The optimum strategy for mode choice modelling of interregional fish transport considering shippers' heterogeneity

Q2 Engineering Archives of Transport Pub Date : 2022-12-31 DOI:10.5604/01.3001.0016.1046
Ansu V., Anjaneyulu M.V.L.R.
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Abstract

The determinants of mode choice of interregional transport of fish, which is highly perishable, vastly differ from that of other commodities. These determinants are to be identified to improve transport efficiency. A questionnaire survey of shippers is used to collect the data. Highly correlated observed variables are combined to form four latent factors by factor analysis to reduce the errors in modelling. Logical relations among the component variables of latent factors are perceived, and mathematical formulations are used to estimate new variables. It is found that transportation costs and shipment weight contributes to factor 1, while distance contributes to factor 2. However, transportation costs are associated with distance and shipment weight. Thus, the variable, transportation cost per q-km, is estimated. Survey respondents' attitudes are also incorporated into modelling by including qualitative factors obtained by the factor analysis of shippers' preference ratings. A latent class analysis confirmed the existence of heterogeneity among ship-pers. Misrepresentations of effects occur in modelling if the heterogeneity in the data is not considered. No studies have found the best combination of observed variables, latent factors, estimated variables, and qualitative factors, consider-ing shippers' heterogeneity in freight mode choice. Hence, this study is done to find the optimum modelling strategy. Modelling revealed that models built with estimated variables outperformed those built with latent factors. Including qualitative factors along with observed variables and estimated variables showed further improvement. However, the model that includes observed variables, estimated variables, and qualitative factors considering shippers' heterogenei-ty is the best. It was found that the mode selection behaviour of different latent classes of shippers is distinct. A mode shift from road to rail could be achieved by lowering transportation costs and increasing speed, reliability, and safety for fish transport. Expanding roll on–roll off facilities, dedicated freight corridors, parcel trains, refrigerated contain-ers, and piecemeal service by rail promote a mode shift from road to rail and reduce energy usage.
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考虑货主异质性的区域间鱼类运输模式选择模型的最优策略
区域间鱼类运输方式选择的决定因素与其他商品有很大不同,鱼类极易腐烂。要确定这些决定因素,以提高运输效率。通过对托运人的问卷调查来收集数据。通过因子分析,将高度相关的观测变量组合成四个潜在因素,以减少建模中的误差。感知潜在因素的组成变量之间的逻辑关系,并使用数学公式来估计新的变量。研究发现,运输成本和运输重量对因子1有贡献,而距离对因子2有贡献。然而,运输成本与距离和运输重量有关。因此,估计了变量,即每q公里的运输成本。调查对象的态度也被纳入模型,包括通过托运人偏好评级的因素分析获得的定性因素。潜在类别分析证实了船舶乘客之间存在异质性。如果不考虑数据的异质性,则在建模中会出现效应的错误表示。没有研究发现观察变量、潜在因素、估计变量和定性因素的最佳组合,考虑托运人在货运模式选择中的异质性。因此,本研究旨在寻找最佳建模策略。建模表明,用估计变量建立的模型优于用潜在因素建立的模型。包括定性因素以及观察变量和估计变量显示出进一步的改进。然而,考虑到托运人的异质性,包括观察变量、估计变量和定性因素的模型是最好的。研究发现,不同潜在类别托运人的模式选择行为是不同的。通过降低运输成本,提高鱼类运输的速度、可靠性和安全性,可以实现从公路到铁路的模式转变。扩大滚装-滚装设施、专用货运走廊、包裹列车、冷藏集装箱和铁路零散服务,促进了从公路到铁路的模式转变,并减少了能源使用。
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来源期刊
Archives of Transport
Archives of Transport Engineering-Automotive Engineering
CiteScore
2.50
自引率
0.00%
发文量
26
审稿时长
24 weeks
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