2005
DOI: 10.1016/j.jenvman.2004.09.010
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The consequences of land use change on nutrient exports: a regional scale assessment in south-west Victoria, Australia

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Cited by 88 publications
(57 citation statements)
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“…This is unlike the pre-classification approach that is limited to selected sub-areas where backscatter levels were extracted from. Therefore, the ensemble approach combined supervised and unsupervised classification algorithms (similarly to Ierodiaconou et al 2005) which allowed using one ground-truth dataset to train a classification that was subsequently applied to the whole time series. This is a big advantage since sampling of each time series is most often not realistic given survey time and cost restrictions.…”
Section: Change Detection Methodsmentioning
confidence: 99%
See 1 more Smart Citation
“…This is unlike the pre-classification approach that is limited to selected sub-areas where backscatter levels were extracted from. Therefore, the ensemble approach combined supervised and unsupervised classification algorithms (similarly to Ierodiaconou et al 2005) which allowed using one ground-truth dataset to train a classification that was subsequently applied to the whole time series. This is a big advantage since sampling of each time series is most often not realistic given survey time and cost restrictions.…”
Section: Change Detection Methodsmentioning
confidence: 99%
“…Since the supervised information is to be extended to the broader time series of acoustic data for which there is no ground-validation data, an analysis similar to that of Ierodiaconou et al (2005), in which supervised and unsupervised classifications are compared and evaluated for similarity, was applied. In this paper, K means was chosen as an unsupervised classification method due to its success in finding optimal clustering solutions and after comparing the RF classification to an array of unsupervised classifiers.…”
Section: Comparison Of Thematic Mapsmentioning
confidence: 99%
“…Afforestation of farmland was widespread in southeastern South Australia and southwestern Victoria (known as the Green Triangle) from the 1980s through to the 2000s, with the plantation area expanding by 5-14 % to 30 000 ha in Victoria alone (Adelana et al, 2014;Benyon et al, 2006;Ierodiaconou et al, 2005). However, the subsequent development of tree plantations in the region has been hindered by a poor timber market (HVP Plantations, personal communication, 2013) and concerns that plantations use more groundwater and surface water than other land uses like farming.…”
Section: Management Of Tree Plantations and Rechargementioning
confidence: 99%
“…Based on their migration behavior, NPS pollutants can largely be grouped into two classes, dissolved and adsorbed. The export coefficient model (ECM) is considered to be reliable for the estimation of dissolved NPS Water 2018, 10, 17 3 of 27 pollutants [30]. The earliest ECM was proposed by the United States and Canada [31,32] and was used to explore the response of lake eutrophication to land-use changes in the early 1970s.…”
Section: Introductionmentioning
confidence: 99%