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基于气态污染物的京津冀PM2.5浓度模型研究
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作者 花家嘉 侯书勋 +2 位作者 张婉莹 杨雨灵 孟凯 《环境科学与管理》 CAS 2020年第2期37-41,共5页
源清单反演技术的应用提高了气态污染物(CO,SO 2,NO 2)模式预报水平,由于PM 2.5与气态污染物具有良好的相关性,有望通过建模间接提高其预报水平。利用京津冀地区2014年-2018年空气质量监测数据,开展基于气态污染物的PM 2.5浓度模型研究... 源清单反演技术的应用提高了气态污染物(CO,SO 2,NO 2)模式预报水平,由于PM 2.5与气态污染物具有良好的相关性,有望通过建模间接提高其预报水平。利用京津冀地区2014年-2018年空气质量监测数据,开展基于气态污染物的PM 2.5浓度模型研究。以石家庄为例,采用逐步多元回归方法分季节建模优于分采暖期和非采暖期建模,春、秋、冬三季模型估算值与实测值相关系数均在0.91以上,对重污染天气估测命中率POD达74%。模型在京津冀地区具有较好的适用性,三种气态污染物中CO对PM 2.5估算的影响最大。 展开更多
关键词 pm2.5 气态污染物 逐步回归 聚类分析 京津冀
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Analysis about the Characteristics and Formation Mechanism of a Serious Pollution Event in Beijing in October 2014
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作者 Li Honglu Li Shanshan +2 位作者 Zhang Xiaoqin Sun Rongji Cheng Bingfen 《Meteorological and Environmental Research》 CAS 2015年第8期1-6,13,共7页
In this paper, atmospheric environmental background, weather conditions and formation mechanism of one typical air pollution episode in Beijing during October 6th -12th, 2014 were investigated by combining observed da... In this paper, atmospheric environmental background, weather conditions and formation mechanism of one typical air pollution episode in Beijing during October 6th -12th, 2014 were investigated by combining observed data with numerical model CAMx. Results showed that the occurrence of heavy air pollution resulted mainly from stable atmospheric conditions regionally or locally. Observed heavy pollution episodes were characterized by a stagnant atmospheric structure with average wind speed of 1.56 m/s, high humidity of 83.13%, large inversion strength of 3.42℃(3/100 m which were disadvantageous to the dispersal of air pollutants. The air pollution episode during October 8th -11th was the most serious with daily average PM2.5 concentration of 264 μg/ms in Beijing, and heavily polluted land area at Beijing, Tianjin and Hebei districts was about 2 × 10^5 km2. Model research showed that regional transmission contributions to the receptor sites in Beijing were between 61% -69% dudng 8th -11th, and regional transportation played a more important role in this serious air pollution episode. Key words Serious pollution incident; Formation mechanism; Regional transportation; Inversion layer; Beijing; PM2.5 展开更多
关键词 Serious pollution incident Formation mechanism regional transportation Inversion layer beijing pm2.5
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A novel method for distinguishing fog and haze based on PM2.5, visibility, and relative humidity 被引量:10
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作者 MA Nan ZHAO ChunSheng +3 位作者 CHEN Jing XU WanYun YAN Peng ZHOU XiuJi 《Science China Earth Sciences》 SCIE EI CAS 2014年第9期2156-2164,共9页
Haze and fog are both low visibility events, but with different physical properties. Haze is caused by the increase of aerosol loading or the hygroscopic growth of aerosol at high relative humidity, whereas visibility... Haze and fog are both low visibility events, but with different physical properties. Haze is caused by the increase of aerosol loading or the hygroscopic growth of aerosol at high relative humidity, whereas visibility degradation in fog is due to the light scattering of fog droplets, which are transited from aerosols via activation. Based on the difference of physical properties between haze and fog, this study presents a novel method to distinguish haze and fog using real time measurements of PM2.5, visibility, and relative humidity. In this method, a criterion can be developed based on the local historical data of particle number size distributions and aerosol hygroscopicity. Low visibility events can be classified into haze and fog according to this criterion. 展开更多
关键词 visibility FOG haze pm2.5 aerosol hygroscopic growth relative humidity
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北京地区灰霾污染特征 被引量:8
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作者 张歌 陈义珍 +2 位作者 刘厚凤 杨欣 赵妤希 《生态环境学报》 CSCD 北大核心 2014年第12期1946-1952,共7页
灰霾天气能见度较低,除影响人们日常生产活动和交通运输外,空气中携带的有毒有害细粒子严重危害人们的生命健康。近几年,北京市加大治霾力度,虽取得一定成绩,但灰霾天气仍然频发。为进一步更好地治理北京灰霾,为制定政策提供依据,须了... 灰霾天气能见度较低,除影响人们日常生产活动和交通运输外,空气中携带的有毒有害细粒子严重危害人们的生命健康。近几年,北京市加大治霾力度,虽取得一定成绩,但灰霾天气仍然频发。为进一步更好地治理北京灰霾,为制定政策提供依据,须了解北京地区灰霾污染特征,因此,对北京市2013年6月到2014年5月的气象观测数据和PM2.5质量浓度进行了统计分析。文章统计了不同强度灰霾的分布,分析了PM2.5质量浓度与能见度的相关关系,在此基础上,研究了PM2.5质量浓度影响能见度变化程度的分界点。研究结果表明:研究期间,北京地区出现灰霾时总计4 572 h,发生频率为56.2%,灰霾日总计233 d,频率为64.4%,呈冬季>春季>夏季>秋季;湿霾最易发生在夏季,干霾最易发生在冬季,分别占当季灰霾时的17.6%和59.0%;全年不同强度霾发生小时数呈现轻微霾>重度霾>轻度霾>中度霾,其中,轻微霾时数1 625 h,重度霾1 163 h,轻度霾1 101 h,中度霾683 h;研究期间PM2.5质量浓度呈夏季低冬季高的显著变化趋势,PM2.5日均质量浓度达一级空气质量标准59 d,达二级标准159 d,达标率分别为17.7%和47.74%;PM2.5小时质量浓度与能见度呈负相关性较高的幂函数关系(置信度取99%,P<0.01),无高湿条件影响下,空气中细颗粒物对能见度的影响更为直接;北京地区在改善能见度的过程中,通过降低1μg·m-3的PM2.5,使能见度改善大于或远大于1 km的概率仅为18.9%,而在50.4%的时段内仅能使能见度的改善小于或远小于0.1 km。 展开更多
关键词 北京市 灰霾 能见度 pm2.5
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2013-2020年京津冀地区PM_(2.5)浓度时空变化模拟及趋势分析 被引量:7
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作者 杨晓辉 肖登攀 +4 位作者 柏会子 唐建昭 王卫 郭风华 刘剑锋 《地理与地理信息科学》 CSCD 北大核心 2022年第4期58-67,共10页
为研究京津冀地区PM_(2.5)浓度时空变化趋势,利用多角度大气校正(MAIAC)气溶胶光学厚度(AOD)产品,结合气象和土地利用等数据,构建线性混合效应(LME)和地理加权回归(GWR)组成的两阶段统计回归模型,建立了2013-2020年1 km空间分辨率的PM_(... 为研究京津冀地区PM_(2.5)浓度时空变化趋势,利用多角度大气校正(MAIAC)气溶胶光学厚度(AOD)产品,结合气象和土地利用等数据,构建线性混合效应(LME)和地理加权回归(GWR)组成的两阶段统计回归模型,建立了2013-2020年1 km空间分辨率的PM_(2.5)浓度数据集。结果显示:模型交叉验证后的决定系数(R^(2))、斜率、均方根预测误差(RMSPE)和相对预测误差(RPE)范围分别为0.85~0.95、0.87~1.05、7.87~29.90μg/m^(3)和19.19%~32.71%,数据质量较高;2013-2020年京津冀地区PM_(2.5)浓度呈现出明显的时间特征(冬季高、夏季低)和空间特征(南部平原高、北部山区低);相对2013年,2020年PM_(2.5)高浓度区域明显缩小,年均浓度下降54.04%,全域降至55μg/m^(3)以下,由于政府对污染物排放的严格控制,2015-2017年冬季PM_(2.5)浓度出现大幅下降;相对2017年,2018-2020年PM_(2.5)浓度下降不明显。研究结果可为京津冀及周边地区空气污染防治提供科学依据。 展开更多
关键词 PM_(2.5) 气溶胶光学厚度(AOD) 两阶段统计回归模型 标准差椭圆 时空变化 京津冀地区
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Modeling study of regional severe hazes over mid-eastern China in January 2013 and its implications on pollution prevention and control 被引量:112
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作者 WANG ZiFa LI Jie +15 位作者 WANG Zhe YANG WenYi TANG Xiao GE BaoZhu YAN PinZhong ZHU LiLi CHEN XueShun CHEN HuanSheng WAND Wei LI JianJun LIU Bing WANG XiaoYan WAND Wei ZHAO YiLin LU Ning SU DeBin 《Science China Earth Sciences》 SCIE EI CAS 2014年第1期3-13,共11页
The Nested Air Quality Prediction Model System(NAQPMS)was used to investigate the temporal and spatial variations of PM2.5over tropospheric central eastern China in January 2013.The impact of regional transport and it... The Nested Air Quality Prediction Model System(NAQPMS)was used to investigate the temporal and spatial variations of PM2.5over tropospheric central eastern China in January 2013.The impact of regional transport and its implications on pollution prevention and control were also examined.Comparison between simulated and observed PM2.5showed NAQPMS was able to reproduce the evolution of PM2.5during heavy haze episodes.The results indicated that regional transport of PM2.5played an important role in regional haze episodes in the city cluster including Hebei,Beijing and Tianjin(HBT).The cross-city clusters transport outside HBT and transport among cities inside HBT contributed 20%–35%and 26%–35%of PM2.5as compared with local emission,in HBT respectively.To meet the Air Quality Standards for Grade II,90%,90%and65%of emissions would have to be cut down in Hebei,Tianjin and Beijing,if non-control strategy was taken in the surrounding city clusters of HBT.This implicated that control of emissions in one city cluster is not sufficient to reduce regional haze events,and joint efforts among city clusters are essential.Besides regional transports,two-way feedback between boundary-layer evolution and PM2.5also significantly contributed to the formation of heavy hazes,which contributed 30%of monthly average PM2.5concentration in HBT. 展开更多
关键词 regional hazes trans-boundary transport feedback between boundary-layer evolution and pm2.5 pollution preventionand control
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合肥市灰霾时间特征分析及其对农业生产的影响
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作者 王跃宁 胡森林 《安徽农业科学》 CAS 2018年第11期132-134,154,共4页
利用2016年4月—2017年3月安徽省合肥市能见度、相对湿度等气象资料和PM_(2.5)浓度等环境资料,采用二维散点图和线性分析方法,分析了合肥市灰霾天气的时间分布特征及其对农业的影响。结果表明,7月是一年中灰霾小时频率最少的月份,为0.5%... 利用2016年4月—2017年3月安徽省合肥市能见度、相对湿度等气象资料和PM_(2.5)浓度等环境资料,采用二维散点图和线性分析方法,分析了合肥市灰霾天气的时间分布特征及其对农业的影响。结果表明,7月是一年中灰霾小时频率最少的月份,为0.5%,之后逐渐上升至最高点12月的38.0%;月平均小时频率为14.4%。灰霾小时频率的日分布与能见度呈相反趋势,在15:00出现频率最低,为5.2%,05:00频率最高,为27.9%。灰霾日频率和小时频率全年变化趋势基本一致,最高和最低值均出现在12和7月,为61.3%和0,全年月均灰霾日8 d。能见度和灰霾的时间分布特征与PM_(2.5)浓度密切相关,能见度与PM_(2.5)浓度呈负相关,灰霾频率则与PM_(2.5)浓度呈正相关。灰霾天气对农业生产产生不利影响。 展开更多
关键词 灰霾 时间特征 能见度 相对湿度 PM 2.5 农业
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Observation and analysis of near-surface atmospheric aerosol optical properties in urban Beijing 被引量:16
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作者 Junshan Jing Yunfei Wu +6 位作者 Jun Tao Huizheng Che Xiangao Xia Xiaochun Zhang Peng Yan Deming Zhao Leiming Zhang 《Particuology》 SCIE EI CAS CSCD 2015年第1期144-154,共11页
Year-round measurements of the mass concentration and optical properties of fine aerosols (PM2s) from June 2009 to May 2010 at an urban site in Beijing were analyzed. The annual mean values of the PM2.5 mass concent... Year-round measurements of the mass concentration and optical properties of fine aerosols (PM2s) from June 2009 to May 2010 at an urban site in Beijing were analyzed. The annual mean values of the PM2.5 mass concentration, absorption coefficient (Ab), scattering coefficient (Sc) and single scattering albedo (SSA) at 525 nm were 67 ± 66 μg/m^3, 64 ± 62 Mm^-1, 360±405 Mm^-1 and 0.82±0.09, respectively. The bulk mass absorption efficiency and scattering efficiency of the PM2.5 at 525 nm were 0.78 m^2/g and 5.55 m^2]g, respectively. The Ab and Sc showed a similar diurnal variation with a maximum at night and a minimum in the afternoon, whereas SSA displayed an opposite diurnal pattern. Significant increases in the Ab and Sc were observed in pollution episodes caused by the accumulation of pollutants from both local and regional sources under unfavorable weather conditions. Aerosol loadings in dust events increased by several times in the spring, which had limited effects on the Ab and Sc due to the low absorption and scattering efficiency of dust particles. The frequency of haze days was the highest in autumn because of the high aerosol absorption and scattering under unfavorable weather conditions. The daily PM2.5 concentration should be controlled to a level lower than 64 μg/m^3 to prevent the occurrence of haze days according to its exponentially decreased relationship with visibility. 展开更多
关键词 pm2.5 Aerosol optical properties haze visibility
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Comparisons of two serious air pollution episodes in winter and summer in Beijing 被引量:2
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作者 Nianliang Cheng Yunting Li +4 位作者 Bingfen Cheng Xin Wang Fan Meng Qin Wang Qihong Qiu 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2018年第7期141-154,共14页
Characteristics of two serious air pollution episodes(9–15 January, as the winter case; and30 June to 1 July, as the summer case), which occurred in Beijing in 2013 were investigated and compared using multi-method... Characteristics of two serious air pollution episodes(9–15 January, as the winter case; and30 June to 1 July, as the summer case), which occurred in Beijing in 2013 were investigated and compared using multi-method observations and numerical simulations. During these two air pollution episodes, PM2.5 concentrations varied significantly within Beijing, with PM2.5 concentrations in southern parts of Beijing being significantly higher than in northern areas. Typically, heavy air pollution episodes begin in the southern parts and disperse towards the northern parts of Beijing. Clearly, synoptic patterns and the stability of atmospheric circulation patterns were the main factors controlling air pollution in Beijing.During the winter case, a warm center above 900 h Pa occurred over Beijing. Meanwhile, in the summer case, although there was only a weak inversion, the convective inhibition energy was strong(over 200 J/k G). This clearly influenced the duration of the air pollution event. Except for the local accumulation and secondary atmospheric reactions in both cases, regional straw burnings contributed a lot to the PM2.5 concentrations in summer case.Using the CAMxmodel, we established that regional transport contributed almost 59% to the PM2.5 averaged concentration in Beijing in the winter case, but only 31% in the summer case. Thus, the winter case was a typical regional air pollution episode, while the summer case resulted from local accumulation straw burnings transportation and strong secondary atmospheric reactions. Given that air pollution is a regional problem in China, consistent and simultaneous implementation of regional prevention and control strategies is necessary to improve regional air quality. 展开更多
关键词 Air pollution episodes pm2.5 regional transport beijing Convective inhibition energy Straw burning
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