Use of change-point detection for friction-velocity threshold evaluation in eddy-covariance studies

A. G. Barr, A. D. Richardson, D. Y. Hollinger, D. Papale, M. A. Arain, T. A. Black, G. Bohrer, D. Dragoni, M. L. Fischer, L. Gu, B. E. Law, H. A. Margolis, J. H. Mccaughey, J. W. Munger, W. Oechel, K. Schaeffer

Research output: Contribution to journalArticlepeer-review

134 Scopus citations

Abstract

The eddy-covariance method often underestimates fluxes under stable, low-wind conditions at night when turbulence is not well developed. The most common approach to resolve the problem of nighttime flux underestimation is to identify and remove the deficit periods using friction-velocity (u*) threshold filters (u*Th). This study modifies an accepted method for u*Th evaluation by incorporating change-point-detection techniques. The original and modified methods are evaluated at 38 sites as part of the North American Carbon Program (NACP) site-level synthesis. At most sites, the modified method produced u*Th estimates that were higher and less variable than the original method. It also provided an objective method to identify sites that lacked a u*Th response. The modified u*Th estimates were robust and comparable among years. Inter-annual u*Th differences were small, so that a single u*Th value was warranted at most sites. No variation in the u*Th was observed by time of day (dusk versus mid or late night), however, a few sites showed significant u*Th variation with time of year. Among-site variation in the u*Th was strongly related to canopy height and the mean annual nighttime u*. The modified u*Th estimates excluded a high fraction of nighttime data - 61% on average. However, the negative impact of the high exclusion rate on annual net ecosystem production (NEP) was small compared to the larger impact of underestimating the u*Th. Compared to the original method, the higher u*Th estimates from the modified method caused a mean 8% reduction in annual NEP across all site-years, and a mean 7% increase in total ecosystem respiration (Re). The modified method also reduced the u*Th-related uncertainties in annual NEP and Re by more than 50%. These results support the use of u*Th filters as a pragmatic solution to a complex problem.

Original languageEnglish
Pages (from-to)31-45
Number of pages15
JournalAgricultural and Forest Meteorology
Volume171-172
DOIs
StatePublished - 2013

Funding

We thank the NACP Site Synthesis and the Ameriflux and Fluxnet-Canada/Canadian Carbon Program investigators who provided the data on which this analysis is based. We thank the NACP Site Synthesis for support to all investigators to travel to a series of workshops that fostered this research. We also thank the funding agencies that have supported these long-term, flux-tower networks. AGB acknowledges support from the Climate Research Division of Environment Canada and thanks Xiaolin Wang for advice on change-point detection techniques and two anonymous reviewers for their constructive comments. ADR and DYH acknowledge support from Office of Science (BER), US Department of Energy , through the Terrestrial Carbon Program under Interagency Agreement No. DE-AI02-07ER64355 and through the Northeastern Regional Center of the National Institute for Climatic Change Research. DP thanks the GHG-Europe and CarboExtreme European Research projects for their support. Effort by MLF and collection of US-ARM site data were supported at LBNL by the U.S. Department of Energy, Office of Biological and Environmental Research , under contract number DE-AC02-05CH1123 .

Keywords

  • Change-point detection
  • Eddy-covariance
  • Friction-velocity filters
  • Uncertainty

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