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Neuro-Fuzzy modeling of energy use in greenhouse strawberry production

عنوان مقاله: Neuro-Fuzzy modeling of energy use in greenhouse strawberry production
شناسه ملی مقاله: ICRSIE04_039
منتشر شده در چهارمین کنفرانس بین المللی پژوهش در علوم و مهندسی در سال 1398
مشخصات نویسندگان مقاله:

Fatemeh Hosseini-Fashami - M.Sc Student, Department of Mechanics of Biosystem Engineering, Sari Agricultural Sciences and Natural Resources University, Sari, Iran
Ali Motevali - Assistant Professor, Department of Mechanics of Biosystem Engineering, Sari Agricultural Sciences and Natural Resources University, Sari, Iran
Ashkan Nabavi-Pelesaraei - PhD Graduated, Department of Agricultural Machinery Engineering, Faculty of Agricultural Engineering and Technology, University of Tehran, Karaj, Iran
Seyed Jafar Hashemi - Associated Professor, Department of Mechanics of Biosystem Engineering, Sari Agricultural Sciences and Natural Resources University, Sari, Iran

خلاصه مقاله:
The aim of this study was to determine energy consumption and the relationship between energy input and output in greenhouse strawberry production using adaptive neuro-fuzzy inference system (ANFIS). Data used in this study were obtained from 30 randomly selected greenhouse strawberry producers using a face to face interview. The average energy consumption and yield were calculated as 922565.89 MJ ha-1 and 75062.50 kg ha-1, respectively. The results revealed that diesel fuel with 80% of total energy use were the main energy consuming inputs. Also, the energy forms results indicated non-renewable and direct energies was more than renewable and indirect energies, respectively. ANFIS model is developed based on a hybrid learning algorithm, with R2 for predicting output energy being 0.993. Results indicate that the multi-level ANFIS is a useful tool to managers for large-scale planning in forecasting energy output of agricultural production systems.

کلمات کلیدی:
Energy, Modeling, Strawberry, ANFIS

صفحه اختصاصی مقاله و دریافت فایل کامل: https://civilica.com/doc/936218/