Integrated cloud computing and cost effective modelling to delineate the ecological corridors for Spectacled bears (Tremarctos ornatus) in the rural territories of the Peruvian Amazon
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Cotrina Sanchez, Alexander | 2022-04-19
Spectacled bears (SB) (Tremarctos ornatus) are the only bear species native to South America.
This particular bear is the single species of its genus, and it is listed as vulnerable according to the
IUCN red list. A critical SB conservation habitat is in the rural territories of the Peruvian Amazon,
where anthropogenic land-use changes and landscape fragmentation threaten SB habitats. The
following questions arise in this context: How much has land-use changed? How to design the
establishment of ecological corridors (ECs) to support the conservation of SB?. We investigated
the temporal land use and land cover changes for last 30 years (1990–2020) for a better projection of the ECs and to quantify the temporal landscape metrics. Furthermore, we integrated
cloud computing, machine learning models with cost-effective techniques to delineate the ECs for
SB within the rural territories. Ensemble Random Forest model associated with Google Earth
Engine (GEE) was used to develop four land use and land cover (LULC) maps (for the years 1990,
2000, 2010 and 2020). The least cost path (LCP) model based on Dijkstra’s shortest path algorithm was assembled based on six variables (altitude; slope; distance to roads; distance to population centers; land use map; inventory map of SB). Then, we calculated the ECs based on the
multidirectional origin-destination points, we found that forest patches increased by 57%
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