis. In this study, to detect plant water requirement, a set of turf grass plants images were taken and studied under drought stress conditions to extract the color, texture and number of features in the frequency domain. Thereafter, all the extracted parameters of images were investigated, then, according to the results of statistical analysis (p<0.05), most appropriate features were selected to predict water content of plant by support vector regression algorithm (SVR). Finally, it was shown that the linear kernel function of SVR algorithm has the highest correlation coefficient (0.95) and the lowest values of MAPE (14.08), RMSE (0.10), SRE (0.063) and RAV (0.14) compared to other kernels. Thus, this indicated that the ability of suggested system to measure and evaluate wilting plant conditions and control of required water for plant.
Keywords:
Language:
Persian
Published:
Machine Vision and Image Processing, Volume:5 Issue: 2, 2018
Pages:
85 to 102
magiran.com/p1935918
دانلود و مطالعه متن این مقاله با یکی از روشهای زیر امکان پذیر است:
اشتراک شخصی
با عضویت و پرداخت آنلاین حق اشتراک یکساله به مبلغ 1,390,000ريال میتوانید 70 عنوان مطلب دانلود کنید!
اشتراک سازمانی
به کتابخانه دانشگاه یا محل کار خود پیشنهاد کنید تا اشتراک سازمانی این پایگاه را برای دسترسی نامحدود همه کاربران به متن مطالب تهیه نمایند!
توجه!
- حق عضویت دریافتی صرف حمایت از نشریات عضو و نگهداری، تکمیل و توسعه مگیران میشود.
- پرداخت حق اشتراک و دانلود مقالات اجازه بازنشر آن در سایر رسانههای چاپی و دیجیتال را به کاربر نمیدهد.
In order to view content subscription is required
Personal subscription
Subscribe magiran.com for 70 € euros via PayPal and download 70 articles during a year.
Organization subscription
Please contact us to subscribe your university or library for unlimited access!