Disturbances related to geomorphological processes are frequent, widespread and often intense at high latitudes and altitudes, affecting the fine-scale distribution of many plant species. While the inclusion of physical disturbances into models of species geographic ranges is widely recommended, no studies have yet tested the utility of field-quantified geomorphological disturbances for terrestrial species distribution modelling. Here we apply generalized additive models and boosted regression trees to examine if the explicit inclusion of terrestrial and fluvial geomorphological variables alters species distribution models for 154 vascular plant, bryophyte and lichen species in north European mountain tundra. The inclusion of these disturbances significantly improved both the explanatory and predictive power of distribution models, with consistent results for all three species groups. Spatial distribution predictions changed considerably for some species after the inclusion of disturbance variables, with fluvial disturbances generating strongly linear features for species influenced by erosion or sediment deposition. As a consequence, models incorporating geomorphological variables produced markedly more refined distribution maps than simpler models. Predictions of species distributions will thus benefit strongly from the inclusion of fine-scale geomorphological variables, particularly in areas of active earth surface processes, enabling more accurate forecasting of future species ranges under changing conditions.
机构:
N Carolina State Univ, Coll Nat Resources, Ctr Geospatial Analyt, Raleigh, NC 27695 USAN Carolina State Univ, Coll Nat Resources, Ctr Geospatial Analyt, Raleigh, NC 27695 USA
DeRolph, Christopher R.
Nelson, Stacy A. C.
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N Carolina State Univ, Coll Nat Resources, Ctr Geospatial Analyt, Raleigh, NC 27695 USAN Carolina State Univ, Coll Nat Resources, Ctr Geospatial Analyt, Raleigh, NC 27695 USA
Nelson, Stacy A. C.
Kwak, Thomas J.
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N Carolina State Univ, North Carolina Cooperat Fish & Wildlife Res Unit, US Geol Survey, Raleigh, NC 27695 USAN Carolina State Univ, Coll Nat Resources, Ctr Geospatial Analyt, Raleigh, NC 27695 USA
Kwak, Thomas J.
Hain, Ernie F.
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N Carolina State Univ, Coll Nat Resources, Ctr Geospatial Analyt, Raleigh, NC 27695 USAN Carolina State Univ, Coll Nat Resources, Ctr Geospatial Analyt, Raleigh, NC 27695 USA
机构:
Natl Res Inst Far Seas Fisheries, Shimizu Ku, 5-7-1 Orido, Shizuoka, Shizuoka 4248633, JapanNatl Res Inst Far Seas Fisheries, Shimizu Ku, 5-7-1 Orido, Shizuoka, Shizuoka 4248633, Japan
Tawa, Atsushi
Kodama, Taketoshi
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Japan Sea Natl Fisheries Res Inst, Chuou Ku, 1-5939-22 Suido, Niigata, Niigata 9518121, JapanNatl Res Inst Far Seas Fisheries, Shimizu Ku, 5-7-1 Orido, Shizuoka, Shizuoka 4248633, Japan
Kodama, Taketoshi
Sakuma, Kay
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Japan Sea Natl Fisheries Res Inst, Chuou Ku, 1-5939-22 Suido, Niigata, Niigata 9518121, JapanNatl Res Inst Far Seas Fisheries, Shimizu Ku, 5-7-1 Orido, Shizuoka, Shizuoka 4248633, Japan
Sakuma, Kay
Ishihara, Taiki
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Natl Res Inst Far Seas Fisheries, Shimizu Ku, 5-7-1 Orido, Shizuoka, Shizuoka 4248633, JapanNatl Res Inst Far Seas Fisheries, Shimizu Ku, 5-7-1 Orido, Shizuoka, Shizuoka 4248633, Japan
Ishihara, Taiki
Ohshimo, Seiji
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Natl Res Inst Far Seas Fisheries, Shimizu Ku, 5-7-1 Orido, Shizuoka, Shizuoka 4248633, Japan
Seikai Natl Fisheries Res Inst, 1551-8 Taira, Nagasaki 8512213, JapanNatl Res Inst Far Seas Fisheries, Shimizu Ku, 5-7-1 Orido, Shizuoka, Shizuoka 4248633, Japan
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Univ Idaho, Dept Fish & Wildlife Sci, Moscow, ID 83844 USAUniv Idaho, Dept Fish & Wildlife Sci, Moscow, ID 83844 USA
McCarley, T. Ryan
Ball, Tara M.
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Idaho Dept Fish & Game, Lewiston, ID 83501 USAUniv Idaho, Dept Fish & Wildlife Sci, Moscow, ID 83844 USA
Ball, Tara M.
Aycrigg, Jocelyn L.
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Univ Idaho, Dept Fish & Wildlife Sci, Moscow, ID 83844 USAUniv Idaho, Dept Fish & Wildlife Sci, Moscow, ID 83844 USA
Aycrigg, Jocelyn L.
Strand, Eva K.
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Univ Idaho, Dept Forest Rangeland & Fire Sci, Moscow, ID 83844 USAUniv Idaho, Dept Fish & Wildlife Sci, Moscow, ID 83844 USA
Strand, Eva K.
Svancara, Leona K.
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Idaho Dept Fish & Game, Boise, ID 83501 USAUniv Idaho, Dept Fish & Wildlife Sci, Moscow, ID 83844 USA
Svancara, Leona K.
Horne, Jon S.
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Idaho Dept Fish & Game, Lewiston, ID 83501 USAUniv Idaho, Dept Fish & Wildlife Sci, Moscow, ID 83844 USA
Horne, Jon S.
Johnson, Tracey N.
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Univ Idaho, Dept Fish & Wildlife Sci, Moscow, ID 83844 USA
Univ Idaho, Dept Fish & Wildlife Sci, Boise, ID 83702 USAUniv Idaho, Dept Fish & Wildlife Sci, Moscow, ID 83844 USA
Johnson, Tracey N.
Lonneker, Meghan K.
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Univ Idaho, Dept Fish & Wildlife Sci, Moscow, ID 83844 USAUniv Idaho, Dept Fish & Wildlife Sci, Moscow, ID 83844 USA
Lonneker, Meghan K.
Hurley, Mark
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Idaho Dept Fish & Game, Boise, ID 83501 USAUniv Idaho, Dept Fish & Wildlife Sci, Moscow, ID 83844 USA