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Pregled bibliografske jedinice broj: 864990

Modelling and mapping heavy metal and nitrogen concentrations in moss in 2010 throughout Europe by applying Random Forests models

Nickel, Stefan; Schröder, Winfried; Wosniok, Werner; Harmens, Harry; Frontasyeva, Marina V.; Alber, Renate; Aleksiayenak, Julia; Barandovski, Lambe; Blum, Oleg; Danielsson, Helena et al.
Modelling and mapping heavy metal and nitrogen concentrations in moss in 2010 throughout Europe by applying Random Forests models // Atmospheric environment (1994), 156 (2017), 146-159 doi:10.1016/j.atmosenv.2017.02.032 (međunarodna recenzija, članak, znanstveni)

CROSBI ID: 864990 Za ispravke kontaktirajte CROSBI podršku putem web obrasca

Naslov
Modelling and mapping heavy metal and nitrogen concentrations in moss in 2010 throughout Europe by applying Random Forests models

Autori
Nickel, Stefan ; Schröder, Winfried ; Wosniok, Werner ; Harmens, Harry ; Frontasyeva, Marina V. ; Alber, Renate ; Aleksiayenak, Julia ; Barandovski, Lambe ; Blum, Oleg ; Danielsson, Helena ; de Temmermann, Ludwig ; Dunaev, Anatoly M. ; Fagerli, Hilde ; Godzik, Barbara ; Ilyin, Ilia ; Jonkers, Sander ; Jeran, Zvonka ; Pihl Karlsson, Gunilla ; Lazo, Pranvera ; Leblond, Sebastien ; Liiv, Siiri ; Magnússon H., Sigurður ; Mankovska, Blanka ; Martínez-Abaigar, Javier ; Piispanen, Juha ; Poikolainen, Jarmo ; Popescu, Ion V. ; Qarri, Flora ; Radnovic, Dragan ; Santamaria, Jesus Miguel ; Schaap, Martijn ; Skudnik, Mitja ; Špirić, Zdravko ; Stafilov, Trajce ; Steinnes, Eiliv ; Stihi, Claudia ; Suchara, Ivan ; Thöni, Lotti ; Uggerud, Hilde Thelle ; Zechmeister, Harald G.

Izvornik
Atmospheric environment (1994) (1352-2310) 156 (2017); 146-159

Vrsta, podvrsta i kategorija rada
Radovi u časopisima, članak, znanstveni

Ključne riječi
Atmospheric deposition ; Biomonitoring ; Ecological land classification Europe ; Spatial reference systems

Sažetak
This study explores the statistical relations between the concentration of nine heavy metals (HM) (arsenic (As), cadmium (Cd), chromium (Cr), copper (Cu), mercury (Hg), nickel (Ni), lead (Pb), vanadium (V), zinc (Zn)), and nitrogen (N) in moss and potential explanatory variables (predictors) which were then used for mapping spatial patterns across Europe. Based on moss specimens collected in 2010 throughout Europe, the statistical relation between a set of potential predictors (such as the atmospheric deposition calculated by use of two chemical transport models (CTM), distance from emission sources, density of different land uses, population density, elevation, precipitation, clay content of soils) and concentrations of HMs and nitrogen (N) in moss (response variables) were evaluated by the use of Random Forests (RF) and Classification and Regression Trees (CART). Four spatial scales were regarded: Europe as a whole, ecological land classes covering Europe, single countries participating in the European Moss Survey (EMS), and moss species at sampling sites. Spatial patterns were estimated by applying a series of RF models on data on potential predictors covering Europe. Statistical values and resulting maps were used to investigate to what extent the models are specific for countries, units of the Ecological Land Classification of Europe (ELCE), and moss species.

Izvorni jezik
Engleski

Znanstvena područja
Kemijsko inženjerstvo, Javno zdravstvo i zdravstvena zaštita, Poljoprivreda (agronomija)



POVEZANOST RADA

Projekti:
273-0222882-2698 - Bioindikacija onečišćenja zraka u terestričkim ekosustavima

Ustanove:
Medicinski fakultet, Rijeka,
OIKON d.o.o.

Profili:

Avatar Url Zdravko Špirić (autor)

Poveznice na cjeloviti tekst rada:

doi dx.doi.org

Citiraj ovu publikaciju:

Nickel, Stefan; Schröder, Winfried; Wosniok, Werner; Harmens, Harry; Frontasyeva, Marina V.; Alber, Renate; Aleksiayenak, Julia; Barandovski, Lambe; Blum, Oleg; Danielsson, Helena et al.
Modelling and mapping heavy metal and nitrogen concentrations in moss in 2010 throughout Europe by applying Random Forests models // Atmospheric environment (1994), 156 (2017), 146-159 doi:10.1016/j.atmosenv.2017.02.032 (međunarodna recenzija, članak, znanstveni)
Nickel, S., Schröder, W., Wosniok, W., Harmens, H., Frontasyeva, M., Alber, R., Aleksiayenak, J., Barandovski, L., Blum, O. & Danielsson, H. (2017) Modelling and mapping heavy metal and nitrogen concentrations in moss in 2010 throughout Europe by applying Random Forests models. Atmospheric environment (1994), 156, 146-159 doi:10.1016/j.atmosenv.2017.02.032.
@article{article, author = {Nickel, Stefan and Schr\"{o}der, Winfried and Wosniok, Werner and Harmens, Harry and Frontasyeva, Marina V. and Alber, Renate and Aleksiayenak, Julia and Barandovski, Lambe and Blum, Oleg and Danielsson, Helena and de Temmermann, Ludwig and Dunaev, Anatoly M. and Fagerli, Hilde and Godzik, Barbara and Ilyin, Ilia and Jonkers, Sander and Jeran, Zvonka and Pihl Karlsson, Gunilla and Lazo, Pranvera and Leblond, Sebastien and Liiv, Siiri and Magn\'{u}sson H., Sigur\dhur and Mankovska, Blanka and Mart\'{\i}nez-Abaigar, Javier and Piispanen, Juha and Poikolainen, Jarmo and Popescu, Ion V. and Qarri, Flora and Radnovic, Dragan and Santamaria, Jesus Miguel and Schaap, Martijn and Skudnik, Mitja and \v{S}piri\'{c}, Zdravko and Stafilov, Trajce and Steinnes, Eiliv and Stihi, Claudia and Suchara, Ivan and Th\"{o}ni, Lotti and Uggerud, Hilde Thelle and Zechmeister, Harald G.}, year = {2017}, pages = {146-159}, DOI = {10.1016/j.atmosenv.2017.02.032}, keywords = {Atmospheric deposition, Biomonitoring, Ecological land classification Europe, Spatial reference systems}, journal = {Atmospheric environment (1994)}, doi = {10.1016/j.atmosenv.2017.02.032}, volume = {156}, issn = {1352-2310}, title = {Modelling and mapping heavy metal and nitrogen concentrations in moss in 2010 throughout Europe by applying Random Forests models}, keyword = {Atmospheric deposition, Biomonitoring, Ecological land classification Europe, Spatial reference systems} }
@article{article, author = {Nickel, Stefan and Schr\"{o}der, Winfried and Wosniok, Werner and Harmens, Harry and Frontasyeva, Marina V. and Alber, Renate and Aleksiayenak, Julia and Barandovski, Lambe and Blum, Oleg and Danielsson, Helena and de Temmermann, Ludwig and Dunaev, Anatoly M. and Fagerli, Hilde and Godzik, Barbara and Ilyin, Ilia and Jonkers, Sander and Jeran, Zvonka and Pihl Karlsson, Gunilla and Lazo, Pranvera and Leblond, Sebastien and Liiv, Siiri and Magn\'{u}sson H., Sigur\dhur and Mankovska, Blanka and Mart\'{\i}nez-Abaigar, Javier and Piispanen, Juha and Poikolainen, Jarmo and Popescu, Ion V. and Qarri, Flora and Radnovic, Dragan and Santamaria, Jesus Miguel and Schaap, Martijn and Skudnik, Mitja and \v{S}piri\'{c}, Zdravko and Stafilov, Trajce and Steinnes, Eiliv and Stihi, Claudia and Suchara, Ivan and Th\"{o}ni, Lotti and Uggerud, Hilde Thelle and Zechmeister, Harald G.}, year = {2017}, pages = {146-159}, DOI = {10.1016/j.atmosenv.2017.02.032}, keywords = {Atmospheric deposition, Biomonitoring, Ecological land classification Europe, Spatial reference systems}, journal = {Atmospheric environment (1994)}, doi = {10.1016/j.atmosenv.2017.02.032}, volume = {156}, issn = {1352-2310}, title = {Modelling and mapping heavy metal and nitrogen concentrations in moss in 2010 throughout Europe by applying Random Forests models}, keyword = {Atmospheric deposition, Biomonitoring, Ecological land classification Europe, Spatial reference systems} }

Časopis indeksira:


  • Current Contents Connect (CCC)
  • Web of Science Core Collection (WoSCC)
    • Science Citation Index Expanded (SCI-EXP)
    • SCI-EXP, SSCI i/ili A&HCI
  • Scopus

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