Mathematical Reconstruction of Land Carbon Models From Their Numerical Output: Computing Soil Radiocarbon From C Dynamics
Abstract
Radiocarbon (14C) is a powerful tracer of the global carbon cycle that is commonly used to assess carbon cycling rates in various Earth system reservoirs and as a benchmark to assess model performance. Therefore, it has been recommended that Earth System Models (ESMs) participating in the Coupled Model Intercomparison Project Phase 6 report predicted radiocarbon values for relevant carbon pools. However, a detailed representation of radiocarbon dynamics may be an impractical burden on model developers. Here, we present an alternative approach to compute radiocarbon values from the numerical output of an ESM that does not explicitly represent these dynamics. The approach requires computed 12C stocks and fluxes among all carbon pools for a particular simulation of the model. From this output, a time-dependent linear compartmental system is computed with its respective state-transition matrix. Using transient atmospheric 14C values as inputs, the state-transition matrix is then applied to compute radiocarbon values for each pool, the average value for the entire system, and component fluxes. We demonstrate the approach with ELMv1-ECA, the land component of an ESM model that explicitly represents 12C, and 14C in 7 soil pools and 10 vertical layers. Results from our proposed method are highly accurate (relative errormore »
- Authors:
-
- Max Planck Institute for Biogeochemistry Jena (Germany)
- Lawrence Berkeley National Lab. (LBNL), Berkeley, CA (United States)
- Max Planck Institute for Biogeochemistry Jena (Germany); Lawrence Berkeley National Lab. (LBNL), Berkeley, CA (United States)
- Publication Date:
- Research Org.:
- Lawrence Berkeley National Lab. (LBNL), Berkeley, CA (United States)
- Sponsoring Org.:
- USDOE Office of Science (SC), Biological and Environmental Research (BER)
- OSTI Identifier:
- 1631615
- Grant/Contract Number:
- AC02-05CH11231
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Journal of Advances in Modeling Earth Systems
- Additional Journal Information:
- Journal Volume: 12; Journal Issue: 1; Journal ID: ISSN 1942-2466
- Publisher:
- American Geophysical Union (AGU)
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 54 ENVIRONMENTAL SCIENCES
Citation Formats
Metzler, Holger, Zhu, Qing, Riley, William, Hoyt, Alison, Müller, Markus, and Sierra, Carlos A. Mathematical Reconstruction of Land Carbon Models From Their Numerical Output: Computing Soil Radiocarbon From C Dynamics. United States: N. p., 2019.
Web. doi:10.1029/2019ms001776.
Metzler, Holger, Zhu, Qing, Riley, William, Hoyt, Alison, Müller, Markus, & Sierra, Carlos A. Mathematical Reconstruction of Land Carbon Models From Their Numerical Output: Computing Soil Radiocarbon From C Dynamics. United States. https://doi.org/10.1029/2019ms001776
Metzler, Holger, Zhu, Qing, Riley, William, Hoyt, Alison, Müller, Markus, and Sierra, Carlos A. Fri .
"Mathematical Reconstruction of Land Carbon Models From Their Numerical Output: Computing Soil Radiocarbon From C Dynamics". United States. https://doi.org/10.1029/2019ms001776. https://www.osti.gov/servlets/purl/1631615.
@article{osti_1631615,
title = {Mathematical Reconstruction of Land Carbon Models From Their Numerical Output: Computing Soil Radiocarbon From C Dynamics},
author = {Metzler, Holger and Zhu, Qing and Riley, William and Hoyt, Alison and Müller, Markus and Sierra, Carlos A.},
abstractNote = {Radiocarbon (14C) is a powerful tracer of the global carbon cycle that is commonly used to assess carbon cycling rates in various Earth system reservoirs and as a benchmark to assess model performance. Therefore, it has been recommended that Earth System Models (ESMs) participating in the Coupled Model Intercomparison Project Phase 6 report predicted radiocarbon values for relevant carbon pools. However, a detailed representation of radiocarbon dynamics may be an impractical burden on model developers. Here, we present an alternative approach to compute radiocarbon values from the numerical output of an ESM that does not explicitly represent these dynamics. The approach requires computed 12C stocks and fluxes among all carbon pools for a particular simulation of the model. From this output, a time-dependent linear compartmental system is computed with its respective state-transition matrix. Using transient atmospheric 14C values as inputs, the state-transition matrix is then applied to compute radiocarbon values for each pool, the average value for the entire system, and component fluxes. We demonstrate the approach with ELMv1-ECA, the land component of an ESM model that explicitly represents 12C, and 14C in 7 soil pools and 10 vertical layers. Results from our proposed method are highly accurate (relative error <0.01%) compared with the ELMv1-ECA 12C and 14C predictions, demonstrating the potential to use this approach in CMIP6 and other model simulations that do not explicitly represent 14C.},
doi = {10.1029/2019ms001776},
journal = {Journal of Advances in Modeling Earth Systems},
number = 1,
volume = 12,
place = {United States},
year = {2019},
month = {12}
}
Web of Science
Works referenced in this record:
Icbm: the Introductory Carbon Balance Model for Exploration of soil Carbon Balances
journal, November 1997
- Andrén, Olof; Kätterer, Thomas
- Ecological Applications, Vol. 7, Issue 4
Compiled records of carbon isotopes in atmospheric CO 2 for historical simulations in CMIP6
journal, January 2017
- Graven, Heather; Allison, Colin E.; Etheridge, David M.
- Geoscientific Model Development, Vol. 10, Issue 12
Observations and modelling of the global distribution and long-term trend of atmospheric 14 CO 2
journal, January 2010
- Levin, Ingeborg; Naegler, Tobias; Kromer, Bernd
- Tellus B: Chemical and Physical Meteorology, Vol. 62, Issue 1
Multiple soil nutrient competition between plants, microbes, and mineral surfaces: model development, parameterization, and example applications in several tropical forests
journal, January 2016
- Zhu, Q.; Riley, W. J.; Tang, J.
- Biogeosciences, Vol. 13, Issue 1
A new theory of plant-microbe nutrient competition resolves inconsistencies between observations and model predictions
journal, March 2017
- Zhu, Qing; Riley, William J.; Tang, Jinyun
- Ecological Applications, Vol. 27, Issue 3
Transient dynamics of terrestrial carbon storage: mathematical foundation and its applications
journal, January 2017
- Luo, Yiqi; Shi, Zheng; Lu, Xingjie
- Biogeosciences, Vol. 14, Issue 1
Multiple models and experiments underscore large uncertainty in soil carbon dynamics
journal, October 2018
- Sulman, Benjamin N.; Moore, Jessica A. M.; Abramoff, Rose
- Biogeochemistry, Vol. 141, Issue 2
Weaker land–climate feedbacks from nutrient uptake during photosynthesis-inactive periods
journal, October 2018
- Riley, W. J.; Zhu, Q.; Tang, J. Y.
- Nature Climate Change, Vol. 8, Issue 11
A general mathematical framework for representing soil organic matter dynamics
journal, November 2015
- Sierra, Carlos A.; Müller, Markus
- Ecological Monographs, Vol. 85, Issue 4
The use of radiocarbon 14C to constrain carbon dynamics in the soil module of the land surface model ORCHIDEE (SVN r5165)
journal, January 2018
- Tifafi, Marwa; Camino-Serrano, Marta; Hatté, Christine
- Geoscientific Model Development, Vol. 11, Issue 12
C4MIP – The Coupled Climate–Carbon Cycle Model Intercomparison Project:
experimental protocol for CMIP6
journal, January 2016
- Jones, Chris D.; Arora, Vivek; Friedlingstein, Pierre
- Geoscientific Model Development, Vol. 9, Issue 8
Toward more realistic projections of soil carbon dynamics by Earth system models: SOIL CARBON MODELING
journal, January 2016
- Luo, Yiqi; Ahlström, Anders; Allison, Steven D.
- Global Biogeochemical Cycles, Vol. 30, Issue 1
Representing Nitrogen, Phosphorus, and Carbon Interactions in the E3SM Land Model: Development and Global Benchmarking
journal, July 2019
- Zhu, Qing; Riley, William J.; Tang, Jinyun
- Journal of Advances in Modeling Earth Systems, Vol. 11, Issue 7
GSWP-2: Multimodel Analysis and Implications for Our Perception of the Land Surface
journal, October 2006
- Dirmeyer, Paul A.; Gao, Xiang; Zhao, Mei
- Bulletin of the American Meteorological Society, Vol. 87, Issue 10
Soil carbon and nitrogen mineralization: Theory and models across scales
journal, July 2009
- Manzoni, Stefano; Porporato, Amilcare
- Soil Biology and Biochemistry, Vol. 41, Issue 7
Comparison With Global Soil Radiocarbon Observations Indicates Needed Carbon Cycle Improvements in the E3SM Land Model
journal, May 2019
- Chen, Jinsong; Zhu, Qing; Riley, William J.
- Journal of Geophysical Research: Biogeosciences, Vol. 124, Issue 5
Impulse response functions of terrestrial carbon cycle models: method and application
journal, April 1999
- Thompson, Matthew V.; Randerson, James T.
- Global Change Biology, Vol. 5, Issue 4
Predicted Land Carbon Dynamics Are Strongly Dependent on the Numerical Coupling of Nitrogen Mobilizing and Immobilizing Processes: A Demonstration with the E3SM Land Model
journal, May 2018
- Tang, Jinyun; Riley, William J.
- Earth Interactions, Vol. 22, Issue 11
Modeling radiocarbon dynamics in soils: SoilR version 1.1
journal, January 2014
- Sierra, C. A.; Müller, M.; Trumbore, S. E.
- Geoscientific Model Development, Vol. 7, Issue 5
The distribution of soil phosphorus for global biogeochemical modeling
journal, January 2013
- Yang, X.; Post, W. M.; Thornton, P. E.
- Biogeosciences, Vol. 10, Issue 4
Qualitative Theory of Compartmental Systems
journal, March 1993
- Jacquez, John A.; Simon, Carl P.
- SIAM Review, Vol. 35, Issue 1
Assessing future nitrogen deposition and carbon cycle feedback using a multimodel approach: Analysis of nitrogen deposition
journal, January 2005
- Lamarque, J. -F.
- Journal of Geophysical Research, Vol. 110, Issue D19
Global distribution of atmospheric phosphorus sources, concentrations and deposition rates, and anthropogenic impacts: GLOBAL ATMOSPHERIC PHOSPHORUS
journal, December 2008
- Mahowald, Natalie; Jickells, Timothy D.; Baker, Alex R.
- Global Biogeochemical Cycles, Vol. 22, Issue 4
Transit-time and age distributions for nonlinear time-dependent compartmental systems
journal, January 2018
- Metzler, Holger; Müller, Markus; Sierra, Carlos A.
- Proceedings of the National Academy of Sciences, Vol. 115, Issue 6
Observations and modeling of biomass and soil organic matter dynamics for the grassland biome worldwide
journal, December 1993
- Parton, W. J.; Scurlock, J. M. O.; Ojima, D. S.
- Global Biogeochemical Cycles, Vol. 7, Issue 4
The effect of vertically resolved soil biogeochemistry and alternate soil C and N models on C dynamics of CLM4
journal, January 2013
- Koven, C. D.; Riley, W. J.; Subin, Z. M.
- Biogeosciences, Vol. 10, Issue 11
Radiocarbon constraints imply reduced carbon uptake by soils during the 21st century
journal, September 2016
- He, Y.; Trumbore, S. E.; Torn, M. S.
- Science, Vol. 353, Issue 6306
Improved modelling of soil nitrogen losses
journal, July 2015
- Zhu, Qing; Riley, William J.
- Nature Climate Change, Vol. 5, Issue 8
Energy Storage and the Balance of Producers and Decomposers in Ecological Systems
journal, April 1963
- Olson, Jerry S.
- Ecology, Vol. 44, Issue 2
Traceable components of terrestrial carbon storage capacity in biogeochemical models
journal, March 2013
- Xia, Jianyang; Luo, Yiqi; Wang, Ying-Ping
- Global Change Biology, Vol. 19, Issue 7
A total quasi-steady-state formulation of substrate uptake kinetics in complex networks and an example application to microbial litter decomposition
journal, January 2013
- Tang, J. Y.; Riley, W. J.
- Biogeosciences, Vol. 10, Issue 12
Contribution of sorption, DOC transport and microbial interactions to the 14C age of a soil organic carbon profile: Insights from a calibrated process model
journal, September 2015
- Ahrens, Bernhard; Braakhekke, Maarten C.; Guggenberger, Georg
- Soil Biology and Biochemistry, Vol. 88
Predictability of the terrestrial carbon cycle
journal, December 2014
- Luo, Yiqi; Keenan, Trevor F.; Smith, Matthew
- Global Change Biology, Vol. 21, Issue 5
Mineral properties, microbes, transport, and plant-input profiles control vertical distribution and age of soil carbon stocks
journal, April 2017
- Dwivedi, D.; Riley, W. J.; Torn, M. S.
- Soil Biology and Biochemistry, Vol. 107