Activities per year
Abstract
Data cubes are structures to store and analyse spatio-temporal data in raster and vector format. Typical examples of spatio-temporal vector data are weather stations collecting data over time, or administrative polygons where historical data is aggregated per zone. A less explored use case for data cubes are moving polygons. Example of moving polygons would be spatial representations of glacier retreat, emergence of volcanic lava flows or the changes of a city boundary over time. In this contribution, I introduce the handling of polygons that evolve and move over time using vector data cubes. The implementation in R makes use of the packages {stars} and {cubble} as ways to represent data in array and tabular formats. The advantage of vector data cubes in both formats is the ability to apply common array operations, but also tidy data wrangling techniques to explore and analyse data. Temporal analyses can be performed using packages like {tsibble}, while spatial analyses can be performed using {sf} methods. Further, more complex spatio-temporal analyses like change detection can be performed using {stampr}. Visualization techniques using {ggplot2} and {tmap} are also explored.
Original language | English |
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DOIs | |
Publication status | Published - 10 Jul 2024 |
Event | UseR! 2024 - Wyndham Hotel, Salzburg, Austria Duration: 8 Jul 2024 → 11 Jul 2024 https://events.linuxfoundation.org/user/ |
Conference
Conference | UseR! 2024 |
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Country/Territory | Austria |
City | Salzburg |
Period | 8/07/24 → 11/07/24 |
Internet address |
Keywords
- R programming
- Spatio-temporal
- spatial data science
Fields of Science and Technology Classification 2012
- 102 Computer Sciences
- 105 Geosciences
- 207 Environmental Engineering, Applied Geosciences
Datasets
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Butangbunasi landslide and landslide-dammed lake outlines based on Landsat time series with respect to typhoons
Hölbling, D. W. (Creator), Abad Crespo, L. C. (Creator), Dabiri, Z. (Contributor), Prasicek, G. (Contributor), Tsai, T.-T. (Contributor) & Argentin, A.-L. M. (Contributor), Zenodo, 8 Feb 2024
Dataset
Activities
- 1 Poster presentation
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R for spatio-temporal handling of moving polygons
Abad Crespo, L. C. (Speaker)
10 Jul 2024Activity: Talk or presentation › Poster presentation › science to science / art to art