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Predicting 3D forces of disc tool and soil disturbance area using fuzzy logic model under sensor based soil-bin

International Journal of Agricultural and Biological Engineering 2020年第4期13卷 77-84页

作者： Farman Ali Chandio Yaoming Li Lizhang Xu Zheng Ma Fiaz Ahmad Do Minh Cuong Imran Ali Lakhiar School of Agricultural Equipment Engineering Jiangsu UniversityZhenjiangJiangsu 212013China Department of Farm Power and Machinery Faculty of Agricultural EngineeringSindh Agriculture UniversityTandojam70060 SindhPakistan Department of Agricultural Engineering Bahauddin Zakariya UniversityMultan 60800Pakistan University of Agriculture and Forestry Hue UniversityHue 54000Vietnam

A knowledge-based fuzzy logic model was developed on experimental data and used to predict the draft,side and vertical forces and soil disturbance area by disc tillage tool *** laboratory research work was conducted to evaluate the performance of the disc tool at three working speeds(1.25 m/s,1.98 m/s and 2.47 m/s,respectively)and depths(0-5 cm,5-10 cm and 10-15 cm,respectively)on paddy soil under soil-bin ***,draft(Fx),side(Fz)and vertical(Fy)forces of disc and soil disturbance area were assessed and predicted towards working speeds and depths.A fuzzy prediction model with two input variables(speed and depth)and four output variables was developed and the Mamdani inference approach was ***,side and vertical forces of disc and soil disturbance area were positively responded 0.97,0.95 and 0.84 and 0.99,*** prediction results showed a close relationship between measured and predicted ***,the measured and predicted results revealed that the draft,side,vertical forces,and soil disturbance area slightly increased,while increasing the speed and depth of the disc ***,disc forces and soil disturbed area were highly significant(psoil disturbance area during the disc tillage tool operation with high accuracy.

关键词： disc tillage tool ANN fuzzy model 3D forces sensor soil bin soil disturbance area

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