Tihomir Markulin

Mr. Tihomir Markulin

orcid

Research Focus & Metrics

Academic Career Length

1Year (2026-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

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20 January 2026 in Atmosphere
Verified
Journal Article
Open access
PDF file
VPValentino Petrić
Valentino Petrić
GŠGoran Škvarč
Goran Škvarč
TMTihomir Markulin
Tihomir Markulin
Nikolina RačićNikolina Račić
Nikolina Račić
HMHana Matanović
Hana Matanović
Mario LovrićMario Lovrić
Mario Lovrić
This study investigates indoor CO2 levels in Croatian schools to identify environmental and temporal factors influencing classroom air quality. Using data from hundreds of low-cost sensors installed in 243 schools, we analyze seasonal patterns and differences in CO2 concentrations between schools. In two-shift schools, the longer occupied period was associated with CO2 remaining elevated later in the day. Time-series forecasting with the Prophet model accounts for seasonal variations, while statistical analyses quantify variability and identify key factors driving concentration differences. Additionally, Land Use Regression (LUR) models are developed and compared with direct sensor measurements at the school level to assess their association with CO2 levels across different counties in the country. The results reveal consistent seasonal trends and notable local differences between schools, emphasizing the importance of detailed monitoring in environments with vulnerable populations. This research offers insights into the strengths and limitations of statistical and modeling methods for school-based air quality assessment and provides recommendations for enhancing monitoring strategies in similar large-scale networks.