Definition of linear regression models to calculate the technical parameters of Italian agricultural tractors

IF 2.4 4区 农林科学 Q2 AGRICULTURAL ENGINEERING Journal of Agricultural Engineering Pub Date : 2023-06-16 DOI:10.4081/jae.2023.1525
A. Calcante, R. Oberti, F. Tangorra
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Abstract

As it is known, the modern agricultural tractor is no longer just a machine capable to pull agricultural trailers and to operate implements but has evolved into a multi-purpose and mobile energy source with standardized interfaces (mechanical, hydraulic and electronic) to connect to a several typologies of agricultural operating machines. It follows that the selection of the most appropriate tractors for the specific production realities is a crucial aspect for farmers, advisors, contractors and farm machinery experts. The tractors choice thus must consider different parameters, concerning not only the cost of the machines but also their dimensions, power, weight, technological level, etc. The availability of simplified models for estimating the purchase investment and sizing the machine in relation to its mechanical characteristics could be a useful tool in the choice of the tractor more suitable for the specific agricultural context. The aim of this study was to collect and to analyse the technical parameters of tractors present on the Italian market (more than 1300 models), divided into: i) four wheel-drive (4WD) standard tractors, ii) two wheel-drive (2WD) standard tractors, iii) narrow track 4WD tractors, iv) Isodiametric specialized 4WD tractors, v) crawler tractors and vi) rubber-tracked tractors), in order to define the most relevant parameter-to-parameter and parameter-to-price relations for updating reference models to calculate the machine price and the weight to engine power ratio. Other relations, including the three-point hitch efficiency with respect to tractor’s weight and the relationship between the rated engine power and its displacement, are proposed in order to provide synthetic tools to characterise and to compare - from the mechanical point of view - the different categories of agricultural tractors.
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定义线性回归模型,计算意大利农用拖拉机的技术参数
众所周知,现代农用拖拉机不再仅仅是一种能够拉动农用拖车和操作农具的机器,而是已经发展成为一种多用途、可移动的能源,具有标准化的接口(机械、液压和电子),可以连接几种类型的农业操作机械。因此,对于农民、顾问、承包商和农业机械专家来说,为具体的生产现实选择最合适的拖拉机是一个至关重要的方面。因此,拖拉机的选择必须考虑不同的参数,不仅要考虑机器的成本,还要考虑它们的尺寸、功率、重量、技术水平等。在选择更适合特定农业环境的拖拉机时,简化模型的可用性可用于估计购买投资和确定机器的机械特性尺寸。本研究的目的是收集和分析意大利市场上拖拉机的技术参数(超过1300种型号),分为:i)四轮驱动(4WD)标准拖拉机,ii)两轮驱动(2WD)标准拖拉机,iii)窄履带四轮驱动拖拉机,iv)等径专用四轮驱动拖拉机,v)履带拖拉机和vi)橡胶履带拖拉机),以便定义最相关的参数对参数和参数对价格关系,以便更新参考模型以计算机器价格和重量与发动机功率比。其他关系,包括三点系结效率与拖拉机的重量和额定发动机功率与其排量之间的关系,被提出,以便提供综合工具,以表征和比较-从机械的角度-不同类别的农业拖拉机。
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来源期刊
Journal of Agricultural Engineering
Journal of Agricultural Engineering AGRICULTURAL ENGINEERING-
CiteScore
2.30
自引率
5.60%
发文量
40
审稿时长
10 weeks
期刊介绍: The Journal of Agricultural Engineering (JAE) is the official journal of the Italian Society of Agricultural Engineering supported by University of Bologna, Italy. The subject matter covers a complete and interdisciplinary range of research in engineering for agriculture and biosystems.
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