cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10478334
title: UFLUX 100m daily photosynthesis fluxes in southwestern UK 2020

description: UFLUX Ensemble UK100mdaily (UK 100 Daily) in southwestern UK 2020

OverviewThe UFLUX ensemble dataset offers European fluxes at 100 m spatial resolution, generated using machine learning models. It integrates satellite-based Sentinel-1 backscatters and Sentinel-2 vegetation proxies NIRv with ERA5 climate reanalysis, and is trained against ICOS eddy covariance observations. It  includes five core flux components:





Gross Primary Production (GPP) [open access]




Ecosystem Respiration (RECO) [in progress]




Net Ecosystem Exchange (NEE) [in progress]




Sensible Heat Flux (H) [in progress]




Latent Energy Flux (LE) [in progress]



Background and MethodologyThe Unified FLUXes (UFLUX) initiative is a data-driven, machine learning-based platform designed to upscale eddy covariance (EC) flux measurements from tower sites to the global scale. It aims to answer pressing questions about how effectively terrestrial ecosystems are managed under climate change.

Key innovations of UFLUX include:





Consistent Upscaling Framework: Harmonizes flux upscaling across spatial/temporal scales and multiple flux types (GPP, RECO, etc.) using deep decision tree-based methods, better suited than conventional neural networks for EC flux data.




Hybrid Explainable ML: Combines black-box ML with ecological interpretability through residual learning, offering both predictive power and new scientific insight (UFLUXv2).




Uncertainty Quantification: Employs sampling space completeness to assess model uncertainty in a transparent, robust manner.




Multisource Integration: Leverages complementary strengths of vegetation proxies (e.g., NIRv, SIF) and climate data (e.g., ERA5) to represent carbon dynamics more comprehensively than single-source approaches.




Superior Gap-Filling: Originally developed as a global EC flux gap-filling tool, UFLUX improves accuracy by up to 30% and reduces uncertainty by as much as 70% compared to traditional methods.




High Performance: Achieves strong predictive accuracy, with global-scale R² > 0.8 for RECO and ≈0.9 for GPP, while being computationally efficient enough to run on a standard laptop.




Community Adoption: Already used by other global upscaling projects, highlighting its reliability and impact.



ApplicationsUFLUX is ideal for studying the interactions between land management, climate change, and carbon fluxes, particularly in improving global estimates of GPP and RECO by addressing biases in EC measurements.

Resources



UFLUX Website: https://sites.google.com/view/uflux



Code Repository: https://github.com/soonyenju/uflux




Technical & Descriptive Publication: https://doi.org/10.1080/01431161.2024.2312266
DOI: 10.5281/zenodo.10478335
title: UFLUX 100m daily photosynthesis fluxes in southwestern UK 2020

description: UFLUX Ensemble UK100mdaily (UK 100 Daily) in southwestern UK 2020

OverviewThe UFLUX ensemble dataset offers European fluxes at 100 m spatial resolution, generated using machine learning models. It integrates satellite-based Sentinel-1 backscatters and Sentinel-2 vegetation proxies NIRv with ERA5 climate reanalysis, and is trained against ICOS eddy covariance observations. It  includes five core flux components:





Gross Primary Production (GPP) [open access]




Ecosystem Respiration (RECO) [in progress]




Net Ecosystem Exchange (NEE) [in progress]




Sensible Heat Flux (H) [in progress]




Latent Energy Flux (LE) [in progress]



Background and MethodologyThe Unified FLUXes (UFLUX) initiative is a data-driven, machine learning-based platform designed to upscale eddy covariance (EC) flux measurements from tower sites to the global scale. It aims to answer pressing questions about how effectively terrestrial ecosystems are managed under climate change.

Key innovations of UFLUX include:





Consistent Upscaling Framework: Harmonizes flux upscaling across spatial/temporal scales and multiple flux types (GPP, RECO, etc.) using deep decision tree-based methods, better suited than conventional neural networks for EC flux data.




Hybrid Explainable ML: Combines black-box ML with ecological interpretability through residual learning, offering both predictive power and new scientific insight (UFLUXv2).




Uncertainty Quantification: Employs sampling space completeness to assess model uncertainty in a transparent, robust manner.




Multisource Integration: Leverages complementary strengths of vegetation proxies (e.g., NIRv, SIF) and climate data (e.g., ERA5) to represent carbon dynamics more comprehensively than single-source approaches.




Superior Gap-Filling: Originally developed as a global EC flux gap-filling tool, UFLUX improves accuracy by up to 30% and reduces uncertainty by as much as 70% compared to traditional methods.




High Performance: Achieves strong predictive accuracy, with global-scale R² > 0.8 for RECO and ≈0.9 for GPP, while being computationally efficient enough to run on a standard laptop.




Community Adoption: Already used by other global upscaling projects, highlighting its reliability and impact.



ApplicationsUFLUX is ideal for studying the interactions between land management, climate change, and carbon fluxes, particularly in improving global estimates of GPP and RECO by addressing biases in EC measurements.

Resources



UFLUX Website: https://sites.google.com/view/uflux



Code Repository: https://github.com/soonyenju/uflux




Technical & Descriptive Publication: https://doi.org/10.1080/01431161.2024.2312266
DOI: 10.5517/cc12yhr8
title: CCDC 1011460: Experimental Crystal Structure Determination

description: Related Article: E. Marfo-Owusu, A. L. Thompson|2014|X-ray.Str.Anal.Online.|30|51|doi:10.2116/xraystruct.30.51
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc13g54w
title: CCDC 1026507: Experimental Crystal Structure Determination

description: Related Article: Pengpeng Yang, Chenguang Lin, Wei Zhuang, Qingshi Wen, Fengxia Zou, Jingwei Zhou, Jinglan Wu, Hanjie Ying|2016|CrystEngComm|18|1699|doi:10.1039/C6CE00034G
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc13g57z
title: CCDC 1026510: Experimental Crystal Structure Determination

description: Related Article: Victoria Li, Diane N. Le, Edward J. Valente, Warren J. L. Wood|2015|Synth.Commun.|45|1055|doi:10.1080/00397911.2014.997367
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc13g55x
title: CCDC 1026508: Experimental Crystal Structure Determination

description: Related Article: Francesca Leonelli, Azzurra Mostarda, Luca De Angelis, Doriano Lamba, Nicola Demitri, Angela La Bella, Francesca Ceccacci, Luisa M. Migneco, and Rinaldo Marini Bettolo|2016|J.Nat.Prod.|79|1155|doi:10.1021/acs.jnatprod.5b00834
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc13g591
title: CCDC 1026512: Experimental Crystal Structure Determination

description: Related Article: Victoria Li, Diane N. Le, Edward J. Valente, Warren J. L. Wood|2015|Synth.Commun.|45|1055|doi:10.1080/00397911.2014.997367
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc13g5b2
title: CCDC 1026513: Experimental Crystal Structure Determination

description: Related Article: Victoria Li, Diane N. Le, Edward J. Valente, Warren J. L. Wood|2015|Synth.Commun.|45|1055|doi:10.1080/00397911.2014.997367
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc13g5c3
title: CCDC 1026514: Experimental Crystal Structure Determination

description: Related Article: Victoria Li, Diane N. Le, Edward J. Valente, Warren J. L. Wood|2015|Synth.Commun.|45|1055|doi:10.1080/00397911.2014.997367
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc13g5d4
title: CCDC 1026515: Experimental Crystal Structure Determination

description: Related Article: Victoria Li, Diane N. Le, Edward J. Valente, Warren J. L. Wood|2015|Synth.Commun.|45|1055|doi:10.1080/00397911.2014.997367
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc13g5f5
title: CCDC 1026516: Experimental Crystal Structure Determination

description: Related Article: Sung Kuk Kim, Jonathan L. Sessler, Vincent V. Lynch|2014|Org.Lett.|16|6128|doi:10.1021/ol502991t
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc13g5h7
title: CCDC 1026518: Experimental Crystal Structure Determination

description: Related Article: Sung Kuk Kim, Jonathan L. Sessler, Vincent V. Lynch|2014|Org.Lett.|16|6128|doi:10.1021/ol502991t
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc13g5j8
title: CCDC 1026519: Experimental Crystal Structure Determination

description: Related Article: Sung Kuk Kim, Jonathan L. Sessler, Vincent V. Lynch|2014|Org.Lett.|16|6128|doi:10.1021/ol502991t
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc13g63w
title: CCDC 1026537: Experimental Crystal Structure Determination

description: Related Article: Abdullah M. Asiri, Salman A. Khan, Hadi Mussa Basisi|2016|J. Taiwan Inst. Chem. Eng.|59|457|doi:10.1016/j.jtice.2015.07.020
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc13g5lb
title: CCDC 1026521: Experimental Crystal Structure Determination

description: Related Article: Jian Su, Liu-Di Yao, Jun Zhang, Xiu-Fang Wang, Xue-Juan Zou, Sheng-Yi Zhang,Jie-Ying Wu, Yu-Peng Tian|2015|J.Coord.Chem.|68|1926|doi:10.1080/00958972.2015.1031655
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc13g5rh
title: CCDC 1026526: Experimental Crystal Structure Determination

description: Related Article: Alexander S. Bogachenkov, Albina V. Dogadina, Vadim P. Boyarskiy, Aleksander V. Vasilyev|2015|Org.Biomol.Chem.|13|1333|doi:10.1039/C4OB02269F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc13g32r
title: CCDC 1026443: Experimental Crystal Structure Determination

description: Related Article: Zhi Chen, Svetlana Klyatskaya, José I. Urgel, David Écija, Olaf Fuhr, Willi Auwärter, Johannes V. Barth, Mario Ruben|2015|Beilstein J.Nanotech.|6|327|doi:10.3762/bjnano.6.31
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc13g5sj
title: CCDC 1026527: Experimental Crystal Structure Determination

description: Related Article: Alexander S. Bogachenkov, Albina V. Dogadina, Vadim P. Boyarskiy, Aleksander V. Vasilyev|2015|Org.Biomol.Chem.|13|1333|doi:10.1039/C4OB02269F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc13g5tk
title: CCDC 1026528: Experimental Crystal Structure Determination

description: Related Article: Alexander S. Bogachenkov, Albina V. Dogadina, Vadim P. Boyarskiy, Aleksander V. Vasilyev|2015|Org.Biomol.Chem.|13|1333|doi:10.1039/C4OB02269F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc13g5vl
title: CCDC 1026529: Experimental Crystal Structure Determination

description: Related Article: Alexander S. Bogachenkov, Albina V. Dogadina, Vadim P. Boyarskiy, Aleksander V. Vasilyev|2015|Org.Biomol.Chem.|13|1333|doi:10.1039/C4OB02269F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc13g5xn
title: CCDC 1026531: Experimental Crystal Structure Determination

description: Related Article: Alexander S. Bogachenkov, Albina V. Dogadina, Vadim P. Boyarskiy, Aleksander V. Vasilyev|2015|Org.Biomol.Chem.|13|1333|doi:10.1039/C4OB02269F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc13g5yp
title: CCDC 1026532: Experimental Crystal Structure Determination

description: Related Article: Alexander S. Bogachenkov, Albina V. Dogadina, Vadim P. Boyarskiy, Aleksander V. Vasilyev|2015|Org.Biomol.Chem.|13|1333|doi:10.1039/C4OB02269F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc12bspw
title: CCDC 993478: Experimental Crystal Structure Determination

description: Related Article: Emma R. Dohner, Adam Jaffe , Liam R. Bradshaw , and Hemamala I. Karunadasa|2014|J.Am.Chem.Soc.|136|13154|doi:10.1021/ja507086b
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc12bsqx
title: CCDC 993479: Experimental Crystal Structure Determination

description: Related Article: Emma R. Dohner, Adam Jaffe , Liam R. Bradshaw , and Hemamala I. Karunadasa|2014|J.Am.Chem.Soc.|136|13154|doi:10.1021/ja507086b
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc12bsnv
title: CCDC 993477: Experimental Crystal Structure Determination

description: Related Article: Emma R. Dohner, Adam Jaffe , Liam R. Bradshaw , and Hemamala I. Karunadasa|2014|J.Am.Chem.Soc.|136|13154|doi:10.1021/ja507086b
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc13gg89
title: CCDC 1026790: Experimental Crystal Structure Determination

description: Related Article: Sergiy V. Rosokha, Alfredo Traversa|2015|Phys.Chem.Chem.Phys.(PCCP)|17|4989|doi:10.1039/C4CP05220J
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc13gg9b
title: CCDC 1026791: Experimental Crystal Structure Determination

description: Related Article: Sergiy V. Rosokha, Alfredo Traversa|2015|Phys.Chem.Chem.Phys.(PCCP)|17|4989|doi:10.1039/C4CP05220J
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc13ggbc
title: CCDC 1026792: Experimental Crystal Structure Determination

description: Related Article: Sergiy V. Rosokha, Alfredo Traversa|2015|Phys.Chem.Chem.Phys.(PCCP)|17|4989|doi:10.1039/C4CP05220J
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc13ggcd
title: CCDC 1026793: Experimental Crystal Structure Determination

description: Related Article: Pan Li, Jingjing Zhao, Chungu Xia, Fuwei Li|2014|Org.Lett.|16|5992|doi:10.1021/ol503009f
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc13g64x
title: CCDC 1026538: Experimental Crystal Structure Determination

description: Related Article: Jean-François Ayme ,  Guzmán Gil-Ramírez ,  David A. Leigh,  Jean-François Lemonnier ,  Augustinas Markevicius ,  Christopher A. Muryn ,  and Gen Zhang|2014|J.Am.Chem.Soc.|136|13142|doi:10.1021/ja506886p
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc13gcwt
title: CCDC 1026716: Experimental Crystal Structure Determination

description: Related Article: Qiaoqiao Teng, Han Vinh Huynh|2015|Chem.Commun.|51|1248|doi:10.1039/C4CC08270B
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.