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Title: Assimilation of repeated woody biomass observations constrains decadal ecosystem carbon cycle uncertainty in aggrading forests

Journal Article · · Journal of Geophysical Research. Biogeosciences
DOI:https://doi.org/10.1002/2016JG003520· OSTI ID:1466301
ORCiD logo [1]; ORCiD logo [1]; ORCiD logo [2]; ORCiD logo [3]; ORCiD logo [1]
  1. Univ. of Edinburgh, Scotland (United Kingdom). School of GeoSciences; Univ. of Edinburgh, Scotland (United Kingdom). National Centre for Earth Observation
  2. Univ. of Edinburgh, Scotland (United Kingdom). School of GeoSciences; ICREA at CREAF, Cerdanyola del Valles (Spain)
  3. California Inst. of Technology (CalTech), La Canada Flintridge, CA (United States). Jet Propulsion Lab.

Forest carbon sink strengths are governed by plant growth, mineralization of dead organic matter, and disturbance. Across landscapes, remote sensing can provide information about aboveground states of forests and this information can be linked to models to estimate carbon cycling in forests close to steady state. For aggrading forests this approach is more challenging and has not been demonstrated. Here in this paper we apply a Bayesian approach, linking a simple model to a range of data, to evaluate their information content, for two aggrading forests. We compare high information content analyses using local observations with retrievals using progressively sparser remotely sensed information (repeated, single, and no woody biomass observations). The net biome productivity of both forests is constrained to be a net sink with <2 Mg C ha-1 yr-1 variation across the range of inputs. However, the sequestration of particular carbon pool(s) varies with assimilated biomass information. Assimilation of repeated biomass observations reduces uncertainty and/or bias in all ecosystem C pools not just wood, compared to analyses using single or no stock information. As verification, our repeated biomass analysis explains 78–86% of variation in litter dynamics at one forest, while at the second forest total dead organic matter estimates are within observational uncertainty. The uncertainty of retrieved ecosystem traits in the repeated biomass analysis is reduced by up to 50% compared to analyses with less biomass information. This study quantifies the importance of repeated woody observations in constraining the dynamics of both wood and dead organic matter, highlighting the benefit of proposed remote sensing missions.

Research Organization:
Duke Univ., Durham, NC (United States)
Sponsoring Organization:
USDOE Office of Science (SC), Biological and Environmental Research (BER)
Grant/Contract Number:
FG02-95ER62083; AC02-98CH10886
OSTI ID:
1466301
Alternate ID(s):
OSTI ID: 1402168
Journal Information:
Journal of Geophysical Research. Biogeosciences, Vol. 122, Issue 3; ISSN 2169-8953
Publisher:
American Geophysical UnionCopyright Statement
Country of Publication:
United States
Language:
English
Citation Metrics:
Cited by: 35 works
Citation information provided by
Web of Science

References (74)

Carbon stock and density of northern boreal and temperate forests: Carbon stock and density of boreal and temperate forests journal October 2013
Paired comparisons of carbon exchange between undisturbed and regenerating stands in four managed forests in Europe journal October 2004
The BIOMASS mission: Mapping global forest biomass to better understand the terrestrial carbon cycle journal November 2011
Respiration acclimation contributes to high carbon-use efficiency in a seasonally dry pine forest journal July 2008
Allocation of gross primary production in forest ecosystems: allometric constraints and environmental responses journal July 2013
Integrating plant-soil interactions into global carbon cycle models journal September 2009
Whole-ecosystem labile carbon production in a north temperate deciduous forest journal September 2009
Biomass resilience of Neotropical secondary forests journal February 2016
Comparing microbial and chemical kinetics for modelling soil organic carbon decomposition using the DecoChem v1.0 and DecoBio v1.0 models journal January 2014
Temporal dynamics and spatial variability in the enhancement of canopy leaf area under elevated atmospheric CO 2 journal December 2007
Seasonality of temperate forest photosynthesis and daytime respiration journal June 2016
Carbon residence time dominates uncertainty in terrestrial vegetation responses to future climate and atmospheric CO 2 journal December 2013
Global patterns and controls of soil organic carbon dynamics as simulated by multiple terrestrial biosphere models: Current status and future directions: MODELING GLOBAL SOIL CARBON DYNAMICS journal June 2015
On the capability of Monte Carlo and adjoint inversion techniques to derive posterior parameter uncertainties in terrestrial ecosystem models: COMPARISON OF INVERSION TECHNIQUES journal September 2012
High-Resolution Global Maps of 21st-Century Forest Cover Change journal November 2013
Carbon stock changes in a peaty gley soil profile after afforestation with Sitka spruce ( Picea sitchensis ) journal December 2005
Remote sensing data assimilation for a prognostic phenology model: DATA ASSIMILATION AND PHENOLOGY MODELING journal November 2008
Fixed physiological parameters in the 3-PG model produced accurate estimates of loblolly pine growth on sites in different geographic regions journal February 2013
Scale-Dependent Performance of CMIP5 Earth System Models in Simulating Terrestrial Vegetation Carbon journal July 2015
Constraining ecosystem carbon dynamics in a data-limited world: integrating ecological "common sense" in a model–data fusion framework journal January 2015
Soil fertility limits carbon sequestration by forest ecosystems in a CO2-enriched atmosphere journal May 2001
The worldwide leaf economics spectrum journal April 2004
Effects of planting density and cultural intensity on stand and crown attributes of mid-rotation loblolly pine plantations journal December 2013
Development of a 50-Year High-Resolution Global Dataset of Meteorological Forcings for Land Surface Modeling journal July 2006
Allometric growth and allocation in forests: a perspective from FLUXNET journal July 2011
A Large and Persistent Carbon Sink in the World's Forests journal July 2011
Global covariation of carbon turnover times with climate in terrestrial ecosystems journal September 2014
Benchmark map of forest carbon stocks in tropical regions across three continents journal May 2011
An improved analysis of forest carbon dynamics using data assimilation journal January 2005
A generalised model of forest productivity using simplified concepts of radiation-use efficiency, carbon balance and partitioning journal August 1997
Distribution and mixing of old and new nonstructural carbon in two temperate trees journal January 2015
Trends in seedling growth and carbon-use efficiency vary among broadleaf tree species along a latitudinal transect in eastern North America journal January 2014
Modelling forest management within a global vegetation model—Part 2: Model validation from a tree to a continental scale journal January 2011
Disentangling residence time and temperature sensitivity of microbial decomposition in a global soil carbon model journal January 2014
Milestones and millstones: A retrospective on 50 years of research to improve productivity in loblolly pine plantations journal May 2006
Response of microbial decomposition to spin-up explains CMIP5 soil carbon range until 2100 journal January 2014
Soil carbon sequestration in a pine forest after 9 years of atmospheric CO 2 enrichment journal December 2008
TRY - a global database of plant traits: TRY - A GLOBAL DATABASE OF PLANT TRAITS journal June 2011
The muddle of ages, turnover, transit, and residence times in the carbon cycle journal November 2016
The human footprint in the carbon cycle of temperate and boreal forests journal June 2007
A generalized, bioclimatic index to predict foliar phenology in response to climate journal April 2005
Where does the carbon go? A model-data intercomparison of vegetation carbon allocation and turnover processes at two temperate forest free-air CO 2 enrichment sites journal May 2014
A comparison of models for quantifying growth and standing carbon in UK Scots pine forests journal January 2015
CO 2 balance of boreal, temperate, and tropical forests derived from a global database journal December 2007
The European carbon balance. Part 3: forests journal May 2010
Production, allocation, and stemwood growth efficiency of Pinus taeda L. stands in response to 6 years of intensive management journal April 2004
An evaluation of models for partitioning eddy covariance-measured net ecosystem exchange into photosynthesis and respiration journal December 2006
Causes of variation in soil carbon simulations from CMIP5 Earth system models and comparison with observations journal January 2013
Carbon stock and stock changes across a Sitka spruce chronosequence on surface-water gley soils journal March 2009
Global Carbon Budget 2015 journal January 2015
The linkages between photosynthesis, productivity, growth and biomass in lowland Amazonian forests journal March 2015
Plant-driven variation in decomposition rates improves projections of global litter stock distribution journal January 2012
Re-assessment of plant carbon dynamics at the Duke free-air CO2 enrichment site: interactions of atmospheric [CO2] with nitrogen and water availability over stand development journal November 2009
Modeling carbon allocation in trees: a search for principles journal January 2012
Constraining a global ecosystem model with multi-site eddy-covariance data journal January 2012
Forest annual carbon cost: a global-scale analysis of autotrophic respiration journal March 2010
Long term growth responses of loblolly pine to optimal nutrient and water resource availability journal April 2004
The decadal state of the terrestrial carbon cycle: Global retrievals of terrestrial carbon allocation, pools, and residence times journal January 2016
Biogeographic variation in evergreen conifer needle longevity and impacts on boreal forest carbon cycle projections journal September 2014
Seasonal dynamics and age of stemwood nonstructural carbohydrates in temperate forest trees journal November 2012
Climate change, phenology, and phenological control of vegetation feedbacks to the climate system journal February 2013
Predicting Gross Primary Productivity in Terrestrial Ecosystems journal August 1997
Estimating the uncertainty in annual net ecosystem carbon exchange: spatial variation in turbulent fluxes and sampling errors in eddy-covariance measurements journal May 2006
The climate dependence of the terrestrial carbon cycle, including parameter and structural uncertainties journal January 2013
An integrated pan-tropical biomass map using multiple reference datasets journal January 2016
Recent reversal in loss of global terrestrial biomass journal March 2015
Tamm Review: Sequestration of carbon from coarse woody debris in forest soils journal October 2016
Temporal dynamics and spatial variability in the enhancement of canopy leaf area under elevated atmospheric CO 2 journal December 2007
Forest annual carbon cost: a global-scale analysis of autotrophic respiration journal March 2010
Global land use changes are four times greater than previously estimated journal May 2021
Response of microbial decomposition to spin-up explains CMIP5 soil carbon range until 2100 journal January 2014
Global carbon budget 2015 text January 2015
Global Carbon Budget 2015 text January 2015
Plant-driven variation in decomposition rates improves projections of global litter stock distribution journal January 2011

Cited By (9)

Quantifying the UK's carbon dioxide flux: an atmospheric inverse modelling approach using a regional measurement network journal January 2019
Reliability ensemble averaging of 21st century projections of terrestrial net primary productivity reduces global and regional uncertainties journal January 2018
Simulating the atmospheric CO2 concentration across the heterogeneous landscape of Denmark using a coupled atmosphere–biosphere mesoscale model system journal January 2019
Inverse Determination of the Influence of Fire on Vegetation Carbon Turnover in the Pantropics journal December 2018
Description and validation of an intermediate complexity model for ecosystem photosynthesis and evapotranspiration: ACM-GPP-ETv1 journal January 2019
Understanding the Land Carbon Cycle with Space Data: Current Status and Prospects journal February 2019
Evaluation of terrestrial pan-Arctic carbon cycling using a data-assimilation system journal January 2019
Ages and transit times as important diagnostics of model performance for predicting carbon dynamics in terrestrial vegetation models journal January 2018
Ages and transit times as important diagnostics of model performance for predicting carbon dynamics in terrestrial vegetation models posted_content August 2017