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An improved method for quality control of data from Argo floats using α convex hulls. | LitMetric

An improved method for detecting abnormal oceanic temperature and salinity (T/S) profiles is developed. This procedure extends previous method developed by Udaya Bhaskar et al. [2017]. This method utilizes World Ocean Atlas 2013 gridded climatology which is on 0.25° x 0.25° resolution to build α convex hulls. These α shapes are then used to categorize good and bad T/S data profiles. This extended method classify the entire profiles instead of data for standard depths to avoid any errors introduced by interpolation to standard depths. Like in previous method, an 'n' sided polygon (convex hull) encompassing the T/S profile data is constructed using Jarvis March algorithm and Points In Polygon (PIP) principle is employed to judge the profile as good or bad. Extensive sensitivity experiments were done for arriving at the optimal α value such that false positives and true negatives are minimized. All types of issues associated with the oceanographic data are identified and quality flag assigned. Examples of this improved method as applied to few Argo floats are presented.•The T/S profiles corresponding to region of interest are used to build α convex hulls.•This extended method can be effectively used for quality control of entire profile and clearly demarcate the profile as good/bad.•This method has the advantage of treating bulk of oceanographic profiles data in a single go which filters out erroneous profile data from the good.

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http://www.ncbi.nlm.nih.gov/pmc/articles/PMC8374363PMC
http://dx.doi.org/10.1016/j.mex.2021.101337DOI Listing

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