Artificial Neural Network Model for Predicting Specific Draft Force and Fuel Consumption Requirement of a Mouldboard Plough

Kazım Çarman; Ergün Çıtıl; Alper Taner

Artificial Neural Network Model for Predicting Specific Draft Force and Fuel Consumption Requirement of a Mouldboard Plough

Abstract

A 2-(5-8)-2 artificial neural network (ANN) model, with a back propagation learning algorithm, was developed to predict specific draft force and fuel consumption requirements of mouldboard plough in a clay loam soil under varying operating conditions. The input parameters of the network were tillage depth and forward speed of operation. The output from the network were the specific draft force and fuel consumption requirement of the mouldboard plough. The developed model predicted the specific draft force and fuel consumption requirement of mouldboard plough with an error <1 % when compared to the measured draft force and fuel consumption values. Such encouraging results indicate that the developed ANN model for specific draft force and fuel consumption requirement prediction could be considered as an alternative and practical tool for predicting draft force and fuel consumption requirement of tillage implements under the selected experimental conditions in clay loam soils. Further work is required to demonstrate the generalised value of this ANN in other soil conditions.

Keywords

Details

Primary Language

English

Subjects

Agricultural Engineering

Journal Section

Research Article

Authors

Kazım Çarman This is me
Türkiye

Ergün Çıtıl This is me
Türkiye

Alper Taner This is me
Türkiye

Publication Date

December 15, 2019

Submission Date

August 2, 2019

Acceptance Date

-

Published in Issue

Year 2019 Volume: 33 Number: 3

IZ

https://izlik.org/JA75CY66XU

Cite

RIS / Bibtex

APA

Çarman, K., Çıtıl, E., & Taner, A. (2019). Artificial Neural Network Model for Predicting Specific Draft Force and Fuel Consumption Requirement of a Mouldboard Plough. Selcuk Journal of Agriculture and Food Sciences, 33(3), 241-247. https://izlik.org/JA75CY66XU

AMA

1.Çarman K, Çıtıl E, Taner A. Artificial Neural Network Model for Predicting Specific Draft Force and Fuel Consumption Requirement of a Mouldboard Plough. Selcuk J Agr Food Sci. 2019;33(3):241-247. https://izlik.org/JA75CY66XU

Chicago

Çarman, Kazım, Ergün Çıtıl, and Alper Taner. 2019. “Artificial Neural Network Model for Predicting Specific Draft Force and Fuel Consumption Requirement of a Mouldboard Plough”. Selcuk Journal of Agriculture and Food Sciences 33 (3): 241-47. https://izlik.org/JA75CY66XU.

EndNote

Çarman K, Çıtıl E, Taner A (December 1, 2019) Artificial Neural Network Model for Predicting Specific Draft Force and Fuel Consumption Requirement of a Mouldboard Plough. Selcuk Journal of Agriculture and Food Sciences 33 3 241–247.

IEEE

[1]K. Çarman, E. Çıtıl, and A. Taner, “Artificial Neural Network Model for Predicting Specific Draft Force and Fuel Consumption Requirement of a Mouldboard Plough”, Selcuk J Agr Food Sci, vol. 33, no. 3, pp. 241–247, Dec. 2019, [Online]. Available: https://izlik.org/JA75CY66XU

ISNAD

Çarman, Kazım - Çıtıl, Ergün - Taner, Alper. “Artificial Neural Network Model for Predicting Specific Draft Force and Fuel Consumption Requirement of a Mouldboard Plough”. Selcuk Journal of Agriculture and Food Sciences 33/3 (December 1, 2019): 241-247. https://izlik.org/JA75CY66XU.

JAMA

1.Çarman K, Çıtıl E, Taner A. Artificial Neural Network Model for Predicting Specific Draft Force and Fuel Consumption Requirement of a Mouldboard Plough. Selcuk J Agr Food Sci. 2019;33:241–247.

MLA

Çarman, Kazım, et al. “Artificial Neural Network Model for Predicting Specific Draft Force and Fuel Consumption Requirement of a Mouldboard Plough”. Selcuk Journal of Agriculture and Food Sciences, vol. 33, no. 3, Dec. 2019, pp. 241-7, https://izlik.org/JA75CY66XU.

Vancouver

1.Kazım Çarman, Ergün Çıtıl, Alper Taner. Artificial Neural Network Model for Predicting Specific Draft Force and Fuel Consumption Requirement of a Mouldboard Plough. Selcuk J Agr Food Sci [Internet]. 2019 Dec. 1;33(3):241-7. Available from: https://izlik.org/JA75CY66XU