Mirjana Perišić

Mirjana Perišić was born on August 11, 1979 in Cacak, Serbia.

Dr. Mirjana Perišić is a Senior Research Associate at the Institute of Physics, University of Belgrade, and an Associate Professor at Singidunum University. She specializes in environmental physics and chemistry, with a PhD in Experimental Physics (2016) from the University of Belgrade. Her research focuses on atmospheric science, air pollution monitoring, source apportionment, and AI-driven environmental data analysis. She has contributed to numerous national and international projects (Horizon 2020, COST Actions) on air quality, climate change, and environmental health. She has also played a role in policy development through air quality management plans. Her expertise includes statistical and receptor modeling and machine learning in environmental sciences. Dr. Perišić has authored numerous scientific papers and book chapters.

Education:

High School
Gimnazija in Cacak, Natural Sciences and Mathematics, 1994-1998
Bachelor studies
Faculty of Physics, University of Belgrade, General physics, 1998-2007
Doctoral disertation
Faculty of Physics, University of Belgrade, Atomic Physics, 2007-2016

Journal articles:

N. Radić, M. Perišić, G. Jovanović, T. 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, 2025
N. 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, 2024
G. 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, 2024
G. 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, 2023
L. 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, 2023
A. 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, 2022
S. 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, 2021
A. 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
M. Perišić, S. Stanišić, A. Stojić, Forecasting hourly particulate matter concentrations based on the advanced multivariate methods, International Journal of Environmental Science and Technology, pp. 1047 - 1054, Feb, 2017
M. 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

Conference papers:

T. 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, 2024
G. 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
S. Stanišić, M. Perišić, A. Stojić, A. Šoštarić, D. Vudragović, D. Maletić, G. Jovanović, The impact of gaseous pollutants on particulate matter distribution, Jul, 2021
A. 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, 2021
M. 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, 2021
S. Stanišić, M. Perišić, G. Jovanović, A. Stojić, Receptor Oriented Modeling for Revealing Air Pollution Emission Sources Affecting an Urban Area, 2021
N. Bukumirić, M. Perišić, S. Stanišić, G. Jovanović, A. Stojić, The Influence of Covid-19 Lockdown on Btex Level Distributions in Belgrade, 2021
G. Jovanović, S. Stanišić, M. Perišić, A. Stojić, Structural Characteristics of Particulate Matter Time Series Observed in an Urban Environment, 2021
M. Perišić, G. Jovanović, S. Stanišić, A. Šoštarić, A. Stojić, Meteorological Factors Governing Particulate Matter Distribution in an Urban Environment, 2021
F. 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
S. 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
G. Jovanović, S. Stanišić, M. Perišić, Multifractal characteristics of criteria air pollutant time series in urban areas, pp. 29 - 34, 2020
M. Perišić, G. Jovanović, A. Vranić, S. Stanišić, Benzene source apportionment using bivariate correlation and regression analyses, pp. 8 - 13, 2020
M. Perišić, A. Stojić, S. Stanišić, G. Jovanović, Receptor oriented modeling of urban particulate air pollution: source characterization and spatial distribution, 2019
A. Stojić, M. Perišić, G. Jovanović, S. Stanišić, N. Stanić, T. Milićević, Parsing environmental factors which shape particulate matter pollution using explainable artificial intelligence, 2019
T. Milićević, S. Stanišić, G. Jovanović, M. Perišić, A. Šoštarić, A. Stojić, Explainable benzo[a]pyrene in an indoor environment, 2019
G. Jovanović, A. Stojić, M. Perišić, S. Stanišić, N. Stanić, T. Milićević, Explainable relations of particulate matter and environmental factors in an urban area, 2019
A. Stojić, S. Stanišić, M. Perišić, Z. Mijić, Multiscale multifractal analysis of nonlinearity in particulate matter time series, 2017
M. 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
T. 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

Other publications:

S. 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
S. 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
G. 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
A. 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
A. 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