Neural Network Based Enveloping Model of Agricultural Tyre
The vibration properties of agricultural tractor’s tyres significantly influence its response in terms of the exposure of the human operator to mechanical vibrations, which is still one of the key problems in the design and exploitation of tractors. The behaviour of the tyre in this sense is signif...
| Main Author: | |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Faculty of Engineering, University of Debrecen
2019-03-01
|
| Series: | International Journal of Engineering and Management Sciences |
| Online Access: | https://ojs.lib.unideb.hu/IJEMS/article/view/5209 |
| _version_ | 1797654384383885312 |
|---|---|
| author | Boris Stojic |
| author_facet | Boris Stojic |
| author_sort | Boris Stojic |
| collection | DOAJ |
| description |
The vibration properties of agricultural tractor’s tyres significantly influence its response in terms of the exposure of the human operator to mechanical vibrations, which is still one of the key problems in the design and exploitation of tractors. The behaviour of the tyre in this sense is significantly influenced by the mechanism ofgeometric filtering of the short-wavelength unevenness of the unprepared ground mostly encountered by tractor during in-field operations. Herein, this aspect of tyre behaviour was studied with tyre rolling quasistatically over singular obstacle. Based on experimental results, neural network based model of tyre enveloping behaviour was developed. Main model properties are high computational efficiency, simplicity regarding number of input quantities and absence of the need for explicit parametrization etc. Main shortcomings of modelling approach used are high developing effort, labour-intensive experimental preparations and lack of flexibility regarding tyre design and operating parameters
|
| first_indexed | 2024-03-11T16:58:42Z |
| format | Article |
| id | doaj.art-d0a2c474e9f34f06b2724b5e2138f8a6 |
| institution | Directory Open Access Journal |
| issn | 2498-700X |
| language | English |
| last_indexed | 2024-03-11T16:58:42Z |
| publishDate | 2019-03-01 |
| publisher | Faculty of Engineering, University of Debrecen |
| record_format | Article |
| series | International Journal of Engineering and Management Sciences |
| spelling | doaj.art-d0a2c474e9f34f06b2724b5e2138f8a62023-10-20T12:55:57ZengFaculty of Engineering, University of DebrecenInternational Journal of Engineering and Management Sciences2498-700X2019-03-014110.21791/IJEMS.2019.1.27.Neural Network Based Enveloping Model of Agricultural TyreBoris Stojic0https://orcid.org/0000-0001-8344-1466University of Novi Sad, Faculty of Technical Sciences The vibration properties of agricultural tractor’s tyres significantly influence its response in terms of the exposure of the human operator to mechanical vibrations, which is still one of the key problems in the design and exploitation of tractors. The behaviour of the tyre in this sense is significantly influenced by the mechanism ofgeometric filtering of the short-wavelength unevenness of the unprepared ground mostly encountered by tractor during in-field operations. Herein, this aspect of tyre behaviour was studied with tyre rolling quasistatically over singular obstacle. Based on experimental results, neural network based model of tyre enveloping behaviour was developed. Main model properties are high computational efficiency, simplicity regarding number of input quantities and absence of the need for explicit parametrization etc. Main shortcomings of modelling approach used are high developing effort, labour-intensive experimental preparations and lack of flexibility regarding tyre design and operating parameters https://ojs.lib.unideb.hu/IJEMS/article/view/5209 |
| spellingShingle | Boris Stojic Neural Network Based Enveloping Model of Agricultural Tyre International Journal of Engineering and Management Sciences |
| title | Neural Network Based Enveloping Model of Agricultural Tyre |
| title_full | Neural Network Based Enveloping Model of Agricultural Tyre |
| title_fullStr | Neural Network Based Enveloping Model of Agricultural Tyre |
| title_full_unstemmed | Neural Network Based Enveloping Model of Agricultural Tyre |
| title_short | Neural Network Based Enveloping Model of Agricultural Tyre |
| title_sort | neural network based enveloping model of agricultural tyre |
| url | https://ojs.lib.unideb.hu/IJEMS/article/view/5209 |
| work_keys_str_mv | AT borisstojic neuralnetworkbasedenvelopingmodelofagriculturaltyre |