Developing a 21st Century framework for lake-specific eutrophication assessment using quantile regression

被引:22
|
作者
Xu, Yaoyang [1 ]
Schroth, Andrew W. [2 ]
Rizzo, Donna M. [3 ]
机构
[1] Univ Vermont, Vermont EPSCoR, Burlington, VT 05405 USA
[2] Univ Vermont, Dept Geol, Burlington, VT USA
[3] Univ Vermont, Sch Engn, Burlington, VT USA
来源
LIMNOLOGY AND OCEANOGRAPHY-METHODS | 2015年 / 13卷 / 05期
基金
美国国家科学基金会;
关键词
NUTRIENT-CHLOROPHYLL RELATIONSHIPS; TOTAL PHOSPHORUS; STATE; TEMPERATE; MODELS; RESERVOIRS; DEVIATION; INFERENCE; MONSOON; FLORIDA;
D O I
10.1002/lom3.10021
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Over the past 30+ years, researchers and water resource managers have often relied on a set of regression-based equations to describe the relationships between secchi depth (SD), chlorophyll (Chl) and total phosphorous (TP) and quantitatively assess lake trophic status after Carlson (1977). Here, we develop a revised framework for eutrophication assessment that incorporates recent statistical advances in ecology and leverages the increasing availability of lake-specific datasets in the 21st Century. Long-term (1992-2012) water quality data from Lake Champlain (LC) are used to revisit and revise classic equations of tropic state indices (TSIChl/TP). The upper boundaries of SD-ln(Chl) and ln(Chl)-ln(TP) distributions within this dataset fit well with quantile regression (99th, QR) to generate LC-specific TSIChl/TP equations. Our results illustrate that Carlson (1977)'s original TSIChl/TP equations overestimate the trophic status of LC relative to LC-specific equations, and highlight the power of the QR-derived TSIChl/TP metric. We combine TSISD and TSIChl into one metric to indicate pseudoeutrophication and pseudomesotrophication of oligotrophic waters as well as pseudoeutrophication of mesotrophic waters to identify waters threatened by potential trophic shift. Additionally, TSIChl and TSITP were coupled as a complimentary dual metric to indicate potential risks of excessive phosphorus loading to oligotrophic and mesotrophic waters. With these dual metric schemes, we performed cluster analysis of 15 locations to spatially assess trophic status and phosphorous risks across LC. This study describes a relatively simple and robust approach for lake-specific status assessment, the structure of which can be broadly utilized within monitoring and research communities.
引用
收藏
页码:237 / 249
页数:13
相关论文
共 13 条
  • [1] Quantile regression improves models of lake eutrophication with implications for ecosystem-specific management
    Xu, Yaoyang
    Schroth, Andrew W.
    Isles, Peter D. F.
    Rizzo, Donna M.
    FRESHWATER BIOLOGY, 2015, 60 (09) : 1841 - 1853
  • [2] Risk assessment in the 21st century: where are we heading?
    Brescia, Susy
    Alexander-White, Camilla
    Li, Hequn
    Cayley, Alex
    TOXICOLOGY RESEARCH, 2023, 12 (01) : 1 - 11
  • [3] A Historical and Critical Assessment of Parametricism as an Architectural Style in the 21st Century
    Youns, Ameen Mokhles
    Grchev, Kokan
    BUILDINGS, 2024, 14 (09)
  • [4] Developing Global Leaders for Research, Regulation, and Stewardship of Crop Protection Chemistry in the 21st Century
    Unsworth, John B.
    Corsi, Camilla
    Van Emon, Jeanette M.
    Farenhorst, Annemieke
    Hamilton, Denis J.
    Howard, Cody J.
    Hunter, Robert
    Jenkins, Jeffrey J.
    Kleter, Gijs A.
    Kookana, Rai S.
    Lalah, Joseph O.
    Leggett, Michael
    Miglioranza, Karina S. B.
    Miyagawa, Hisashi
    Peranginangin, Natalia
    Rubin, Baruch
    Saha, Bipul
    Shakil, Najam A.
    JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY, 2016, 64 (01) : 52 - 60
  • [5] An assessment of the global impact of 21st century land use change on soil erosion
    Borrelli, Pasquale
    Robinson, David A.
    Fleischer, Larissa R.
    Lugato, Emanuele
    Ballabio, Cristiano
    Alewell, Christine
    Meusburger, Katrin
    Modugno, Sirio
    Schuett, Brigitta
    Ferro, Vito
    Bagarello, Vincenzo
    Van Oost, Kristof
    Montanarella, Luca
    Panagos, Panos
    NATURE COMMUNICATIONS, 2017, 8
  • [6] Human-specific approaches to brain research for the 21st century: a South American perspective
    Triunfol, Marcia
    Rehen, Stevens
    Simian, Marina
    Seidle, Troy
    DRUG DISCOVERY TODAY, 2018, 23 (12) : 1929 - 1935
  • [7] How Can Science Be General, Yet Specific? The Conundrum of Rangeland Science in the 21st Century
    Peters, Debra P. C.
    Belnap, Jayne
    Ludwig, John A.
    Collins, Scott L.
    Paruelo, Jose
    Hoffman, M. Timm
    Havstad, Kris M.
    RANGELAND ECOLOGY & MANAGEMENT, 2012, 65 (06) : 613 - 622
  • [8] A Small Temperate Lake in the 21st Century: Dynamics of Water Temperature, Ice Phenology, Dissolved Oxygen, and Chlorophyll a
    Tan, Zeli
    Yao, Huaxia
    Zhuang, Qianlai
    WATER RESOURCES RESEARCH, 2018, 54 (07) : 4681 - 4699
  • [9] Testing the data platforms required for the 21st century food system using an industry ecosystem approach
    Martindale, Wayne
    Linh Duong
    Hollands, Tom A. E.
    Swainson, Mark
    SCIENCE OF THE TOTAL ENVIRONMENT, 2020, 724
  • [10] The Application of a Statistical Downscaling Process to Derive 21st Century River Flow Predictions Using a Global Climate Simulation
    Werth, David
    Chen, Kuo-Fu
    WATER RESOURCES MANAGEMENT, 2015, 29 (03) : 849 - 861