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

Öz

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.

Anahtar Kelimeler

Ayrıntılar

Birincil Dil

İngilizce

Konular

Ziraat Mühendisliği

Bölüm

Araştırma Makalesi

Yazarlar

Kazım Çarman Bu kişi benim
Türkiye

Ergün Çıtıl Bu kişi benim
Türkiye

Alper Taner Bu kişi benim
Türkiye

Yayımlanma Tarihi

15 Aralık 2019

Gönderilme Tarihi

2 Ağustos 2019

Kabul Tarihi

-

Yayımlandığı Sayı

Yıl 2019 Cilt: 33 Sayı: 3

IZ

https://izlik.org/JA75CY66XU

Kaynak Göster

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, ve 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 (01 Aralık 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, ve A. Taner, “Artificial Neural Network Model for Predicting Specific Draft Force and Fuel Consumption Requirement of a Mouldboard Plough”, Selcuk J Agr Food Sci, c. 33, sy 3, ss. 241–247, Ara. 2019, [çevrimiçi]. Erişim adresi: 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 (01 Aralık 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, vd. “Artificial Neural Network Model for Predicting Specific Draft Force and Fuel Consumption Requirement of a Mouldboard Plough”. Selcuk Journal of Agriculture and Food Sciences, c. 33, sy 3, Aralık 2019, ss. 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]. 01 Aralık 2019;33(3):241-7. Erişim adresi: https://izlik.org/JA75CY66XU