Articles | Volume 12, issue 2
https://doi.org/10.5194/essd-12-1037-2020
© Author(s) 2020. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/essd-12-1037-2020
© Author(s) 2020. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Data description paper
| 
07 May 2020
Data description paper |
| 07 May 2020
| 07 May 2020
Spatial and temporal patterns of global soil heterotrophic respiration in terrestrial ecosystems
Xiaolu Tang
College of Earth Science, Chengdu University of Technology, Chengdu
610059, China
State Environmental Protection Key Laboratory of Synergetic Control
and Joint Remediation for Soil & Water Pollution, Chengdu University of
Technology, Chengdu 610059, China
Shaohui Fan
CORRESPONDING AUTHOR
Key laboratory of Bamboo and Rattan, International Centre for Bamboo
and Rattan, Beijing 100102, China
Manyi Du
Experimental Center of Forestry in North China, Chinese Academy of
Forestry, Beijing 102300, China
Wenjie Zhang
State Key Laboratory of Resources and Environmental Information
System, Institute of Geographic Sciences and Natural Resources Research,
Beijing 100101, China
School of Life Science, University of Technology Sydney, Ultimo, NSW 2007,
Australia
Sicong Gao
School of Life Science, University of Technology Sydney, Ultimo, NSW 2007,
Australia
Shibin Liu
College of Earth Science, Chengdu University of Technology, Chengdu
610059, China
Guo Chen
College of Earth Science, Chengdu University of Technology, Chengdu
610059, China
School of Applied Meteorology, Nanjing University of Information
Science and Technology, Nanjing 210044, China
Department of Ecology, Evolution, and Organismal Biology, Iowa State
University, Ames, IA 50011, USA
Wunian Yang
CORRESPONDING AUTHOR
College of Earth Science, Chengdu University of Technology, Chengdu
610059, China
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- Satellite Monitoring of Global Surface Soil Organic Carbon Dynamics Using the SMAP Level 4 Carbon Product K. Arthur Endsley et al. 10.1029/2020JG006100
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- Spatial and temporal variations in global soil respiration and their relationships with climate and land cover N. Huang et al. 10.1126/sciadv.abb8508
- Global warming accelerates soil heterotrophic respiration A. Nissan et al. 10.1038/s41467-023-38981-w
- Hydrologic gradient changes of soil respiration in typical steppes of Eurasia M. Li et al. 10.1016/j.scitotenv.2021.148684
- Fine scale mapping of fractional tree canopy cover to support river basin management S. Gao et al. 10.1002/hyp.14156
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40 citations as recorded by crossref.
- Divergent data-driven estimates of global soil respiration S. Hashimoto et al. 10.1038/s43247-023-01136-2
- Leveraging observed soil heterotrophic respiration fluxes as a novel constraint on global‐scale models J. Jian et al. 10.1111/gcb.15795
- RETRACTED ARTICLE: Spatial characteristics of urban air pollution and measurement of nursing satisfaction of pediatric patients X. Chen 10.1007/s12517-021-08064-5
- Linking Land Use Land Cover change to global groundwater storage B. Dasgupta & P. Sanyal 10.1016/j.scitotenv.2022.158618
- Forest Soil Carbon Efflux Evaluation Across China: A New Estimate With Machine Learning H. Sun et al. 10.1029/2023GB007761
- Vertically Divergent Responses of SOC Decomposition to Soil Moisture in a Changing Climate M. Pallandt et al. 10.1029/2021JG006684
- Definitions and methods to estimate regional land carbon fluxes for the second phase of the REgional Carbon Cycle Assessment and Processes Project (RECCAP-2) P. Ciais et al. 10.5194/gmd-15-1289-2022
- Machine learning for prediction of soil CO2 emission in tropical forests in the Brazilian Cerrado K. Canteral et al. 10.1007/s11356-023-26824-6
- Continuity of Global MODIS Terrestrial Primary Productivity Estimates in the VIIRS Era Using Model‐Data Fusion K. Endsley et al. 10.1029/2023JG007457
- Overestimation of global soil heterotrophic respiration Y. He & J. Ding 10.1016/j.scib.2021.09.002
- Subsoil Organic Carbon Turnover Time and its Relation to Climate, Soil and Vegetation Characteristics in Forest Ecosystems Across China P. Yu et al. 10.2139/ssrn.4123067
- A restructured and updated global soil respiration database (SRDB-V5) J. Jian et al. 10.5194/essd-13-255-2021
- Stable C and N isotope abundances in water-extractable organic matter from air-dried soils as potential indices of microbially utilized organic matter H. Nagano et al. 10.3389/ffgc.2023.1228053
- Soil Respiration Variability: Contributions of Space and Time Estimated Using the Random Forest Algorithm I. Smorkalov 10.1134/S1067413622040051
- Effects of Different Forest Gap Ages on Soil Physical Properties and Stoichiometric Characteristics in Cryptomeria japonica plantations (L.f.) D.Don, 1839 T. Xiao et al. 10.3390/f13101708
- Reconciling carbon quality with availability predicts temperature sensitivity of global soil carbon mineralization S. Zhang et al. 10.1073/pnas.2313842121
- RETRACTED ARTICLE: Evaluation of regional environmental economic efficiency based on GIS big data and improved neural network J. Zhao 10.1007/s12517-021-06796-y
- A data-driven estimate of litterfall and forest carbon turnover and the drivers of their inter-annual variabilities in forest ecosystems across China X. Zhao et al. 10.1016/j.scitotenv.2022.153341
- Soil respiration in larch and pine ecosystems of the Krasnoyarsk region (Russian Federation): a latitudinal comparative study O. Masyagina et al. 10.1007/s12517-020-05939-x
- Satellite Monitoring of Global Surface Soil Organic Carbon Dynamics Using the SMAP Level 4 Carbon Product K. Arthur Endsley et al. 10.1029/2020JG006100
- Observation‐based global soil heterotrophic respiration indicates underestimated turnover and sequestration of soil carbon by terrestrial ecosystem models Y. He et al. 10.1111/gcb.16286
- RETRACTED ARTICLE: The role of remote sensing for mountain soil characteristics and rural asset allocation H. Wang 10.1007/s12517-021-07461-0
- Natural and Anthropogenic Driving Forces of Carbonate Weathering and the Related Carbon Sink Flux: A Model Comparison Study at Global Scale S. Zeng et al. 10.1029/2021GB007096
- Estimating the Net Ecosystem Exchange at Global FLUXNET Sites Using a Random Forest Model N. Huang et al. 10.1109/JSTARS.2021.3114190
- Spatial biases of information influence global estimates of soil respiration: How can we improve global predictions? E. Stell et al. 10.1111/gcb.15666
- A Data‐Driven Global Soil Heterotrophic Respiration Dataset and the Drivers of Its Inter‐Annual Variability Y. Yao et al. 10.1029/2020GB006918
- Co-varying effects of vegetation structure and terrain attributes are responsible for soil respiration spatial patterns in a sandy forest–steppe transition zone G. Süle et al. 10.5194/we-21-95-2021
- RETRACTED ARTICLE: Green highway evaluation based on Big Data GIS and BIM technology Z. Shi & K. Lv 10.1007/s12517-021-07253-6
- Subsoil organic carbon turnover is dominantly controlled by soil properties in grasslands across China Y. Shi et al. 10.1016/j.catena.2021.105654
- Controls and variability of soil respiration temperature sensitivity across China Z. Yang et al. 10.1016/j.scitotenv.2023.161974
- Quantifying aboveground vegetation water storage combining Landsat 8 OLI and Sentinel-1 imageries X. Luo et al. 10.1080/10106049.2020.1861662
- Partitioning of root, litter and microbial respiration by plant input manipulation in forests J. Zhu et al. 10.1088/1748-9326/acb789
- The canopy layer, a biogeochemical actor in the forest N-cycle A. Bortolazzi et al. 10.1016/j.scitotenv.2021.146024
- Reducing spatial resolution increased net primary productivity prediction of terrestrial ecosystems: A Random Forest approach T. Zhou et al. 10.1016/j.scitotenv.2023.165134
- Spatial and temporal variations in global soil respiration and their relationships with climate and land cover N. Huang et al. 10.1126/sciadv.abb8508
- Global warming accelerates soil heterotrophic respiration A. Nissan et al. 10.1038/s41467-023-38981-w
- Hydrologic gradient changes of soil respiration in typical steppes of Eurasia M. Li et al. 10.1016/j.scitotenv.2021.148684
- Fine scale mapping of fractional tree canopy cover to support river basin management S. Gao et al. 10.1002/hyp.14156
- A decreasing carbon allocation to belowground autotrophic respiration in global forest ecosystems X. Tang et al. 10.1016/j.scitotenv.2021.149273
- Evaluation of forest carbon uptake in South Korea using the national flux tower network, remote sensing, and data-driven technology S. Cho et al. 10.1016/j.agrformet.2021.108653
Latest update: 24 Apr 2024
Short summary
Global soil heterotrophic respiration (RH) was modelled using Random Forest by linking published observations and globally gridded environmental variables. Globally, RH increased from 55.8 to 58.3 Pg C a−1 with an increasing trend of 0.036 ± 0.007 Pg C a−2 and an annual mean RH of 57.2 ± 0.6 Pg C a−1 over 1980–2016. The developed RH dataset has great potential to serve as a benchmark to constrain global vegetation models.
Global soil heterotrophic respiration (RH) was modelled using Random Forest by linking published...
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