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Pregled bibliografske jedinice broj: 699895

Relationship between MODIS based Aerosol Optical Depth and PM10 over Croatia

Grgurić, Sanja; Križan, Josip; Gašparac, Goran; Antonić, Oleg; Špirić, Zdravko; Mamouri, Rodelise E.; Christodoulou, A.; Nisantzi, Argyro; Agapiou, Athos; Themistocleous, Kyriakos et al.
Relationship between MODIS based Aerosol Optical Depth and PM10 over Croatia // Central European journal of geosciences, 6 (2014), 1; 2-16 doi:10.2478/s13533-012-0135-6 (međunarodna recenzija, članak, znanstveni)

CROSBI ID: 699895 Za ispravke kontaktirajte CROSBI podršku putem web obrasca

Naslov
Relationship between MODIS based Aerosol Optical Depth and PM10 over Croatia

Autori
Grgurić, Sanja ; Križan, Josip ; Gašparac, Goran ; Antonić, Oleg ; Špirić, Zdravko ; Mamouri, Rodelise E. ; Christodoulou, A. ; Nisantzi, Argyro ; Agapiou, Athos ; Themistocleous, Kyriakos ; Fedra, Kurt ; Panayiotou, Charalambos ; Hadjimitsis, Diofantos

Izvornik
Central European journal of geosciences (2081-9900) 6 (2014), 1; 2-16

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

Ključne riječi
MODIS AOD; PM10; PM10-AOD relationship; general linear modeling; neural network;

Sažetak
This study analyzes the relationship between Aerosol Optical Depth (AOD) obtained from Terra and Aqua Moderate Resolution Imaging Spectroradiometer (MODIS) and ground-based PM10 mass concentration distribution over a period of 5 years (2008–2012), and investigates the applicability of satellite AOD data for ground PM10 mapping for the Croatian territory. Many studies have shown that satellite AOD data are correlated to ground-based PM mass concentration. However, the relationship between AOD and PM is not explicit and there are unknowns that cause uncertainties in this relationship. The relationship between MODIS AOD and ground-based PM10 has been studied on the basis of a large data set where daily averaged PM10 data from the 12 air quality stations across Croatia over the 5 year period are correlated with AODs retrieved from MODIS Terra and Aqua. A database was developed to associate coincident MODIS AOD (independent) and PM10 data (dependent variable). Additional tested independent variables (predictors, estimators) included season, cloud fraction, and meteorological parameters — including temperature, air pressure, relative humidity, wind speed, wind direction, as well as planetary boundary layer height — using meteorological data from WRF (Weather Research and Forecast) model. It has been found that 1) a univariate linear regression model fails at explaining the data variability well which suggests nonlinearity of the AOD-PM10 relationship, and 2) explanation of data variability can be improved with multivariate linear modeling and a neural network approach, using additional independent variables.

Izvorni jezik
Engleski

Znanstvena područja
Fizika, Geologija, Kemijsko inženjerstvo



POVEZANOST RADA

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

Ustanove:
OIKON d.o.o.

Profili:

Avatar Url Goran Gašparac (autor)

Avatar Url Oleg Antonić (autor)

Avatar Url Zdravko Špirić (autor)

Poveznice na cjeloviti tekst rada:

doi www.degruyter.com link.springer.com

Citiraj ovu publikaciju:

Grgurić, Sanja; Križan, Josip; Gašparac, Goran; Antonić, Oleg; Špirić, Zdravko; Mamouri, Rodelise E.; Christodoulou, A.; Nisantzi, Argyro; Agapiou, Athos; Themistocleous, Kyriakos et al.
Relationship between MODIS based Aerosol Optical Depth and PM10 over Croatia // Central European journal of geosciences, 6 (2014), 1; 2-16 doi:10.2478/s13533-012-0135-6 (međunarodna recenzija, članak, znanstveni)
Grgurić, S., Križan, J., Gašparac, G., Antonić, O., Špirić, Z., Mamouri, R., Christodoulou, A., Nisantzi, A., Agapiou, A. & Themistocleous, K. (2014) Relationship between MODIS based Aerosol Optical Depth and PM10 over Croatia. Central European journal of geosciences, 6 (1), 2-16 doi:10.2478/s13533-012-0135-6.
@article{article, author = {Grguri\'{c}, Sanja and Kri\v{z}an, Josip and Ga\v{s}parac, Goran and Antoni\'{c}, Oleg and \v{S}piri\'{c}, Zdravko and Mamouri, Rodelise E. and Christodoulou, A. and Nisantzi, Argyro and Agapiou, Athos and Themistocleous, Kyriakos and Fedra, Kurt and Panayiotou, Charalambos and Hadjimitsis, Diofantos}, year = {2014}, pages = {2-16}, DOI = {10.2478/s13533-012-0135-6}, keywords = {MODIS AOD, PM10, PM10-AOD relationship, general linear modeling, neural network, }, journal = {Central European journal of geosciences}, doi = {10.2478/s13533-012-0135-6}, volume = {6}, number = {1}, issn = {2081-9900}, title = {Relationship between MODIS based Aerosol Optical Depth and PM10 over Croatia}, keyword = {MODIS AOD, PM10, PM10-AOD relationship, general linear modeling, neural network, } }
@article{article, author = {Grguri\'{c}, Sanja and Kri\v{z}an, Josip and Ga\v{s}parac, Goran and Antoni\'{c}, Oleg and \v{S}piri\'{c}, Zdravko and Mamouri, Rodelise E. and Christodoulou, A. and Nisantzi, Argyro and Agapiou, Athos and Themistocleous, Kyriakos and Fedra, Kurt and Panayiotou, Charalambos and Hadjimitsis, Diofantos}, year = {2014}, pages = {2-16}, DOI = {10.2478/s13533-012-0135-6}, keywords = {MODIS AOD, PM10, PM10-AOD relationship, general linear modeling, neural network, }, journal = {Central European journal of geosciences}, doi = {10.2478/s13533-012-0135-6}, volume = {6}, number = {1}, issn = {2081-9900}, title = {Relationship between MODIS based Aerosol Optical Depth and PM10 over Croatia}, keyword = {MODIS AOD, PM10, PM10-AOD relationship, general linear modeling, neural network, } }

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

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