Universidade Federal de Minas Gerais, Belo Horizonte, Brazil.
Universidade Federal do Ceará, Fortaleza, Brazil.
Accid Anal Prev. 2014 Sep;70:258-66. doi: 10.1016/j.aap.2014.04.008. Epub 2014 May 14.
This paper presents a modeling effort for developing safety performance models (SPM) for urban intersections for three major Brazilian cities. The proposed methodology for calibrating SPM has been divided into the following steps: defining the safety study objective, choosing predictive variables and sample size, data acquisition, defining model expression and model parameters and model evaluation. Among the predictive variables explored in the calibration phase were exposure variables (AADT), number of lanes, number of approaches and central median status. SPMs were obtained for three cities: Fortaleza, Belo Horizonte and Brasília. The SPM developed for signalized intersections in Fortaleza and Belo Horizonte had the same structure and the most significant independent variables, which were AADT entering the intersection and number of lanes, and in addition, the coefficient of the best models were in the same range of values. For Brasília, because of the sample size, the signalized and unsignalized intersections were grouped, and the AADT was split in minor and major approaches, which were the most significant variables. This paper also evaluated SPM transferability to other jurisdiction. The SPM for signalized intersections from Fortaleza and Belo Horizonte have been recalibrated (in terms of the Cx) to the city of Porto Alegre. The models were adjusted following the Highway Safety Manual (HSM) calibration procedure and yielded Cx of 0.65 and 2.06 for Fortaleza and Belo Horizonte SPM respectively. This paper showed the experience and future challenges toward the initiatives on development of SPMs in Brazil, that can serve as a guide for other countries that are in the same stage in this subject.
本文提出了为巴西三个主要城市的城市交叉口开发安全绩效模型 (SPM) 的建模工作。校准 SPM 的建议方法已分为以下步骤:定义安全研究目标、选择预测变量和样本大小、数据采集、定义模型表达式和模型参数以及模型评估。在校准阶段探索的预测变量包括暴露变量(AADT)、车道数、接近数量和中央隔离带状态。为三个城市获得了 SPM:福塔莱萨、贝洛奥里藏特和巴西利亚。为福塔莱萨和贝洛奥里藏特信号交叉口开发的 SPM 具有相同的结构和最显著的独立变量,即进入交叉口的 AADT 和车道数,此外,最佳模型的系数在相同的范围内。对于巴西利亚,由于样本量,将信号和非信号交叉口分组,将 AADT 划分为次要和主要接近,这是最重要的变量。本文还评估了 SPM 向其他司法管辖区的转移能力。来自福塔莱萨和贝洛奥里藏特的信号交叉口 SPM 已经根据公路安全手册 (HSM) 校准程序进行了重新校准(就 Cx 而言)。这些模型是根据 HSM 校准程序进行调整的,福塔莱萨和贝洛奥里藏特 SPM 的 Cx 分别为 0.65 和 2.06。本文展示了在巴西开发 SPM 的经验和未来挑战,这可以为其他处于同一阶段的国家提供指导。