Geostatistical models with the use of hyperspectral data and seasonal variation – A new approach for evaluating the risk posed by invasive plants

Bzdęga, Katarzyna; Zarychta, Adrian; Urbisz, Alina; Szporak-Wasilewska, Sylwia; Ludynia, Michał; Fojcik, Barbara; Tokarska-Guzik, B.

doi:10.1016/j.ecolind.2020.107204

Cited by 12 publications

(6 citation statements)

References 68 publications

Supporting

Mentioning

Contrasting

Order By: Relevance

“…With a dramatic decline in agriculture, hogweeds stopped being mowed [9]. The Sosnowsky's hogweed invasion became problematic, especially in countries near the Baltic Sea: Latvia, Lithuania [10,11], Poland [12][13][14][15], the European part of Russia [16][17][18][19][20][21][22][23][24][25], as well as in Ukraine [26][27][28] and other parts of Eastern Europe, such as Turkey [29] and Bulgaria [30]. In central and Eastern Europe, two Caucasian hogweeds species, H. mantegazzianum and H. sosnowskyi, became problematic, e.g., in Poland [14], Ukraine [26,27], Russia [22].…”

Section: Dispersal Of the Caucasian Hogweedsmentioning

confidence: 99%

Invasion of the Giant Hogweed and the Sosnowsky’s Hogweed as a Multidisciplinary Problem with Unknown Future—A Review

Grzędzicka

2022

Earth

View full text Add to dashboard Cite

Caucasian hogweeds are plants introduced to Europe from the Caucasus area. This review concerns the two most common ones—the giant hogweed Heracleum mantegazzianum and the Sosnowsky’s hogweed Heracleum sosnowskyi. The first of them was imported as garden decorations from the 19th century, mainly to Western Europe, while the second one was introduced from the mid–20th century to agricultural areas in Eastern Europe. Nowadays, these two species create one of the most problematic invasions in the world. This review aimed to synthesize research on those invaders based on 277 articles selected from the “Scopus” database. Most of the articles concerned their extensive distribution, at least on a continental scale and the rapid dispersal. The reviewed research showed that the complex physicochemical properties of hogweeds tissues and secretions significantly affected insects, aphids, ants, nematodes, fungi, soil microorganisms, plant communities, birds, and many other components of the ecosystems. This knowledge turned out to be disproportionately small to the scale of the problem. The review also showed what ecological traits of hogweeds were responsible for their wide and various role in the environment. Thus far, no effective method to eradicate Caucasian hogweeds has been found. This could be a growing mistake, given that they are probably during the rapid evolutionary changes within the range of their invasion.

show abstract

Section: Dispersal Of the Caucasian Hogweedsmentioning

confidence: 99%

Invasion of the Giant Hogweed and the Sosnowsky’s Hogweed as a Multidisciplinary Problem with Unknown Future—A Review

Grzędzicka

2022

Earth

View full text Add to dashboard Cite

show abstract

“…Jowisz-Dąbrówka Wielka [46] and Grodziec [47], published in 1929. Reconstruction of the relief was carried out using a geostatistical interpolatorordinary kriging [19,48,49]. However, because of a lack of information concerning the depth of the channel of the Brynica, the Wielonka and the Jaworznik, these water courses were omitted.…”

Section: Relief and Land Use Studiesmentioning

confidence: 99%

Environmental Transformation and the Current State of Hydrogeological Condition in the Wojkowice Area—Southern Poland

et al. 2021

Self Cite

View full text Add to dashboard Cite

Based on the analysis and interpretation of maps, remote sensing data published in the literature, and environmental reconnaissance, this article discusses environmental transformations in the Wojkowice area in southern Poland (up to the year 2020). A comprehensive analysis was carried out concerning spatial development, mining activity, hydrogeological conditions and the biotic environment. The current state of the hydrogeological conditions was also characterized. Mining activity in the vicinity of the studied town caused significant changes in its relief, which contributed to its area dropping by about 5 m. In fact, these terrain forms are overgrown by various forms of vegetation that colonized these areas both naturally and as a result of forest reclamation. The contemporary vegetation of Wojkowice differs from the potential natural vegetation, which is an indicator of the complete anthropogenization of the natural environment. Over 100 years of industrial activity in Wojkowice has also contributed to a strong transformation of the groundwater. There has been a quantitative depletion of usable groundwater in the Triassic and Carboniferous formations. With inflows to the ore mines of up to 17 m3/min, the groundwater table has dropped by more than 60 m. The aquifer of Muschelkalk has been practically drained. At present, wells extract the waters from the Röth aquifer. There has been a major transformation of groundwater chemistry. The waters of the Triassic carbonate complex are anthropogenically transformated and are characterized by increased mineralization, multi-ionic types and usually with a quality class III and IV, and, therefore, they require some treatment.

show abstract

“…In the presented case studies, authors used remote sensing data and tools (such as imaging spectrometer data, and/or hyperspectral imagery combined with in situ data) to improve map accuracy of environmental pollutants affected by mining activities and their abandoned residue. In many applications, to improve map accuracy and to validate results, geostatistical approaches were used with integration of remote sensing [14][15][16]. The base of the geostatistical theory is the spatial correlation among georeferenced data, correlations exploitable for a correct and optimal numerical modeling of the regionalized variable (RV).…”

Section: Exploitation Of Remote Sensing Informationmentioning

confidence: 99%

Spatial Component Analysis to Improve Mineral Estimation Using Sentinel-2 Band Ratio: Application to a Greek Bauxite Residue

et al. 2021

View full text Add to dashboard Cite

Remote sensing can be fruitfully used in the characterization of metals within stockpiles and tailings, produced from mining activities. Satellite information, in the form of band ratio, can act as an auxiliary variable, with a certain correlation with the ground primary data. In the presence of this auxiliary variable, modeled with nested structures, the spatial components without correlation can be filtered out, so that the useful correlation with ground data grows. This paper investigates the possibility to substitute in a co-kriging system, the whole band ratio information, with only the correlated components. The method has been applied over a bauxite residues case study and presents three estimation alternatives: ordinary kriging, co-kriging, component co-kriging. Results have shown how using the most correlated component reduces the estimation variance and improves the estimation results. In general terms, when a good correlation with ground samples exists, co-kriging of the satellite band-ratio Component improves the reconstruction of mineral grade distribution, thus affecting the selectivity. On the other hand, the use of the components approach exalts the distance variability.

show abstract

Geostatistical models with the use of hyperspectral data and seasonal variation – A new approach for evaluating the risk posed by invasive plants

Cited by 12 publications

References 68 publications

Invasion of the Giant Hogweed and the Sosnowsky’s Hogweed as a Multidisciplinary Problem with Unknown Future—A Review

Invasion of the Giant Hogweed and the Sosnowsky’s Hogweed as a Multidisciplinary Problem with Unknown Future—A Review

Environmental Transformation and the Current State of Hydrogeological Condition in the Wojkowice Area—Southern Poland

Spatial Component Analysis to Improve Mineral Estimation Using Sentinel-2 Band Ratio: Application to a Greek Bauxite Residue

Contact Info

Product

Resources

About