224
Views
1
CrossRef citations to date
0
Altmetric
Research Articles

Multiple regression analysis for predicting few water quality parameters at unmonitored sub-watershed outlets in the St. Joseph River basin, USA

&
Pages 8697-8723 | Received 08 Aug 2021, Accepted 07 Nov 2021, Published online: 23 Nov 2021

References

  • Abbaspour K, Vaghefi S, Srinivasan R. 2017. A guideline for successful calibration and uncertainity analysis for soil and water assessment: a review of papers from the 2016 International SWAT conference. Water. 10(1):6.
  • Aher PD, Adinarayana J, Gorantiwar SD. 2014. Quantification of morphometric characterization and prioritization for management planning in semi-arid tropics of India: a remote sensing and GIS approach. J Hydrol. 511:850–860.
  • Ahmed U, Mumtaz R, Anwar H, Shah AA, Irfan R, Garcia-Nieto J. 2019. Efficient water quality prediction using supervised machine learning. Water. 11(11):2210.
  • Arabgol R, Sartaj M, Asghari K. 2016. Predicting Nitrate concentration and its spatial distribution in Groundwater resources using Support Vector Machines (SVMs) model. Environ Model Assess. 21(1):71–82.
  • Breiman L. 2001. Random forests. Mach Learn. 45(1):5–32.
  • Camara M, Jamil NR, Abdullah A. 2019. Impact of land uses on water quality in Malaysia: a review. Ecol. Process. 8:10.
  • Giri S, Qiu Z. 2016. Understanding the relationship of land uses and water quality in Twenty First Century: a review. J Environ Manage. 173:41–48.
  • Gupta R, Misra AK, Sahu V. 2019. Identification of watershed preference management areas under water quality and scarcity constraints: case of Jhajjar watershed, India. Appl Water Sci. 9:27.
  • Her Y, Chaubey I, Frankenberger J, Smith D. 2016. Effect of conservation practices implemented by USDA programs at field and watershed scales. J. Soil Water Conserve. 71(3):249–266.
  • Horton RE. 1945. Erosional Development of streams and their drainage basins, Hydrological approach to quantitative morphology. Geol Soc America Bull. 56(3):275–370.
  • Jabbar FK, Grote K. 2019. Statistical assessment of nonpoint source pollution in agricultural watersheds in the Lower Grand River watershed, MO, USA. Environ Sci Pollut Res Int. 26(2):1487–1506.
  • Kalita P, Algoazany A, Mitchell J, Cooke R, Hirschi M. 2006. Subsurface water quality from a flat tile-drained watershed in Illinois, USA. Agr Ecosyst Environ. 115(1–4):183–193.
  • Khan AU, Jiang J, Wang P, Zheng Y. 2017. Influence of watershed topographic and socio-economic attributes on the climate sensitivity of global river water quality. Environ Res Lett. 12(10):104012.
  • Kumar A, Jayappa KS, Deepika B. 2011. Prioritization of sub-basins based on geomorphology and morphometric analysis using remote sensing and geographic information system (GIS) techniques. Geocarto Int. 26(7):569–592.
  • Liao H, Sun W. 2010. Forecasting and evaluating water quality of Chao Lake based on an Improved Decision Tree Method. International Society for Environmental Information Sciences 2010 Annual Conference (ISEIS). Proc Environ Sci. 2:970–979.
  • Lintern A, Webb JA, Ryu D, Liu S, Bende-Michl U, Waters D, Leahy P, Wilson P, Western AW. 2018. Key factors influencing differences in stream water quality across space. WIREs Water. 5(1):e1260.
  • Liu Y, Li H, Cui G, Cao Y. 2020. Water quality attribution and simulation of non-point source pollution load flux in the Hulan River basin. Sci Rep. 10(1):3012.
  • Mainali J, Chang H, Chun Y. 2019. A review of spatial statistical approaches to modeling water quality. Prog Phys Geogr.43(6):801–826.
  • Moriasi DN, Arnold JG, Van Liew MW, Binger RL, Harmel RD, Veith TL. 2007. Model Evaluation Guidelines for systematic quantification of accuracy in watershed simulations. T ASABE. 50(3):885–900.
  • Munafo M, Cecchi G, Baiocco F, Mancini L. 2005. River pollution from non-point sources: a new simplified method of assessment. J Environ Manage. 77(2):93–98.
  • Neitch SL, Arnold JG, Kiniry JR, Williams JR. 2009. Soil and water assessment tool theoretical documentation. Temple, Texas: Blackland Research Center.
  • Quansah JE, Engel BA, Chaubey I. 2008. Tillage practices usage in early warning prediction of Atrazine pollution. T Asabe. 51(4):1311–1321.
  • Reid K, Schneider K, McConkey B. 2018. Components of Phosphorous loss from agricultural landscapes, and how to incorporate them into risk assessments tools. Front Earth Sci. 6:135.
  • Rothwell JJ, Dise NB, Taylor KG, Allott TEH, Scholefield P, Davies H, Neal C. 2010. Predicting river water quality across North West England using catchment characteristics. J Hydrol. 395(3–4):153–162.
  • Singh KP, Basant N, Gupta S. 2011. Support vector machines in water quality management. Anal Chim Acta. 703(2):152–162.
  • Strahler AN. 1964. Quantitative geomorphology of drainage basin and channel networks. In: Chow VT, editor. Handbook of applied hydrology. New York (NY): McGraw Hill Book Company.
  • Vincy MV, Rajan B, PradeepKumar AP. 2012. Geographic information system–based morphometric characterization of sub-watersheds of Meenachil river basin, Kottayam district, Kerala, India. Geocarto Int. 27(8):661–684.
  • Wang R, Bowling LC, Cherkauer KA, Cibin R, Her Y, Chaubey I. 2017. Biophysical and Hydrological effects of future climate change including trends in CO2 in the St. Joseph River watershed, Eastern Corn Belt. Agric Water Manage. 180:280–296.
  • Yang Y-Y, Toor GS. 2018. Stormwater runoff driven phosphorus transport in an urban residential catchment: implications for protecting water quality in urban watersheds. Sci Rep. 8(1):11681.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.