基于图形用户界面的斜交拖拉机轮胎接触面积预测人工神经网络模型的开发

IF 2.4 3区 工程技术 Q3 ENGINEERING, ENVIRONMENTAL Journal of Terramechanics Pub Date : 2023-06-01 DOI:10.1016/j.jterra.2023.01.004
Rajesh Yadav, Hifjur Raheman
{"title":"基于图形用户界面的斜交拖拉机轮胎接触面积预测人工神经网络模型的开发","authors":"Rajesh Yadav, Hifjur Raheman","doi":"10.1016/j.jterra.2023.01.004","DOIUrl":null,"url":null,"abstract":"","PeriodicalId":50023,"journal":{"name":"Journal of Terramechanics","volume":"107 ","pages":""},"PeriodicalIF":2.4000,"publicationDate":"2023-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"4","resultStr":"{\"title\":\"Development of an artificial neural network model with graphical user interface for predicting contact area of bias-ply tractor tyres on firm surface\",\"authors\":\"Rajesh Yadav, Hifjur Raheman\",\"doi\":\"10.1016/j.jterra.2023.01.004\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"\",\"PeriodicalId\":50023,\"journal\":{\"name\":\"Journal of Terramechanics\",\"volume\":\"107 \",\"pages\":\"\"},\"PeriodicalIF\":2.4000,\"publicationDate\":\"2023-06-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"4\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Terramechanics\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0022489823000046\",\"RegionNum\":3,\"RegionCategory\":\"工程技术\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"ENGINEERING, ENVIRONMENTAL\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Terramechanics","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0022489823000046","RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"ENGINEERING, ENVIRONMENTAL","Score":null,"Total":0}
引用次数: 4

摘要

建立了一个用于预测斜交拖拉机轮胎接触面积和地面压力的人工神经网络模型。使用Tkinter创建了一个图形用户界面(GUI)来部署所开发的ANN模型。从实验试验中收集了12.4–28、13.6–28、14.9–28和16.9–28轮胎的538个数据集,通过改变轮胎负载(600至1950 kg)和充气压力(69至234 kPa),并分别以70:30的比例划分用于ANN模型的训练和测试。另外50个所有轮胎的新数据集用于验证目的。将轮胎的标称宽度和总直径、正常载荷和充气压力作为所开发的ANN模型的输入参数,并将轮胎的接触面积作为输出参数。从灵敏度分析中可以明显看出,所有输入参数都会显著影响轮胎的接触面积。训练有素的人工神经网络模型与GUI相结合,预测了在任何充气压力和载荷下,轮胎在坚硬表面下的接触面积和地面压力,与实际测量值的最大偏差为2%,而Komandi模型的最大偏差分别为10%和-9%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
Development of an artificial neural network model with graphical user interface for predicting contact area of bias-ply tractor tyres on firm surface
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
Journal of Terramechanics
Journal of Terramechanics 工程技术-工程:环境
CiteScore
5.90
自引率
8.30%
发文量
33
审稿时长
15.3 weeks
期刊介绍: The Journal of Terramechanics is primarily devoted to scientific articles concerned with research, design, and equipment utilization in the field of terramechanics. The Journal of Terramechanics is the leading international journal serving the multidisciplinary global off-road vehicle and soil working machinery industries, and related user community, governmental agencies and universities. The Journal of Terramechanics provides a forum for those involved in research, development, design, innovation, testing, application and utilization of off-road vehicles and soil working machinery, and their sub-systems and components. The Journal presents a cross-section of technical papers, reviews, comments and discussions, and serves as a medium for recording recent progress in the field.
期刊最新文献
Optimization of subsoiler design using similitude-based DEM simulation and soil bin testing on cohesive-frictional artificial soil Editorial: Soil modeling and simulation for terramechanics applications of manned and unmanned autonomous vehicles A Riemann-based SPH formulation for modelling elastoplastic soil behaviour using a Drucker–Prager model Acoustic winter terrain classification for offroad autonomous vehicles Investigation of steer preview methods to improve predictive control methods on off-road vehicles with realistic actuator delays
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1