TY - JOUR PY - 2021// TI - A methodology to develop a geospatial transportation typology JO - Journal of transport geography A1 - Popovich, Natalie A1 - Spurlock, C. Anna A1 - Needell, Zachary A1 - Jin, Ling A1 - Wenzel, Tom A1 - Sheppard, Colin A1 - Asudegi, Mona SP - e103061 EP - e103061 VL - 93 IS - N2 - We introduce a methodology to develop a geo-typology (geotype) that categorizes each location in the United States in terms of their main drivers of transportation demand and supply. We develop the first comprehensive set of geotypes for both urban and rural areas across the entire United States. This typology is designed to facilitate national level modeling of multi-modal transportation system's response to alternative investment strategies differentiated across different types of locations. We develop a two-stage clustering procedure to systematically and quantitatively characterize the ways in which locations across the nation are similar or different with respect to their potential response to investment strategies of interest. First, we cluster all 73,057 census tracts, using factor analysis and the CLARA clustering algorithm into "microtypes" based on their street network and economic characteristics. Then we cluster regions (core-basic statistical areas and counties) into "geotypes" using PAM clustering according to their commute configurations, polycentricity and density. The resulting set captures both local and regional variation. These microtypes and geotypes are comparable across all locations, enabling a national level perspective, while maintaining sufficient heterogeneity to support a variety of transportation analyses capturing critical geographic variation.
Language: en
LA - en SN - 0966-6923 UR - http://dx.doi.org/10.1016/j.jtrangeo.2021.103061 ID - ref1 ER -