|
|
|
题名
|
作者
|
年代
|
出处
|
被引量
|
| 1 | Machine learning methods’ performance in radiative transfer model inversion to retrieve plant traits from Sentinel-2 data of a mixed mountain forest显示文摘Assessment of vegetation biochemical and biophysical variables is useful when developing indicators for biodiversity monitoring and climate change studies.Here,we compared a radiative transfer model(RTM)inversion by merit function and five machine learning algorithms trained on an RTM simulated dataset predicting the three plant traits leaf chlorophyll content(LCC),canopy chlorophyll content(CCC),and leaf area index(LAI),in a mixed temperate forest.The accuracy of the retrieval methods in predicting these three plant traits with spectral data from Sentinel-2 acquired on 13 July 2017 over Bavarian Forest National Park,Germany,was evaluated using in situ measurements collected contemporaneously.The RTM inversion using merit function resulted in estimations of LCC(R^(2)=0.26,RMSE=3.9µg/cm^(2)),CCC(R^(2)=0.65,RMSE=0.33 g/m^(2)),and LAI(R^(2)=0.47,RMSE=0.73 m^(2)/m^(2)),comparable to the estimations based on the machine learning method Random forest regression of LCC(R^(2)=0.34,RMSE=4.06µg/cm^(2)),CCC(R^(2)=0.65,RMSE=0.34 g/m^(2)),and LAI(R^(2)=0.47,RMSE=0.75 m^(2)/m^(2)).Several of the machine learning algorithms also yielded accuracies and robustness similar to the RTM inversion using merit function.The performance of regression methods trained on synthetic datasets showed promise for fast and accurate mapping of plant traits accross different plant functional types from remote sensing data. | Abebe Mohammed Ali Roshanak Darvishzadeh Andrew Skidmore Tawanda W.Gara Marco Heurich | 2021 | International Journal of Digital Earth2021，14，1： | 3 |
| 2 | Common polymorphisms in C3,factor B,and factorH collaborate to determine systemic complement activityand disease risk显示文摘 | Heurich M Martínez-Barricarte R Francis NJ | 2011 | Proc Natl Acad Sci U S A2011，108，21： | 1 |
| 3 | Tree species classification and estimation of stem volume and DBH based on single tree extraction by exploiting airborne full - waveform LiDAR data 显示文摘 | Yao W Krzystek P Heurich M | 2012 | Remote Sensing of Environmem2012，123，： | 1 |
| 4 | Nontuberculous mycobacterial infection of the central nervous system in patients with AIDS显示文摘 | Jacob C N Henein S S Heurich A E | | 0，，06： | 1 |
| 5 | Human C3 mutation reveals a mechanism of dense depositdisease pathogenesis and provides insights into complementactivation and regulation显示文摘 | Martínez-Barricarte R Heurich M Valdes-Ca?edo F | 2010 | J Clin Invest2010，120，10： | 1 |
| 6 | Nontuberculous mycobacterial infection of the central nervous system in patients with AIDS显示文摘 | Jacob CN Henein SS Heurich AE Kamholz S | | 0，，： | 1 |
| 7 | Human C3 mutation reveals a mechanism of dense deposit disease pathogenesis and provides insights into complement activation and regulation 显示文摘 | Martfnez-Barricarte R Heurich M Valdes-Caedo F | 2010 | J Clin Invest2010，120，10： | 1 |
| 8 | Manage ment of tuberculous pericarditis显示文摘 | Quale JM Lipschik GY Heurich AH | 1987 | Ann Tnorac Surg1987，43，6： | 1 |
| 9 | Tree species classification and estimation of stem volume and DBH based on single tree extraction by exploiting airborne full - waveform LiDAR data 显示文摘 | Yao W Krzystek P Heurich M | 2012 | Remote Sensing of Environment2012，123，： | 1 |
| 10 | Tree species classification and estimation of stem volume and DBH based on single tree extraction by exploiting airborne full-waveform LiDAR data显示文摘 | YAO W KRZYSTEK P HEURICH M | 2012 | Remote Sensing of Environment2012，123，8： | 1 |
| 11 | An event-based conceptualmodel for context-aware movement analysis 显示文摘 | Andrienko G Andrienko N Heurich M | 2011 | InternationalJournal of Geographical Information Science2011，25，13： | 1 |
| 12 | Tree species classification and esti- mation of stem volume and DBH based on single tree extraction by exploiting airborne full -waveform LiDAR data显示文摘 | Yao W Krzystek P Heurich M | 2012 | Remote Sensing of Environment2012，123，： | 1 |
| 13 | Partial migration in roe deer:migratory and resident tactics are end points of a behavioral gradient determined by ecological factors显示文摘 | Cagnacci F Focardi M Heurich A J M | 2011 | Oikos2011，，120： | 1 |
| 14 | Roberts DL Common polymorphisms in C3, factor B, and factor H col- laborate to determine systemic complement activity and disease risk显示文摘 | Heurich M Martinez-Barricarte R Francis NJ | 2011 | Proc NatlAcadSci2011，，21： | 1 |
| 15 | An event-based conceptual model for context-aware movement analysis显示文摘 | Gennady Andrienko Natalia Andrienko Marco Heurich | 2011 | International Journal of Geographical Information Science2011，，9： | 1 |
| 16 | Inhibition of proprotein convertases abrogates processing of the middle eastern respiratory syndrome coronavirus spike protein in infected cells but does not reduce viralinfectivity显示文摘 | Gierer S Mtiller MA Heurich A | 2015 | J InfectDis2015，211，6： | 1 |
| 17 | Human C3 mutation reveals a mechanism of dense deposit disease pathogenesis and provides insights into complement activation and regulation显示文摘 | Martinez-Barricarte R Heurich M Valdes-Canedo F Valdes-Canedo F Vazquez-Martul E Torreira E | 2010 | J Clin Invest2010，120，： | 1 |
| 18 | The spike protein of the emerging betacoronavirus EMC uses a novel coronavirus receptor for entry, can be activated by TMPRSS2, and is targeted by neutralizing antibodies 显示文摘 | Gierer S Bertram S Kaup F Wrensch F Heurich A Kr/imer-K/Jhl A Welsch K Winkler M Meyer B Drosten C Dittmer U von Hahn T Simmons G Hofmann H P6hlmann S | 2013 | J Virol2013，87，10： | 1 |
| 19 | Superfliud Helium Cryostat for the SIRTF Cryogenic Telescope Assembly显示文摘 | Volz S M Schweickart R B Heurich B | 2003 | Proceedings of SPIE2003，4850，： | 1 |
| 20 | Quantification of dentalerosion-a comparison of stylus profilometry and confocal laserscanning microscopy(CLSM)显示文摘 | Heurich E Beyer M Jandt KD | 2010 | Dent Mater2010，26，4： | 1 |
您所在的机构暂未开通此部分的功能，请联系管理员