Design safer and greener road projects by using a multi-objective evolutionary approach

Q4 Business, Management and Accounting
R. Sarrazin, Y. D. Smet
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引用次数: 8

Abstract

Over the past few years, both recognising sustainable development and improving road safety have been main issues in policies for transport and mobility in Europe. However, few methodologies have been developed to support actively the road sector in the design of safer and greener roads. Consequently, this research project aimed to develop a multicriteria analysis methodology to carry out an integrated and preventive assessment of the road safety performances and some sustainable aspects of road projects at the design stage. Due to the combinatorial nature of design projects, we have investigated how an evolutionary approach, such as NSGA-II, could help the engineers to identify efficient alternatives. The algorithm was studied by means of well-known performance indicators. These showed the quality of the solutions generated by the algorithm in terms of convergence and diversity. In particular, the binary hypervolume indicator underlined the quality of the approximation set.
采用多目标进化方法设计更安全、更环保的道路项目
在过去几年中,认识到可持续发展和改善道路安全一直是欧洲交通和移动政策的主要问题。然而,很少有方法能够积极支持道路部门设计更安全、更环保的道路。因此,本研究项目旨在发展一种多标准分析方法,以便在设计阶段对道路安全性能和道路项目的一些可持续方面进行综合和预防性评估。由于设计项目的组合性质,我们研究了进化方法,如NSGA-II,如何帮助工程师确定有效的替代方案。采用知名性能指标对算法进行了研究。这些表明了算法在收敛性和多样性方面产生的解的质量。特别是,二进制超容量指标强调了近似集的质量。
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来源期刊
International Journal of Multicriteria Decision Making
International Journal of Multicriteria Decision Making Business, Management and Accounting-Strategy and Management
CiteScore
0.70
自引率
0.00%
发文量
9
期刊介绍: IJMCDM is a scholarly journal that publishes high quality research contributing to the theory and practice of decision making in ill-structured problems involving multiple criteria, goals and objectives. The journal publishes papers concerning all aspects of multicriteria decision making (MCDM), including theoretical studies, empirical investigations, comparisons and real-world applications. Papers exploring the connections with other disciplines in operations research and management science are particularly welcome. Topics covered include: -Artificial intelligence, evolutionary computation, soft computing in MCDM -Conjoint/performance measurement -Decision making under uncertainty -Disaggregation analysis, preference learning/elicitation -Group decision making, multicriteria games -Multi-attribute utility/value theory -Multi-criteria decision support systems and knowledge-based systems -Multi-objective mathematical programming -Outranking relations theory -Preference modelling -Problem structuring with multiple criteria -Risk analysis/modelling, sensitivity/robustness analysis -Social choice models -Theoretical foundations of MCDM, rough set theory -Innovative applied research in relevant fields
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