Abstract
This paper introduces a prospective study of the potential of spatio-temporal graphs (ST-graphs) and knowledge graphs (K-graphs) for the modelling of geographical phenomena. While the integration of time within GIS has long been a domain of major interest, alternative modelling and data manipulation approaches derived from graph and knowledge-based principles provide many opportunities for many application domains. We first survey graph principles and how they have been applied to GIS and a few representative domains to date. A comprehensive analysis of the principles behind K-graphs, respective data representation and manipulation capabilities is discussed. The perspectives offered by a close integration of ST-graphs and K-graphs are explored. The whole approach is illustrated and discussed in the context of maritime transportation.
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Del Mondo, G., Peng, P., Gensel, J., Claramunt, C., & Lu, F. (2021). Leveraging spatio-temporal graphs and knowledge graphs: Perspectives in the field of maritime transportation. ISPRS International Journal of Geo-Information, 10(8). https://doi.org/10.3390/ijgi10080541
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