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基于哑变量改进的NL模型在交通方式选择中的应用
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Abstract:
论文通过对随机效用理论进行深度剖析，并在原有NL模型的基础上改进，提出了一种基于哑变量改进的NL模型。该模型可重新对效用选择函数的指标进行选取和分类，对于不可量化的性质指标则可以以哑变量赋值的方式注入到效用方程中，该方式能够使回归模型变量解释范围更广，进而达到扩量保质的作用，在面对现实问题的描述时能够起到以一抵多的联合效果。
Based on the in-depth analysis of the random utility theory and the improvement of the original NL model, an improved NL model based on dummy variables is proposed. The model can select and classify the index of utility selection function again. The property of not quantitative indicators can be injected in the form of dummy variable assignment to the utility equation. This way can make variable regression model to explain widely, thus expanding quantity with good quality, in the face of the description of the realistic problems to have the joint effect that one is worth more.
| [1] | Jin, F.L., An, K. and Yao, E.J. (2020) Mode Choice Analysis in Urban Transport with Shared Battery Electric Vehicles: A Stated-Preference Case Study in Beijing, China. Transportation Research Part A, 133, 95-108.
https://doi.org/10.1016/j.tra.2020.01.009 |
| [2] | Thorhauge, M., Swait, J. and Cherchi, E. (2020) The Habit-Driven Life: Accounting for Inertia in Departure Time Choices for Commuting Trips. Transportation Research Part A, 133, 272-289.
https://doi.org/10.1016/j.tra.2020.01.023 |
| [3] | 米均. 考虑出行成本的城市居民出行方式选择研究[D]: [硕士学位论文]. 成都: 西南交通大学, 2015. |
| [4] | 孙海云. Logit模型参数估计方法的研究[D]: [硕士学位论文]. 杭州: 浙江大学, 2016. |
| [5] | Zhu, T.T., Long, J.C. and Liu, H.X. (2019) Optimal Official Work Start Times in Activity-Based Bottleneck Models with Staggered Work Hours. Transportmetrica B: Transport Dynamics, 7, 657-683.
https://doi.org/10.1080/21680566.2018.1460881 |
| [6] | Yuan, Y.H., Raubal, M. and Liu, Y. (2012) Correlating Mobile Phone Usage and Travel Behavior—A Case Study of Harbin, China. Computers, Environment and Urban Systems, 36, 118-130.
https://doi.org/10.1016/j.compenvurbsys.2011.07.003 |
| [7] | 刘玲玲, 刘魏巍, 董洁霜. 基于交叉巢式logit模型的交通出行方式选择研究[J]. 物流工程与管理, 2017, 39(6): 126-128, 125. |
| [8] | Masoumi, H.E. (2019) A Discrete Choice Analysis of Transport Mode Choice Causality and Perceived Barriers of Sustainable Mobility in the MENA Region. Transport Policy, 79, 37-53. https://doi.org/10.1016/j.tranpol.2019.04.005 |
| [9] | 李梦凡. 交通信息诱导下个体出行选择行为研究[D]: [硕士学位论文]. 合肥: 合肥工业大学, 2018. |
| [10] | 邵昀泓, 王炜, 程琳. 出行方式决策的随机效用模型研究[J]. 公路交通科技, 2006(8): 110-115. |
| [11] | Mayo, F.L. and Taboada, E.B. (2019) Ranking Factors Affecting Public Transport Mode Choice of Commuters in an Urban City of a Developing Country Using Analytic Hierarchy Process: The Case of Metro Cebu, Philippines. Transportation Research Interdisciplinary Perspectives, 4, 100078. https://doi.org/10.1016/j.trip.2019.100078 |
| [12] | 唐立. 多元出行信息影响下的交通选择行为研究[D]: [博士学位论文]. 成都: 西南交通大学, 2015. |
| [13] | Bergantino, A.S., Capurso, M. And Hess, S. (2020) Modelling Regional Accessibility to Airports Using Discrete Choice Models: An Application to a System of Regional Airports. Transportation Research Part A: Policy and Practice, 132, 855-871. https://doi.org/10.1016/j.tra.2019.12.012 |
| [14] | 温惠英, 汤左淦. 基于Nested Logit与Random Parameters Logit模型的摩托车事故伤害估计与对比[J]. 华南理工大学学报(自然科学版), 2018, 46(11): 83-91. |
| [15] | 刘梦琪. 基于Bootstrap法的城市居民出行行为Nested Logit模型研究[D]: [硕士学位论文]. 成都: 西南交通大学, 2018. |
