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

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dc.contributor.authorÇarman, Kazım
dc.contributor.authorÇıtıl, Ergün
dc.contributor.authorTaner, Alper
dc.date.accessioned2023-12-29T07:29:05Z
dc.date.available2023-12-29T07:29:05Z
dc.date.issued2019en_US
dc.departmentSelçuk Üniversitesi, Ziraat Fakültesi, Toprak Bilimi ve Bitki Besleme Bölümüen_US
dc.description.abstractA 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.en_US
dc.identifier.citationÇarman, 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. DOI: 10.15316/SJAFS.2019.183en_US
dc.identifier.doi10.15316/SJAFS.2019.183en_US
dc.identifier.endpage247en_US
dc.identifier.issn2458-8377en_US
dc.identifier.issue3en_US
dc.identifier.startpage241en_US
dc.identifier.urihttps://hdl.handle.net/20.500.12395/51676
dc.identifier.volume33en_US
dc.institutionauthorÇarman, Kazım
dc.institutionauthorÇıtıl, Ergün
dc.language.isoenen_US
dc.publisherSelçuk Üniversitesien_US
dc.relation.ispartofSelcuk Journal of Agriculture and Food Sciencesen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/openAccessen_US
dc.selcuk20240510_oaigen_US
dc.subjectTillageen_US
dc.subjectDraft Forceen_US
dc.subjectFuel Consumptionen_US
dc.subjectPredictionen_US
dc.subjectANNen_US
dc.titleArtificial Neural Network Model for Predicting Specific Draft Force and Fuel Consumption Requirement of a Mouldboard Ploughen_US
dc.typeArticleen_US

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