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面向参与主体的低碳导向城市客运结构多目标优化模型

A multi-objective optimization model of urban passenger transportation structure under low-carbon orientation considering participating subjects.

机构信息

School of Mechanical and Automotive Engineering, Qingdao University of Technology, Shandong, 266000, China.

出版信息

Environ Sci Pollut Res Int. 2023 Nov;30(54):115839-115854. doi: 10.1007/s11356-023-30423-w. Epub 2023 Oct 28.

Abstract

The optimization of urban passenger transport structure can effectively save energy and reduce the carbon emission of transport. However, the carbon emission and energy consumption generated by the construction of transport projects are worthy of attention. In this paper, a multi-objective optimization model of urban passenger transport structure oriented to low carbon is proposed considering passenger, operator, and construction. The optimal solution of the model is obtained based on the NSGA-II algorithm, and the validity of the model is verified with a case of Qingdao. The optimal ratio of Qingdao passenger traffic structure considering only the passenger perspective (PS), considering the passenger and operator (POS), and considering the three parties together (POCS) is obtained, respectively. The results show that the optimal structures obtained by the PS, POS, and POCS models increase the public transport passenger share by 12.74%, 20.74%, and 23.70%, compared with the actual values. From both the supply and demand sides, there has been an increase in the passenger share of public transport. The POS model is more suitable for solving structural optimization problems that do not involve construction carbon emissions in the short term. The POCS model is more suitable for long-term comprehensive structural optimization problems. The results of the study provide a reference basis for optimizing the urban passenger transport structure.

摘要

城市客运结构优化可以有效节约能源,降低交通碳排放。然而,运输项目建设所产生的碳排放和能源消耗也值得关注。本文从乘客、运营者和建设者三方角度出发,构建了面向低碳的城市客运结构多目标优化模型。采用 NSGA-II 算法对模型进行求解,并以青岛市为例进行了实例验证。得到了仅从乘客角度(PS)、同时考虑乘客和运营者(POS)、综合三方利益(POCS)三种情景下青岛市客运结构的最优比例。结果表明,与实际值相比,PS、POS 和 POCS 模型得到的最优结构分别使公共交通分担率提高了 12.74%、20.74%和 23.70%。从供给和需求两侧均提高了公共交通的分担率。POS 模型更适用于解决短期内不涉及建设碳排放量的结构优化问题,POCS 模型更适用于长期的综合结构优化问题。研究结果为优化城市客运结构提供了参考依据。

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