Mirjana Perišić
Univerzitet Singidunum
Biografija
Mirjana Perišić je rođena 11.08.1979. u Čačku, Srbija.
Dr. Mirjana Perišić je viši naučni saradnik u Institutu za fiziku Univerziteta u Beogradu i vanredni profesor na Univerzitetu Singidunum. Doktorirala je eksperimentalnu fiziku (2016) na Univerzitetu u Beogradu, a uža specijalnost su joj fizika i hemija životne sredine. Njeno istraživanje fokusira se na nauku o atmosferi, monitoring zagađenja vazduha, identifikaciju izvora zagađenja i analizu podataka o životnoj sredini primenom veštačke inteligencije. Učestvovala je u brojnim nacionalnim i međunarodnim projektima (Horizon 2020, COST akcije) koji se bave kvalitetom vazduha, klimatskim promenama i uticajem životne sredine na zdravlje. Takođe je doprinela razvoju politika kroz učešće u izradi planova kvaliteta vazduha. Njena ekspertiza obuhvata statističko i receptorske modelovanje, kao i primenu mašinskog učenja u naukama o životnoj sredini. Dr. Perišić je autor brojnih naučnih radova i poglavlja u knjigama.
Obrazovanje
Srednja škola
1994 – 1998
Gimnazija u Čačku
Prirodno-matematički
Osnovne studije
1998 – 2007
Fizički fakultet, Univerziteta u Beogradu
Opšta fizika
Doktorska disertacija
2007 – 2016
Fizički fakultet Univerziteta u Beogradu
Atomska fizika
Bibliografija
Radovi u časopisima
- An AI-Based Framework for Characterizing the Atmospheric Fate of Air Pollutants Within Diverse Environmental Settings2025N. Radić, M. Perišić, G. Jovanović, Т. Bezdan, S. Stanišić, N. Stanić, A. Stojić, An AI-Based Framework for Characterizing the Atmospheric Fate of Air Pollutants Within Diverse Environmental Settings, Atmosphere, Vol. 16, No. 2, pp. 231 - 243, Feb, 2025Otvori
- The explainable potential of coupling hybridized metaheuristics, XGBoost, and SHAP in revealing toluene behavior in the atmosphere2024N. Bacanin, M. Perisic, G. Jovanovic, R. Damaševičius, S. Stanisic, V. Simic, M. Zivkovic, A. Stojic, The explainable potential of coupling hybridized metaheuristics, XGBoost, and SHAP in revealing toluene behavior in the atmosphere, SCIENCE OF THE TOTAL ENVIRONMENT, No. 172195, Apr, 2024Otvori
- The PM2.5-Bound Polycyclic Aromatic Hydrocarbon Behavior in Indoor and Outdoor Environments, Part III: Role of Environmental Settings in Elevating Indoor Concentrations of Benzo(a)pyrene2024G. Jovanović, M. Perišić, T. Bezdan, S. Stanišić, K. Radusin, A. Popović, A. Stojić, The PM2.5-Bound Polycyclic Aromatic Hydrocarbon Behavior in Indoor and Outdoor Environments, Part III: Role of Environmental Settings in Elevating Indoor Concentrations of Benzo(a)pyrene, Atmosphere, 2024Otvori
- Potential of Coupling Metaheuristics-Optimized-XGBoost and SHAP in Revealing PAHs Environmental Fate2023G. Jovanovic, M. Perisic, N. Bacanin, M. Zivkovic, S. Stanisic, I. Strumberger, F. Alimpic, A. Stojic, Potential of Coupling Metaheuristics-Optimized-XGBoost and SHAP in Revealing PAHs Environmental Fate, Toxics, Vol. 11, No. 4, 394, pp. 1 - 25, Apr, 2023Otvori
- The Explainable Potential of Coupling Metaheuristics-Optimized-XGBoost and SHAP in Revealing VOCs’ Environmental Fate2023L. Jovanovic, G. Jovanovic, M. Perisic, F. Alimpic, S. Stanisic, N. Bacanin, M. Zivkovic, A. Stojic, The Explainable Potential of Coupling Metaheuristics-Optimized-XGBoost and SHAP in Revealing VOCs’ Environmental Fate, Atmosphere, Vol. 14, No. 1, 109, pp. 1 - 27, Jan, 2023Otvori
- The PM2.5-bound polycyclic aromatic hydrocarbon behavior in indoor and outdoor environments, part II: Explainable prediction of benzo[a]pyrene levels2022A. Stojić, G. Jovanović, S. Stanišić, S. Herceg Romanić, A. Šoštarić, V. Udovičić, M. Perišić, T. Milićević, The PM2.5-bound polycyclic aromatic hydrocarbon behavior in indoor and outdoor environments, part II: Explainable prediction of benzo[a]pyrene levels, CHEMOSPHERE, pp. 133154 - 133167, Jan, 2022Otvori
- The PM2.5-bound polycyclic aromatic hydrocarbon behavior in indoor and outdoor environments, part I: Emission sources2021S. Stanišić, M. Perišić, G. Jovanović, T. Milićević, S. Herceg Romanić, A. Jovanović, A. Šoštarić, V. Udovičić, A. Stojić, The PM2.5-bound polycyclic aromatic hydrocarbon behavior in indoor and outdoor environments, part I: Emission sources, ENVIRONMENTAL RESEARCH, pp. 110520 - 110520, 2021Otvori
- Explainable extreme gradient boosting tree-based prediction of toluene, ethylbenzene and xylene wet deposition2019A. Stojić, N. Stanić, G. Vuković, S. Stanišić, M. Perišić, A. Šoštarić, L. Lazić, Explainable extreme gradient boosting tree-based prediction of toluene, ethylbenzene and xylene wet deposition, SCIENCE OF THE TOTAL ENVIRONMENT, Vol. 653, pp. 140 - 147, 2019
- Forecasting hourly particulate matter concentrations based on the advanced multivariate methods2017M. Perišić, С. Станишић, А. Стојић, Forecasting hourly particulate matter concentrations based on the advanced multivariate methods, International Journal of Environmental Science and Technology, pp. 1047 - 1054, Feb, 2017
- Estimation of required PM10 emission source reduction on the basis of a 10-year period data2014M. Perišić, A. Stojić, S. Stanišić, A. Šoštarić, Z. Mijić, S. Rajšić, Estimation of required PM10 emission source reduction on the basis of a 10-year period data, AIR QUALITY ATMOSPHERE AND HEALTH, pp. 1 - 11, 2014
Radovi na konferencijama
- Artificial Intelligence-Based Framework for Analyzing Crises-Caused Air Pollution2024Sinteza 2024T. Bezdan, M. Perišić, G. Jovanović, N. Bačanin DŽakula, A. Stojić, Artificial Intelligence-Based Framework for Analyzing Crises-Caused Air Pollution, Sinteza 2024, pp. 281 - 287, May, 2024Otvori
- REVEALING TOLUENE BEHAVIOUR IN THE ATMOSPHERE BASED ON COUPLING OF METAHEURISTICS, XGBOOST, AND SHAP2023Sinteza 2023 - International Scientific Conference on Information Technology, Computer Science, and Data ScienceG. Jovanović, M. Perišić, S. Stanišić, N. Bačanin DŽakula, A. Stojić, REVEALING TOLUENE BEHAVIOUR IN THE ATMOSPHERE BASED ON COUPLING OF METAHEURISTICS, XGBOOST, AND SHAP, pp. 17 - 22, 2023
- The impact of gaseous pollutants on particulate matter distribution2021International Conference of Experimental and Numerical Investigations and New Technologies - CNN TECHS. Stanišić, M. Perišić, A. Stojić, A. Šoštarić, D. Vudragović, D. Maletić, G. Jovanović, The impact of gaseous pollutants on particulate matter distribution, Jul, 2021Otvori
- The impact of humidity and temperature on particulate matter environmental fate2021International Conference of Experimental and Numerical Investigations and New Technologies - CNN TECHA. Stojić, G. Jovanović, S. Stanišić, A. Šoštarić, A. Vranić, M. Mitrović Dankulov, M. Perišić, The impact of humidity and temperature on particulate matter environmental fate, Jul, 2021Otvori
- The potential for forecasting the particulate matter levels in complex urban environment2021International Conference of Experimental and Numerical Investigations and New Technologies - CNN TECHM. Perišić, A. Stojić, G. Jovanović, A. Šoštarić, D. Maletic, d. vudragović, S. Stanišić, The potential for forecasting the particulate matter levels in complex urban environment, Jul, 2021Otvori
- Receptor Oriented Modeling for Revealing Air Pollution Emission Sources Affecting an Urban Area2021International Scientific Conference on Information Technology and Data Related ResearchS. Stanišić, M. Perišić, G. Jovanović, A. Stojić, Receptor Oriented Modeling for Revealing Air Pollution Emission Sources Affecting an Urban Area, 2021
- The Influence of Covid-19 Lockdown on Btex Level Distributions in Belgrade2021International Scientific Conference on Information Technology and Data Related ResearchN. Bukumirić, M. Perišić, S. Stanišić, G. Jovanović, A. Stojić, The Influence of Covid-19 Lockdown on Btex Level Distributions in Belgrade, 2021
- Structural Characteristics of Particulate Matter Time Series Observed in an Urban Environment2021International Scientific Conference on Information Technology and Data Related ResearchG. Jovanović, S. Stanišić, M. Perišić, A. Stojić, Structural Characteristics of Particulate Matter Time Series Observed in an Urban Environment, 2021
- Meteorological Factors Governing Particulate Matter Distribution in an Urban Environment2021International Scientific Conference on Information Technology and Data Related ResearchM. Perišić, G. Jovanović, S. Stanišić, A. Šoštarić, A. Stojić, Meteorological Factors Governing Particulate Matter Distribution in an Urban Environment, 2021
- Evolution of Industry-Related Volatile Organic Compound Levels Affected By Covid-19 Lockdown in Belgrade2021International Scientific Conference on Information Technology and Data Related ResearchF. Alimpić, M. Perišić, S. Stanišić, G. Jovanović, A. Stojić, Evolution of Industry-Related Volatile Organic Compound Levels Affected By Covid-19 Lockdown in Belgrade, 2021
- The use of innovative methodology for the characterization of benzene, toluene, ethylbenzene and xylene sources in the Belgrade area2020Sinteza International scientific conference on information technology and data related research 2020S. Stanišić, M. Perišić, A. Stojić, The use of innovative methodology for the characterization of benzene, toluene, ethylbenzene and xylene sources in the Belgrade area, 2020
- Multifractal characteristics of criteria air pollutant time series in urban areas2020Sinteza International scientific conference on information technology and data related research 2020G. Jovanović, S. Stanišić, M. Perišić, Multifractal characteristics of criteria air pollutant time series in urban areas, pp. 29 - 34, 2020
- Benzene source apportionment using bivariate correlation and regression analyses2020Sinteza International scientific conference on information technology and data related research 2020M. Perišić, G. Jovanović, A. Vranić, S. Stanišić, Benzene source apportionment using bivariate correlation and regression analyses, pp. 8 - 13, 2020
- Receptor oriented modeling of urban particulate air pollution: source characterization and spatial distribution20197th International WeBIOPATR Workshop & Conference, Particulate Matter: Research and ManagementM. Perišić, A. Stojić, S. Stanišić, G. Jovanović, Receptor oriented modeling of urban particulate air pollution: source characterization and spatial distribution, 2019
- Parsing environmental factors which shape particulate matter pollution using explainable artificial intelligence20197th International WeBIOPATR Workshop & Conference, Particulate Matter: Research and ManagementA. Stojić, M. Perišić, G. Jovanović, S. Stanišić, N. Stanić, T. Milićević, Parsing environmental factors which shape particulate matter pollution using explainable artificial intelligence, 2019
- Explainable benzo[a]pyrene in an indoor environment201920th European Meeting on Environmental Chemistry (EMEC20)T. Milićević, S. Stanišić, G. Jovanović, M. Perišić, A. Šoštarić, A. Stojić, Explainable benzo[a]pyrene in an indoor environment, 2019
- Explainable relations of particulate matter and environmental factors in an urban area20197th International WeBIOPATR Workshop & Conference, Particulate Matter: Research and ManagementG. Jovanović, A. Stojić, M. Perišić, S. Stanišić, N. Stanić, T. Milićević, Explainable relations of particulate matter and environmental factors in an urban area, 2019
- Multiscale multifractal analysis of nonlinearity in particulate matter time series20176th International WeBIOPATR Workshop & Conference Particulate Matter: Research and ManagementA. Stojić, S. Stanišić, M. Perišić, Z. Mijić, Multiscale multifractal analysis of nonlinearity in particulate matter time series, 2017
- Relative importance of gaseous pollutants and aerosol constituents for identification of PM10 sources of variability20176th InternationalWeBIOPATR Workshop & Conference, Particulate Matter: Research and ManagementM. Perišić, G. Vuković, Z. Mijić, A. Šoštarić, A. Stojić, Relative importance of gaseous pollutants and aerosol constituents for identification of PM10 sources of variability, 2017
- Survey of potentially toxic element pollution of the vineyard soil2016The 13th International Conference on Fundamental and Applied Aspects of Physical Chemistry, Physical ChemistryT. Milićević, D. Relić, G. Vuković, M. Perišić, D. Majstorović, M. Aničić Urošević, A. Popović, Survey of potentially toxic element pollution of the vineyard soil, 2016
Ostali radovi
- Explaining the Environmental Fate of PAHs in Indoor and Outdoor Environments by the Use of Artificial Intelligence2022S. Stanišić, G. Jovanović, M. Perišić, S. Herceg Romanić, T. Milićević, A. Stojić, Explaining the Environmental Fate of PAHs in Indoor and Outdoor Environments by the Use of Artificial Intelligence, Polycyclic Aromatic Hydrocarbons: Sources, Exposure and Health Effects, Nova Science Publishers, NY, USA, 2022
- What information on volatile organic compounds can be obtained from the data of a single measurement site through the use of artificial intelligence?2021S. Stanišić, M. Perišić, G. Jovanović, D. Maletić, D. Vudragović, A. Vranić, A. Stojić, What information on volatile organic compounds can be obtained from the data of a single measurement site through the use of artificial intelligence?, Artificial Intelligence: Theory and Applications, Springer series – Studies in Computational Intelligence, 2021
- Patterns of PCB-138 occurrence in the breast milk of primiparae and multiparae using SHapley Additive exPlanations analysis2021G. Jovanović, M. Matek Sarić, S. Herceg Romanić, S. Stanišić, M. Mitrović Dankulov, A. Popović, M. Perišić, Patterns of PCB-138 occurrence in the breast milk of primiparae and multiparae using SHapley Additive exPlanations analysis, Artificial Intelligence: Theory and Applications, Springer series – Studies in Computational Intelligence, 2021
- Explainable machine learning prediction of PCB-138 behavior patterns in edible fish from Croatian Adriatic2021A. Stojić, B. Mustać, G. Jovanović, J. Đinović Stojanović, M. Perišić, S. Stanišić, S. Herceg Romanić, Explainable machine learning prediction of PCB-138 behavior patterns in edible fish from Croatian Adriatic, Artificial Intelligence: Theory and Applications, Springer series – Studies in Computational Intelligence, 2021
- Urban air pollution: an insight into its complex aspects2018A. Stojić, G. Vuković, S. Stanišić, M. Perišić, A. Šoštarić, Urban air pollution: an insight into its complex aspects, A Closer Look at Urban Areas, pp. 69 - 123, Nova Science Publishers, 2018