Enhancing road traffic safety : a GIS based methodology to identify potential areas of improvement.
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2009-01-01
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Abstract:It is well known that the major goal of the transportation system is to enhance
mobility and crashes are unwanted by-products which have to be minimized
while achieving the primary goal. Although general people value travel time more
than any other outcomes of transportation system, traffic accidents impose huge
economic burden on the society. A detail investigation of the State of California
crash statistics showed overrepresentation of fatal, injury, alcohol related crashes,
road departure crashes, speeding related crashes in Inland Empire and identified
as one of the major transportation issues affecting this region. This seed-grant
proposal aimed to investigate the reason behind the high crash statistics in
Inland Empire by developing methodologies to identify crash hotspots and
detecting the potential areas of safety improvements using Geographic
Information System (GIS). However, significant challenges were faced during the
research to obtain relevant crash data from Caltrans district 8. Hence the GIS
based methodology was developed using data from another real city in the
United States. The result of this study showed that spatial dependence plays a
strong role in the analysis of road traffic injury crashes. These spatial
dependences, accounted through the spatial autocorrelation helped detecting
statistically significant clusters of fatal, severe and minor injury as well as
pedestrian crashes. These clusters are overlaid with socioeconomic and road
network layers to investigate if certain spatial, socioeconomic and traffic related
factors are present near statistically significant crash clusters. Once this
reconnaissance is completed, a more detailed site investigation is easier to find
the contributory factors for fatal, injury and pedestrian crash occurrences.
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