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Modeling the Spatial Distribution of Black-Necked Cranes in Ladakh Using Maximum Entropy

Proceedings of the National Institute of Ecology of the Republic of Korea / Proceedings of the National Institute of Ecology of the Republic of Korea, (P)2765-2203; (E)2765-2211
2023, v.4 no.2, pp.79-85
https://doi.org/10.22920/PNIE.2023.4.2.79
Meenakshi Chauhan (Enprotec INDIA Foundation)
Randeep Singh (Amity Institute of Forestry and Wildlife, Amity University Uttar Pradesh)
Puneet Pandey (Enprotec INDIA Foundation)

Abstract

The Tibetan Plateau is home to the only alpine crane species, the black-necked crane (Grus nigricollis). Conservation efforts are severely hampered by a lack of knowledge on the spatial distribution and breeding habitats of this species. The ecological niche modeling framework used to predict the spatial distribution of this species, based on the maximum entropy and occurrence record data, allowed us to generate a species-specific spatial distribution map in Ladakh, Trans-Himalaya, India. The model was created by assimilating species occurrence data from 486 geographical sites with 24 topographic and bioclimatic variables. Fourteen variables helped forecast the distribution of black-necked cranes by 96.2%. The area under the curve score for the model training data was high (0.98), indicating the accuracy and predictive performance of the model. Of the total study area, the areas with high and moderate habitat suitability for black-necked cranes were anticipated to be 8,156 km2 and 6,759 km2, respectively. The area with high habitat suitability within the protected areas was 5,335 km2. The spatial distribution predicted using our model showed that the majority of speculated conservation areas bordered the existing protected areas of the Changthang Wildlife Sanctuary. Hence, we believe, that by increasing the current study area, we can account for these gaps in conservation areas, more effectively.

keywords
Black-necked cranes, India, Ladakh, Maximum entropy, Species distribution modeling, Trans-Himalaya
Submission Date
2022-11-16
Revised Date
2023-04-04
Accepted Date
2023-04-05

Proceedings of the National Institute of Ecology of the Republic of Korea