Modelling commuters’ travel time perception on an urban corridor using the fuzzy logic technique: A case study of Surat, India

Krishna Saw
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Abstract

On the one hand, travel time is important in planning and managing urban roads; on the other hand, it is important in commuters' route and departure time decisions. Often, mode and route choices and a sense of departure time are mainly based on one’s perceived travel time (PTT). This study focuses on modelling travellers’ PTT considering socio-economic and trip attributes for an urban corridor, taking Surat as a case study. An ANOVA test has been conducted to identify factors governing PTT. Analysis shows that trip attributes (e.g., traffic conditions, traffic environment, and travel distance) influence PTT more than travellers' socio-economic characteristics (e.g., income, occupation, age, and vehicle ownership). Commuters overestimate PTT (min/km) nearly two-fold, and the overestimation decreases with increasing trip distance. A PTT Estimation Model has been developed using Fuzzy Logic, considering the epistemic uncertainty associated with attributes. The developed model can help inform necessary improvement measures to bring travel times to a reasonable level.
利用模糊逻辑技术模拟乘客对城市走廊交通时间的感知:印度苏拉特案例研究
一方面,旅行时间对城市道路的规划和管理非常重要;另一方面,旅行时间对乘客的路线和出发时间决策也非常重要。通常情况下,出行方式和路线的选择以及对出发时间的感知主要基于个人的感知旅行时间(PTT)。本研究以苏拉特市为例,重点研究了考虑到社会经济和出行属性的城市走廊乘客感知旅行时间模型。通过方差分析测试来确定影响 PTT 的因素。分析表明,出行属性(如交通状况、交通环境和出行距离)对公共交通时间的影响大于乘客的社会经济特征(如收入、职业、年龄和车辆拥有量)。通勤者高估了近两倍的公共交通时间(分钟/公里),而且高估的程度随着旅行距离的增加而降低。考虑到与属性相关的认识不确定性,我们利用模糊逻辑建立了一个公共交通时间估算模型。所开发的模型有助于为必要的改进措施提供依据,从而将旅行时间控制在合理水平。
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