Detailed model of shelter areas for the Cantabrian brown bear

Abstract We propose a methodology to determine critical areas for brown bear (Ursus arctos) in the Cantabrian Mountains (Spain), considered as shelter areas in which there are concentrations of winter dens and groups of resting sites. We assessed a function which enabled a precise spatial distribution model to be constructed. This function helps to explain the present division of the range of the bears into two isolated populations and to identify areas for protection with the aim of increasing their probabilities of survival or connection. This has been done using a multivariate analysis and by applying the results to variables modelled on a geographic information system. We took a location containing 161 bear dens and resting sites. These positions have been characterised by modelling variables in a grid of 50-m cells derived from the topography (digital model of elevations, orientations, slopes, altitude variability in an area around each location). The variables include those that quantify distance weighting according to difficulties associated with access to different disturbance elements (infrastructures or buildings), variables that quantify distances to refuges (forests, scrubs, and rocky areas) and their shape (perimeter, thickness, eccentricity or shape of the forest and type of rocky areas). We constructed a logistic regression model with this data that locates and highlights shelter areas with an 86% average rate of precision. This result reveals that the eastern population has shelter areas around the present range, indicating a possible expansion area; however, there is a gap measuring close to 30 km between both populations that is almost entirely lacking in shelters and that contains important infrastructures. Increasing refuge conditions in the gap to connect shelter areas will make it possible to recover the area as a corridor.

[1]  M. Adamič,et al.  The impact of high speed, high volume traffic axes on brown bears in Slovenia , 2003 .

[2]  C. Metz Basic principles of ROC analysis. , 1978, Seminars in nuclear medicine.

[3]  M. Rejmánek,et al.  Status and habitat preferences of Uganda cheetahs: an attempt to predict carnivore occurrence based on vegetation structure , 1999, Biodiversity & Conservation.

[4]  R. Haines-Young,et al.  Species presence in fragmented landscapes: modelling of species requirements at the national level , 2002 .

[5]  P. Burrough Principles of Geographical Information Systems for Land Resources Assessment , 1986 .

[6]  F. Purroy,et al.  El oso en León , 1988 .

[7]  Patrick Hostert,et al.  Habitat and population modelling of roe deer using an interactive geographic information system , 1999 .

[8]  S. Manel,et al.  Comparing discriminant analysis, neural networks and logistic regression for predicting species distributions: a case study with a Himalayan river bird , 1999 .

[9]  D. Hosmer,et al.  Applied Logistic Regression , 1991 .

[10]  Xueqiao Huang,et al.  A Machine-Learning Approach to Automated Knowledge-Base Building for Remote Sensing Image Analysis with GIs Data , 1997 .

[11]  J. Lobo,et al.  Threshold criteria for conversion of probability of species presence to either–or presence–absence , 2007 .

[12]  Andrej Kobler,et al.  Identifying brown bear habitat by a combined GIS and machine learning method. , 2000 .

[13]  John Bell,et al.  A review of methods for the assessment of prediction errors in conservation presence/absence models , 1997, Environmental Conservation.

[14]  Paul Beier,et al.  Determining Minimum Habitat Areas and Habitat Corridors for Cougars , 1993 .

[15]  P. Kaczensky,et al.  Human influence on the choice of winter dens by European brown bears in Slovenia , 2004 .

[16]  Sašo Džeroski,et al.  Modeling the brown bear population in Slovenia: A tool in the conservation management of a threatened species , 2003 .

[17]  J. Swenson,et al.  Geographic expansion of an increasing brown bear population: evidence for presaturation dispersal , 1998 .

[18]  Mark S. Boyce,et al.  Denning behavior and den site selection of grizzly bears along the Parsnip River, British Columbia, Canada , 2005 .

[19]  Thorsten Wiegand,et al.  Expansion of Brown Bears (Ursus arctos) into the Eastern Alps: A Spatially Explicit Population Model , 2004, Biodiversity & Conservation.

[20]  A. Clevenger,et al.  Relationships among grizzly bears, highways, and habitat in the Banff-Bow Valley, Alberta, Canada , 2003 .

[21]  Francisco J. Purroy,et al.  Habitat assessment of a relict brown bear Ursus arctos population in northern Spain , 1997 .

[22]  Miguel Delibes,et al.  Endangered Species Constrained by Natural and Human Factors: the Case of Brown Bears in Northern Spain , 2003 .

[23]  F. Messier,et al.  DENNING ECOLOGY OF BARREN-GROUND GRIZZLY BEARS IN THE CENTRAL ARCTIC , 2002 .

[24]  Pierre Joly,et al.  Modeling spatial distribution of amphibian populations: a GIS approach based on habitat matrix permeability , 2002, Biodiversity & Conservation.

[25]  J. Michael Scott,et al.  Predicting Species Occurrences: Issues of Accuracy and Scale , 2002 .

[26]  J. Obeso,et al.  Fragmentation patterns and protection of montane forest in the Cantabrian range (NW Spain) , 2005 .

[27]  M. Julivert Decollement tectonics in the Hercynian Cordillera of Northwest Spain , 1971 .

[28]  Anthony P. Clevenger,et al.  Grizzly bear response to human development and activities in the Bow River Watershed, Alberta, Canada , 2002 .

[29]  G. Luck The habitat requirements of the rufous treecreeper (Climacteris rufa). 2. Validating predictive habitat models , 2002 .

[30]  R. Itami,et al.  GIS-based habitat modeling using logistic multiple regression : a study of the Mt. Graham red squirrel , 1991 .

[31]  P. Taberlet,et al.  Mitochondrial DNA polymorphism, phylogeography, and conservation genetics of the brown bear Ursus arctos in Europe , 1994, Proceedings of the Royal Society of London. Series B: Biological Sciences.

[32]  T. Dawson,et al.  Modelling species distributions in Britain: a hierarchical integration of climate and land-cover data , 2004 .

[33]  R. L. Harrison Toward a Theory of Inter-Refuge Corridor Design , 1992 .

[34]  I. Mysterud Characteristics of Summer Beds of European Brown Bears in Norway , 1983 .

[35]  A. Fielding,et al.  Testing the Generality of Bird‐Habitat Models , 1995 .

[36]  J. Savidge,et al.  A predictive model of wetland habitat use on guam by endangered mariana common moorhens , 1999 .

[37]  Mark A. Burgman,et al.  Habitat selection by helmeted honeyeaters , 1994 .

[38]  D. Huber,et al.  Denning of Brown Bears in Croatia , 1997 .

[39]  Black Bear, Ursus americanus , Denning Chronology and Den Site Selection in the Northeastern Cascades of Washington , 2003 .

[40]  Jason W. Karl,et al.  SENSITIVITY OF SPECIES HABITAT-RELATIONSHIP MODEL PERFORMANCE TO FACTORS OF SCALE , 2000 .

[41]  B. Tabachnick,et al.  Using Multivariate Statistics , 1983 .

[42]  J. D. Campo,et al.  Distribución y aspectos poblacionales del oso pardo (Ursus arctos) en la cordillera Cantábrica , 1984 .

[43]  J. Swenson,et al.  Winter den abandonment by brown bears Ursus arctos: causes and consequences , 1997, Wildlife Biology.

[44]  Fernando Ballesteros,et al.  Trends in Number and Distribution of Brown Bear Females with Cubs-of-the-year in the Cantabrian Mountains, Spain , 2007 .

[45]  J. Suárez,et al.  Patrones de fragmentación del hábitat en el Norte de España: El ejemplo de hayedos y robledales en Asturias , 1990 .

[46]  Francisco J. Purroy,et al.  Brown bear (Ursus arctos L.) habitat use in the Cantabrian Mountains, Spain , 1992 .

[47]  Simon Ferrier,et al.  Evaluating the predictive performance of habitat models developed using logistic regression , 2000 .

[48]  Kimberly G. Smith,et al.  A multivariate model of female black bear habitat use for a geographic information system , 1993 .

[49]  David B. Lindenmayer,et al.  Habitat requirements of the mountain brushtail possum and the greater glider in the montane ash-type eucalypt forests of the central highlands of Victoria. , 1990 .

[50]  F. Pérez-Barbería,et al.  Genetic variability in Cantabrian chamois (Rupicapra pyrenaica parva Cabrera, 1910) , 1996 .

[51]  Thorsten Wiegand,et al.  ASSESSING THE RISK OF EXTINCTION FOR THE BROWN BEAR (URSUS ARCTOS) IN THE CORDILLERA CANTABRICA, SPAIN , 1998 .

[52]  Spain. Dirección General de Conservación de la Naturaleza,et al.  Atlas de los mamíferos terrestres de Espãna , 2002 .