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物理引导的机器学习模型将改善地下成像 快报文章
地球科学快报,2023年第4期
作者:  王立伟
Microsoft Word(16Kb)  |  收藏  |  浏览/下载:627/0  |  提交时间:2023/02/24
Data-Driven  Seismic Inversion  
Abrupt increase in harvested forest area over Europe after 2015 期刊论文
NATURE, 2020, 583 (7814) : 72-+
作者:  Guido Ceccherini;  Gregory Duveiller;  Giacomo Grassi;  Guido Lemoine;  Valerio Avitabile;  Roberto Pilli;  Alessandro Cescatti
收藏  |  浏览/下载:19/0  |  提交时间:2020/07/06

Fine-scale satellite data are used to quantify forest harvest rates in 26 European countries, finding an increase in harvested forest area of 49% and an increase in biomass loss of 69% between 2011-2015 and 2016-2018.


Forests provide a series of ecosystem services that are crucial to our society. In the European Union (EU), forests account for approximately 38% of the total land surface(1). These forests are important carbon sinks, and their conservation efforts are vital for the EU'  s vision of achieving climate neutrality by 2050(2). However, the increasing demand for forest services and products, driven by the bioeconomy, poses challenges for sustainable forest management. Here we use fine-scale satellite data to observe an increase in the harvested forest area (49 per cent) and an increase in biomass loss (69 per cent) over Europe for the period of 2016-2018 relative to 2011-2015, with large losses occurring on the Iberian Peninsula and in the Nordic and Baltic countries. Satellite imagery further reveals that the average patch size of harvested area increased by 34 per cent across Europe, with potential effects on biodiversity, soil erosion and water regulation. The increase in the rate of forest harvest is the result of the recent expansion of wood markets, as suggested by econometric indicators on forestry, wood-based bioenergy and international trade. If such a high rate of forest harvest continues, the post-2020 EU vision of forest-based climate mitigation may be hampered, and the additional carbon losses from forests would require extra emission reductions in other sectors in order to reach climate neutrality by 2050(3).


  
Comparative assessment of environmental variables and machine learning algorithms for maize yield prediction in the US Midwest 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2020, 15 (6)
作者:  Kang, Yanghui;  Ozdogan, Mutlu;  Zhu, Xiaojin;  Ye, Zhiwei;  Hain, Christopher;  Anderson, Martha
收藏  |  浏览/下载:15/0  |  提交时间:2020/07/02
crop yields  climate impact  machine learning  deep learning  data-driven  
21世纪全球城市土地地图的绘制 快报文章
资源环境快报,2020年第10期
作者:  刘莉娜
Microsoft Word(39Kb)  |  收藏  |  浏览/下载:351/1  |  提交时间:2020/05/28
Data-Driven  Simulations  Urban Land  
A sensory appendage protein protects malaria vectors from pyrethroids 期刊论文
NATURE, 2020, 577 (7790) : 376-+
作者:  Coyle, Diane
收藏  |  浏览/下载:31/0  |  提交时间:2020/07/03

Pyrethroid-impregnated bed nets have driven considerable reductions in malaria-associated morbidity and mortality in Africa since the beginning of the century(1). The intense selection pressure exerted by bed nets has precipitated widespread and escalating resistance to pyrethroids in African Anopheles populations, threatening to reverse the gains that been made by malaria control(2). Here we show that expression of a sensory appendage protein (SAP2), which is enriched in the legs, confers pyrethroid resistance to Anopheles gambiae. Expression of SAP2 is increased in insecticide-resistant populations and is further induced after the mosquito comes into contact with pyrethroids. SAP2 silencing fully restores mortality of the mosquitoes, whereas SAP2 overexpression results in increased resistance, probably owing to high-affinity binding of SAP2 to pyrethroid insecticides. Mining of genome sequence data reveals a selective sweep near the SAP2 locus in the mosquito populations of three West African countries (Cameroon, Guinea and Burkina Faso) with the observed increase in haplotype-associated single-nucleotide polymorphisms mirroring the increasing resistance of mosquitoes to pyrethroids reported in Burkina Faso. Our study identifies a previously undescribed mechanism of insecticide resistance that is likely to be highly relevant to malaria control efforts.


  
Femtosecond-to-millisecond structural changes in a light-driven sodium pump 期刊论文
NATURE, 2020, 583 (7815) : 314-+
作者:  Moore, Luiza;  Leongamornlert, Daniel;  Coorens, Tim H. H.;  Sanders, Mathijs A.;  Ellis, Peter;  Dentro, Stefan C.;  Dawson, Kevin J.;  Butler, Tim;  Rahbari, Raheleh;  Mitchell, Thomas J.;  Maura, Francesco;  Nangalia, Jyoti;  Tarpey, Patrick S.;  Brunner, Simon F.;  Lee-Six, Henry;  Hooks, Yvette;  Moody, Sarah;  Mahbubani, Krishnaa T.;  Jimenez-Linan, Mercedes;  Brosens, Jan J.;  Iacobuzio-Donahue, Christine A.;  Martincorena, Inigo;  Saeb-Parsy, Kourosh;  Campbell, Peter J.;  Stratton, Michael R.
收藏  |  浏览/下载:17/0  |  提交时间:2020/07/03

Light-driven sodium pumps actively transport small cations across cellular membranes(1). These pumps are used by microorganisms to convert light into membrane potential and have become useful optogenetic tools with applications in neuroscience. Although the resting state structures of the prototypical sodium pump Krokinobacter eikastus rhodopsin 2 (KR2) have been solved(2,3), it is unclear how structural alterations overtime allow sodium to be translocated against a concentration gradient. Here, using the Swiss X-ray Free Electron Laser(4), we have collected serial crystallographic data at ten pump-probe delays from femtoseconds to milliseconds. High-resolution structural snapshots throughout the KR2 photocycle show how retinal isomerization is completed on the femtosecond timescale and changes the local structure of the binding pocket in the early nanoseconds. Subsequent rearrangements and deprotonation of the retinal Schiff base open an electrostatic gate in microseconds. Structural and spectroscopic data, in combination with quantum chemical calculations, indicate that a sodium ion bind stransiently close to the retinal within one millisecond. In the last structural intermediate, at 20 milliseconds after activation, we identified a potential second sodium-binding site close to the extracellular exit. These results provide direct molecular insight into the dynamics of active cation transport across biological membranes.


  
Disturbance Extraction for Burst Detection in Water Distribution Networks Using Pressure Measurements 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (5)
作者:  Xu, Weirong;  Zhou, Xiao;  Xin, Kunlun;  Boxall, Joby;  Yan, Hexiang;  Tao, Tao
收藏  |  浏览/下载:9/0  |  提交时间:2020/05/13
Burst detection  Data-driven method  Disturbance extraction  Isolation forest  Water distribution network  Water loss  
Lipid availability determines fate of skeletal progenitor cells via SOX9 期刊论文
NATURE, 2020
作者:  Obata, Yuuki;  Castano, Alvaro;  Boeing, Stefan;  Bon-Frauches, Ana Carina;  Fung, Candice;  Fallesen, Todd;  De Aguero, Mercedes Gomez;  Yilmaz, Bahtiyar;  Lopes, Rita;  Huseynova, Almaz;  Horswell, Stuart;  Maradana, Muralidhara Rao;  Boesmans, Werend;  Vanden Berghe, Pieter;  Murray, Andrew J.;  Stockinger, Brigitta;  Macpherson, Andrew J.;  Pachnis, Vassilis
收藏  |  浏览/下载:26/0  |  提交时间:2020/07/03

Lipid starvation results in skeletal progenitors favouring commitment to chondrogenic over osteogenic fate, a process mediated by FOXO transcription factors and SOX9.


The avascular nature of cartilage makes it a unique tissue(1-4), but whether and how the absence of nutrient supply regulates chondrogenesis remain unknown. Here we show that obstruction of vascular invasion during bone healing favours chondrogenic over osteogenic differentiation of skeletal progenitor cells. Unexpectedly, this process is driven by a decreased availability of extracellular lipids. When lipids are scarce, skeletal progenitors activate forkhead box O (FOXO) transcription factors, which bind to the Sox9 promoter and increase its expression. Besides initiating chondrogenesis, SOX9 acts as a regulator of cellular metabolism by suppressing oxidation of fatty acids, and thus adapts the cells to an avascular life. Our results define lipid scarcity as an important determinant of chondrogenic commitment, reveal a role for FOXO transcription factors during lipid starvation, and identify SOX9 as a critical metabolic mediator. These data highlight the importance of the nutritional microenvironment in the specification of skeletal cell fate.


  
Debates: Does Information Theory Provide a New Paradigm for Earth Science? Sharper Predictions Using Occam's Digital Razor 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (2)
作者:  Weijs, Steven. V.;  Ruddell, Benjamin. L.
收藏  |  浏览/下载:11/0  |  提交时间:2020/07/02
algorithmic information theory  Occam'  s razor  physically based modeling  model complexity  data compression  data-driven modeling  
A Parsimonious Empirical Approach to Streamflow Recession Analysis and Forecasting 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (2)
作者:  Delforge, Damien;  Munoz-Carpena, Rafael;  Van Camp, Michel;  Vanclooster, Marnik
收藏  |  浏览/下载:6/0  |  提交时间:2020/07/02
streamflow recession analysis  data-driven models  nonlinear dynamics  karst