Application of artificial neural network in predicting crop yield: a review
Agricultural system is very complex since it deals with large data situation which comes from a number of factors. A lot of techniques and approaches have been used to identify any interactions between factors that affecting yields with the crop performances. The application of neural network to the...
| Main Authors: | , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
David Publishing Company
2014
|
| Online Access: | http://psasir.upm.edu.my/id/eprint/36505/ http://psasir.upm.edu.my/id/eprint/36505/1/Application%20of%20artificial%20neural%20network%20in%20predicting%20crop%20yield.pdf |
| _version_ | 1848848351705956352 |
|---|---|
| author | Bejo, Siti Khairunniza Mustaffha, Samihah Wan Ismail, Wan Ishak |
| author_facet | Bejo, Siti Khairunniza Mustaffha, Samihah Wan Ismail, Wan Ishak |
| author_sort | Bejo, Siti Khairunniza |
| building | UPM Institutional Repository |
| collection | Online Access |
| description | Agricultural system is very complex since it deals with large data situation which comes from a number of factors. A lot of techniques and approaches have been used to identify any interactions between factors that affecting yields with the crop performances. The application of neural network to the task of solving non-linear and complex systems is promising. This paper presents a review on the use of artificial neural network (ANN) in predicting crop yield using various crop performance factors. General overview on the application of ANN and the basic concept of neural network architecture are also presented. From the literature, it has been shown that ANN provides better interpretation of crop variability compared to the other methods. |
| first_indexed | 2025-11-15T09:33:07Z |
| format | Article |
| id | upm-36505 |
| institution | Universiti Putra Malaysia |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T09:33:07Z |
| publishDate | 2014 |
| publisher | David Publishing Company |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | upm-365052015-08-21T02:32:07Z http://psasir.upm.edu.my/id/eprint/36505/ Application of artificial neural network in predicting crop yield: a review Bejo, Siti Khairunniza Mustaffha, Samihah Wan Ismail, Wan Ishak Agricultural system is very complex since it deals with large data situation which comes from a number of factors. A lot of techniques and approaches have been used to identify any interactions between factors that affecting yields with the crop performances. The application of neural network to the task of solving non-linear and complex systems is promising. This paper presents a review on the use of artificial neural network (ANN) in predicting crop yield using various crop performance factors. General overview on the application of ANN and the basic concept of neural network architecture are also presented. From the literature, it has been shown that ANN provides better interpretation of crop variability compared to the other methods. David Publishing Company 2014-01 Article PeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/36505/1/Application%20of%20artificial%20neural%20network%20in%20predicting%20crop%20yield.pdf Bejo, Siti Khairunniza and Mustaffha, Samihah and Wan Ismail, Wan Ishak (2014) Application of artificial neural network in predicting crop yield: a review. Journal of Food Science and Engineering, 4 (1). pp. 1-9. ISSN 2159-5828; ESSN: 2164-5795 http://www.davidpublishing.com/show.html?15587 |
| spellingShingle | Bejo, Siti Khairunniza Mustaffha, Samihah Wan Ismail, Wan Ishak Application of artificial neural network in predicting crop yield: a review |
| title | Application of artificial neural network in predicting crop yield: a review |
| title_full | Application of artificial neural network in predicting crop yield: a review |
| title_fullStr | Application of artificial neural network in predicting crop yield: a review |
| title_full_unstemmed | Application of artificial neural network in predicting crop yield: a review |
| title_short | Application of artificial neural network in predicting crop yield: a review |
| title_sort | application of artificial neural network in predicting crop yield: a review |
| url | http://psasir.upm.edu.my/id/eprint/36505/ http://psasir.upm.edu.my/id/eprint/36505/ http://psasir.upm.edu.my/id/eprint/36505/1/Application%20of%20artificial%20neural%20network%20in%20predicting%20crop%20yield.pdf |