A global end-member approach to derive aCDOM(440) from near-surface optical measurements

This study establishes an optical inversion scheme for deriving the absorption coefficient of colored (or chromophoric, depending on the literature) dissolved organic material (CDOM) at the 440 nm wavelength, which can be applied to global water masses with near-equal efficacy. The approach uses a r...

Full description

Bibliographic Details
Published in:Biogeosciences
Main Authors: Hooker, Stanford B., Matsuoka, Atsushi, Kudela, Raphael M., Yamashita, Youhei, Suzuki, Koji, Houskeeper, Henry F.
Format: Text
Language:English
Published: 2020
Subjects:
Online Access:https://doi.org/10.5194/bg-17-475-2020
https://www.biogeosciences.net/17/475/2020/
id ftcopernicus:oai:publications.copernicus.org:bg77811
record_format openpolar
spelling ftcopernicus:oai:publications.copernicus.org:bg77811 2023-05-15T15:19:25+02:00 A global end-member approach to derive aCDOM(440) from near-surface optical measurements Hooker, Stanford B. Matsuoka, Atsushi Kudela, Raphael M. Yamashita, Youhei Suzuki, Koji Houskeeper, Henry F. 2020-01-30 application/pdf https://doi.org/10.5194/bg-17-475-2020 https://www.biogeosciences.net/17/475/2020/ eng eng doi:10.5194/bg-17-475-2020 https://www.biogeosciences.net/17/475/2020/ eISSN: 1726-4189 Text 2020 ftcopernicus https://doi.org/10.5194/bg-17-475-2020 2020-02-03T15:42:00Z This study establishes an optical inversion scheme for deriving the absorption coefficient of colored (or chromophoric, depending on the literature) dissolved organic material (CDOM) at the 440 nm wavelength, which can be applied to global water masses with near-equal efficacy. The approach uses a ratio of diffuse attenuation coefficient spectral end-members, i.e., a short- and long-wavelength pair. The global perspective is established by sampling “extremely” clear water plus a generalized extent in turbidity and optical properties that each span 3 decades of dynamic range. A unique data set was collected in oceanic, coastal, and inland waters (as shallow as 0.6 m) from the North Pacific Ocean, the Arctic Ocean, Hawaii, Japan, Puerto Rico, and the western coast of the United States. The data were partitioned using subjective categorizations to define a validation quality subset of conservative water masses (i.e., the inflow and outflow of properties constrain the range in the gradient of a constituent) plus 15 subcategories of more complex water masses that were not necessarily evolving conservatively. The dependence on optical complexity was confirmed with an objective methodology based on a cluster analysis technique. The latter defined five distinct classes with validation quality data present in all classes, but which also decreased in percent composition as a function of increasing class number and optical complexity. Four algorithms based on different validation quality end-members were validated with accuracies of 1.2 %–6.2 %, wherein pairs with the largest spectral span were most accurate. Although algorithm accuracy decreased with the inclusion of more subcategories containing nonconservative water masses, changes to the algorithm fit were small when a preponderance of subcategories were included. The high accuracy for all end-member algorithms was the result of data acquisition and data processing improvements, e.g., increased vertical sampling resolution to less than 1 mm (with pressure transducer precision of 0.03–0.08 mm) and a boundary constraint to mitigate wave-focusing effects, respectively. An independent evaluation with a historical database confirmed the consistency of the algorithmic approach and its application to quality assurance, e.g., to flag data outside expected ranges, identify suspect spectra, and objectively determine the in-water extrapolation interval by converging agreement for all applicable end-member algorithms. The legacy data exhibit degraded performance (as 44 % uncertainty) due to a lack of high-quality near-surface observations, especially for clear waters wherein wave-focusing effects are problematic. The novel optical approach allows the in situ estimation of an in-water constituent in keeping with the accuracy obtained in the laboratory. Text Arctic Arctic Ocean Copernicus Publications: E-Journals Arctic Arctic Ocean Pacific Biogeosciences 17 2 475 497
institution Open Polar
collection Copernicus Publications: E-Journals
op_collection_id ftcopernicus
language English
description This study establishes an optical inversion scheme for deriving the absorption coefficient of colored (or chromophoric, depending on the literature) dissolved organic material (CDOM) at the 440 nm wavelength, which can be applied to global water masses with near-equal efficacy. The approach uses a ratio of diffuse attenuation coefficient spectral end-members, i.e., a short- and long-wavelength pair. The global perspective is established by sampling “extremely” clear water plus a generalized extent in turbidity and optical properties that each span 3 decades of dynamic range. A unique data set was collected in oceanic, coastal, and inland waters (as shallow as 0.6 m) from the North Pacific Ocean, the Arctic Ocean, Hawaii, Japan, Puerto Rico, and the western coast of the United States. The data were partitioned using subjective categorizations to define a validation quality subset of conservative water masses (i.e., the inflow and outflow of properties constrain the range in the gradient of a constituent) plus 15 subcategories of more complex water masses that were not necessarily evolving conservatively. The dependence on optical complexity was confirmed with an objective methodology based on a cluster analysis technique. The latter defined five distinct classes with validation quality data present in all classes, but which also decreased in percent composition as a function of increasing class number and optical complexity. Four algorithms based on different validation quality end-members were validated with accuracies of 1.2 %–6.2 %, wherein pairs with the largest spectral span were most accurate. Although algorithm accuracy decreased with the inclusion of more subcategories containing nonconservative water masses, changes to the algorithm fit were small when a preponderance of subcategories were included. The high accuracy for all end-member algorithms was the result of data acquisition and data processing improvements, e.g., increased vertical sampling resolution to less than 1 mm (with pressure transducer precision of 0.03–0.08 mm) and a boundary constraint to mitigate wave-focusing effects, respectively. An independent evaluation with a historical database confirmed the consistency of the algorithmic approach and its application to quality assurance, e.g., to flag data outside expected ranges, identify suspect spectra, and objectively determine the in-water extrapolation interval by converging agreement for all applicable end-member algorithms. The legacy data exhibit degraded performance (as 44 % uncertainty) due to a lack of high-quality near-surface observations, especially for clear waters wherein wave-focusing effects are problematic. The novel optical approach allows the in situ estimation of an in-water constituent in keeping with the accuracy obtained in the laboratory.
format Text
author Hooker, Stanford B.
Matsuoka, Atsushi
Kudela, Raphael M.
Yamashita, Youhei
Suzuki, Koji
Houskeeper, Henry F.
spellingShingle Hooker, Stanford B.
Matsuoka, Atsushi
Kudela, Raphael M.
Yamashita, Youhei
Suzuki, Koji
Houskeeper, Henry F.
A global end-member approach to derive aCDOM(440) from near-surface optical measurements
author_facet Hooker, Stanford B.
Matsuoka, Atsushi
Kudela, Raphael M.
Yamashita, Youhei
Suzuki, Koji
Houskeeper, Henry F.
author_sort Hooker, Stanford B.
title A global end-member approach to derive aCDOM(440) from near-surface optical measurements
title_short A global end-member approach to derive aCDOM(440) from near-surface optical measurements
title_full A global end-member approach to derive aCDOM(440) from near-surface optical measurements
title_fullStr A global end-member approach to derive aCDOM(440) from near-surface optical measurements
title_full_unstemmed A global end-member approach to derive aCDOM(440) from near-surface optical measurements
title_sort global end-member approach to derive acdom(440) from near-surface optical measurements
publishDate 2020
url https://doi.org/10.5194/bg-17-475-2020
https://www.biogeosciences.net/17/475/2020/
geographic Arctic
Arctic Ocean
Pacific
geographic_facet Arctic
Arctic Ocean
Pacific
genre Arctic
Arctic Ocean
genre_facet Arctic
Arctic Ocean
op_source eISSN: 1726-4189
op_relation doi:10.5194/bg-17-475-2020
https://www.biogeosciences.net/17/475/2020/
op_doi https://doi.org/10.5194/bg-17-475-2020
container_title Biogeosciences
container_volume 17
container_issue 2
container_start_page 475
op_container_end_page 497
_version_ 1766349598162419712