An algorithm to detect non-background signals in greenhouse gas time series from European tall tower and mountain stations
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Published:2021-09-17
Issue:9
Volume:14
Page:6119-6135
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ISSN:1867-8548
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Container-title:Atmospheric Measurement Techniques
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language:en
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Short-container-title:Atmos. Meas. Tech.
Author:
Resovsky Alex, Ramonet MichelORCID, Rivier Leonard, Tarniewicz JeromeORCID, Ciais Philippe, Steinbacher MartinORCID, Mammarella IvanORCID, Mölder MeelisORCID, Heliasz Michal, Kubistin DagmarORCID, Lindauer MatthiasORCID, Müller-Williams JenniferORCID, Conil Sebastien, Engelen RichardORCID
Abstract
Abstract. We present a statistical framework to identify regional signals in
station-based CO2 time series with minimal local influence. A
curve-fitting function is first applied to the detrended time series to
derive a harmonic describing the annual CO2 cycle. We then combine a
polynomial fit to the data with a short-term residual filter to estimate the smoothed cycle and define a seasonally adjusted noise component, equal to 2 standard deviations of the smoothed cycle about the annual cycle. Spikes in the smoothed daily data which surpass this ±2σ threshold are classified as anomalies. Examining patterns of anomalous behavior across multiple sites allows us to quantify the impacts of synoptic-scale atmospheric transport events and better understand the regional carbon cycling implications of extreme seasonal occurrences such as droughts.
Publisher
Copernicus GmbH
Subject
Atmospheric Science
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