Effectiveness of en route traffic information in developing countries using conventional discrete choice and neural-network models

被引:18
作者
Bagloee, Saeed Asadi [1 ]
Ceder, Avi [2 ]
Bozic, Claire [3 ]
机构
[1] PARSONS, Dubai, U Arab Emirates
[2] Univ Auckland, Dept Civil & Environm Engn, Auckland 1, New Zealand
[3] CMAP, Chicago, IL 60606 USA
关键词
advanced traveler information services (ATIS); radio traffic information (RTI); developing countries; drivers' response; conventional discrete; VARIABLE MESSAGE SIGNS; DRIVER COMPLIANCE; PREFERENCE DATA; BEHAVIOR; TIME; MECHANISMS; SYSTEM;
D O I
10.1002/atr.1198
中图分类号
TU [建筑科学];
学科分类号
081407 [建筑环境与能源工程];
摘要
Providing commuters with traffic information or advising them of alternative routes during traffic incidents can alleviate congestion. For decades, advanced traveler information services (ATIS) have been devised and dedicated to this role. ATIS comprises a wide variety of technologies across the world, including radio traffic information (RTI) advisory service. RTI is common in both developed and developing countries. Although extensive literature and evaluation results of ATISs and RTI are available in developed countries, little attention has been devoted to that in developing countries. This work provides a modeling platform to study drivers' response to en route traffic information provided by Radio-Payam broadcasting service in Tehran, the capital city of the developing country of Iran. The results are compared with counterpart cases in developed countries. Past studies and this study have employed conventional discrete models for drivers' response, such as ordered logit and ordered probit. This work evaluates the accuracy level of these conventional models in comparison with a developed neural-network (NN) model, because it has been widely proven that NN models are highly precise. It has also been found that, apart from reliability, the conventional models are within an acceptable level of prediction accuracy compared with the NN models. The results show a high degree of similarities between the case of Tehran and its counterparts in the developing countries. The results also deliver some insights on how to improve or better implement the ATIS technologies. Copyright (C) 2012 John Wiley & Sons, Ltd.
引用
收藏
页码:486 / 506
页数:21
相关论文
共 39 条
[1]
Using stated preference data for studying the effect of advanced traffic information on drivers' route choice [J].
AbdelAty, MA ;
Kitamura, R ;
Jovanis, PP .
TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES, 1997, 5 (01) :39-50
[2]
[Anonymous], 1995, LIMDEP VERSION 7 0 U
[3]
[Anonymous], 2007, MATLAB 7 4 R2007A HE
[4]
Ben-Akiva M. E., 1985, Discrete choice analysis: Theory and application to travel demand, V9
[5]
A comparison of two alternative behavioral choice mechanisms for household auto ownership decisions [J].
Bhat, CR ;
Pulugurta, V .
TRANSPORTATION RESEARCH PART B-METHODOLOGICAL, 1998, 32 (01) :61-75
[6]
Analysis of travel mode and departure time choice for urban shopping trips [J].
Bhat, CR .
TRANSPORTATION RESEARCH PART B-METHODOLOGICAL, 1998, 32 (06) :361-371
[7]
Bierlaire M, 2006, EUR TRANSP, P21
[8]
ASPECTS OF COMMUTING BEHAVIOR - PREFERRED ARRIVAL TIME, USE OF INFORMATION AND SWITCHING PROPENSITY [J].
CAPLICE, C ;
MAHMASSANI, HS .
TRANSPORTATION RESEARCH PART A-POLICY AND PRACTICE, 1992, 26 (05) :409-418
[9]
Castro C., 2009, Human Factors of Visual and Cognitive Performance in Driving
[10]
Using a weight-assessing model to identify route choice criteria and information effects [J].
Chen, TY ;
Chang, HL ;
Tzeng, GH .
TRANSPORTATION RESEARCH PART A-POLICY AND PRACTICE, 2001, 35 (03) :197-224