Long-Term Variability of Fog in Poland

IF 3.5 3区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES
Olga Zawadzka-Manko, Krzysztof M. Markowicz
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Abstract

Fog phenomena are frequent natural hazards, sensitive to meteorological parameters, with significant impacts on visibility and transportation that may evolve under ongoing climate change. This study analyzes the spatial transformation and trends in fog properties in Poland from 1973 to 2020. The research utilises synoptic measurements from IMGW-PIB, the Integrated Surface Database, and long-term emissions data from the Peking University repository. To evaluate the influence of various factors on fog properties, a Random Forest Regressor model was employed. Results indicate regional variation in fog frequency, with higher occurrences (69–77 days/year) at certain stations (Zielona-Góra, Chojnice, Kielce) and lower frequencies in coastal areas (below 40 days/year). The duration of fog events ranges from 3.7 to 6.1 h/day, with visibility between 380 and 590 m. Trends in fog days shifted from a decline of 8.4 days/decade before 1990 to 4.4 days/decade afterwards. While central and northern Poland experienced a reduction in fog days pre-1990, an increase was observed in the southern regions. Post-1990, fog duration decreased significantly (−0.45 h/decade). Meteorological factors were found to influence fog occurrence strongly. Days with low wind speeds (< 3 m/s) showed a moderate correlation (0.47) with annual fog days, while mountainous regions and elevation had strong positive correlations (0.91 and 0.84, respectively). High humidity (100%) correlated moderately (0.42), whereas temperature exhibited a negative correlation (−0.78). The Random Forest model effectively predicted fog days, achieving an R2 score of 0.64 for stations outside mountainous regions and 0.95 when including all stations, with minimal changes in the root mean square error (12 to 12.5 days/year).

Abstract Image

波兰雾的长期变率
雾现象是一种常见的自然灾害,对气象参数敏感,在持续的气候变化中可能对能见度和交通产生重大影响。本文分析了1973 - 2020年波兰雾性质的空间变化和趋势。这项研究利用了IMGW-PIB综合地表数据库的天气测量数据,以及北京大学储存库的长期排放数据。为了评估各种因素对雾特性的影响,采用随机森林回归模型。结果表明,雾的频率存在区域差异,某些站点(Zielona-Góra、Chojnice、Kielce)的频率较高(69 ~ 77天/年),沿海地区的频率较低(低于40天/年)。雾的持续时间为3.7至6.1小时/天,能见度为380至590米。雾日数的变化趋势由1990年以前的8.4天/ 10年下降到1990年以后的4.4天/ 10年。1990年以前,波兰中部和北部的雾日数减少,但南部地区的雾日数却增加了。1990年以后,雾持续时间显著减少(- 0.45 h/ a)。气象因素对雾的发生影响较大。低风速日数(< 3 m/s)与年雾日数呈中等相关(0.47),山区与海拔高度呈强正相关(分别为0.91和0.84)。高湿度(100%)的相关性中等(0.42),而温度呈负相关(- 0.78)。随机森林模型有效地预测了雾日,对山区以外的站点的R2得分为0.64,对所有站点的R2得分为0.95,均方根误差(12 ~ 12.5天/年)变化最小。
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来源期刊
International Journal of Climatology
International Journal of Climatology 地学-气象与大气科学
CiteScore
7.50
自引率
7.70%
发文量
417
审稿时长
4 months
期刊介绍: The International Journal of Climatology aims to span the well established but rapidly growing field of climatology, through the publication of research papers, short communications, major reviews of progress and reviews of new books and reports in the area of climate science. The Journal’s main role is to stimulate and report research in climatology, from the expansive fields of the atmospheric, biophysical, engineering and social sciences. Coverage includes: Climate system science; Local to global scale climate observations and modelling; Seasonal to interannual climate prediction; Climatic variability and climate change; Synoptic, dynamic and urban climatology, hydroclimatology, human bioclimatology, ecoclimatology, dendroclimatology, palaeoclimatology, marine climatology and atmosphere-ocean interactions; Application of climatological knowledge to environmental assessment and management and economic production; Climate and society interactions
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