Xiang Wang , Zheng Fu , Philippe Ciais , Josep Peñuelas , Jingfeng Xiao , Xing Li , Xiangzhong Luo , Chi Chen , Haoyu Xia , Tao Zhou , Paul C. Stoy , Julia K. Green , Fangyue Zhang
{"title":"Multi-satellite derived data reveals spatiotemporal dynamics of carbon-water coupling and its drivers in tropical ecosystems","authors":"Xiang Wang , Zheng Fu , Philippe Ciais , Josep Peñuelas , Jingfeng Xiao , Xing Li , Xiangzhong Luo , Chi Chen , Haoyu Xia , Tao Zhou , Paul C. Stoy , Julia K. Green , Fangyue Zhang","doi":"10.1016/j.rse.2026.115242","DOIUrl":null,"url":null,"abstract":"<div><div>Climate change has significantly impacted tropical water use efficiency (WUE), defined as the ratio of gross primary productivity (GPP) to evapotranspiration (ET). However, the spatiotemporal dynamics and controlling factors of WUE in these regions—particularly the effects of extreme El Niño events—remain unclear. Using multiple satellite-derived GPP and ET datasets with large-scale observations, here we quantified WUE trends from 2001 to 2020 and assessed the impact of the 2015/16 El Niño drought on WUE in the tropics. Our analysis revealed a significant upward trend in tropical WUE, increasing at a rate of 0.007 ± 0.001 g C kg<sup>−1</sup> H<sub>2</sub>O yr<sup>−1</sup> (mean ± standard deviation), with the largest increase observed in tropical Asia (0.01 ± 0.001 g C kg<sup>−1</sup> H<sub>2</sub>O yr<sup>−1</sup>). Spatially, three independent remote sensing-driven datasets consistently showed a significant WUE increase in 32%–54% of tropical regions, while only 1%–3% experienced a significant decline. Furthermore, tropical ecosystems exhibited a substantial increase in GPP (5.47 ± 0.60 g C m<sup>−2</sup> yr<sup>−1</sup>), with the highest growth rate in tropical Asia (11.45 ± 0.37 g C m<sup>−2</sup> yr<sup>−1</sup>), whereas ET showed minor changes. This suggests that WUE changes in tropical ecosystems are primarily driven by increases of GPP rather than ET. Further analysis identified leaf area as the dominant factor influencing WUE, GPP, and ET trends across the tropics. We also found that the extreme drought during the 2015/16 El Niño event resulted in a net decrease in WUE (−0.03 ± 0.01 g C kg<sup>−1</sup> H<sub>2</sub>O), which transitioned to a net increase (0.04 ± 0.01 g C kg<sup>−1</sup> H<sub>2</sub>O) by 2016/17. Compared to satellite-driven results, most land surface models captured the direction of tropical WUE trends but simulated a slower rate of change, with substantial variation in predicted trend intensities among models. This study advances our understanding of tropical ecosystem WUE dynamics and provides critical insights for predicting future WUE changes under ongoing climate change, informing strategies for carbon sequestration and water resource management in vulnerable tropical regions.</div></div>","PeriodicalId":417,"journal":{"name":"Remote Sensing of Environment","volume":"334 ","pages":"Article 115242"},"PeriodicalIF":12.3000,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Remote Sensing of Environment","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S003442572600012X","RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2026/1/13 0:00:00","PubModel":"Epub","JCR":"Q1","JCRName":"ENVIRONMENTAL SCIENCES","Score":null,"Total":0}
引用次数: 0
Abstract
Climate change has significantly impacted tropical water use efficiency (WUE), defined as the ratio of gross primary productivity (GPP) to evapotranspiration (ET). However, the spatiotemporal dynamics and controlling factors of WUE in these regions—particularly the effects of extreme El Niño events—remain unclear. Using multiple satellite-derived GPP and ET datasets with large-scale observations, here we quantified WUE trends from 2001 to 2020 and assessed the impact of the 2015/16 El Niño drought on WUE in the tropics. Our analysis revealed a significant upward trend in tropical WUE, increasing at a rate of 0.007 ± 0.001 g C kg−1 H2O yr−1 (mean ± standard deviation), with the largest increase observed in tropical Asia (0.01 ± 0.001 g C kg−1 H2O yr−1). Spatially, three independent remote sensing-driven datasets consistently showed a significant WUE increase in 32%–54% of tropical regions, while only 1%–3% experienced a significant decline. Furthermore, tropical ecosystems exhibited a substantial increase in GPP (5.47 ± 0.60 g C m−2 yr−1), with the highest growth rate in tropical Asia (11.45 ± 0.37 g C m−2 yr−1), whereas ET showed minor changes. This suggests that WUE changes in tropical ecosystems are primarily driven by increases of GPP rather than ET. Further analysis identified leaf area as the dominant factor influencing WUE, GPP, and ET trends across the tropics. We also found that the extreme drought during the 2015/16 El Niño event resulted in a net decrease in WUE (−0.03 ± 0.01 g C kg−1 H2O), which transitioned to a net increase (0.04 ± 0.01 g C kg−1 H2O) by 2016/17. Compared to satellite-driven results, most land surface models captured the direction of tropical WUE trends but simulated a slower rate of change, with substantial variation in predicted trend intensities among models. This study advances our understanding of tropical ecosystem WUE dynamics and provides critical insights for predicting future WUE changes under ongoing climate change, informing strategies for carbon sequestration and water resource management in vulnerable tropical regions.
气候变化显著影响了热带水分利用效率(WUE),即总初级生产力(GPP)与蒸散(ET)的比值。然而,这些地区WUE的时空动态和控制因素,特别是极端El Niño事件的影响尚不清楚。利用多个卫星衍生的GPP和ET大尺度观测数据集,我们量化了2001 - 2020年的WUE趋势,并评估了2015/16年El Niño干旱对热带地区WUE的影响。我们的分析显示,热带地区的用水效率呈显著上升趋势,增长率为0.007±0.001 g C kg−1 H2O /年(平均±标准差),其中亚洲热带地区的增幅最大(0.01±0.001 g C kg−1 H2O /年)。在空间上,三个独立的遥感驱动数据集一致显示,32%-54%的热带地区WUE显著增加,而只有1%-3%的热带地区WUE显著下降。此外,热带生态系统GPP显著增加(5.47±0.60 g C m−2 yr−1),其中亚洲热带地区增幅最大(11.45±0.37 g C m−2 yr−1),而ET变化较小。这表明热带生态系统的WUE变化主要是由GPP的增加而不是ET的增加驱动的。进一步的分析发现,叶面积是影响热带地区WUE、GPP和ET趋势的主要因素。我们还发现,2015/16年El Niño事件期间的极端干旱导致WUE的净减少(- 0.03±0.01 g C kg - 1 H2O),到2016/17年转变为净增加(0.04±0.01 g C kg - 1 H2O)。与卫星驱动的结果相比,大多数陆地表面模式捕获了热带WUE趋势的方向,但模拟的变化率较慢,模式之间预测的趋势强度存在很大差异。该研究促进了我们对热带生态系统水分利用效率动态的理解,并为预测持续气候变化下未来水分利用效率的变化提供了重要见解,为热带脆弱地区的碳封存和水资源管理策略提供了信息。
期刊介绍:
Remote Sensing of Environment (RSE) serves the Earth observation community by disseminating results on the theory, science, applications, and technology that contribute to advancing the field of remote sensing. With a thoroughly interdisciplinary approach, RSE encompasses terrestrial, oceanic, and atmospheric sensing.
The journal emphasizes biophysical and quantitative approaches to remote sensing at local to global scales, covering a diverse range of applications and techniques.
RSE serves as a vital platform for the exchange of knowledge and advancements in the dynamic field of remote sensing.