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Miller SN, Beier P, Suzart de Albuquerque F. A test of Conserving Nature's Stage: protecting a diversity of geophysical traits can also support a diversity of species at a landscape scale. PHILOSOPHICAL TRANSACTIONS. SERIES A, MATHEMATICAL, PHYSICAL, AND ENGINEERING SCIENCES 2024; 382:20230063. [PMID: 38342207 DOI: 10.1098/rsta.2023.0063] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/20/2023] [Accepted: 11/28/2023] [Indexed: 02/13/2024]
Abstract
Conserving Nature's Stage (CNS) is a concept from conservation planning that promotes the protection of areas encompassing a broad range of enduring geophysical traits to provide long-term habitat for diverse species. The efficacy of using enduring geophysical characteristics as surrogates for biodiversity, independent of non-geophysical features and when considering finer resolution area selections, has yet to be investigated. Here, we evaluated CNS using 33 fine-scale inventories of vascular plant, non-vascular plant, invertebrate or vertebrate species from 13 areas across three continents. For each inventory, we estimated a continuous multidimensional surrogate defined from topographic and soil estimates of the surveyed plots. We assessed surrogate effectiveness by comparing the species representation of surrogate selected plots to the representation from plots picked randomly and using species information. We then used correlation coefficients to assess the link between the performance and qualities of the inventories, surroundings and surrogates. The CNS surrogate showed positive performance for 24 of the 33 inventories, and among these tests, represented 28 more species than random and 83% of the total number of species on average. We also found a small number of weak correlations between performance and environmental variability, as well as qualities of the surrogate. Our study demonstrates that prioritizing areas for a variety of geophysical characteristics will, in most cases, promote the representation of species. Our findings also point to areas for future research that might enhance CNS surrogacy. This article is part of the Theo Murphy meeting issue 'Geodiversity for science and society'.
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Affiliation(s)
- Stephanie N Miller
- School of Biology and Ecology, Mitchell Center for Sustainability Solutions, The University of Maine, Orono, ME 04469-5751, USA
- School of Forestry, Northern Arizona University, Flagstaff,AZ 86011-5018, USA
| | - Paul Beier
- School of Forestry, Northern Arizona University, Flagstaff,AZ 86011-5018, USA
- Center for Large Landscape Conservation, Bozeman, MT, USA
| | - Fabio Suzart de Albuquerque
- School of Applied Sciences and Arts, College of IntegrativeSciences and Arts, Arizona State University, Tempe, AZ, USA
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Flinte V, Pádua DG, Durand EM, Hodgin C, Khattar G, da Silveira LFL, Fernandes DRR, Sääksjärvi IE, Monteiro RF, Macedo MV, Mayhew PJ. Variation in a Darwin Wasp (Hymenoptera: Ichneumonidae) Community along an Elevation Gradient in a Tropical Biodiversity Hotspot: Implications for Ecology and Conservation. INSECTS 2023; 14:861. [PMID: 37999060 PMCID: PMC10671876 DOI: 10.3390/insects14110861] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/05/2023] [Revised: 10/23/2023] [Accepted: 10/30/2023] [Indexed: 11/25/2023]
Abstract
Understanding how biodiversity varies from place to place is a fundamental goal of ecology and an important tool for halting biodiversity loss. Parasitic wasps (Hymenoptera) are a diverse and functionally important animal group, but spatial variation in their diversity is poorly understood. We survey a community of parasitic wasps (Ichneumonidae: Pimplinae) using Malaise traps up a mountain in the Brazilian Atlantic Rainforest, and relate the catch to biotic and abiotic habitat characteristics. We find high species richness compared with previous similar studies, with abundance, richness, and diversity peaking at low to intermediate elevation. There is a marked change in community composition with elevation. Habitat factors strongly correlated with elevation also strongly predict changes in the pimpline community, including temperature as well as the density of bamboo, lianas, epiphytes, small trees, and herbs. These results identify several possible surrogates of pimpline communities in tropical forests, which could be used as a tool in conservation. They also contribute to the growing evidence for a typical latitudinal gradient in ichneumonid species richness, and suggest that low to medium elevations in tropical regions will sometimes conserve the greatest number of species locally, but to conserve maximal biodiversity, a wider range of elevations should also be targeted.
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Affiliation(s)
- Vivian Flinte
- Departamento de Ecologia, Instituto de Biologia, Universidade Federal do Rio de Janeiro, C.P. 68020, Rio de Janeiro 21941-590, Brazil; (V.F.); (G.K.); (L.F.L.d.S.); (R.F.M.); (M.V.M.)
| | - Diego G. Pádua
- Programa de Pós-Graduação em Entomologia, Instituto Nacional de Pesquisas da Amazônia, Manaus 69067-375, Brazil; (D.G.P.); (D.R.R.F.)
- Centro de Investigación de Estudios Avanzados del Maule, Vicerrectoría de Investigación y Postgrado, Universidad Católica del Maule, Avenida San Miguel, Talca 3605, Chile
| | - Emily M. Durand
- Department of Biology, University of York, Heslington, York YO10 5DD, UK; (E.M.D.); (C.H.)
| | - Caitlin Hodgin
- Department of Biology, University of York, Heslington, York YO10 5DD, UK; (E.M.D.); (C.H.)
| | - Gabriel Khattar
- Departamento de Ecologia, Instituto de Biologia, Universidade Federal do Rio de Janeiro, C.P. 68020, Rio de Janeiro 21941-590, Brazil; (V.F.); (G.K.); (L.F.L.d.S.); (R.F.M.); (M.V.M.)
- Laboratory of Community and Quantitative Ecology, Department of Biology, Concordia University, Montreal, QC H4B 1R6, Canada
| | - Luiz Felipe L. da Silveira
- Departamento de Ecologia, Instituto de Biologia, Universidade Federal do Rio de Janeiro, C.P. 68020, Rio de Janeiro 21941-590, Brazil; (V.F.); (G.K.); (L.F.L.d.S.); (R.F.M.); (M.V.M.)
- Biology Department, Western Carolina University, 1 University Drive, Cullowhee, NC 28723, USA
| | - Daniell R. R. Fernandes
- Programa de Pós-Graduação em Entomologia, Instituto Nacional de Pesquisas da Amazônia, Manaus 69067-375, Brazil; (D.G.P.); (D.R.R.F.)
| | | | - Ricardo F. Monteiro
- Departamento de Ecologia, Instituto de Biologia, Universidade Federal do Rio de Janeiro, C.P. 68020, Rio de Janeiro 21941-590, Brazil; (V.F.); (G.K.); (L.F.L.d.S.); (R.F.M.); (M.V.M.)
| | - Margarete V. Macedo
- Departamento de Ecologia, Instituto de Biologia, Universidade Federal do Rio de Janeiro, C.P. 68020, Rio de Janeiro 21941-590, Brazil; (V.F.); (G.K.); (L.F.L.d.S.); (R.F.M.); (M.V.M.)
| | - Peter J. Mayhew
- Department of Biology, University of York, Heslington, York YO10 5DD, UK; (E.M.D.); (C.H.)
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Limited reciprocal surrogacy of bird and habitat diversity and inconsistencies in their representation in Romanian protected areas. PLoS One 2022; 17:e0251950. [PMID: 35148309 PMCID: PMC8836316 DOI: 10.1371/journal.pone.0251950] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2021] [Accepted: 01/26/2022] [Indexed: 11/21/2022] Open
Abstract
Because it is impossible to comprehensively characterize biodiversity at all levels of organization, conservation prioritization efforts need to rely on surrogates. As species distribution maps of relished groups as well as high-resolution remotely sensed data increasingly become available, both types of surrogates are commonly used. A good surrogate should represent as much of biodiversity as possible, but it often remains unclear to what extent this is the case. Here, we aimed to address this question by assessing how well bird species and habitat diversity represent one another. We conducted our study in Romania, a species-rich country with high landscape heterogeneity where bird species distribution data have only recently started to become available. First, we prioritized areas for conservation based on either 137 breeding bird species or 36 habitat classes, and then evaluated their reciprocal surrogacy performance. Second, we examined how well these features are represented in already existing protected areas. Finally, we identified target regions of high conservation value for the potential expansion of the current network of reserves (as planned under the new EU Biodiversity Strategy for 2030). We found a limited reciprocal surrogacy performance, with bird species performing slightly better as a conservation surrogate for habitat diversity than vice versa. We could also show that areas with a high conservation value based on habitat diversity were represented better in already existing protected areas than areas based on bird species, which varied considerably between species. Our results highlight that taxonomic and environmental (i.e., habitat types) data may perform rather poorly as reciprocal surrogates, and multiple sources of data are required for a full evaluation of protected areas expansion.
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Wallis CIB, Tiede YC, Beck E, Böhning-Gaese K, Brandl R, Donoso DA, Espinosa CI, Fries A, Homeier J, Inclan D, Leuschner C, Maraun M, Mikolajewski K, Neuschulz EL, Scheu S, Schleuning M, Suárez JP, Tinoco BA, Farwig N, Bendix J. Biodiversity and ecosystem functions depend on environmental conditions and resources rather than the geodiversity of a tropical biodiversity hotspot. Sci Rep 2021; 11:24530. [PMID: 34972835 PMCID: PMC8720099 DOI: 10.1038/s41598-021-03488-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2021] [Accepted: 11/29/2021] [Indexed: 11/09/2022] Open
Abstract
AbstractBiodiversity and ecosystem functions are highly threatened by global change. It has been proposed that geodiversity can be used as an easy-to-measure surrogate of biodiversity to guide conservation management. However, so far, there is mixed evidence to what extent geodiversity can predict biodiversity and ecosystem functions at the regional scale relevant for conservation planning. Here, we analyse how geodiversity computed as a compound index is suited to predict the diversity of four taxa and associated ecosystem functions in a tropical mountain hotspot of biodiversity and compare the results with the predictive power of environmental conditions and resources (climate, habitat, soil). We show that combinations of these environmental variables better explain species diversity and ecosystem functions than a geodiversity index and identified climate variables as more important predictors than habitat and soil variables, although the best predictors differ between taxa and functions. We conclude that a compound geodiversity index cannot be used as a single surrogate predictor for species diversity and ecosystem functions in tropical mountain rain forest ecosystems and is thus little suited to facilitate conservation management at the regional scale. Instead, both the selection and the combination of environmental variables are essential to guide conservation efforts to safeguard biodiversity and ecosystem functions.
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Conlisk E, Haeuser E, Flint A, Lewison RL, Jennings MK. Pairing functional connectivity with population dynamics to prioritize corridors for Southern California spotted owls. DIVERS DISTRIB 2021. [DOI: 10.1111/ddi.13235] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
Affiliation(s)
| | - Emily Haeuser
- Institute for Ecological Monitoring and Management San Diego State University San Diego CA USA
- Institute for Health Metrics and Evaluation University of Washington Seattle WA USA
| | - Alan Flint
- USGS California Water Science Center Sacramento CA USA
| | - Rebecca L. Lewison
- Institute for Ecological Monitoring and Management San Diego State University San Diego CA USA
| | - Megan K. Jennings
- Institute for Ecological Monitoring and Management San Diego State University San Diego CA USA
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Pollock LJ, O'Connor LMJ, Mokany K, Rosauer DF, Talluto L, Thuiller W. Protecting Biodiversity (in All Its Complexity): New Models and Methods. Trends Ecol Evol 2020; 35:1119-1128. [PMID: 32977981 DOI: 10.1016/j.tree.2020.08.015] [Citation(s) in RCA: 62] [Impact Index Per Article: 12.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2019] [Revised: 08/24/2020] [Accepted: 08/25/2020] [Indexed: 11/21/2022]
Abstract
We are facing a biodiversity crisis at the same time as we are acquiring an unprecedented view of the world's biodiversity. Vast new datasets (e.g., species distributions, traits, phylogenies, and interaction networks) hold knowledge to better comprehend the depths of biodiversity change, reliably anticipate these changes, and inform conservation actions. To harness this information for conservation, we need to integrate the largely independent fields of biodiversity modeling and conservation. We highlight new developments in each respective field, early examples of how they are being brought together, and ideas for a future synthesis such that conservation decisions can be made with fuller awareness of the biodiversity at stake.
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Affiliation(s)
- Laura J Pollock
- Department of Biology, McGill University, 1205 Dr. Penfield Avenue, Montréal, Québec H3A 1B1, Canada; Université Grenoble Alpes and Université Savoie Mont Blanc, Centre National de la Recherche Scientifique (CNRS), Laboratoire d'Écologie Alpine (LECA), F-38000 Grenoble, France.
| | - Louise M J O'Connor
- Université Grenoble Alpes and Université Savoie Mont Blanc, Centre National de la Recherche Scientifique (CNRS), Laboratoire d'Écologie Alpine (LECA), F-38000 Grenoble, France
| | - Karel Mokany
- Commonwealth Scientific and Industrial Research Organisation (CSIRO), PO Box 1700, Canberra, ACT 2601, Australia
| | - Dan F Rosauer
- Research School of Biology, Australian National University, Acton, Canberra, ACT 2601, Australia
| | - Lauren Talluto
- Department of Ecohydrology, Leibniz Institute for Freshwater Ecology and Inland Fisheries, Müggelseedamm 310, 12587 Berlin, Germany; Department of Ecology, University of Innsbruck, Innrain 52, AT-6020 Innsbruck, Austria
| | - Wilfried Thuiller
- Université Grenoble Alpes and Université Savoie Mont Blanc, Centre National de la Recherche Scientifique (CNRS), Laboratoire d'Écologie Alpine (LECA), F-38000 Grenoble, France
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Abstract
Protected areas are the backbone of biodiversity conservation but are fixed in space and vulnerable to anthropogenic climate change. Myanmar is exceptionally rich in biodiversity but has a small protected area system. This study aimed to assess the potential vulnerability of this system to climate change. In the absence of good biodiversity data, we used a spatial modeling approach based on a statistically derived bioclimatic stratification (the Global Environmental Stratification, GEnS) to understand the spatial implications of projected climate change for Myanmar’s protected area system by 2050 and 2070. Nine bioclimatic zones and 41 strata were recognized in Myanmar, but their representation in the protected area system varied greatly, with the driest zones especially underrepresented. Under climate change, most zones will shift upslope, with some protected areas projected to change entirely to a new bioclimate. Potential impacts on biodiversity include mountaintop extinctions of species endemic to isolated peaks, loss of climate specialists from small protected areas and those with little elevational range, and woody encroachment into savannas and open forests as a result of both climate change and rising atmospheric CO2. Myanmar needs larger, better connected, and more representative protected areas, but political, social, and economic problems make this difficult.
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Sayre R, Karagulle D, Frye C, Boucher T, Wolff NH, Breyer S, Wright D, Martin M, Butler K, Van Graafeiland K, Touval J, Sotomayor L, McGowan J, Game ET, Possingham H. An assessment of the representation of ecosystems in global protected areas using new maps of World Climate Regions and World Ecosystems. Glob Ecol Conserv 2020. [DOI: 10.1016/j.gecco.2019.e00860] [Citation(s) in RCA: 38] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022] Open
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Albuquerque F, Astudillo-Scalia Y. The role of rarity as a surrogate of marine fish species representation. PeerJ 2020; 8:e8373. [PMID: 32095318 PMCID: PMC7017789 DOI: 10.7717/peerj.8373] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2019] [Accepted: 12/09/2019] [Indexed: 11/29/2022] Open
Abstract
Because the distribution of most of the species is poorly known, conservationists use surrogates to help maximize the representation level of all species. Historically, species richness has been used to calculate the importance of priority areas for conservation, but several studies revealed sites with high species richness often fail to determine the smallest number of sites that will protect the highest number of species. Rarity, however, has played a prominent role in safeguarding planning units. While the performance of rarity has been previously assessed in terrestrial systems, we tested the hypothesis that rarity of a site can be used as a measure of the importance of a site to a conservation network in marine ecosystems. We used the presence data (at a 1-degree resolution) to calculate five rarity indices of fish diversity at a global extent and compared the results to those obtained by using species richness and site complementarity. Our objectives were to: (1) determine if rarity indices can be used as surrogates of fish biodiversity by representing the highest number of species in the smallest number of sites; and (2) determine if the effectiveness of these indices to represent fish biodiversity is impacted by the metric used to define rarity. Results indicate that rarity could be an effective surrogate for marine fishes, as most results showed a mean of 100% effectiveness. In the context of marine biodiversity conservation, results show that rarity indices could be considered affordable and feasible surrogates of species representation, with the most significant benefit to those areas of the world that are in most need to access alternative tools. Results also open a new area of collaboration between biogeography and marine conservation biology since planners can use biogeographical patterns of rarity to enhance the performance of the current protected area network.
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Affiliation(s)
- Fabio Albuquerque
- Science and Mathematics Faculty, College of Integrative Sciences and Arts, Arizona State University, Mesa, AZ, United States of America
| | - Yaiyr Astudillo-Scalia
- Science and Mathematics Faculty, College of Integrative Sciences and Arts, Arizona State University, Mesa, AZ, United States of America
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Yang F, Wu R, Jin T, Long Y, Zhao P, Yu Q, Wang L, Wang J, Zhao H, Guo Y. Efficiency of unlocking or locking existing protected areas for identifying complementary areas for biodiversity conservation. THE SCIENCE OF THE TOTAL ENVIRONMENT 2019; 694:133771. [PMID: 31756816 DOI: 10.1016/j.scitotenv.2019.133771] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/22/2019] [Revised: 08/02/2019] [Accepted: 08/03/2019] [Indexed: 06/10/2023]
Abstract
It is well known that existing protected areas (PAs) should function as focal areas for expanding PA systems. The optimal complementary conservation areas are often identified by implementing two approaches in systematic conservation planning, i.e., unlocking or locking existing PAs. However, evidence-based studies are lacking for clarifying the efficiencies of these two planning approaches. With Sichuan in southwest China - part of a global biodiversity hotspot - as one case, this study first assessed the ecological representativeness of existing nature reserves (NRs). Using 32 natural vegetation types as the conservation features, we then implemented a systematic conservation planning process by running Marxan software with NR-unlocked and NR-locked scenarios. A human disturbance index was also included as a penalty function in Marxan for achieving cost-effective planning. We finally investigated the efficiencies of the unlocking and locking planning approaches by comparing the outcomes of the NR-unlocked and NR-locked scenarios. We found that existing NRs were geographically biased towards the western mountainous regions with high elevations and low human disturbance levels. For achieving the same quantitative conservation targets, the total area of the NR-locked priority conservation areas was 18.6% larger than that of the NR-unlocked areas, whereas the area of NR-locked complementary areas to existing NRs was 15.3% smaller than that of NR-unlocked ones. Moreover, the NR-locked priority conservation areas had higher ecological representativeness than NR-unlocked areas. The results suggest that if a completely new PA system is to be established without considering existing PAs, the unlocking approach could more efficiently achieve the full conservation targets at lower costs of land area and with better connected habitats. When existing PAs must be used as focal areas for expansion, the locking approach is more cost-effective for filling conservation gaps by requiring smaller amounts of complementary areas. Our analysis provides evidence-based support for expanding the current PA systems in a cost-effective manner.
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Affiliation(s)
- Feiling Yang
- Conservation Biogeography Research Group, Institute of International Rivers and Eco-security, Yunnan University, Kunming, Yunnan 650091, China; Yunnan Key Laboratory of International Rivers and Transboundary Ecosecurity, Yunnan University, Kunming, Yunnan 650091, China
| | - Ruidong Wu
- Conservation Biogeography Research Group, Institute of International Rivers and Eco-security, Yunnan University, Kunming, Yunnan 650091, China; Yunnan Key Laboratory of International Rivers and Transboundary Ecosecurity, Yunnan University, Kunming, Yunnan 650091, China.
| | - Tong Jin
- The Nature Conservancy China Program, B4-2 Qijiayuan Diplomatic Compound, No. 9 Jianguomenwai Dajie, Beijing 100600, China
| | - Yongcheng Long
- Southwest Branch of Society of Entrepreneur and Ecology, 17-3 Jingdong Road, Kunming, Yunnan 650217, China
| | - Peng Zhao
- The Nature Conservancy China Program, B4-2 Qijiayuan Diplomatic Compound, No. 9 Jianguomenwai Dajie, Beijing 100600, China
| | - Qian Yu
- International Crane Foundation, Beijing 100029, China
| | - Longzhu Wang
- The Nature Conservancy China Program, B4-2 Qijiayuan Diplomatic Compound, No. 9 Jianguomenwai Dajie, Beijing 100600, China
| | - JunJun Wang
- Conservation Biogeography Research Group, Institute of International Rivers and Eco-security, Yunnan University, Kunming, Yunnan 650091, China; Yunnan Key Laboratory of International Rivers and Transboundary Ecosecurity, Yunnan University, Kunming, Yunnan 650091, China
| | - Haiwei Zhao
- Conservation Biogeography Research Group, Institute of International Rivers and Eco-security, Yunnan University, Kunming, Yunnan 650091, China; Yunnan Key Laboratory of International Rivers and Transboundary Ecosecurity, Yunnan University, Kunming, Yunnan 650091, China
| | - Yang Guo
- Conservation Biogeography Research Group, Institute of International Rivers and Eco-security, Yunnan University, Kunming, Yunnan 650091, China; Yunnan Key Laboratory of International Rivers and Transboundary Ecosecurity, Yunnan University, Kunming, Yunnan 650091, China
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11
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A GIS-Based Water Balance Approach Using a LiDAR-Derived DEM Captures Fine-Scale Vegetation Patterns. REMOTE SENSING 2019. [DOI: 10.3390/rs11202385] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Topography exerts strong control on microclimate, resulting in distinctive vegetation patterns in areas of moderate to high relief. Using the Thornthwaite approach to account for hydrologic cycle components, a GIS-based Water Balance Toolset is presented as a means to address fine-scale species–site relationships. For each pixel within a study area, the toolset assesses inter-annual variations in moisture demand (governed by temperature and radiation) and availability (precipitation, soil storage). These in turn enable computation of climatic water deficit, the amount by which available moisture fails to meet demand. Summer deficit computed by the model correlates highly with the Standardized Precipitation–Evapotranspiration Index (SPEI) for drought at several sites across the eastern U.S. Yet the strength of the approach is its ability to model fine-scale patterns. For a 25-ha study site in central Indiana, individual tree locations were linked to summer deficit under different historical conditions: using average monthly climatic variables for 1998–2017, and for the drought year of 2012. In addition, future baseline and drought-year projections were modeled based on downscaled GCM data for 2071–2100. Although small deficits are observed under average conditions (historical or future), strong patterns linked to topography emerge during drought years. The modeled moisture patterns capture vegetation distributions described for the region, with beech and maple preferentially occurring in low-deficit settings, and oak and hickory dominating more xeric positions. End-of-century projections suggest severe deficit, which should favor oak and hickory over more mesic species. Pockets of smaller deficit persist on the landscape, but only when a fine-resolution Light Detection and Ranging (LiDAR)-derived Digital Elevation Model (DEM) is used; a coarse-resolution DEM masks fine-scale variability and compresses the range of observed values. Identification of mesic habitat microrefugia has important implications for retreating species under altered climate. Using readily available data to evaluate fine-scale patterns of moisture demand and availability, the Water Balance Toolset provides a useful approach to explore species–environment linkages.
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12
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Astudillo-Scalia Y, de Albuquerque FS. Evaluating the performance of rarity as a surrogate in site prioritization for biodiversity conservation. Glob Ecol Conserv 2019. [DOI: 10.1016/j.gecco.2019.e00639] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022] Open
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13
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Wang J, Wu R, He D, Yang F, Hu P, Lin S, Wu W, Diao Y, Guo Y. Spatial relationship between climatic diversity and biodiversity conservation value. CONSERVATION BIOLOGY : THE JOURNAL OF THE SOCIETY FOR CONSERVATION BIOLOGY 2018; 32:1266-1277. [PMID: 29862570 DOI: 10.1111/cobi.13147] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/11/2018] [Revised: 05/07/2018] [Accepted: 05/30/2018] [Indexed: 06/08/2023]
Abstract
Capturing the full range of climatic diversity in a reserve network is expected to improve the resilience of biodiversity to climate change. Therefore, a study on systematic conservation planning for climatic diversity that explicitly or implicitly hypothesizes that regions with higher climatic diversity support greater biodiversity is needed. However, little is known about the extent and generality of this hypothesis. We used the case of Yunnan, southwest China, to quantitatively classify climatic units and modeled 4 climatic diversity indicators, including the variety (VCU), rarity (RCU), endemism (ECU) of climatic units, and a composite index of climatic diversity (CICD). We used 5 schemes that reliably identify priority conservation areas (PCAs) to identify areas with high biodiversity conservation value. We then investigated the spatial relationships between the 4 climatic diversity indicators and the results of the 5 PCA schemes and assessed the representation of climatic diversity within the existing nature reserves. The CICD was the best indicator of areas with high conservation value, followed by ECU and RCU. Contrary to conventional knowledge, VCU was not positively associated with biodiversity conservation value. The rarer or more endemic climatic units tended to have higher reserve coverage than the more common units. However, only 28 units, covering 10.5% of the land in Yunnan, had >17% of their areas protected. In addition to climatic factors, topography and human disturbances also significantly affected the relationship between climatic diversity and biodiversity conservation value. Our results suggest that climatic diversity can be an effective surrogate for establishing a more robust reserve network under climate change in Yunnan. Our study improves understanding of the relationship between climatic diversity and biodiversity and helps build an evidence-based foundation for systematic conservation planning that targets climatic diversity in response to climate change.
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Affiliation(s)
- Junjun Wang
- Conservation Biogeography Research Group, Institute of International Rivers and Eco-security, Yunnan University, Kunming, Yunnan, 650091, China
- Yunnan Key Laboratory of International Rivers and Transboundary Ecosecurity, Yunnan University, Kunming, Yunnan, 650091, China
| | - Ruidong Wu
- Conservation Biogeography Research Group, Institute of International Rivers and Eco-security, Yunnan University, Kunming, Yunnan, 650091, China
- Yunnan Key Laboratory of International Rivers and Transboundary Ecosecurity, Yunnan University, Kunming, Yunnan, 650091, China
| | - Daming He
- Conservation Biogeography Research Group, Institute of International Rivers and Eco-security, Yunnan University, Kunming, Yunnan, 650091, China
- Yunnan Key Laboratory of International Rivers and Transboundary Ecosecurity, Yunnan University, Kunming, Yunnan, 650091, China
| | - Feiling Yang
- Conservation Biogeography Research Group, Institute of International Rivers and Eco-security, Yunnan University, Kunming, Yunnan, 650091, China
- Yunnan Key Laboratory of International Rivers and Transboundary Ecosecurity, Yunnan University, Kunming, Yunnan, 650091, China
| | - Peijun Hu
- Conservation Biogeography Research Group, Institute of International Rivers and Eco-security, Yunnan University, Kunming, Yunnan, 650091, China
- Yunnan Key Laboratory of International Rivers and Transboundary Ecosecurity, Yunnan University, Kunming, Yunnan, 650091, China
| | - Shiwei Lin
- Conservation Biogeography Research Group, Institute of International Rivers and Eco-security, Yunnan University, Kunming, Yunnan, 650091, China
- Yunnan Key Laboratory of International Rivers and Transboundary Ecosecurity, Yunnan University, Kunming, Yunnan, 650091, China
| | - Wei Wu
- Conservation Biogeography Research Group, Institute of International Rivers and Eco-security, Yunnan University, Kunming, Yunnan, 650091, China
- Yunnan Key Laboratory of International Rivers and Transboundary Ecosecurity, Yunnan University, Kunming, Yunnan, 650091, China
| | - Yixin Diao
- Conservation Biogeography Research Group, Institute of International Rivers and Eco-security, Yunnan University, Kunming, Yunnan, 650091, China
- Yunnan Key Laboratory of International Rivers and Transboundary Ecosecurity, Yunnan University, Kunming, Yunnan, 650091, China
| | - Yang Guo
- Conservation Biogeography Research Group, Institute of International Rivers and Eco-security, Yunnan University, Kunming, Yunnan, 650091, China
- Yunnan Key Laboratory of International Rivers and Transboundary Ecosecurity, Yunnan University, Kunming, Yunnan, 650091, China
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Richards ZT, Day JC. Biodiversity of the Great Barrier Reef-how adequately is it protected? PeerJ 2018; 6:e4747. [PMID: 29761059 PMCID: PMC5947040 DOI: 10.7717/peerj.4747] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2017] [Accepted: 04/21/2018] [Indexed: 11/20/2022] Open
Abstract
Background The Great Barrier Reef (GBR) is the world's most iconic coral reef ecosystem, recognised internationally as a World Heritage Area of outstanding significance. Safeguarding the biodiversity of this universally important reef is a core legislative objective; however, ongoing cumulative impacts including widespread coral bleaching and other detrimental impacts have heightened conservation concerns for the future of the GBR. Methods Here we review the literature to report on processes threatening species on the GBR, the status of marine biodiversity, and evaluate the extent of species-level monitoring and reporting. We assess how many species are listed as threatened at a global scale and explore whether these same species are protected under national threatened species legislation. We conclude this review by providing future directions for protecting potentially endangered elements of biodiversity within the GBR. Results Most of the threats identified to be harming the diversity of marine life on the GBR over the last two-three decades remain to be effectively addressed and many are worsening. The inherent resilience of this globally significant coral reef ecosystem has been seriously compromised and various elements of the biological diversity for which it is renowned may be at risk of silent extinction. We show at least 136 of the 12,000+ animal species known to occur on the GBR (approximately 20% of the 700 species assessed by the IUCN) occur in elevated categories of threat (Critically Endangered, Endangered or Vulnerable) at a global scale. Despite the wider background level of threat for these 136 species, only 23 of them are listed as threatened under regional or national legislation. Discussion To adequately protect the biodiversity values of the GBR, it may be necessary to conduct further targeted species-level monitoring and reporting to complement ecosystem management approaches. Conducting a vigorous value of information analysis would provide the opportunity to evaluate what new and targeted information is necessary to support dynamic management and to safeguard both species and the ecosystem as a whole. Such an analysis would help decision-makers determine if further comprehensive biodiversity surveys are needed, especially for those species recognised to be facing elevated background levels of threat. If further monitoring is undertaken, it will be important to ensure it aligns with and informs the GBRMPA Outlook five-year reporting schedule. The potential also exists to incorporate new environmental DNA technologies into routine monitoring to deliver high-resolution species data and identify indicator species that are cursors of specific disturbances. Unless more targeted action is taken to safeguard biodiversity, we may fail to pass onto future generations many of the values that comprise what is universally regarded as the world's most iconic coral reef ecosystem.
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Affiliation(s)
- Zoe T Richards
- Trace and Environmental DNA Laboratory, School of Molecular and Life Sciences, Curtin University of Technology, Perth, WA, Australia.,Aquatic Zoology Department, Western Australian Museum, Welshpool, WA, Australia
| | - Jon C Day
- ARC Centre of Excellence for Coral Reef Studies, James Cook University of North Queensland, Townsville, QLD, Australia
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15
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Ware C, Williams KJ, Harding J, Hawkins B, Harwood T, Manion G, Perkins GC, Ferrier S. Improving biodiversity surrogates for conservation assessment: A test of methods and the value of targeted biological surveys. DIVERS DISTRIB 2018. [DOI: 10.1111/ddi.12766] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023] Open
Affiliation(s)
- Chris Ware
- Land and Water; Commonwealth Scientific and Industrial Research Organisation (CSIRO); Canberra ACT Australia
| | - Kristen J. Williams
- Land and Water; Commonwealth Scientific and Industrial Research Organisation (CSIRO); Canberra ACT Australia
| | - Jo Harding
- Australian Biological Resources Study; Department of the Environment and Energy; Canberra ACT Australia
| | - Brian Hawkins
- Australian Biological Resources Study; Department of the Environment and Energy; Canberra ACT Australia
| | - Thomas Harwood
- Land and Water; Commonwealth Scientific and Industrial Research Organisation (CSIRO); Canberra ACT Australia
| | - Glenn Manion
- New South Wales Office of Environment and Heritage; Armidale NSW Australia
| | - Genevieve C. Perkins
- Land and Water; Commonwealth Scientific and Industrial Research Organisation (CSIRO); Townsville Qld Australia
- Parks Ecological Integrity Monitoring; Banff Field Unit; Parks Canada, Government of Canada; Banff AB Canada
| | - Simon Ferrier
- Land and Water; Commonwealth Scientific and Industrial Research Organisation (CSIRO); Canberra ACT Australia
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16
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Carli E, Frondoni R, Pinna MS, Bacchetta G, Fenu G, Fois M, Marignani M, Puddu S, Blasi C. Spatially assessing plant diversity for conservation: A Mediterranean case study. J Nat Conserv 2018. [DOI: 10.1016/j.jnc.2017.11.003] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
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17
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Hunter EA, Nibbelink NP. Using environmental heterogeneity to plan for sea-level rise. CONSERVATION BIOLOGY : THE JOURNAL OF THE SOCIETY FOR CONSERVATION BIOLOGY 2017; 31:1409-1417. [PMID: 28240439 DOI: 10.1111/cobi.12920] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/29/2016] [Revised: 02/15/2017] [Accepted: 02/19/2017] [Indexed: 06/06/2023]
Abstract
Environmental heterogeneity is increasingly being used to select conservation areas that will provide for future biodiversity under a variety of climate scenarios. This approach, termed conserving nature's stage (CNS), assumes environmental features respond to climate change more slowly than biological communities, but will CNS be effective if the stage were to change as rapidly as the climate? We tested the effectiveness of using CNS to select sites in salt marshes for conservation in coastal Georgia (U.S.A.), where environmental features will change rapidly as sea level rises. We calculated species diversity based on distributions of 7 bird species with a variety of niches in Georgia salt marshes. Environmental heterogeneity was assessed across six landscape gradients (e.g., elevation, salinity, and patch area). We used 2 approaches to select sites with high environmental heterogeneity: site complementarity (environmental diversity [ED]) and local environmental heterogeneity (environmental richness [ER]). Sites selected based on ER predicted present-day species diversity better than randomly selected sites (up to an 8.1% improvement), were resilient to areal loss from SLR (1.0% average areal loss by 2050 compared with 0.9% loss of randomly selected sites), and provided habitat to a threatened species (0.63 average occupancy compared with 0.6 average occupancy of randomly selected sites). Sites selected based on ED predicted species diversity no better or worse than random and were not resilient to SLR (2.9% average areal loss by 2050). Despite the discrepancy between the 2 approaches, CNS is a viable strategy for conservation site selection in salt marshes because the ER approach was successful. It has potential for application in other coastal areas where SLR will affect environmental features, but its performance may depend on the magnitude of geological changes caused by SLR. Our results indicate that conservation planners that had heretofore excluded low-lying coasts from CNS planning could include coastal ecosystems in regional conservation strategies.
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Affiliation(s)
- Elizabeth A Hunter
- Warnell School of Forestry and Natural Resources, University of Georgia, 180 E. Green St., Athens, GA, 30602, U.S.A
| | - Nathan P Nibbelink
- Warnell School of Forestry and Natural Resources, University of Georgia, 180 E. Green St., Athens, GA, 30602, U.S.A
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18
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Applying Topographic Classification, Based on the Hydrological Process, to Design Habitat Linkages for Climate Change. FORESTS 2017. [DOI: 10.3390/f8120466] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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19
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Carroll C, Roberts DR, Michalak JL, Lawler JJ, Nielsen SE, Stralberg D, Hamann A, Mcrae BH, Wang T. Scale-dependent complementarity of climatic velocity and environmental diversity for identifying priority areas for conservation under climate change. GLOBAL CHANGE BIOLOGY 2017; 23:4508-4520. [PMID: 28267245 DOI: 10.1111/gcb.13679] [Citation(s) in RCA: 55] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/16/2016] [Revised: 02/22/2017] [Accepted: 02/28/2017] [Indexed: 06/06/2023]
Abstract
As most regions of the earth transition to altered climatic conditions, new methods are needed to identify refugia and other areas whose conservation would facilitate persistence of biodiversity under climate change. We compared several common approaches to conservation planning focused on climate resilience over a broad range of ecological settings across North America and evaluated how commonalities in the priority areas identified by different methods varied with regional context and spatial scale. Our results indicate that priority areas based on different environmental diversity metrics differed substantially from each other and from priorities based on spatiotemporal metrics such as climatic velocity. Refugia identified by diversity or velocity metrics were not strongly associated with the current protected area system, suggesting the need for additional conservation measures including protection of refugia. Despite the inherent uncertainties in predicting future climate, we found that variation among climatic velocities derived from different general circulation models and emissions pathways was less than the variation among the suite of environmental diversity metrics. To address uncertainty created by this variation, planners can combine priorities identified by alternative metrics at a single resolution and downweight areas of high variation between metrics. Alternately, coarse-resolution velocity metrics can be combined with fine-resolution diversity metrics in order to leverage the respective strengths of the two groups of metrics as tools for identification of potential macro- and microrefugia that in combination maximize both transient and long-term resilience to climate change. Planners should compare and integrate approaches that span a range of model complexity and spatial scale to match the range of ecological and physical processes influencing persistence of biodiversity and identify a conservation network resilient to threats operating at multiple scales.
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Affiliation(s)
- Carlos Carroll
- Klamath Center for Conservation Research, Orleans, CA, USA
| | - David R Roberts
- Department of Biometry and Environmental System Analysis, University of Freiburg, Freiburg, Germany
| | - Julia L Michalak
- School of Environmental and Forest Sciences, University of Washington, Seattle, WA, USA
| | - Joshua J Lawler
- School of Environmental and Forest Sciences, University of Washington, Seattle, WA, USA
| | - Scott E Nielsen
- Renewable Resources Department, University of Alberta, Edmonton, AB, Canada
| | - Diana Stralberg
- Renewable Resources Department, University of Alberta, Edmonton, AB, Canada
| | - Andreas Hamann
- Renewable Resources Department, University of Alberta, Edmonton, AB, Canada
| | | | - Tongli Wang
- Department of Forest and Conservation Sciences, University of British Columbia, Vancouver, BC, Canada
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20
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Evaluating β Diversity as a Surrogate for Species Representation at Fine Scale. PLoS One 2016; 11:e0151048. [PMID: 26943170 PMCID: PMC4778865 DOI: 10.1371/journal.pone.0151048] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2015] [Accepted: 02/23/2016] [Indexed: 11/19/2022] Open
Abstract
Species turnover or β diversity is a conceptually attractive surrogate for conservation planning. However, there has been only 1 attempt to determine how well sites selected to maximize β diversity represent species, and that test was done at a scale too coarse (2,500 km2 sites) to inform most conservation decisions. We used 8 plant datasets, 3 bird datasets, and 1 mammal dataset to evaluate whether sites selected to span β diversity will efficiently represent species at finer scale (sites sizes < 1 ha to 625 km2). We used ordinations to characterize dissimilarity in species assemblages (β diversity) among plots (inventory data) or among grid cells (atlas data). We then selected sites to maximize β diversity and used the Species Accumulation Index, SAI, to evaluate how efficiently the surrogate (selecting sites for maximum β diversity) represented species in the same taxon. Across all 12 datasets, sites selected for maximum β diversity represented species with a median efficiency of 24% (i.e., the surrogate was 24% more effective than random selection of sites), and an interquartile range of 4% to 41% efficiency. β diversity was a better surrogate for bird datasets than for plant datasets, and for atlas datasets with 10-km to 14-km grid cells than for atlas datasets with 25-km grid cells. We conclude that β diversity is more than a mere descriptor of how species are distributed on the landscape; in particular β diversity might be useful to maximize the complementarity of a set of sites. Because we tested only within-taxon surrogacy, our results do not prove that β diversity is useful for conservation planning. But our results do justify further investigation to identify the circumstances in which β diversity performs well, and to evaluate it as a cross-taxon surrogate.
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Lawler JJ, Ackerly DD, Albano CM, Anderson MG, Dobrowski SZ, Gill JL, Heller NE, Pressey RL, Sanderson EW, Weiss SB. The theory behind, and the challenges of, conserving nature's stage in a time of rapid change. CONSERVATION BIOLOGY : THE JOURNAL OF THE SOCIETY FOR CONSERVATION BIOLOGY 2015; 29:618-629. [PMID: 25922899 DOI: 10.1111/cobi.12505] [Citation(s) in RCA: 92] [Impact Index Per Article: 9.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/22/2014] [Accepted: 01/21/2015] [Indexed: 06/04/2023]
Abstract
Most conservation planning to date has focused on protecting today's biodiversity with the assumption that it will be tomorrow's biodiversity. However, modern climate change has already resulted in distributional shifts of some species and is projected to result in many more shifts in the coming decades. As species redistribute and biotic communities reorganize, conservation plans based on current patterns of biodiversity may fail to adequately protect species in the future. One approach for addressing this issue is to focus on conserving a range of abiotic conditions in the conservation-planning process. By doing so, it may be possible to conserve an abiotically diverse "stage" upon which evolution will play out and support many actors (biodiversity). We reviewed the fundamental underpinnings of the concept of conserving the abiotic stage, starting with the early observations of von Humboldt, who mapped the concordance of abiotic conditions and vegetation, and progressing to the concept of the ecological niche. We discuss challenges posed by issues of spatial and temporal scale, the role of biotic drivers of species distributions, and latitudinal and topographic variation in relationships between climate and landform. For example, abiotic conditions are not static, but change through time-albeit at different and often relatively slow rates. In some places, biotic interactions play a substantial role in structuring patterns of biodiversity, meaning that patterns of biodiversity may be less tightly linked to the abiotic stage. Furthermore, abiotic drivers of biodiversity can change with latitude and topographic position, meaning that the abiotic stage may need to be defined differently in different places. We conclude that protecting a diversity of abiotic conditions will likely best conserve biodiversity into the future in places where abiotic drivers of species distributions are strong relative to biotic drivers, where the diversity of abiotic settings will be conserved through time, and where connectivity allows for movement among areas providing different abiotic conditions.
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Affiliation(s)
- Joshua J Lawler
- School of Environmental and Forest Sciences, University of Washington, Seattle, WA, 98115, U.S.A
| | - David D Ackerly
- Department of Integrative Biology and Jepson Herbarium, University of California, Berkeley, CA, 94720, U.S.A
| | - Christine M Albano
- John Muir Institute of the Environment, University of California, Davis, CA, 95616, U.S.A
| | | | - Solomon Z Dobrowski
- Department of Forest Management, University of Montana, Missoula, MT, 59812, U.S.A
| | - Jacquelyn L Gill
- School of Biology and Ecology & the Climate Change Institute, University of Maine, Orono, ME, 04469, U.S.A
| | - Nicole E Heller
- Dwight Center for Conservation Science, Pepperwood Preserve, Santa Rosa, CA, 95404, U.S.A
| | | | - Eric W Sanderson
- Wildlife Conservation Society, Global Conservation Programs, Bronx, NY, 10460, U.S.A
| | - Stuart B Weiss
- Creekside Center for Earth Observation, Menlo Park, CA, 94025, U.S.A
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Hjort J, Gordon JE, Gray M, Hunter ML. Why geodiversity matters in valuing nature's stage. CONSERVATION BIOLOGY : THE JOURNAL OF THE SOCIETY FOR CONSERVATION BIOLOGY 2015; 29:630-639. [PMID: 25923307 DOI: 10.1111/cobi.12510] [Citation(s) in RCA: 53] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/22/2014] [Accepted: 01/21/2015] [Indexed: 06/04/2023]
Abstract
Geodiversity--the variability of Earth's surface materials, forms, and physical processes-is an integral part of nature and crucial for sustaining ecosystems and their services. It provides the substrates, landform mosaics, and dynamic physical processes for habitat development and maintenance. By determining the heterogeneity of the physical environment in conjunction with climate interactions, geodiversity has a crucial influence on biodiversity across a wide range of scales. From a literature review, we identified the diverse values of geodiversity; examined examples of the dependencies of biodiversity on geodiversity at a site-specific scale (for geosites <1 km(2) in area); and evaluated various human-induced threats to geosites and geodiversity. We found that geosites are important to biodiversity because they often support rare or unique biota adapted to distinctive environmental conditions or create a diversity of microenvironments that enhance species richness. Conservation of geodiversity in the face of a range of threats is critical both for effective management of nature's stage and for its own particular values. This requires approaches to nature conservation that integrate climate, biodiversity, and geodiversity at all spatial scales.
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Affiliation(s)
- Jan Hjort
- Department of Geography, University of Oulu, P.O. Box 3000, 90014, Oulu, Finland.
| | - John E Gordon
- School of Geography & Geosciences, University of St Andrews, St Andrews, Fife, KY16 9AL, United Kingdom
| | - Murray Gray
- School of Geography, Queen Mary, University of London, Mile End Road, London, E1 4NS, United Kingdom
| | - Malcolm L Hunter
- Department of Wildlife, Fisheries, and Conservation Biology, University of Maine, Orono, ME, 04469, U.S.A
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Beier P, Hunter ML, Anderson M. Special section: Conserving nature's stage. CONSERVATION BIOLOGY : THE JOURNAL OF THE SOCIETY FOR CONSERVATION BIOLOGY 2015; 29:613-617. [PMID: 26161444 DOI: 10.1111/cobi.12511] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
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