Inferring past trends in lake water organic carbon concentrations in northern lakes using sediment spectroscopy

Changing lake water total organic carbon (TOC)concentrations are of concern for lake management because of corresponding effects on aquatic ecosystem functioning, drinking water resources and carbon cycling between land and sea. Understanding the importance of human activities on TOC changes require...

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Published in:Environmental Science & Technology
Main Authors: Meyer-Jacob, Carsten, Michelutti, Neal, Paterson, Andrew M., Monteith, Don, Yang, Handong, Weckström, Jan, Smol, John P., Bindler, Richard
Format: Article in Journal/Newspaper
Language:English
Published: American Chemical Society 2017
Subjects:
Online Access:http://nora.nerc.ac.uk/id/eprint/518226/
https://nora.nerc.ac.uk/id/eprint/518226/1/N518226PP.pdf
https://doi.org/10.1021/acs.est.7b03147
id ftnerc:oai:nora.nerc.ac.uk:518226
record_format openpolar
spelling ftnerc:oai:nora.nerc.ac.uk:518226 2023-05-15T15:09:44+02:00 Inferring past trends in lake water organic carbon concentrations in northern lakes using sediment spectroscopy Meyer-Jacob, Carsten Michelutti, Neal Paterson, Andrew M. Monteith, Don Yang, Handong Weckström, Jan Smol, John P. Bindler, Richard 2017-11-21 text http://nora.nerc.ac.uk/id/eprint/518226/ https://nora.nerc.ac.uk/id/eprint/518226/1/N518226PP.pdf https://doi.org/10.1021/acs.est.7b03147 en eng American Chemical Society https://nora.nerc.ac.uk/id/eprint/518226/1/N518226PP.pdf Meyer-Jacob, Carsten; Michelutti, Neal; Paterson, Andrew M.; Monteith, Don; Yang, Handong; Weckström, Jan; Smol, John P.; Bindler, Richard. 2017 Inferring past trends in lake water organic carbon concentrations in northern lakes using sediment spectroscopy. Environmental Science & Technology, 51 (22). 13248-13255. https://doi.org/10.1021/acs.est.7b03147 <https://doi.org/10.1021/acs.est.7b03147> Earth Sciences Ecology and Environment Hydrology Publication - Article PeerReviewed 2017 ftnerc https://doi.org/10.1021/acs.est.7b03147 2023-02-04T19:45:35Z Changing lake water total organic carbon (TOC)concentrations are of concern for lake management because of corresponding effects on aquatic ecosystem functioning, drinking water resources and carbon cycling between land and sea. Understanding the importance of human activities on TOC changes requires knowledge of past concentrations; however, water-monitoring data are typically only available for the past few decades, if at all. Here, we present a universal model to infer past lake water TOC concentrations in northern lakes across Europe and North America that uses visible-near-infrared (VNIR) spectroscopy on lake sediments. In the orthogonal partial least squares model, VNIR spectra of surface-sediment samples are calibrated against corresponding surface-water TOC concentrations (0.5–41 mg L-1) from 345 Arctic to northern temperate lakes in Canada, Greenland, Sweden and Finland. Internal model-cross-validation resulted in a R2 of 0.57 and a prediction error of 4.4 mg TOC L-1. First applications to lakes in southern Ontario and Scotland, which are outside of the model’s geographic range, show the model accurately captures monitoring trends, and suggests that TOC dynamics during the 20th century at these sites were primarily driven by changes in atmospheric deposition. Our results demonstrate that the lake-water TOC model has multi-regional applications and is not biased by post-depositional diagenesis, allowing the identification of past TOC variations in northern lakes of Europe and North America over timescales of decades to millennia. Article in Journal/Newspaper Arctic Greenland Natural Environment Research Council: NERC Open Research Archive Arctic Canada Greenland Changing Lake ENVELOPE(-45.619,-45.619,-60.708,-60.708) Environmental Science & Technology 51 22 13248 13255
institution Open Polar
collection Natural Environment Research Council: NERC Open Research Archive
op_collection_id ftnerc
language English
topic Earth Sciences
Ecology and Environment
Hydrology
spellingShingle Earth Sciences
Ecology and Environment
Hydrology
Meyer-Jacob, Carsten
Michelutti, Neal
Paterson, Andrew M.
Monteith, Don
Yang, Handong
Weckström, Jan
Smol, John P.
Bindler, Richard
Inferring past trends in lake water organic carbon concentrations in northern lakes using sediment spectroscopy
topic_facet Earth Sciences
Ecology and Environment
Hydrology
description Changing lake water total organic carbon (TOC)concentrations are of concern for lake management because of corresponding effects on aquatic ecosystem functioning, drinking water resources and carbon cycling between land and sea. Understanding the importance of human activities on TOC changes requires knowledge of past concentrations; however, water-monitoring data are typically only available for the past few decades, if at all. Here, we present a universal model to infer past lake water TOC concentrations in northern lakes across Europe and North America that uses visible-near-infrared (VNIR) spectroscopy on lake sediments. In the orthogonal partial least squares model, VNIR spectra of surface-sediment samples are calibrated against corresponding surface-water TOC concentrations (0.5–41 mg L-1) from 345 Arctic to northern temperate lakes in Canada, Greenland, Sweden and Finland. Internal model-cross-validation resulted in a R2 of 0.57 and a prediction error of 4.4 mg TOC L-1. First applications to lakes in southern Ontario and Scotland, which are outside of the model’s geographic range, show the model accurately captures monitoring trends, and suggests that TOC dynamics during the 20th century at these sites were primarily driven by changes in atmospheric deposition. Our results demonstrate that the lake-water TOC model has multi-regional applications and is not biased by post-depositional diagenesis, allowing the identification of past TOC variations in northern lakes of Europe and North America over timescales of decades to millennia.
format Article in Journal/Newspaper
author Meyer-Jacob, Carsten
Michelutti, Neal
Paterson, Andrew M.
Monteith, Don
Yang, Handong
Weckström, Jan
Smol, John P.
Bindler, Richard
author_facet Meyer-Jacob, Carsten
Michelutti, Neal
Paterson, Andrew M.
Monteith, Don
Yang, Handong
Weckström, Jan
Smol, John P.
Bindler, Richard
author_sort Meyer-Jacob, Carsten
title Inferring past trends in lake water organic carbon concentrations in northern lakes using sediment spectroscopy
title_short Inferring past trends in lake water organic carbon concentrations in northern lakes using sediment spectroscopy
title_full Inferring past trends in lake water organic carbon concentrations in northern lakes using sediment spectroscopy
title_fullStr Inferring past trends in lake water organic carbon concentrations in northern lakes using sediment spectroscopy
title_full_unstemmed Inferring past trends in lake water organic carbon concentrations in northern lakes using sediment spectroscopy
title_sort inferring past trends in lake water organic carbon concentrations in northern lakes using sediment spectroscopy
publisher American Chemical Society
publishDate 2017
url http://nora.nerc.ac.uk/id/eprint/518226/
https://nora.nerc.ac.uk/id/eprint/518226/1/N518226PP.pdf
https://doi.org/10.1021/acs.est.7b03147
long_lat ENVELOPE(-45.619,-45.619,-60.708,-60.708)
geographic Arctic
Canada
Greenland
Changing Lake
geographic_facet Arctic
Canada
Greenland
Changing Lake
genre Arctic
Greenland
genre_facet Arctic
Greenland
op_relation https://nora.nerc.ac.uk/id/eprint/518226/1/N518226PP.pdf
Meyer-Jacob, Carsten; Michelutti, Neal; Paterson, Andrew M.; Monteith, Don; Yang, Handong; Weckström, Jan; Smol, John P.; Bindler, Richard. 2017 Inferring past trends in lake water organic carbon concentrations in northern lakes using sediment spectroscopy. Environmental Science & Technology, 51 (22). 13248-13255. https://doi.org/10.1021/acs.est.7b03147 <https://doi.org/10.1021/acs.est.7b03147>
op_doi https://doi.org/10.1021/acs.est.7b03147
container_title Environmental Science & Technology
container_volume 51
container_issue 22
container_start_page 13248
op_container_end_page 13255
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