Urban Source Apportionment of Potentially Toxic Elements in Thessaloniki Using Syntrichia Moss Biomonitoring and PMF Modeling

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Опубликовано в::	Environments vol. 12, no. 6 (2025), p. 188-213
Главный автор:	Sfetsas Themistoklis
Другие авторы:	Sopio, Ghoghoberidze, Karnoutsos Panagiotis, Tziakas Vassilis, Karagiovanidis Marios, Katsantonis Dimitrios
Опубликовано:	MDPI AG
Предметы:	Greece Quality management Pollutants Public health Biomonitoring Toxicity Emissions Modelling Vehicle emissions Air quality Air pollution Winter Contamination Outdoor air quality Statistical analysis Tourism Pollution sources Statistical models Seasonal variations Quality assessment Pollution load Mosses Quality control Air quality assessments Effectiveness Urban areas Pollution index
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Описание
Краткий обзор:	Urban air pollution from potentially toxic elements (PTEs) presents a critical threat to public health and environmental sustainability. The current study employed Syntrichia moss in a passive biomonitoring capacity to ascertain the levels of atmospheric PTE pollution in Thessaloniki, Greece. A comprehensive collection of 192 moss samples was undertaken at 16 urban sampling points over the March–July 2024 period. Concentrations of 21 PTEs were quantified using ICP-MS, and contamination levels were assessed through contamination factor (CF), enrichment factor (EF), and pollution load index (PLI). Positive matrix factorization (PMF) modeling and multivariate statistical analyses were used to identify pollution sources and spatiotemporal variations. Results revealed persistent hotspots with significant anthropogenic enrichments of elements, such as Fe, Mn, Sn in industrial zones and Tl, Ce, Pt in traffic corridors. PMF modeling attributed 48% of the measured PTE variance to traffic-related sources, 35% to industrial sources, and 17% to crustal material. Seasonal transitions showed a significant 3.5-fold increase in Tl during summer, indicating elevated traffic-related emissions. This integrated multi-index and source apportionment framework demonstrates the efficacy of Syntrichia moss for high-resolution urban air quality assessment. The approach offers a cost-effective, scalable, and environmentally friendly tool to support EU-aligned air quality management strategies.
ISSN:	2076-3298
DOI:	10.3390/environments12060188
Источник:	Publicly Available Content Database