Yao Xiao , Guo-Jie Hu , Ren Li , Tong-Hua Wu , Xiao-Dong Wu , Guang-Yue Liu , De-Fu Zou , Ji-Min Yao , Nan Zhou , Lin Zhao
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引用次数: 0
Abstract
Mid-latitude snow has broadly declined, but Northeast China (NEC) shows a seasonal divergence that remains insufficiently explained. We integrated a cloud-free 500 m MODIS snow-phenology record with passive-microwave snow depth for 2000–2020 to map changes and diagnose drivers. We quantified controls using Random Forest with SHAP and structural equation modeling. Autumn snow cover duration expanded in northern NEC, with rates up to 12 d per decade around 47°–50°N, consistent with localized cooling (−0.1 to −0.2 °C per decade) and greater precipitation. In spring, responses diverged: the Greater Khingan Mountains experienced accelerated melt under 0.3–0.9 °C per decade warming, whereas parts of the Songliao Plain retained snow longer. Temperature dominated variability, while precipitation, vegetation, and elevation showed seasonally asymmetric and terrain-dependent effects. These findings highlight overlooked regimes in transitional mid-latitudes: autumn expansion driven by early-season cooling and moisture supply versus spring divergence shaped by warming and terrain. The driver diagnostics provide process-oriented evidence for improving parameterizations of shallow, short-lived snow and elevation-dependent melt in regional climate and hydrological models.
中纬度地区的降雪量普遍下降,但东北地区的季节性差异仍未得到充分解释。我们将2000-2020年无云500 m MODIS雪物候记录与被动微波雪深相结合,绘制变化图并诊断驱动因素。我们使用随机森林与SHAP和结构方程建模来量化控制。东北地区北部的秋季积雪持续时间延长,在47°-50°N附近每10年增加12天,与局部降温(每10年−0.1至−0.2°C)和降水增加相一致。在春季,响应出现分歧:大兴安岭在每10年升温0.3-0.9°C的情况下加速融化,而松辽平原部分地区保留积雪的时间更长。温度主导变异,而降水、植被和海拔表现出季节不对称和地形依赖效应。这些发现突出了过渡性中纬度地区被忽视的机制:由季节早期的冷却和水分供应驱动的秋季扩张与由变暖和地形形成的春季分化。驱动诊断为改善区域气候和水文模型中浅层、短时间积雪和海拔相关融化的参数化提供了面向过程的证据。
期刊介绍:
Advances in Climate Change Research publishes scientific research and analyses on climate change and the interactions of climate change with society. This journal encompasses basic science and economic, social, and policy research, including studies on mitigation and adaptation to climate change.
Advances in Climate Change Research attempts to promote research in climate change and provide an impetus for the application of research achievements in numerous aspects, such as socioeconomic sustainable development, responses to the adaptation and mitigation of climate change, diplomatic negotiations of climate and environment policies, and the protection and exploitation of natural resources.