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    基于Prophet模型的空气污染物浓度预测方法

    Air Pollutant Concentration Prediction Method Based on Prophet Model

    • 摘要: 准确预测大气污染物浓度的时空变化趋势是制定、修订大气污染防控措施和持续改善空气质量的关键。笔者以内蒙古呼和浩特市为研究区,基于2015-2020年城市环境空气质量自动监测站的月度数据,运用Prophet模型,研究确定环境监测数据的突变点和Prophet模型饱和预测上下限等特征,完成了"十四五"期间研究区PM2.5、 PM10、 NO2、 SO2、 O35项污染物的浓度预测。采用可决系数、均方根误差及平均偏差误差对预测模型结果进行精度评估,并重点分析了2025年各项污染物浓度的时空变化规律。结果表明:Prophet模型可以较为精准地对5项污染物浓度进行预测,预计2025年呼和浩特市PM2.5、 PM10、 NO2、 SO2、 O3质量浓度分别为41.64,、71.71、36.85、21.66、123.24 μg/m3,与以往该地区各项污染物时空特征一致,未来该市PM2.5、 PM10、 NO2、 SO2全年浓度均呈U形分布,具有冬季高、夏季低的特点,O3全年浓度呈倒V形分布,具有夏季高、冬季低的特点。除此之外,研究还发现未来该市西部地区污染程度高于东部。预测结果表明:当前内蒙古对空气污染的治理措施为空气污染的持续改善提供了保障,O3污染有加重趋势但尚在可控范围内,需要进一步加强防控。该研究揭示了呼和浩特市"十四五"期间5项空气污染物的浓度和时空变化趋势,可为呼和浩特市空气质量持续改善提供数据参考。

       

      Abstract: Accurate prediction of the temporal and spatial variation trend of atmospheric pollutant concentration is the key for formulating and revising air pollution prevention and control measures and continuously improving air quality.In this paper,Hohhot, Inner Mongolia was taken as the study area.Based on the monthly data of the urban environmental air quality automatic monitoring station from 2015 to 2020, the Prophet model was used to study and determine the mutation point of environmental monitoring data,the upper and lower limits of Prophet model saturation prediction,and other characteristics. The concentration prediction of five pollutants PM2.5, PM10, NO2, SO2 and O3 in the study area during the 14th Five-Year Plan period was completed.The accuracy of the prediction model was evaluated by the determination coefficient,the Root mean square error and average deviation error,and the temporal and spatial variation of each pollutant concentration in 2025 was analyzed.The results showed that the Prophet model could accurately predict the concentration of five pollutants.It was estimated that in 2025,the concentration of PM2.5, PM10, NO2, SO2 and O3 in Hohhot will be 41.64, 71.71, 36.85, 21.66 and 123.24 μg/m3 respectively.In the future,the annual concentration of PM2.5, PM10, NO2 and SO2 in Hohhot will show a "U" type distribution,with the characteristics of high in winter and low in summer.The annual concentration of O3 will show a "Λ" type distribution,with the characteristics of high in summer and low in winter.In the future,the pollution in the western part of Hohhot will be heavier than in the eastern part.The forecast results showed that the current air pollution control measures in this prefecture-level city provide a guarantee for the continuous improvement of air pollution, O3 pollution has a trend of aggravation but is still within the controllable range,and further prevention and control measures are needed. This paper revealed in detail the concentration and temporal and spatial variation trends of five air pollutants in Hohhot during the 14th Five-Year Plan period, which could provide data for the continuous improvement of air quality in Hohhot.

       

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