niche models
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Forests ◽  
2021 ◽  
Vol 12 (12) ◽  
pp. 1780
Author(s):  
James J. Worrall ◽  
Gerald E. Rehfeldt

Forest management traditionally has been based on the expectation of a steady climate. In the face of a changing climate, management requires projections of changes in the distribution of the climatic niche of the major species and strategies for applying the projections. We prepared climatic habitat models incorporating heatload as a topographic predictor for the 14 upland tree species of southwestern Colorado, USA, an area that has already seen substantial climate impacts. Models were trained with over 800,000 points of known presence and absence. Using 11 climate scenarios for the decade around 2060, we classified and mapped change for each species. Projected impacts are extensive. Except for the low-elevation woodland species, persistent habitat is rare. Most habitat is lost or threatened and is poorly compensated by emergent habitat. Three species may be locally extirpated. Nevertheless, strategies are described that can use the projections to apply management where it is likely to be most effective, to facilitate or assist migration, to favor species likely to be suited in the future, and to identify potential climate refugia.


Diversity ◽  
2021 ◽  
Vol 13 (10) ◽  
pp. 467
Author(s):  
David Anthony Kirk ◽  
Sahebeh Karimi ◽  
Jared R. Maida ◽  
Jessica A. Harvey ◽  
Karl W. Larsen ◽  
...  

Modelling the distribution and abundance of species at risk is extremely important for their conservation and management. We used ecological niche models (ENMs) to predict the occurrence of western rattlesnakes (Crotalus oreganus) in British Columbia (BC), Canada. We applied this to existing population estimates to support a threshold of occurrence for management and conservation. We also identified predictors influencing rattlesnake distribution and abundance in this region. Using a Geographic Information Systems platform, we incorporated ENMs, capture–mark–recapture (CMR) and radio-telemetry results, province-wide observations, Landsat imagery and provincial databases for agricultural land use to produce quantitative, spatially explicit, population estimates across BC. Using available western rattlesnake habitat estimated at 183.9 km2 and averaging estimates calculated from densities in three study populations, we generated a mean adult population size of 9722 (±SD 3009; 0.8 relative index of occurrence [RIO] threshold). Only a small area (21.6 km2) of suitable land cover was located within protected areas, potentially protecting an estimated 1144 (±354) adults. Most suitable land cover was within 500 m of roads (170.6 km2), representing potential habitat being used by an estimated 9017 (±2791) adults. At the threshold RIO value chosen (0.8), only a very small area of farmland provided suitable land cover. Our results highlight the possibility of high mortality rates for western rattlesnakes near roads and the fact that protected areas do not provide sufficient coverage to conserve the population. Given that this species has relatively low mobility and high site fidelity to home ranges, our population estimate for BC provides a useful reference for the northern part of the species’ range. It also fulfills a need to estimate population size within political jurisdictions where conservation management decisions are made, as well as presenting a method that can be applied to other parts of the range, including the southern United States. Our study provides an important benchmark for future monitoring of western rattlesnakes in BC using a repeatable and transparent approach. Similar applications can be extrapolated and applied for other threatened species to identify and quantify population distributions and threats, further supporting conservation prioritization tools to be used to maximize the effectiveness of conservation strategies under financial constraints.


2021 ◽  
Vol 304 (10) ◽  
pp. 2264-2278
Author(s):  
Camilo A. Linares‐Vargas ◽  
Wilmar Bolívar‐García ◽  
Alexandra Herrera‐Martínez ◽  
Daniel Osorio‐Domínguez ◽  
Oscar E. Ospina ◽  
...  

Insects ◽  
2021 ◽  
Vol 12 (8) ◽  
pp. 670
Author(s):  
Natalie A. Saxton ◽  
Erica M. Paxman ◽  
Abigail M. Dean ◽  
Colin R. Jensen ◽  
Gareth S. Powell ◽  
...  

Vanuatubasis Ober and Staniczek is a genus of damselfly endemic to Vanuatu. Little is known about the distribution and general natural history of the genus. We present the results of 14 weeks of fieldwork in Vanuatu to provide a better understanding of the biology of this genus. Specifically, we tested ecological niche models to predict the presence of Vanuatubasis throughout the region and explored how water pH may play a role in their distribution and ecology. The results of this fieldwork refined our model and further predicted the presence of this genus on additional islands. We also found stream pH as a strong predictor for the presence of Vanuatubasis, with their presence in alkaline streams significantly higher (p < 0.001). The mean pH for those streams where the genus was collected was 8.44 (n = 53).


Animals ◽  
2021 ◽  
Vol 11 (7) ◽  
pp. 2020
Author(s):  
Adrián Regos ◽  
Luis Tapia ◽  
Alberto Gil-Carrera ◽  
Jesús Domínguez

Despite the mounting evidence supporting positive relationships between species abundance and habitat suitability, the capacity of ecological niche models (ENMs) to capture variations in population abundance remains largely unexplored. This study focuses on sympatric populations of hen harrier (Circus cyaneus) and Montagu’s harrier (Circus pygargus), surveyed in 1997 and 2017 in an upland moor area in northwestern Spain. The ENMs performed very well for both species (with area under the ROC curve and true skill statistic values of up to 0.9 and 0.75). The presence of both species was mainly correlated with heathlands, although the normalized difference water index derived from Landsat images was the most important for hen harrier, indicating a greater preference of this species for wet heaths and peat bogs. The findings showed that ENM-derived habitat suitability was significantly correlated with the species abundance, thus reinforcing the use of ENMs as a proxy for species abundance. However, the temporal variation in species abundance was not significantly explained by changes in habitat suitability predicted by the ENMs, indicating the need for caution when using these types of models to infer changes in population abundance.


Polar Biology ◽  
2021 ◽  
Author(s):  
Salomé Fabri-Ruiz ◽  
Charlène Guillaumot ◽  
Antonio Agüera ◽  
Bruno Danis ◽  
Thomas Saucède

2021 ◽  
Author(s):  
María Cristina Carrillo García ◽  
Lucas Girola-Iglesias ◽  
Mercedes Guijarro ◽  
Carmen Hernando ◽  
Javier Madrigal ◽  
...  

Abstract Context Climate change and land-use changes are the main drivers altering fire regime and leading to the occurrence of megafires. Current management policies focus on short-term restoration without considering how climate change affects regeneration dynamics. Objectives We aimed to test the usefulness of ecological niche models (ENMs) in post-fire restoration plans, assessing the short and long-term effects (climate change) of tree species distribution. We, also, examined different important conceptual and methodological aspects. Methods We executed ENM for the four main tree species in an area affected by a megafire in Central Spain following a hierarchical approach and precise resolution (25 meters), at two scales (local and regional), two sampling strategies (regular 2 years after the fire, and opportunistic 14 years after the fire) at local scale, and under two future climate change scenarios. Results ENMs were reliable (AUC > 0.9). Local models generated with data from an opportunistic sampling strategy in a stable phase of vegetation succession (14 years after the fire) provided valuable information for decision-making in post-fire management for current time. But, regional models are capable of projecting the whole climatic niche of species to determine the potential effect of climate change on the vegetation. Conclusion The usefulness of ENMs as support tools in decision-making for post-fire management was confirmed for the first time. ENMs projected at different scales provide valuable information for decision-making in post-fire management. This framework can be applied in other areas to manage the restoration of areas affected by megafires considering climate change scenarios.


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