Soil organic carbon predictions in Subarctic Greenland by visible–near infrared spectroscopy

Release of carbon from high-latitude soils to the atmosphere may have significant effects on Earth’s climate. In this contribution, we evaluate visible–near-infrared spectroscopy (vis-NIRS) as a time- and cost-efficient tool for assessing soil organic carbon (SOC) concentrations in South Greenland....

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Published in:Arctic, Antarctic, and Alpine Research
Main Authors: Ogrič, M., Knadel, M., Kristiansen, S. M., Peng, Y., De Jonge, L. W., Adhikari, K., Greve, M. H.
Format: Article in Journal/Newspaper
Language:English
Published: 2019
Subjects:
Online Access:https://pure.au.dk/portal/da/publications/soil-organic-carbon-predictions-in-subarctic-greenland-by-visiblenear-infrared-spectroscopy(0ba2576f-f8a8-48ab-beea-ceec906dd156).html
https://doi.org/10.1080/15230430.2019.1679939
http://www.scopus.com/inward/record.url?scp=85074897657&partnerID=8YFLogxK
id ftuniaarhuspubl:oai:pure.atira.dk:publications/0ba2576f-f8a8-48ab-beea-ceec906dd156
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spelling ftuniaarhuspubl:oai:pure.atira.dk:publications/0ba2576f-f8a8-48ab-beea-ceec906dd156 2023-05-15T14:14:38+02:00 Soil organic carbon predictions in Subarctic Greenland by visible–near infrared spectroscopy Ogrič, M. Knadel, M. Kristiansen, S. M. Peng, Y. De Jonge, L. W. Adhikari, K. Greve, M. H. 2019-01 https://pure.au.dk/portal/da/publications/soil-organic-carbon-predictions-in-subarctic-greenland-by-visiblenear-infrared-spectroscopy(0ba2576f-f8a8-48ab-beea-ceec906dd156).html https://doi.org/10.1080/15230430.2019.1679939 http://www.scopus.com/inward/record.url?scp=85074897657&partnerID=8YFLogxK eng eng info:eu-repo/semantics/openAccess Ogrič , M , Knadel , M , Kristiansen , S M , Peng , Y , De Jonge , L W , Adhikari , K & Greve , M H 2019 , ' Soil organic carbon predictions in Subarctic Greenland by visible–near infrared spectroscopy ' , Arctic, Antarctic, and Alpine Research , vol. 51 , no. 1 , pp. 490-505 . https://doi.org/10.1080/15230430.2019.1679939 Greenland Soil organic carbon subarctic visible–near-infrared spectroscopy article 2019 ftuniaarhuspubl https://doi.org/10.1080/15230430.2019.1679939 2022-04-27T22:51:40Z Release of carbon from high-latitude soils to the atmosphere may have significant effects on Earth’s climate. In this contribution, we evaluate visible–near-infrared spectroscopy (vis-NIRS) as a time- and cost-efficient tool for assessing soil organic carbon (SOC) concentrations in South Greenland. Soil samples were collected at two sites and analyzed with vis-NIRS. We used partial least square regression (PLS-R) modeling to predict SOC from vis-NIRS spectra referenced against in situ dry combustion measurements. The ability of our approach was validated in three setups: (1) calibration and validation data sets from the same location, (2) calibration and validation data sets from different locations, and (3) the same setup as in (2) with the calibration model enlarged with few samples from the opposite target area. Vis-NIRS predictions were successful in setup 1 (R 2 = 0.95, root mean square error of prediction [RMSEP] = 1.80 percent and R 2 = 0.82, RMSEP = 0.64 percent). Predictions in setup 2 had higher errors (R 2 = 0.90, RMSEP = 7.13 percent and R 2 = 0.78, RMSEP = 2.82 percent). In setup 3, the results were again improved (R 2 = 0.95, RMSEP = 2.03 percent and R 2 = 0.77, RMSEP = 2.14 percent). We conclude that vis-NIRS can obtain good results predicting SOC concentrations across two subarctic ecosystems, when the calibration models are augmented with few samples from the target site. Future efforts should be made toward determination of SOC stocks to constrain soil–atmosphere carbon exchange. Article in Journal/Newspaper Antarctic and Alpine Research Arctic Greenland Subarctic Aarhus University: Research Greenland Arctic, Antarctic, and Alpine Research 51 1 490 505
institution Open Polar
collection Aarhus University: Research
op_collection_id ftuniaarhuspubl
language English
topic Greenland
Soil organic carbon
subarctic
visible–near-infrared spectroscopy
spellingShingle Greenland
Soil organic carbon
subarctic
visible–near-infrared spectroscopy
Ogrič, M.
Knadel, M.
Kristiansen, S. M.
Peng, Y.
De Jonge, L. W.
Adhikari, K.
Greve, M. H.
Soil organic carbon predictions in Subarctic Greenland by visible–near infrared spectroscopy
topic_facet Greenland
Soil organic carbon
subarctic
visible–near-infrared spectroscopy
description Release of carbon from high-latitude soils to the atmosphere may have significant effects on Earth’s climate. In this contribution, we evaluate visible–near-infrared spectroscopy (vis-NIRS) as a time- and cost-efficient tool for assessing soil organic carbon (SOC) concentrations in South Greenland. Soil samples were collected at two sites and analyzed with vis-NIRS. We used partial least square regression (PLS-R) modeling to predict SOC from vis-NIRS spectra referenced against in situ dry combustion measurements. The ability of our approach was validated in three setups: (1) calibration and validation data sets from the same location, (2) calibration and validation data sets from different locations, and (3) the same setup as in (2) with the calibration model enlarged with few samples from the opposite target area. Vis-NIRS predictions were successful in setup 1 (R 2 = 0.95, root mean square error of prediction [RMSEP] = 1.80 percent and R 2 = 0.82, RMSEP = 0.64 percent). Predictions in setup 2 had higher errors (R 2 = 0.90, RMSEP = 7.13 percent and R 2 = 0.78, RMSEP = 2.82 percent). In setup 3, the results were again improved (R 2 = 0.95, RMSEP = 2.03 percent and R 2 = 0.77, RMSEP = 2.14 percent). We conclude that vis-NIRS can obtain good results predicting SOC concentrations across two subarctic ecosystems, when the calibration models are augmented with few samples from the target site. Future efforts should be made toward determination of SOC stocks to constrain soil–atmosphere carbon exchange.
format Article in Journal/Newspaper
author Ogrič, M.
Knadel, M.
Kristiansen, S. M.
Peng, Y.
De Jonge, L. W.
Adhikari, K.
Greve, M. H.
author_facet Ogrič, M.
Knadel, M.
Kristiansen, S. M.
Peng, Y.
De Jonge, L. W.
Adhikari, K.
Greve, M. H.
author_sort Ogrič, M.
title Soil organic carbon predictions in Subarctic Greenland by visible–near infrared spectroscopy
title_short Soil organic carbon predictions in Subarctic Greenland by visible–near infrared spectroscopy
title_full Soil organic carbon predictions in Subarctic Greenland by visible–near infrared spectroscopy
title_fullStr Soil organic carbon predictions in Subarctic Greenland by visible–near infrared spectroscopy
title_full_unstemmed Soil organic carbon predictions in Subarctic Greenland by visible–near infrared spectroscopy
title_sort soil organic carbon predictions in subarctic greenland by visible–near infrared spectroscopy
publishDate 2019
url https://pure.au.dk/portal/da/publications/soil-organic-carbon-predictions-in-subarctic-greenland-by-visiblenear-infrared-spectroscopy(0ba2576f-f8a8-48ab-beea-ceec906dd156).html
https://doi.org/10.1080/15230430.2019.1679939
http://www.scopus.com/inward/record.url?scp=85074897657&partnerID=8YFLogxK
geographic Greenland
geographic_facet Greenland
genre Antarctic and Alpine Research
Arctic
Greenland
Subarctic
genre_facet Antarctic and Alpine Research
Arctic
Greenland
Subarctic
op_source Ogrič , M , Knadel , M , Kristiansen , S M , Peng , Y , De Jonge , L W , Adhikari , K & Greve , M H 2019 , ' Soil organic carbon predictions in Subarctic Greenland by visible–near infrared spectroscopy ' , Arctic, Antarctic, and Alpine Research , vol. 51 , no. 1 , pp. 490-505 . https://doi.org/10.1080/15230430.2019.1679939
op_rights info:eu-repo/semantics/openAccess
op_doi https://doi.org/10.1080/15230430.2019.1679939
container_title Arctic, Antarctic, and Alpine Research
container_volume 51
container_issue 1
container_start_page 490
op_container_end_page 505
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