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| 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 | Genetic analysis of chloride concentration in oriental tobacco genotypes显示文摘 | Darvishzadeh R Alavi R | | 0，，07： | 1 |
| 3 | Inversion of a radiative transfer model for estimating vegetation LAI and chlorophyll in a heterogeneous grassland显示文摘 | Roshanak Darvishzadeh Andrew Skidmore Martin Schlerf Clement Atzberger | 2008 | Remote Sensing of Environment2008，，5： | 1 |
| 4 | Retroelement Insertional Polymorphism and Genetic Diversity in Medicago sativa Populations Revealed by IRAP and REMAP Markers显示文摘 | Babak Abdollahi Mandoulakani Yaser Piri Reza Darvishzadeh Iraj Bernoosi Morad Jafari | 2012 | Plant Molecular Biology Reporter2012，，2： | 1 |
| 5 | I,ow prepregnancy ideal weight height ratio in women with hypereme- sis gravidamm显示文摘 | ROCHELSON B VOHRA N DARVISHZADEH I | 2003 | J Reprod Med2003，48，： | 1 |
| 6 | Low prepregrtancies ideal weight ratio in women with hyperemesis gravidarum显示文摘 | Rochelaon B Vohra N Darvishzadeh J | 2003 | J Reprod Med2003，48，6： | 1 |
| 7 | Inversion of a radiative transfer model for estimating vegetation LAI and chlorophyll in a heterogeneous grassland显示文摘 | Roshanak Darvishzadeh Andrew Skidmore artin chlerf | 2008 | Remote Sensing of Environment2008，112，： | 1 |
| 8 | LAI and chlorophyll estimation for a heterogeneous grassland using hyperspectral measurements显示文摘 | DARVISHZADEH R SKIDMOREA A SCHLERF M | 2008 | ISPRS Journal of Photogrammetry & Remote Sensing2008，63，： | 1 |
| 9 | Association of bacterial vaginosis, trichomonas vaginalis, and vaginal acidity with outcome of pregnancy显示文摘 | Azargoon A Darvishzadeh S | 2006 | Arch Iran Med2006，9，3： | 1 |
| 10 | Antioxidant activity and phenolic profile of different parts of Bene ( Pistacia atlantica subsp, kurdica) fruits 显示文摘 | Hatamnia A A Abbaspour N Darvishzadeh R | 2014 | Food Chemistry2014，145，： | 1 |
| 11 | LAI and chlorophyll estimation for a heterogeneous grassland using hyperspectral meas- urements显示文摘 | Darvishzadeh R Skidmore A Sehlerf M | 2008 | ISPRS Journal of Photogrammetry and Remote Sens- ing2008，，63： | 1 |
| 12 | Estimation of vegetation LAI from hyperspectral reflectance data: Effects of soil type and plant architecture显示文摘 | Darvishzadeh R Skidmore A Atzberger C | 2008 | International Journal of Applied Earth Observation and Geoinformation2008，10，3： | 1 |
| 13 | Low prepregnancy ideal weight: height ratio in women with hyperemesis gravidarum显示文摘 | Rochelson B Vohra N Darvishzadeh J | 2003 | J Reprod Med2003，48，6： | 1 |
| 14 | Antioxidant activity and phenolic profile of different parts of Bene(Pis- tacia atlantica subsp, kurdica ) fruits 显示文摘 | Hatamnia AA Abbaspour N Darvishzadeh R | 2014 | Food Chem2014，145，4： | 1 |
| 15 | A comparative study of working memory ex-ecutive functions processing efficiency considering high and low levels of anxiety显示文摘 | DARVISHZADEH P AGUILAR-VAFAIE M E MO-RADI A R | | 0，，01： | 1 |
| 16 | 查看详情显示文摘 | Darvishzadeh R Atzberger C Skidmore A K | | 0，，23： | 1 |
| 17 | Estimation of vegetation LAI from hyperspectral reflectance data: Effects of soil type and plant architecture显示文摘 | Darvishzadeh R Skidmore A Atzberger C | 2008 | International Journal of Applied Earth Observation and Geoinformation2008，10，3： | 1 |
| 18 | Mapping grassland leaf area index with airborne hyperspectral imagery: A comparison study of statistical approaches and inversion of radiative transfer models显示文摘 | Darvishzadeh R Atzberger C Skidmore A eta| | 2011 | Isprs Journal of Photogrammetry and Remote Sensing2011，66，6： | 1 |
| 19 | Low prepregnancy ideal weight:height ratio in women with hyperemesis graxidarum显示文摘 | Rochelson B Vohra N Darvishzadeh J | | 0，，6： | 1 |
| 20 | Leaf Area Index derivation from hyperspectral vegetation indices and the red edge position显示文摘 | Darvishzadeh R Atzberger C Skidmore A K | 2009 | International Journal of Remote Sensing2009，30，23： | 1 |
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