基于贝叶斯结构方程模型的赤水河流域地表温度时空变化特征及驱动力差异研究

IF 2.8 3区 地球科学 Q2 ASTRONOMY & ASTROPHYSICS
Xingji Li , Hong Cai , Xianyun Zhang , Lei Zhang , Yibo Chen , Jiandong Hao , Yong Mao
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引用次数: 0

摘要

厘清流域热环境的驱动过程对维护流域水陆生态安全具有重要意义。目前对流域地表温度驱动因素的研究主要集中在各驱动因素的直接作用上,但对它们之间的相互作用和间接作用的认识还不够充分。本研究基于贝叶斯结构方程模型(BSEM),从1 km分辨率长期地表温度空间分布、变化和100 m分辨率瞬时地表温度空间分布三个角度研究了影响水河流域地表温度的驱动力。结果表明:(1)20 a来,赤水河流域白天地表温度(DLST)和昼夜地表温度差(LSTd-LSTn)分别表现出0.039 K/年和0.0312 K/年的降温趋势,而夜间地表温度(NLST)表现出0.0238 K/年的升温趋势。(2) 1 km长时间序列地表温度空间分布主要受地形和气候的影响,而地表温度变化主要受气候和植被覆盖程度的影响。100m瞬时地表温度主要受地形和人类活动的影响。不同空间尺度下地表温度主导驱动因子的差异源于驱动因子的尺度依赖性。(3)地形通过气候、人类活动和生物物理参数直接或间接影响地表温度;人类活动和气候直接影响地表温度,并通过生物物理参数间接影响地表温度。NDVI直接影响地表温度,起着重要的中间调节作用。本研究在流域生态文明建设和地表水热环境方面具有一定的理论指导意义。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Study the spatiotemporal variation characteristics and driving forces differences of land surface temperature in the Chishui River Basin based on the Bayesian Structural equation model
Clarifying the driving processes of the thermal environment of a basin is important for maintaining the Water-land ecological security of the basin. The main focus in current basin Land surface temperature (LST) driver research is on the direct effects of the drivers, but there is still insufficient understanding of their interactions and indirect effects. This study based on Bayesian Structural Equation Model (BSEM) to study the driving force influencing LST in the Chishui River Basin from three perspectives: the spatial distribution of long-term LST at a 1 km resolution, changes, and the spatial distribution of instantaneous LST at a 100 m resolution. The results indicate that: (1) Over the 20 years in the Chishui River Basin, daytime LST (DLST) and day-night LST difference (LSTd-LSTn) exhibited a cooling trend of 0.039 K/year and 0.0312 K/year, respectively, while nighttime LST (NLST) showed a warming trend of 0.0238 K/year. (2) The spatial distribution of 1 km long time-series LST is mainly influenced by terrain and climate, while the change of LST is primarily influenced by climate and the degree of vegetation cover. The 100 m instantaneous LST is mainly influenced by terrain and human activities. The differences in dominant driving factors of LST at different spatial scales stem from the scale dependence of driving factors. (3) Terrain directly affects LST and indirectly through climate, human activities, and biophysical parameters; human activities and climate directly affect LST and indirectly through biophysical parameters. NDVI directly affects LST and plays an important intermediate regulatory role. This study has certain theoretical guidance significance in the aspects of ecological civilization construction and surface water thermal environment in the basin.
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来源期刊
Advances in Space Research
Advances in Space Research 地学天文-地球科学综合
CiteScore
5.20
自引率
11.50%
发文量
800
审稿时长
5.8 months
期刊介绍: The COSPAR publication Advances in Space Research (ASR) is an open journal covering all areas of space research including: space studies of the Earth''s surface, meteorology, climate, the Earth-Moon system, planets and small bodies of the solar system, upper atmospheres, ionospheres and magnetospheres of the Earth and planets including reference atmospheres, space plasmas in the solar system, astrophysics from space, materials sciences in space, fundamental physics in space, space debris, space weather, Earth observations of space phenomena, etc. NB: Please note that manuscripts related to life sciences as related to space are no more accepted for submission to Advances in Space Research. Such manuscripts should now be submitted to the new COSPAR Journal Life Sciences in Space Research (LSSR). All submissions are reviewed by two scientists in the field. COSPAR is an interdisciplinary scientific organization concerned with the progress of space research on an international scale. Operating under the rules of ICSU, COSPAR ignores political considerations and considers all questions solely from the scientific viewpoint.
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