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International Journal of Wildland Fire International Journal of Wildland Fire Society
Journal of the International Association of Wildland Fire
RESEARCH ARTICLE

Optical in-situ sensors capture dissolved organic carbon (DOC) dynamics after prescribed fire in high-DOC forest watersheds

Christopher I. Olivares https://orcid.org/0000-0001-6213-7158 A B , Wenbo Zhang B C , Habibullah Uzun https://orcid.org/0000-0001-7675-0885 B D , Cagri Utku Erdem https://orcid.org/0000-0002-1600-4407 B , Hamed Majidzadeh https://orcid.org/0000-0002-7755-9262 C E , Carl Trettin F , Tanju Karanfil https://orcid.org/0000-0003-0986-5628 B and Alex Chow https://orcid.org/0000-0001-7441-8934 B C G
+ Author Affiliations
- Author Affiliations

A Department of Civil and Environmental Engineering, University of California, Berkeley, CA, 760 Davis Hall, 94720, USA.

B Department of Environmental Engineering and Earth Science, Clemson University, 342 Computer Court, Anderson, SC, 29625, USA.

C Biogeochemistry and Environmental Quality, Clemson University, 177 Hobcaw Road, Georgetown, SC, 29440, USA.

D Department of Environmental Engineering, Marmara University, Istanbul, Turkey.

E Department of Science, Southern New Hampshire University, 2500 North River Road, Manchester, NH, 031006 USA.

F Center for Forested Wetland Research, USDA Forest Service, 3734 Highway 402, Cordesville, SC, 29434, USA.

G Corresponding author. Email: achow@clemson.edu

International Journal of Wildland Fire 28(10) 761-768 https://doi.org/10.1071/WF18175
Submitted: 4 October 2018  Accepted: 13 August 2019   Published: 15 October 2019

Abstract

Fires alter terrestrial dissolved organic carbon (DOC) exports into water, making reliable post-fire DOC monitoring a crucial aspect of safeguarding drinking water supply. We evaluated DOC optical sensors in a pair of prescribed burned and unburned first-order watersheds at the Santee Experimental Forest, in the coastal plain forests of South Carolina, and the receiving second-order watershed during four post-fire storm DOC pulses. Median DOC concentrations were 30 and 23 mg L−1 in the burned and unburned watersheds following the first post-fire storm. Median DOC remained high during the second and third storms, but returned to pre-fire concentrations in the fourth storm. During the first three post-fire storms, sensor DOC load in the burned watershed was 1.22-fold higher than in the unburned watershed. Grab samples underestimated DOC loads compared with those calculated using the in-situ sensors, especially for the second-order watershed. After fitting sensor values with a locally weighted smoothing model, the adjusted sensor values were within 2 mg L−1 of the grab samples over the course of the study. Overall, we showed that prescribed fire can release DOC during the first few post-fire storms and that in-situ sensors have adequate sensitivity to capture storm-related DOC pulses in high-DOC forest watersheds.

Additional keywords: first-order watershed, forest management, prescribed burn, Santee Experimental Forest, South Carolina.


References

Amatya DM, Trettin CC (2007) ‘Development of watershed hydrologic research at Santee Experimental Forest, Coastal South Carolina.’ Advancing the Fundamental Sciences, Proceedings of the Forest Service National Earth Sciences Conference, San Diego, CA, 18–22 October 2004, San Diego, CA.

Battle J, Golladay SW (2003) Prescribed fire’s impact on water quality of depressional wetlands in southwestern Georgia. American Midland Naturalist 150, 15–25.
Prescribed fire’s impact on water quality of depressional wetlands in southwestern Georgia.Crossref | GoogleScholarGoogle Scholar |

Blaen PJ, Khamis K, Lloyd CEM, Bradley C, Hannah D, Krause S (2016) Real-time monitoring of nutrients and dissolved organic matter in rivers: capturing event dynamics, technological opportunities and future directions. The Science of the Total Environment 569, 647–660.
Real-time monitoring of nutrients and dissolved organic matter in rivers: capturing event dynamics, technological opportunities and future directions.Crossref | GoogleScholarGoogle Scholar | 27376920PubMed |

Bland JM, Altman DG (1986) Statistical methods for assessing agreement between two methods of clinical measurement. Lancet 327, 307–310.
Statistical methods for assessing agreement between two methods of clinical measurement.Crossref | GoogleScholarGoogle Scholar |

Boer MM, Sadler RJ, Wittkuhn RS, McCaw L, Grierson PF (2009) Long-term impacts of prescribed burning on regional extent and incidence of wildfires: evidence from 50 years of active fire management in SW Australian forests. Forest Ecology and Management 259, 132–142.
Long-term impacts of prescribed burning on regional extent and incidence of wildfires: evidence from 50 years of active fire management in SW Australian forests.Crossref | GoogleScholarGoogle Scholar |

Cleveland WS, Grosse E, Shyu WM (1992) Local regression models. In ‘Statistical models in S.’ (Eds JM Chambers, TJ Hastie) Vol. 2 pp. 309–376. (CRC Press, Boca Raton, FL)

Coates A (2017) Forest management in coastal pine forests: an investigation of prescribed fire behavior, detrital chemical composition, and potential water quality impacts. PhD Dissertation. University of Clemson.

Dai Z, Trettin CC, Amatya DM (2013) Effects of climate variability on forest hydrology and carbon sequestration on the Santee Experimental Forest in coastal South Carolina. USDA Forest Service, Southern Research Station General Technical Report No. SRS-172 (Asheville, NC, USA).

Delpla I, Jung AV, Baures E, Clement M, Thomas O (2009) Impacts of climate change on surface water quality in relation to drinking water production. Environment International 35, 1225–1233.
Impacts of climate change on surface water quality in relation to drinking water production.Crossref | GoogleScholarGoogle Scholar | 19640587PubMed |

Emelko M, Sham CH (2014) Wildfire impacts on water supplies and the potential for mitigation: workshop report. Web report 4529. Canadian Water Network/Water Research Foundation.

Erlandsson M, Buffam I, Fölster J, Laudon H, Temnerud J, Weyhenmeyer GA, Bishop K (2008) Thirty‐five years of synchrony in the organic matter concentrations of Swedish rivers explained by variation in flow and sulphate. Global Change Biology 14, 1191–1198.
Thirty‐five years of synchrony in the organic matter concentrations of Swedish rivers explained by variation in flow and sulphate.Crossref | GoogleScholarGoogle Scholar |

Etheridge JR, Birgand F, Burchell MR, Smith BT (2013) Addressing the fouling of in situ ultraviolet-visual spectrometers used to continuously monitor water quality in brackish tidal marsh waters. Journal of Environmental Quality 42, 1896–1901.
Addressing the fouling of in situ ultraviolet-visual spectrometers used to continuously monitor water quality in brackish tidal marsh waters.Crossref | GoogleScholarGoogle Scholar | 25602430PubMed |

Fairchilds LH, Trettin CC (2006) History and legacy of fire effects in the South Carolina piedmont and coastal regions. USDA Forest Service, Southern Research Station General Technical Report SRS-98. (Asheville, NC, USA) Available at https://treesearch.fs.fed.us/pubs/25999 [Verified 21 August 2019]

Gill DD (2004) The impacts of forest fires on drinking water quality. MS Thesis. Arizona State University.

Harder SV, Amatya DM, Callahan TJ, Trettin CC, Hakkila J (2007) Hydrology and water budget for a forested Atlantic coastal plain watershed, South Carolina. Journal of the American Water Resources Association 43, 563–575.
Hydrology and water budget for a forested Atlantic coastal plain watershed, South Carolina.Crossref | GoogleScholarGoogle Scholar |

Helms JR, Stubbins A, Ritchie JD, Minor EC, Kieber DJ, Mopper K (2008) Absorption spectral slopes and slope ratios as indicators of molecular weight, source, and photobleaching of chromophoric dissolved organic matter. Limnology and Oceanography 53, 955–969.
Absorption spectral slopes and slope ratios as indicators of molecular weight, source, and photobleaching of chromophoric dissolved organic matter.Crossref | GoogleScholarGoogle Scholar |

Hirsch RM, Moyer DL, Archfield SA (2010) Weighted regressions on time, discharge, and season (WRTDS), with an application to Chesapeake Bay River Inputs. Journal of the American Water Resources Association 46, 857–880.
Weighted regressions on time, discharge, and season (WRTDS), with an application to Chesapeake Bay River Inputs.Crossref | GoogleScholarGoogle Scholar | 22457569PubMed |

Hohner AK, Cawley K, Oropeza J, Summers RS, Rosario-Ortiz FL (2016) Drinking water treatment response following a Colorado wildfire. Water Research 105, 187–198.
Drinking water treatment response following a Colorado wildfire.Crossref | GoogleScholarGoogle Scholar | 27619495PubMed |

Jeong J-J, Bartsch S, Fleckenstein JH, Matzner E, Tenhunen JD, Lee SD, Park SK, Park J-H (2012) Differential storm responses of dissolved and particulate organic carbon in a mountainous headwater stream, investigated by high-frequency, in situ optical measurements. Journal of Geophysical Research: Biogeosciences 117, G03013
Differential storm responses of dissolved and particulate organic carbon in a mountainous headwater stream, investigated by high-frequency, in situ optical measurements.Crossref | GoogleScholarGoogle Scholar |

Jiménez Cisneros BE, Oki T, Arnell NW, Benito G, Cogley JG, Döll P, Jiang T, Mwakalila SS (2014) Freshwater resources. In ‘Climate change 2014: impacts, adaptation, and vulnerability. Part A: global and sectoral aspects. Contribution of Working Group II to the Fifth Assessment Report of the Intergovernmental Panel of Climate Change.’ (Eds CB Field, VR Barros, DJ Dokken, KJ Mach, MD Mastrandrea, TE Bilir, M Chatterjee, KL Ebi, YO Estrada, RC Genova, B Girma, ES Kissel, AN Levy, S MacCracken, PR Mastrandrea, LL White.) pp. 229–269. (Cambridge University Press: Cambridge, UK)

Jollymore A, Johnson MS, Hawthorne I (2012) Submersible UV-Vis spectroscopy for quantifying streamwater organic carbon dynamics: implementation and challenges before and after forest harvest in a headwater stream. Sensors 12, 3798–3813.
Submersible UV-Vis spectroscopy for quantifying streamwater organic carbon dynamics: implementation and challenges before and after forest harvest in a headwater stream.Crossref | GoogleScholarGoogle Scholar | 22666002PubMed |

Jones TD, Chappell NA, Tych W (2014) First dynamic model of dissolved organic carbon derived directly from high-frequency observations through contiguous storms. Environmental Science & Technology 48, 13289–13297.
First dynamic model of dissolved organic carbon derived directly from high-frequency observations through contiguous storms.Crossref | GoogleScholarGoogle Scholar |

Khan SJ, Deere D, Leusch FDL, Humpage A, Jenkins M, Cunliffe D (2015) Extreme weather events: should drinking water quality management systems adapt to changing risk profiles? Water Research 85, 124–136.
Extreme weather events: should drinking water quality management systems adapt to changing risk profiles?Crossref | GoogleScholarGoogle Scholar | 26311274PubMed |

Kisi O, Ozkan C (2017) A new approach for modeling sediment-discharge relationship: local weighted linear regression. Water Resources Management 31, 1–23.
A new approach for modeling sediment-discharge relationship: local weighted linear regression.Crossref | GoogleScholarGoogle Scholar |

Lee EJ, Yoo GY, Jeong Y, Kim KU, Park JH, Oh NH (2015) Comparison of UV-VIS and FDOM sensors for in situ monitoring of stream DOC concentrations. Biogeosciences 12, 3109–3118.
Comparison of UV-VIS and FDOM sensors for in situ monitoring of stream DOC concentrations.Crossref | GoogleScholarGoogle Scholar |

Majidzadeh H, Wang J-J, Chow AT (2015) Prescribed fire alters dissolved organic matter and disinfection by-product precursors in forested watersheds. Part I: a controlled laboratory study. In ‘Recent advances in disinfection by-products.’ ACS Symposium Series Vol. 1190, pp. 271–292. (American Chemical Society Books: Washington, DC)

Mast MA, Murphy SF, Clow DW, Penn CA, Sexstone GA (2016) Water‐quality response to a high‐elevation wildfire in the Colorado Front Range. Hydrological Processes 30, 1811–1823.
Water‐quality response to a high‐elevation wildfire in the Colorado Front Range.Crossref | GoogleScholarGoogle Scholar |

Moeller JR, Wayne Minshall G, Cummins KW, Petersen RC, Cushing CE, Sedell JR, Larson RA, Vannote RL (1979) Transport of dissolved organic carbon in streams of differing physiographic characteristics. Organic Geochemistry 1, 139–150.
Transport of dissolved organic carbon in streams of differing physiographic characteristics.Crossref | GoogleScholarGoogle Scholar |

Mutch RW (1994) Fighting fire with prescribed fire: a return to ecosystem health. Journal of Forestry 92, 31–33.

Napper C, Howes S, Page-Dumroese D (2009) ‘Soil disturbance field guide.’ USDA Forest Service, San Dimas Technology and Development Center, 0819 1815-SDTDC. (San Dimas, CA, USA). Available at https://www.srs.fs.usda.gov/pubs/40599 [Verified 15 August 2019]

Nyman P, Sheridan GJ, Smith HG, Lane PNJ (2011) Evidence of debris flow occurrence after wildfire in upland catchments of south-east Australia. Geomorphology 125, 383–401.
Evidence of debris flow occurrence after wildfire in upland catchments of south-east Australia.Crossref | GoogleScholarGoogle Scholar |

Pellerin BA, Saraceno JF, Shanley JB, Sebestyen SD, Aiken GR, Wollheim WM, Bergamaschi BA (2012) Taking the pulse of snowmelt: in situ sensors reveal seasonal, event and diurnal patterns of nitrate and dissolved organic matter variability in an upland forest stream. Biogeochemistry 108, 183–198.
Taking the pulse of snowmelt: in situ sensors reveal seasonal, event and diurnal patterns of nitrate and dissolved organic matter variability in an upland forest stream.Crossref | GoogleScholarGoogle Scholar |

R Development Core Team (2017) R: A language and environment for statistical computing. (R Foundation for Statistical Computing: Vienna, Austria) Available at http://www.R-project.org/ [Verified 10 August 2017]

Raymond PA, Saiers JE (2010) Event controlled DOC export from forested watersheds. Biogeochemistry 100, 197–209.
Event controlled DOC export from forested watersheds.Crossref | GoogleScholarGoogle Scholar |

Revchuk AD, Suffet IH (2014) Effect of wildfires on physicochemical changes of watershed dissolved organic matter. Water Environment Research 86, 372–381.
Effect of wildfires on physicochemical changes of watershed dissolved organic matter.Crossref | GoogleScholarGoogle Scholar | 24851334PubMed |

Richter DD, Ralston CW, Harms WR, Gilliam FS (1984) Effects of prescribed fire on water quality at the Santee experimental watersheds in South Carolina (Conference paper). Available at https://www.researchgate.net/publication/236554462 [Verified 21 August 2019]

Ryan KC, Knapp EE, Varner JM (2013) Prescribed fire in North American forests and woodlands: history, current practice, and challenges. Frontiers in Ecology and the Environment 11, e15–e24.
Prescribed fire in North American forests and woodlands: history, current practice, and challenges.Crossref | GoogleScholarGoogle Scholar |

Schloerke B, Crowley J, Cook D, Briatte F, Marbach M, Thoen E, Elberg A, Larmarange J (2018) ‘GGally: Extension to ‘ggplot2’. R package version 1.4.0.’ Available at https://www.rdocumentation.org/packages/GGally/versions/1.4.0 [Verified 10 May 2019]

Scholze M, Knorr W, Arnell NW, Prentice IC (2006) A climate-change risk analysis for world ecosystems. Proceedings of the National Academy of Sciences of the United States of America 103, 13116–13120.
A climate-change risk analysis for world ecosystems.Crossref | GoogleScholarGoogle Scholar | 16924112PubMed |

Sedell J, Sharpe M, Apple DD, Furniss M (2000) ‘Water and the forest service.’ USDA Forest Service. (Washington, DC)

Smith HG, Sheridan G, Lane PNJ, Nyman P, Hyadon S (2011) Wildfire effects on water quality in forest catchments: a review with implications for water supply. Journal of Hydrology 396, 170–192.
Wildfire effects on water quality in forest catchments: a review with implications for water supply.Crossref | GoogleScholarGoogle Scholar |

Spencer RGM, Aiken GR, Dornblaser MM, Butler KD, Holmes RM, Fiske G, Mann PJ, Stubbins A (2013) Chromophoric dissolved organic matter export from U.S. rivers. Geophysical Research Letters 40, 1575–1579.
Chromophoric dissolved organic matter export from U.S. rivers.Crossref | GoogleScholarGoogle Scholar |

Stein SM, McRoberts RE, Alig RJ, Nelson MD, Theobald DM, Eley M, Dechter M, Carr M (2005) Forests on the edge: housing development on America’s private forests. USDA Forest Service, Pacific Northwest Research Station General Technical Report PNW-GTR-636. (Portland, OR, USA) Available at https://www.fs.fed.us/openspace/fote/fote-6-9-05.pdf. [Verified 21 August 2019]

Taufik M, Torfs PJJF, Uijlenhoet R, Jones PD, Murdiyarso D, Van Lanen HAJ (2017) Amplification of wildfire area burnt by hydrological drought in the humid tropics. Nature Climate Change 7, 428–431.
Amplification of wildfire area burnt by hydrological drought in the humid tropics.Crossref | GoogleScholarGoogle Scholar |

Tsai K-P, Rogers M-F, Chow AT, Diaz F (2015) Prescribed fire alters dissolved organic matter and disinfection by-product precursor in forested watersheds Part II: a controlled field study. In ‘Recent advances in disinfection by-products.’ ACS Symposium Series Vol. 1190, pp. 293–306. (American Chemical Society Books: Washington, DC)

USDA Forest Service (2017) Santee Experimental Forest, Southern Research Station. SEF database for Hydrology Data. Available at http://cybergis.uncc.edu/santee/ [Verified 21 August 2019]

Wade DD, Lunsford JD (1989) A guide for prescribed fire in southern forests. USDA Forest Service, Southern Region Technical Publication No. R8-TP 11. (NW Atlanta, GA, USA).

Warnes GR, Bolker B, Bonebakker L, Gentleman R, Huber W, Liaw A, Lumley T, Maechler M, Magnusson A, Moeller S, Schwartz M, Venables B (2019) ‘gplots: Various R Programming Tools for Plotting Data. R package version 3.0.1.1.’ Available at https://CRAN.R-project.org/package=gplots [Verified date10 August 2017]

Watson PF, Petrie A (2010) Method agreement analysis: a review of correct methodology. Theriogenology 73, 1167–1179.
Method agreement analysis: a review of correct methodology.Crossref | GoogleScholarGoogle Scholar | 20138353PubMed |

Westerling AL, Hidalgo HG, Cayan DR, Swetnam TW (2006) Warming and earlier spring increase Western U.S. forest wildfire activity. Science 313, 940–943.
Warming and earlier spring increase Western U.S. forest wildfire activity.Crossref | GoogleScholarGoogle Scholar | 16825536PubMed |

Writer JH, Hohner A, Oropeza J, Schmidt A, Cawley K, Rosario-Ortiz F (2014) Water treatment implications after the high Park wildfire, Colorado. Journal - American Water Works Association 106, E189–E199.
Water treatment implications after the high Park wildfire, Colorado.Crossref | GoogleScholarGoogle Scholar |