Development of zone system for macro-level traffic safety analysis

被引:103
作者
Lee, Jaeyoung [1 ]
Abdel-Aty, Mohamed [1 ]
Jiang, Ximiao [2 ]
机构
[1] Univ Cent Florida, Dept Civil Environm & Construct Engn, Orlando, FL 32816 USA
[2] Fed Highway Adm, Washington, DC USA
关键词
Traffic safety analysis zones; Macro-level analysis; MAUP; Bayesian Poisson Log-normal model; Transportation safety planning; Regionalization; SPATIAL-ANALYSIS; CRASH-FREQUENCY; PREDICTION; FATALITIES; MODEL;
D O I
10.1016/j.jtrangeo.2014.04.018
中图分类号
F [经济];
学科分类号
02 ;
摘要
Various geographic units have been used in macro-level modeling. Amongst these units, traffic analysis zones (TAZs) have been broadly employed in many macroscopic safety studies. Nevertheless, no studies questioned the validity of TAZs for crash analysis at the macro-level crash modeling. In this study, we point out several possible problems of TAZs as spatial units for macroscopic safety studies. Current TAZs with homogenous crash rates were combined into new single zones. Then we created ten new zonal systems by different zone aggregation levels. The optimal zonal scale for traffic safety analysis zones (TSAZ) was determined using the Brown-Forsythe test. It was found that the zone system with about 1:2 aggregation was the optimal zone system for macroscopic safety modeling. Thus we develop what we call traffic safety analysis zones (TSAZs) that has the potential of reducing several possible problems of TAZs. Also it was shown that TSAZ based models had better fit compared to TAZ based models. (C) 2014 Elsevier Ltd. All rights reserved.
引用
收藏
页码:13 / 21
页数:9
相关论文
共 42 条
[1]   Geographical unit based analysis in the context of transportation safety planning [J].
Abdel-Aty, Mohamed ;
Lee, Jaeyoung ;
Siddiqui, Chowdhury ;
Choi, Keechoo .
TRANSPORTATION RESEARCH PART A-POLICY AND PRACTICE, 2013, 49 :62-75
[2]   Integrating Trip and Roadway Characteristics to Manage Safety in Traffic Analysis Zones [J].
Abdel-Aty, Mohamed ;
Siddiqui, Chowdhury ;
Huang, Helai ;
Wang, Xuesong .
TRANSPORTATION RESEARCH RECORD, 2011, (2213) :20-28
[3]   Spatial analysis of fatal and injury crashes in Pennsylvania [J].
Aguero-Valverde, J ;
Jovanis, PP .
ACCIDENT ANALYSIS AND PREVENTION, 2006, 38 (03) :618-625
[4]   Analysis of Road Crash Frequency with Spatial Models [J].
Aguero-Valverde, Jonathan ;
Jovanils, Paul P. .
TRANSPORTATION RESEARCH RECORD, 2008, (2061) :55-63
[5]   Bayesian Multivariate Poisson Lognormal Models for Crash Severity Modeling and Site Ranking [J].
Aguero-Valverde, Jonathan ;
Jovanils, Paul P. .
TRANSPORTATION RESEARCH RECORD, 2009, (2136) :82-91
[6]  
[Anonymous], SAFETEA LU SAF ACC F
[7]  
Baass K.G., 1980, TRANSPORT RES REC, V807, P1
[8]  
Baker SP, 1998, ARCH PEDIAT ADOL MED, V152, P1209
[9]   Effect of population density on mortality after motor vehicle collisions [J].
Clark, DE .
ACCIDENT ANALYSIS AND PREVENTION, 2003, 35 (06) :965-971
[10]   Forecasting crashes at the planning level - Simultaneous negative binomial crash model applied in Tucson, Arizona [J].
de Guevara, FL ;
Washington, SP ;
Oh, J .
STATISTICAL METHODS AND SAFETY DATA ANALYSIS AND EVALUATION, 2004, (1897) :191-199