模糊逻辑在交通发展规划中的决策支持工具

Q2 Engineering Archives of Transport Pub Date : 2022-03-31 DOI:10.5604/01.3001.0015.8154
Maciej Kaczorek, M. Jacyna
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引用次数: 6

摘要

对运输发展的审议表明,规划是其最重要的方面。规划的关键问题之一是选择完成有助于实现发展目标的基础设施项目。规划的重要功能及其复杂性表明,需要在决策支持领域使用解决方案。在波兰,在基础设施发展的战略规划领域,目前没有全面适用旨在选择基础设施项目并考虑到其符合战略目标的程度的支持决策的方法。本文旨在通过回顾文献并结合作者在交通规划方面的经验,以MCDA解决方案来解决这一差距。因此,作者提出了一种在战略层面上支持交通发展规划决策的建议工具。所提出的方法允许评估公路和铁路运输的基础设施发展项目。这种评估考虑到与主要发展方向相对应的若干标准,即可持续发展和生活质量。由于制定发展目标的方法,已经决定应用模糊逻辑将是有利的,这使得在决策支持系统中使用自然语言成为可能。为了实现模糊逻辑的实际应用,本文采用了MATLAB环境中提供的模糊逻辑工具箱包。所开发的模型包含一个结构以及反映决策标准的定义语言变量;此外,它还包括隶属函数、推理规则和评估结果。本文还定义了决策支持过程的算法。为了验证目的,将决策支持模型应用于几个现实生活中的项目评估案例,包括铁路和公路基础设施的建设、开发和翻新中的各种项目。本文所描述的讨论表明了模糊逻辑在交通发展规划中支持决策的有效性。将定义的标准应用于项目的早期准备阶段,使其能够实际应用,这是有益的。在MATLAB模糊逻辑工具箱中实现该方案,可以快速得出决策者偏好水平的评估结果。
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Fuzzy logic as a decision-making support tool in planning transport development
Deliberations on transport development indicate that planning is its most significant aspect. One of the key issues in planning is selecting infrastructure projects for completion that will contribute to achieving the development objectives. The important functions of planning, as well as its complexity, indicate the need to use solutions in the decision-making support field. In Poland, in the area of strategic planning of infrastructure development, methods of supporting decision-making aimed at selecting infrastructure projects, taking into account their degree of compliance with strategic goals, are currently not applied comprehensively. The paper aims to address this gap with MCDA solution basing on review of literature combined with the authors’ experience in transport planning. Therefore, authors presented a proposed tool for supporting decision-making in planning transport development on a strategic level. The presented method allows for assessing infrastructure development projects in road and rail transport. Such assessments take into account a number of criteria corresponding to the main development directions, i.e. sustainable development and quality of life. Due to the method of formulating development objectives, it has been decided that it will be advantageous to apply fuzzy logic, which enables using natural language in decision-making support systems. To allow practical application of fuzzy logic, the Fuzzy Logic Toolbox package available in the MATLAB environment has been employed. The developed model contains a structure along with defined linguistic variables reflecting the decision-making criteria; also, it includes membership functions, inference rules as well as assessment results. The paper also defines the algorithm of decision-making support procedure. For verification purposes, the decision support model was applied in several real-life project evaluation cases, including a variety of projects in construction, development, and renovation of rail and road infrastructure. The deliberations described in this paper indicate the usefulness of fuzzy logic for supporting decision-making in planning transport development. It’s beneficial that the defined criteria can be applied in the case of projects in early preparation phase, enabling their practical application. Implementation of the solution in the MATLAB Fuzzy Logic Toolbox enables achieving fast results of the assessment of decision-maker preference level.
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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
期刊最新文献
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