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人工智能重构全球风速栅格数据集
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作者 周俐宏 刘浩锋 +4 位作者 江鑫 Alan D.Ziegler cesar azorin-molina 刘江 曾振中 《Science Bulletin》 SCIE EI CAS CSCD 2022年第20期2060-2063,M0003,共5页
风速数据被广泛用于科学、管理和政策领域,例如评估可再生能源潜力、探索气候变化/变异性等.而如何获得准确而连续的风速数据仍是一个棘手的问题.本文探究了部分卷积神经网络在重构风速数据上的表现,证实了该算法在修复具有大量缺失值(8... 风速数据被广泛用于科学、管理和政策领域,例如评估可再生能源潜力、探索气候变化/变异性等.而如何获得准确而连续的风速数据仍是一个棘手的问题.本文探究了部分卷积神经网络在重构风速数据上的表现,证实了该算法在修复具有大量缺失值(88%)的数据集上的可行性;随后基于该算法,开发了一套全球10米月平均风速产品—GGWSPCNN(1.25°×2.5°;1973~2020).该产品实现了风速数据在时空上的连续性的同时也包含了观测到的风速趋势信息.本研究还基于该产品分析了1973~2020年全球陆地风速的变化情况.结果显示,2010年以前北半球和非洲风速的下降主导了全球风速的下降,而2010年后全球大多数地区(尤其是亚洲、欧洲和非洲)的风速回升共同促成了全球风速的上升. 展开更多
关键词 卷积神经网络 人工智能 缺失值 可再生能源 平均风速 CNN 气候变化 连续性
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Effects of Northern Hemisphere Annular Mode on terrestrial near-surface wind speed over eastern China from 1979 to 2017
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作者 Jin-Lin ZHA Cheng SHEN +5 位作者 Jian WU De-Ming ZHAO Wen-Xuan FAN Hui-Ping JIANG cesar azorin-molina Deliang CHEN 《Advances in Climate Change Research》 SCIE CSCD 2022年第6期875-883,共9页
Large-scale ocean‒atmosphere circulations(LOACs)have a pronounced effect on the near-surface wind speed(NSWS).In this study,we discussed the contributions of zonal and meridional flows to NSWS changes and identify the... Large-scale ocean‒atmosphere circulations(LOACs)have a pronounced effect on the near-surface wind speed(NSWS).In this study,we discussed the contributions of zonal and meridional flows to NSWS changes and identify the possible association between the Northern Hemisphere Annular Mode(NAM)and the NSWS changes over eastern China from 1979 to 2017.Results show that the reduction in NSWS over eastern China was mainly dominated by the weakening of the zonal wind component.NAM has a considerable effect on the NSWS over eastern China.When the NAM exhibits positive phases,the zonal-mean westerly weakens at low-to-mid-latitudes(10°-40°N).Meanwhile,descending flows prevail near 40°N,and ascending flows persist near 65°N in the troposphere.In the lower troposphere,there are northerly anomalies at low-to-mid-latitudes and southerly anomalies at mid-to-high latitudes(40°-70°N).The anomalous meridional flows transport heat from low to high latitudes and weaken the north‒south air temperature gradient.The decreased air temperature gradient over East Asia reduces the pressure gradient near the surface,decreasing NSWS in eastern China.NAM variations could dominate(32.0±15.8)%of the changes in the annual mean NSWS.Nevertheless,the contribution of NAM to the interannual changes of the zonal component in NSWS could reach(45.0±12.9)%. 展开更多
关键词 Near-surface wind speed Temperature gradient Pressure gradient Northern Hemisphere Annular Mode Large-scale ocean-atmosphere circulations
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Shifting of summertime weather extremes in Western Europe during 2012-2020
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作者 Kai-Qiang DENG cesar azorin-molina +5 位作者 Song YANG Chun-Di HU Gang-Feng ZHANG Lorenzo MINOLA Sergio VICENTE-SERRANO Deliang CHEN 《Advances in Climate Change Research》 SCIE CSCD 2022年第2期218-227,共10页
Over the past decades,droughts and heatwaves frequently appeared in Western Europe(45°-65°N,10°W-20°E)during boreal summer,causing huge impacts on human society and ecosystems.Although these extrem... Over the past decades,droughts and heatwaves frequently appeared in Western Europe(45°-65°N,10°W-20°E)during boreal summer,causing huge impacts on human society and ecosystems.Although these extremes are projected to increase in both frequency and intensity under a warming climate,our knowledge of their interdecadal variations and causes is relatively limited.Here we show that the droughts and heatwaves in Western Europe have shifted in their trends in the last decade:for 1979-2012,wind speed and precipitation have both strengthened in Western Europe;for 2012-2020,however,Western Europe have experienced declined wind speed,decreased precipitation,and higher air temperature,leading to more frequent droughts and heatwaves there.Recent changes in the WE climate and extremes are related to the variations of the North Atlantic westerly jet stream.In 1979-2012(2012-2020),the westerly jet stream shifted equatorward(poleward),which enhanced(reduced)transportation of water vapor fluxes from the North Atlantic Ocean to the European land areas,resulting in wetter(drier)surface in Western Europe.Further analysis suggests that phase changes in the Pacific Decadal Oscillation could have played a key role in regulating the position of the jet stream,providing important implications for decadal predictions of the Western Europe summertime climate and weather extremes. 展开更多
关键词 EXTREMES Western Europe Westerly jet stream Pacific decadal oscillation
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