A practical approach for uncertainty quantification of high‐frequency soil respiration using Forced Diffusion chambers. Issue 1 (28th January 2015)
- Record Type:
- Journal Article
- Title:
- A practical approach for uncertainty quantification of high‐frequency soil respiration using Forced Diffusion chambers. Issue 1 (28th January 2015)
- Main Title:
- A practical approach for uncertainty quantification of high‐frequency soil respiration using Forced Diffusion chambers
- Authors:
- Lavoie, Martin
Phillips, C. L.
Risk, David - Abstract:
- <abstract abstract-type="main"> <title>Abstract</title> <p>This paper examines the sources of uncertainty for the Forced Diffusion (FD) chamber soil respiration (<italic>R<sub>s</sub></italic>) measurement technique and demonstrates a protocol for uncertainty quantification that could be appropriate with any soil flux technique. Here we sought to quantify and compare the three primary sources of uncertainty in <italic>R<sub>s</sub></italic>: (1) instrumentation error; (2) scaling error, which stems from the spatial variability of <italic>R<sub>s</sub></italic>; and (3) random error, which arises from stochastic or unpredictable variation in environmental drivers and was quantified from repeated observations under a narrow temperature, moisture, and time range. In laboratory studies, we found that FD instrumentation error remained constant as <italic>R<sub>s</sub></italic> increased. In field studies from five North American ecosystems, we found that as <italic>R<sub>s</sub></italic> increased from winter to peak growing season, random error increased linearly with average flux by about 40% of average <italic>R<sub>s</sub></italic>. Random error not only scales with soil flux but scales in a consistent way (same slope) across ecosystems. Scaling error, measured at one site, similarly increased linearly with average <italic>R<sub>s</sub></italic>, by about 50% of average <italic>R<sub>s</sub></italic>. Our findings are consistent with previous findings for both soil fluxes and<abstract abstract-type="main"> <title>Abstract</title> <p>This paper examines the sources of uncertainty for the Forced Diffusion (FD) chamber soil respiration (<italic>R<sub>s</sub></italic>) measurement technique and demonstrates a protocol for uncertainty quantification that could be appropriate with any soil flux technique. Here we sought to quantify and compare the three primary sources of uncertainty in <italic>R<sub>s</sub></italic>: (1) instrumentation error; (2) scaling error, which stems from the spatial variability of <italic>R<sub>s</sub></italic>; and (3) random error, which arises from stochastic or unpredictable variation in environmental drivers and was quantified from repeated observations under a narrow temperature, moisture, and time range. In laboratory studies, we found that FD instrumentation error remained constant as <italic>R<sub>s</sub></italic> increased. In field studies from five North American ecosystems, we found that as <italic>R<sub>s</sub></italic> increased from winter to peak growing season, random error increased linearly with average flux by about 40% of average <italic>R<sub>s</sub></italic>. Random error not only scales with soil flux but scales in a consistent way (same slope) across ecosystems. Scaling error, measured at one site, similarly increased linearly with average <italic>R<sub>s</sub></italic>, by about 50% of average <italic>R<sub>s</sub></italic>. Our findings are consistent with previous findings for both soil fluxes and eddy covariance fluxes across other northern temperate ecosystems that showed random error scales linearly with flux magnitude with a slope of ~0.2. Although the mechanistic basis for this scaling of random error is unknown, it is suggestive of a broadly applicable rule for predicting flux random error. Also consistent with previous studies, we found the random error of FD follows a Laplace (double‐exponential) rather than a normal (Gaussian) distribution.</p> </abstract> … (more)
- Is Part Of:
- Journal of geophysical research. Volume 120:Issue 1(2015:Mar.)
- Journal:
- Journal of geophysical research
- Issue:
- Volume 120:Issue 1(2015:Mar.)
- Issue Display:
- Volume 120, Issue 1 (2015)
- Year:
- 2015
- Volume:
- 120
- Issue:
- 1
- Issue Sort Value:
- 2015-0120-0001-0000
- Page Start:
- 128
- Page End:
- 146
- Publication Date:
- 2015-01-28
- Subjects:
- Geobiology -- Periodicals
Biogeochemistry -- Periodicals
Biotic communities -- Periodicals
Geophysics -- Periodicals
577.14 - Journal URLs:
- http://onlinelibrary.wiley.com/journal/10.1002/(ISSN)2169-8961 ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1002/2014JG002773 ↗
- Languages:
- English
- ISSNs:
- 2169-8953
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4995.003000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 3105.xml