Maximum Entropy modeling for habitat suitability assessment of Red-crowned crane. (August 2018)
- Record Type:
- Journal Article
- Title:
- Maximum Entropy modeling for habitat suitability assessment of Red-crowned crane. (August 2018)
- Main Title:
- Maximum Entropy modeling for habitat suitability assessment of Red-crowned crane
- Authors:
- Na, Xiaodong
Zhou, Haitao
Zang, Shuying
Wu, Changshan
Li, Wenliang
Li, Miao - Abstract:
- Abstract: Habitat suitability assessment is an important approach for conserving and restoring biodiversity and waterfowl's habitats. Previous habitat suitability index (HSI) models define the weights of each habitat feature subjectively in their approach. To address this problem, we utilized a data-driven Maximum Entropy (MaxEnt) model to assess the fine-scaled habitat suitability of Red-crowned crane ( Grus japonensis ) in the breeding period based on the occurrence locations of Red-crowned crane and the habitat features derived from optical, radar imagery and topographical ancillary data. Results of this research show that the developed MaxEnt model improves the performances of previous HSI models. The MaxEnt model could identify the influences of the selected habitat features on the habitat suitability of the species and quantify the optimal habitat conditions for the Red-crowned cranes automatically. We found that habitat composition, water depth, and distance to roads and ditches were most important habitat features for Red-crowned cranes in the breeding period. The optimal conditions for each selected habitat features were recognized according to the response curves of environmental variables to occurrence probability of the species. For the breeding Red-crowned cranes, the desirable land cover type of breeding habitat is reed swamp; the suitable depth of water under the canopy is between 15 and 30 cm approximately; the selected vegetation cover is about 47.5%–74.5%;Abstract: Habitat suitability assessment is an important approach for conserving and restoring biodiversity and waterfowl's habitats. Previous habitat suitability index (HSI) models define the weights of each habitat feature subjectively in their approach. To address this problem, we utilized a data-driven Maximum Entropy (MaxEnt) model to assess the fine-scaled habitat suitability of Red-crowned crane ( Grus japonensis ) in the breeding period based on the occurrence locations of Red-crowned crane and the habitat features derived from optical, radar imagery and topographical ancillary data. Results of this research show that the developed MaxEnt model improves the performances of previous HSI models. The MaxEnt model could identify the influences of the selected habitat features on the habitat suitability of the species and quantify the optimal habitat conditions for the Red-crowned cranes automatically. We found that habitat composition, water depth, and distance to roads and ditches were most important habitat features for Red-crowned cranes in the breeding period. The optimal conditions for each selected habitat features were recognized according to the response curves of environmental variables to occurrence probability of the species. For the breeding Red-crowned cranes, the desirable land cover type of breeding habitat is reed swamp; the suitable depth of water under the canopy is between 15 and 30 cm approximately; the selected vegetation cover is about 47.5%–74.5%; and the suitable distance from human disturbances is above 2500 m. This study demonstrated the practicability of the developed species distribution model (MaxEnt) on habitat suitability assessment for Red-crowned cranes, and provided a quantitative and automatic habitat suitability evaluation method for endangered waterfowl's protection. … (more)
- Is Part Of:
- Ecological indicators. Volume 91(2018)
- Journal:
- Ecological indicators
- Issue:
- Volume 91(2018)
- Issue Display:
- Volume 91, Issue 2018 (2018)
- Year:
- 2018
- Volume:
- 91
- Issue:
- 2018
- Issue Sort Value:
- 2018-0091-2018-0000
- Page Start:
- 439
- Page End:
- 446
- Publication Date:
- 2018-08
- Subjects:
- Red-crowned crane -- Maximum Entropy -- Habitat suitability -- Remote sensing
Environmental monitoring -- Periodicals
Environmental management -- Periodicals
Environmental impact analysis -- Periodicals
Environmental risk assessment -- Periodicals
Sustainable development -- Periodicals
333.71405 - Journal URLs:
- http://www.sciencedirect.com/science/journal/1470160X/ ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.ecolind.2018.04.013 ↗
- Languages:
- English
- ISSNs:
- 1470-160X
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3648.877200
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 20889.xml