ObjectiveThis paper aims to analyze the current and future potential distributions of four common tree species (
Pinus sylvestris,
Pinus tabuliformis,
C
aragana korshinskiiand
Larix gmeliniivar.
principis-
rupprechtii) in the Loess Plateau region of northern China, and to reveal the effects of climate change on spatial distribution patterns of plants.
MethodFour dominant species on the Loess Plateau were studied based on 19 climate factors and 5 indicators from Holdridge life zone model and Kira index system: bio-temperature (ABT), potential evapotranspiration rate (PER), warmth index (WI), coldness index (CI) and humidity index (HI). The Maxent model was used to predict the potential geographical distribution of the four tree species under current and future scenarios (2041�060, 2061�080) SSP126, SSP245 and SSP585. The Jackknife method was used to analyze the main environmental factors affecting its distribution, and the predicted results were tested by the area under receiver operating characteristic curve (AUC).
Result(1) Maxent model can well simulate the potential geographical distribution range of major established species in the Loess Plateau, and the average AUC of each species was greater than 0.8. (2) For
Pinus sylvestris,
Pinus tabuliformisand
Caragana korshinskii, both temperature and precipitation limited their distribution, while for
Larix gmeliniivar.
principis-rupprechtii, precipitation was the main factor affecting their distribution. Temperature seasonality, potential evapotranspiration rate, precipitation of the driest month and precipitation of the wettest quarter were the main environmental factors affecting the distribution of
Pinus sylvestris. Temperature annual range, temperature seasonality, minimum temperature of the coldest month, precipitation of the warmest quarter and potential evapotranspiration rate were the main factors affecting the distribution of
Pinus tabuliformis. The main factors affecting the distribution of
Caragana korshinskiiare maximum temperature of the warmest month, warmth index, isotherm, potential evapotranspiration rate and precipitation of the coldest season. The main factors affecting the distribution of
Larix gmeliniivar.
principis-rupprechtiiwere mainly related to precipitation, which were precipitation of the wettest month, precipitation of the wettest quarter, variation coefficient of precipitation, and potential evapotranspiration rate. (3) The potential suitable areas of
Pinus tabuliformis,
Caragana korshinskiiand
Larix gmeliniivar.
principis-rupprechtiiwill migrate to the northwest, while that of
Pinus sylvestriswill migrate to the southwest. The potential suitable areas of
Pinus tabuliformisand
Larix gmeliniivar.
principis-rupprechtiishowed a trend of expanding first and then decreasing, while the potential suitable areas of
Caragana korshinskiiand
Pinus sylvestriswould continue to expand, especially the proportion of highly suitable areas of
Pinus sylvestriswould expand to 50.97% in 2070s.
ConclusionClimate change will deprive
P
inus tabuliformisand
Larix gmeliniivar.
principis-rupprechtiiof some of their highly suitable areas, but at the same time, the highly suitable areas of
Caragana korshinskiiand
Pinus sylvestriswill expand significantly.
Caragana korshinskiiand
Pinus sylvestrisare preferred in the project of converting farmland to forest land on the Loess Plateau.