Climate, Hydrology, and Nutrients Control the Seasonality of Si Concentrations in Rivers

The seasonal behavior of fluvial dissolved silica (DSi) concentrations, termed DSi regime, mediates the timing of DSi delivery to downstream waters and thus governs river biogeochemical function and aquatic community condition. Previous work identified five distinct DSi regimes across rivers spannin...

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Veröffentlicht in:Journal of geophysical research. Biogeosciences 2024-09, Vol.129 (9), p.n/a
Hauptverfasser: Johnson, Keira, Jankowski, Kathi Jo, Carey, Joanna C., Sethna, Lienne R., Bush, Sidney A., McKnight, Diane, McDowell, William H., Wymore, Adam S., Kortelainen, Pirkko, Jones, Jeremy B., Lyon, Nicholas J., Laudon, Hjalmar, Poste, Amanda E., Sullivan, Pamela L.
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container_issue 9
container_start_page
container_title Journal of geophysical research. Biogeosciences
container_volume 129
creator Johnson, Keira
Jankowski, Kathi Jo
Carey, Joanna C.
Sethna, Lienne R.
Bush, Sidney A.
McKnight, Diane
McDowell, William H.
Wymore, Adam S.
Kortelainen, Pirkko
Jones, Jeremy B.
Lyon, Nicholas J.
Laudon, Hjalmar
Poste, Amanda E.
Sullivan, Pamela L.
description The seasonal behavior of fluvial dissolved silica (DSi) concentrations, termed DSi regime, mediates the timing of DSi delivery to downstream waters and thus governs river biogeochemical function and aquatic community condition. Previous work identified five distinct DSi regimes across rivers spanning the Northern Hemisphere, with many rivers exhibiting multiple DSi regimes over time. Several potential drivers of DSi regime behavior have been identified at small scales, including climate, land cover, and lithology, and yet the large‐scale spatiotemporal controls on DSi regimes have not been identified. We evaluate the role of environmental variables on the behavior of DSi regimes in nearly 200 rivers across the Northern Hemisphere using random forest models. Our models aim to elucidate the controls that give rise to (a) average DSi regime behavior, (b) interannual variability in DSi regime behavior (i.e., Annual DSi regime), and (c) controls on DSi regime shape (i.e., minimum and maximum DSi concentrations). Average DSi regime behavior across the period of record was classified accurately 59% of the time, whereas Annual DSi regime behavior was classified accurately 80% of the time. Climate and primary productivity variables were important in predicting Average DSi regime behavior, whereas climate and hydrologic variables were important in predicting Annual DSi regime behavior. Median nitrogen and phosphorus concentrations were important drivers of minimum and maximum DSi concentrations, indicating that these macronutrients may be important for seasonal DSi drawdown and rebound. Our findings demonstrate that fluctuations in climate, hydrology, and nutrient availability of rivers shape the temporal availability of fluvial DSi. Plain Language Summary The amount of dissolved silicon (DSi) in rivers is an important control on numerous ecological and biogeochemical processes, such as types of algae that bloom and rates of carbon sequestration. Compared to our knowledge of other nutrients, such as nitrogen and phosphorus, we have limited understanding of what controls the timing and concentration of DSi in rivers. Previous work identified five distinct seasonal patterns of DSi concentrations in rivers across the Northern Hemisphere; here we look at the environmental variables that control these seasonal patterns. We found that rivers often have one to five seasonal patterns over time due to interannual shifts in temperature, evapotranspiration, and streamflow. In
doi_str_mv 10.1029/2024JG008141
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Previous work identified five distinct DSi regimes across rivers spanning the Northern Hemisphere, with many rivers exhibiting multiple DSi regimes over time. Several potential drivers of DSi regime behavior have been identified at small scales, including climate, land cover, and lithology, and yet the large‐scale spatiotemporal controls on DSi regimes have not been identified. We evaluate the role of environmental variables on the behavior of DSi regimes in nearly 200 rivers across the Northern Hemisphere using random forest models. Our models aim to elucidate the controls that give rise to (a) average DSi regime behavior, (b) interannual variability in DSi regime behavior (i.e., Annual DSi regime), and (c) controls on DSi regime shape (i.e., minimum and maximum DSi concentrations). Average DSi regime behavior across the period of record was classified accurately 59% of the time, whereas Annual DSi regime behavior was classified accurately 80% of the time. Climate and primary productivity variables were important in predicting Average DSi regime behavior, whereas climate and hydrologic variables were important in predicting Annual DSi regime behavior. Median nitrogen and phosphorus concentrations were important drivers of minimum and maximum DSi concentrations, indicating that these macronutrients may be important for seasonal DSi drawdown and rebound. Our findings demonstrate that fluctuations in climate, hydrology, and nutrient availability of rivers shape the temporal availability of fluvial DSi. Plain Language Summary The amount of dissolved silicon (DSi) in rivers is an important control on numerous ecological and biogeochemical processes, such as types of algae that bloom and rates of carbon sequestration. Compared to our knowledge of other nutrients, such as nitrogen and phosphorus, we have limited understanding of what controls the timing and concentration of DSi in rivers. Previous work identified five distinct seasonal patterns of DSi concentrations in rivers across the Northern Hemisphere; here we look at the environmental variables that control these seasonal patterns. We found that rivers often have one to five seasonal patterns over time due to interannual shifts in temperature, evapotranspiration, and streamflow. In addition, we found that the average shape of the seasonal pattern for a given river, specifically minimum and maximum DSi concentrations, was related to nitrogen (N) and phosphorus (P) concentrations, highlighting linkages between N, P, and DSi cycling in rivers. This work identifies why river DSi concentrations exhibit both within and between year variability, highlighting that temperature, streamflow, and nutrient availability control the timing of river DSi availability for biological uptake. Key Points Seasonal variations in annual riverine dissolved silica concentrations (DSi regime) were correctly classified 80% of the time Climate and primary productivity emerge as the most important drivers in differentiating among average DSi regimes Median nitrogen and phosphorus concentrations strongly predicted minimum and maximum DSi concentration, regardless of regime type</description><identifier>ISSN: 2169-8953</identifier><identifier>ISSN: 2169-8961</identifier><identifier>EISSN: 2169-8961</identifier><identifier>DOI: 10.1029/2024JG008141</identifier><language>eng</language><publisher>Washington: Blackwell Publishing Ltd</publisher><subject>Algae ; Annual variations ; Aquatic communities ; Availability ; Biogeochemistry ; Biological uptake ; Carbon sequestration ; Climate ; climate change ; Climate prediction ; Drawdown ; Evapotranspiration ; Fysisk geografi ; Hydrology ; Land cover ; Lithology ; Nitrogen ; Northern Hemisphere ; Nutrient availability ; Nutrients ; Phosphorus ; Physical Geography ; Primary production ; random forest ; Random variables ; regime ; Rivers ; Seasonal variations ; Seasonality ; Shape ; Silica ; Silicon ; Stream discharge ; Stream flow ; Variability ; watershed</subject><ispartof>Journal of geophysical research. Biogeosciences, 2024-09, Vol.129 (9), p.n/a</ispartof><rights>Published 2024. This article is a U.S. Government work and is in the public domain in the USA. Journal of Geophysical Research: Biogeosciences published by Wiley Periodicals LLC on behalf of American Geophysical Union.</rights><rights>Published 2024. This article is a U.S. Government work and is in the public domain in the USA. Journal of Geophysical Research: Biogeosciences published by Wiley Periodicals LLC on behalf of American Geophysical Union. This article is published under http://creativecommons.org/licenses/by-nc/4.0/ (the “License”). 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Biogeosciences</title><description>The seasonal behavior of fluvial dissolved silica (DSi) concentrations, termed DSi regime, mediates the timing of DSi delivery to downstream waters and thus governs river biogeochemical function and aquatic community condition. Previous work identified five distinct DSi regimes across rivers spanning the Northern Hemisphere, with many rivers exhibiting multiple DSi regimes over time. Several potential drivers of DSi regime behavior have been identified at small scales, including climate, land cover, and lithology, and yet the large‐scale spatiotemporal controls on DSi regimes have not been identified. We evaluate the role of environmental variables on the behavior of DSi regimes in nearly 200 rivers across the Northern Hemisphere using random forest models. Our models aim to elucidate the controls that give rise to (a) average DSi regime behavior, (b) interannual variability in DSi regime behavior (i.e., Annual DSi regime), and (c) controls on DSi regime shape (i.e., minimum and maximum DSi concentrations). Average DSi regime behavior across the period of record was classified accurately 59% of the time, whereas Annual DSi regime behavior was classified accurately 80% of the time. Climate and primary productivity variables were important in predicting Average DSi regime behavior, whereas climate and hydrologic variables were important in predicting Annual DSi regime behavior. Median nitrogen and phosphorus concentrations were important drivers of minimum and maximum DSi concentrations, indicating that these macronutrients may be important for seasonal DSi drawdown and rebound. Our findings demonstrate that fluctuations in climate, hydrology, and nutrient availability of rivers shape the temporal availability of fluvial DSi. Plain Language Summary The amount of dissolved silicon (DSi) in rivers is an important control on numerous ecological and biogeochemical processes, such as types of algae that bloom and rates of carbon sequestration. Compared to our knowledge of other nutrients, such as nitrogen and phosphorus, we have limited understanding of what controls the timing and concentration of DSi in rivers. Previous work identified five distinct seasonal patterns of DSi concentrations in rivers across the Northern Hemisphere; here we look at the environmental variables that control these seasonal patterns. We found that rivers often have one to five seasonal patterns over time due to interannual shifts in temperature, evapotranspiration, and streamflow. In addition, we found that the average shape of the seasonal pattern for a given river, specifically minimum and maximum DSi concentrations, was related to nitrogen (N) and phosphorus (P) concentrations, highlighting linkages between N, P, and DSi cycling in rivers. This work identifies why river DSi concentrations exhibit both within and between year variability, highlighting that temperature, streamflow, and nutrient availability control the timing of river DSi availability for biological uptake. Key Points Seasonal variations in annual riverine dissolved silica concentrations (DSi regime) were correctly classified 80% of the time Climate and primary productivity emerge as the most important drivers in differentiating among average DSi regimes Median nitrogen and phosphorus concentrations strongly predicted minimum and maximum DSi concentration, regardless of regime type</description><subject>Algae</subject><subject>Annual variations</subject><subject>Aquatic communities</subject><subject>Availability</subject><subject>Biogeochemistry</subject><subject>Biological uptake</subject><subject>Carbon sequestration</subject><subject>Climate</subject><subject>climate change</subject><subject>Climate prediction</subject><subject>Drawdown</subject><subject>Evapotranspiration</subject><subject>Fysisk geografi</subject><subject>Hydrology</subject><subject>Land cover</subject><subject>Lithology</subject><subject>Nitrogen</subject><subject>Northern Hemisphere</subject><subject>Nutrient availability</subject><subject>Nutrients</subject><subject>Phosphorus</subject><subject>Physical Geography</subject><subject>Primary production</subject><subject>random forest</subject><subject>Random variables</subject><subject>regime</subject><subject>Rivers</subject><subject>Seasonal variations</subject><subject>Seasonality</subject><subject>Shape</subject><subject>Silica</subject><subject>Silicon</subject><subject>Stream discharge</subject><subject>Stream flow</subject><subject>Variability</subject><subject>watershed</subject><issn>2169-8953</issn><issn>2169-8961</issn><issn>2169-8961</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><sourceid>24P</sourceid><sourceid>WIN</sourceid><sourceid>D8T</sourceid><recordid>eNp9kF9LwzAUxYMoOObe_AABX9eZP2uSPkrRzTEUNgXfQtammlGbmaSOfntTKsMnn87lnt89cC4A1xjNMCLZLUFkvlogJPAcn4ERwSxLRMbw-WlO6SWYeL9HqKdYhvEIvOW1-VRBT-GyK52t7Xs3haop4VMbnNFN8DC3TYgODB8abrXytlG1CR20Fdya3i0i5lQwtvHQNHBjvrXzV-CiUrXXk18dg9eH-5d8mayfF4_53TopCMcoKZGguqSZqqoyo0RVc12VVLDYSPBScMVpyiPK436XFZQhRKjmRDBdIMwRHYPZkOuP-tDu5MHFPq6TVhnp63anXC_Sa4kpYYzEg5vh4ODsV6t9kHvbutjJS4pRlqaYYhap6UAVznrvdHUKxkj2_5Z__x1xOuBHU-vuX1auFpsFIQIj-gNM8ICK</recordid><startdate>202409</startdate><enddate>202409</enddate><creator>Johnson, Keira</creator><creator>Jankowski, Kathi Jo</creator><creator>Carey, Joanna C.</creator><creator>Sethna, Lienne R.</creator><creator>Bush, Sidney A.</creator><creator>McKnight, Diane</creator><creator>McDowell, William H.</creator><creator>Wymore, Adam S.</creator><creator>Kortelainen, Pirkko</creator><creator>Jones, Jeremy B.</creator><creator>Lyon, Nicholas J.</creator><creator>Laudon, Hjalmar</creator><creator>Poste, Amanda E.</creator><creator>Sullivan, Pamela L.</creator><general>Blackwell Publishing Ltd</general><scope>24P</scope><scope>WIN</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7SN</scope><scope>7UA</scope><scope>C1K</scope><scope>F1W</scope><scope>H96</scope><scope>L.G</scope><scope>ADTPV</scope><scope>AOWAS</scope><scope>D8T</scope><scope>ZZAVC</scope><orcidid>https://orcid.org/0000-0002-3292-4182</orcidid><orcidid>https://orcid.org/0000-0002-8739-9047</orcidid><orcidid>https://orcid.org/0000-0003-3905-1078</orcidid><orcidid>https://orcid.org/0000-0001-8780-8501</orcidid><orcidid>https://orcid.org/0000-0001-6058-1466</orcidid><orcidid>https://orcid.org/0000-0003-2365-9185</orcidid><orcidid>https://orcid.org/0000-0002-4171-1533</orcidid><orcidid>https://orcid.org/0000-0003-1156-172X</orcidid><orcidid>https://orcid.org/0000-0002-6725-916X</orcidid></search><sort><creationdate>202409</creationdate><title>Climate, Hydrology, and Nutrients Control the Seasonality of Si Concentrations in Rivers</title><author>Johnson, Keira ; 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Biogeosciences</jtitle><date>2024-09</date><risdate>2024</risdate><volume>129</volume><issue>9</issue><epage>n/a</epage><issn>2169-8953</issn><issn>2169-8961</issn><eissn>2169-8961</eissn><abstract>The seasonal behavior of fluvial dissolved silica (DSi) concentrations, termed DSi regime, mediates the timing of DSi delivery to downstream waters and thus governs river biogeochemical function and aquatic community condition. Previous work identified five distinct DSi regimes across rivers spanning the Northern Hemisphere, with many rivers exhibiting multiple DSi regimes over time. Several potential drivers of DSi regime behavior have been identified at small scales, including climate, land cover, and lithology, and yet the large‐scale spatiotemporal controls on DSi regimes have not been identified. We evaluate the role of environmental variables on the behavior of DSi regimes in nearly 200 rivers across the Northern Hemisphere using random forest models. Our models aim to elucidate the controls that give rise to (a) average DSi regime behavior, (b) interannual variability in DSi regime behavior (i.e., Annual DSi regime), and (c) controls on DSi regime shape (i.e., minimum and maximum DSi concentrations). Average DSi regime behavior across the period of record was classified accurately 59% of the time, whereas Annual DSi regime behavior was classified accurately 80% of the time. Climate and primary productivity variables were important in predicting Average DSi regime behavior, whereas climate and hydrologic variables were important in predicting Annual DSi regime behavior. Median nitrogen and phosphorus concentrations were important drivers of minimum and maximum DSi concentrations, indicating that these macronutrients may be important for seasonal DSi drawdown and rebound. Our findings demonstrate that fluctuations in climate, hydrology, and nutrient availability of rivers shape the temporal availability of fluvial DSi. Plain Language Summary The amount of dissolved silicon (DSi) in rivers is an important control on numerous ecological and biogeochemical processes, such as types of algae that bloom and rates of carbon sequestration. Compared to our knowledge of other nutrients, such as nitrogen and phosphorus, we have limited understanding of what controls the timing and concentration of DSi in rivers. Previous work identified five distinct seasonal patterns of DSi concentrations in rivers across the Northern Hemisphere; here we look at the environmental variables that control these seasonal patterns. We found that rivers often have one to five seasonal patterns over time due to interannual shifts in temperature, evapotranspiration, and streamflow. In addition, we found that the average shape of the seasonal pattern for a given river, specifically minimum and maximum DSi concentrations, was related to nitrogen (N) and phosphorus (P) concentrations, highlighting linkages between N, P, and DSi cycling in rivers. This work identifies why river DSi concentrations exhibit both within and between year variability, highlighting that temperature, streamflow, and nutrient availability control the timing of river DSi availability for biological uptake. Key Points Seasonal variations in annual riverine dissolved silica concentrations (DSi regime) were correctly classified 80% of the time Climate and primary productivity emerge as the most important drivers in differentiating among average DSi regimes Median nitrogen and phosphorus concentrations strongly predicted minimum and maximum DSi concentration, regardless of regime type</abstract><cop>Washington</cop><pub>Blackwell Publishing Ltd</pub><doi>10.1029/2024JG008141</doi><tpages>21</tpages><orcidid>https://orcid.org/0000-0002-3292-4182</orcidid><orcidid>https://orcid.org/0000-0002-8739-9047</orcidid><orcidid>https://orcid.org/0000-0003-3905-1078</orcidid><orcidid>https://orcid.org/0000-0001-8780-8501</orcidid><orcidid>https://orcid.org/0000-0001-6058-1466</orcidid><orcidid>https://orcid.org/0000-0003-2365-9185</orcidid><orcidid>https://orcid.org/0000-0002-4171-1533</orcidid><orcidid>https://orcid.org/0000-0003-1156-172X</orcidid><orcidid>https://orcid.org/0000-0002-6725-916X</orcidid><oa>free_for_read</oa></addata></record>
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source Wiley Journals; SWEPUB Freely available online; Alma/SFX Local Collection
subjects Algae
Annual variations
Aquatic communities
Availability
Biogeochemistry
Biological uptake
Carbon sequestration
Climate
climate change
Climate prediction
Drawdown
Evapotranspiration
Fysisk geografi
Hydrology
Land cover
Lithology
Nitrogen
Northern Hemisphere
Nutrient availability
Nutrients
Phosphorus
Physical Geography
Primary production
random forest
Random variables
regime
Rivers
Seasonal variations
Seasonality
Shape
Silica
Silicon
Stream discharge
Stream flow
Variability
watershed
title Climate, Hydrology, and Nutrients Control the Seasonality of Si Concentrations in Rivers
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