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Climate change and the northward shift of Cryptotympana facialis in Japan: evidence from national survey data

机译:日本的气候变化与面部隐孢子虫的北移:来自国家调查数据的证据

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We developed a species distribution model of Cryptotympana facialis in Japan in order to investigate (1) the relationship between climate change and the northward shift of this species, (2) the existence of potential habitats in northern areas, and (3) the possibility of further northward shifts in the future. The distribution of C. facialis can be explained by life-history-related climate factors, including egg-hatching probability based on the sum of effective temperature, total precipitation during the rainy season, topographic slope, and the proportions of forest and urban areas, using an intrinsic Gaussian conditional autoregressive (CAR) model. The changes in potential habitat for C. facialis under climate change were projected using predicted climate conditions for 2070. In the parameter estimates of the CAR model, hatching probability, precipitation, and urban area were positive factors, while slope and forest area were negative factors. The fixed effects of the CAR model showed that more potential habitats exist in the north than in the current range of the species in western Japan. Moreover, our projection showed areas of suitable habitat increasing under all climate change scenarios. The current distribution of C. facialis is not in a state of equilibrium, possibly due to its low speed of dispersal. The distribution of C. facialis will expand to northern areas without climate warming, but climate warming will increase the amount of potential habitat. We emphasize the importance of considering life-history-related climatic factors, non-climatic factors, and spatial autocorrelation when modeling species distributions under climate change.
机译:为了研究(1)气候变化与该物种北移之间的关系,(2)北部地区潜在栖息地的存在,以及(3)发生这种情况的可能性,我们开发了日本面部隐孢子虫的物种分布模型。未来会进一步向北转移。面虫的分布可以通过与生活史相关的气候因素来解释,包括基于有效温度,雨季总降水量,地形坡度以及森林和城市地区的比例之和的卵孵化率,使用内在的高斯条件自回归(CAR)模型。使用预测的2070年气候条件,预测了气候变化下面虫的潜在生境变化。在CAR模型的参数估计中,孵化率,降水和城市面积为正因素,而坡度和森林面积为负因素。 CAR模型的固定效应表明,与日本西部目前物种的当前范围相比,北部存在更多潜在的栖息地。此外,我们的预测表明,在所有气候变化情景下,合适的栖息地面积都会增加。面部念珠菌的电流分布不处于平衡状态,这可能是由于其传播速度低所致。在没有气候变暖的情况下,面部C.faceis的分布将扩展到北部地区,但是气候变暖将增加潜在的栖息地数量。我们强调在模拟气候变化下的物种分布时,必须考虑与生活史相关的气候因素,非气候因素以及空间自相关的重要性。

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