2017
DOI: 10.1002/2017wr020557
|View full text |Cite
|
Sign up to set email alerts
|

Predicting organic matter, nitrogen, and phosphorus concentrations in runoff from peat extraction sites using partial least squares regression

Abstract: Organic matter and nutrient export from drained peatlands is affected by complex hydrological and biogeochemical interactions. Here partial least squares regression (PLSR) was used to relate various soil and catchment characteristics to variations in chemical oxygen demand (COD), total nitrogen (TN), and total phosphorus (TP) concentrations in runoff. Peat core samples and water quality data were collected from 15 peat extraction sites in Finland. PLSR models constructed by cross‐validation and variable select… Show more

Help me understand this report

Search citation statements

Order By: Relevance

Paper Sections

Select...
1
1
1

Citation Types

1
11
0

Year Published

2020
2020
2022
2022

Publication Types

Select...
8
1

Relationship

1
8

Authors

Journals

citations
Cited by 27 publications
(17 citation statements)
references
References 63 publications
1
11
0
Order By: Relevance
“…As mentioned in the method, the trial's location previously was used for the plantation of krassikarpa. Furthermore, the high acidity and micronutrient of Al, Fe and Mn content were common facts in drained peatland, as also were showed in some previous studies (Agus et al, 2020;Hikmatullah & Sukarman, 2014;Husnain, Wigena, Dariah, Marwanto, Setyanto, & Agus, 2014;Tuukkanen, Marttilla, & Klove, 2017).…”
Section: B Effect Of Soil Properties On the Growthsupporting
confidence: 77%
“…As mentioned in the method, the trial's location previously was used for the plantation of krassikarpa. Furthermore, the high acidity and micronutrient of Al, Fe and Mn content were common facts in drained peatland, as also were showed in some previous studies (Agus et al, 2020;Hikmatullah & Sukarman, 2014;Husnain, Wigena, Dariah, Marwanto, Setyanto, & Agus, 2014;Tuukkanen, Marttilla, & Klove, 2017).…”
Section: B Effect Of Soil Properties On the Growthsupporting
confidence: 77%
“…It has been found that TOC concentration in runoff increases with increasing temperature in undisturbed forests [23]. A positive correlation has also been found with TOC concentration in runoff and mean air temperature in peat extraction areas [56]. However, there are contrasting studies on the overall effect of temperature on decomposition and carbon balance in peat soils [57,58].…”
Section: Controls On Toc Exportmentioning
confidence: 99%
“…The major fraction of all peatlands is located in northern temperate and cold climates [6]. Sustainable use, conservation and restoration of peatlands, to preserve organic soils from further degradation, are presently key environmental priorities at European level [10] in regard to global importance in context of GHG emissions, habitat loss and water quality [5,[11][12][13]. To monitor peatlands, the remote sensing holds several advantages over in situ approaches in terms of cost, accessibility and spatial coverage [14,15], whereas Synthetic Aperture Radar (SAR), relative to optical and infrared remote sensors, is favourable because of the ability to penetrate vegetation canopies and the independence of observation of solar illumination or clouds [16][17][18].…”
Section: Introductionmentioning
confidence: 99%