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Developing Cost Estimation Models for Road Rehabilitation and Reconstruction: Case Study of Projects in Europe and Central Asia

机译:开发道路修复和重建的成本估算模型:欧洲和中亚项目的案例研究

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This paper presents the development of prediction models for the unit costs of road works that could be applied to strategic planning of road works at the network level. A specialized data set was used, which was generated under a World Bank study that included 200 road work contracts from 14 countries in Europe and Central Asia (ECA) and signed between 2000 and 2010. Two techniques were used for model development: multiple regression analysis and artificial neural networks. Classification trees were used as an intermediate step to evaluate the correctness of the selected parameters. A total of 19 variables, divided into three groups (oil-price related, country-related, and project-related variables), were tested for their influence on unit cost of asphalt concrete (AC) and road rehabilitation and reconstruction (RRR) costs. The analysis results showed that the level of corruption and the economic environment in a country have a significant effect on both costs of AC and RRR. The resulting models could be particularly useful for the planning and optimization of work on road networks in ECA countries. However, the approach and methodology used for model developments may be applied generally.
机译:本文介绍了道路工程单位成本预测模型的开发,该模型可用于网络一级的道路工程战略规划。使用了专门的数据集,该数据集是在世界银行的一项研究中生成的,该研究包括了来自欧洲和中亚(ECA)的14个国家的200份道路工程合同,并在2000年至2010年之间签署。两种技术用于模型开发:多元回归分析和人工神经网络。分类树用作评估所选参数正确性的中间步骤。总共测试了19个变量,分为三个组(与油价相关,与国家相关和与项目相关的变量),这些变量对沥青混凝土(AC)的单位成本和道路修复与重建(RRR)的成本产生影响。分析结果表明,一个国家的腐败程度和经济环境对本币和存款准备金成本都有重大影响。由此产生的模型对于非洲经委会国家道路网络的规划和优化工作特别有用。但是,用于模型开发的方法和方法可以普遍应用。

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