[1] |
尹志聪, 李雨嫣, 段明铿, 等. 2020年大气科学与环境健康交叉领域热点回眸[J]. 科技导报, 2021, 39(1): 88-96.
YIN Z C, LI Y Y, DUAN M K, et al. Hotspots of interdisciplinary researches in atmospheric, environmental, and medical sciences in 2020[J]. Science & Technology Review, 2021, 39(1): 88-96 (in Chinese).
|
[2] |
TIAN H Y, LIU Y H, LI Y D, et al. An investigation of transmission control measures during the first 50 days of the COVID-19 epidemic in China[J]. Science, 2020, 368(6491): 638-642. doi: 10.1126/science.abb6105
|
[3] |
LE T H, WANG Y, LIU L, et al. Unexpected air pollution with marked emission reductions during the COVID-19 outbreak in China[J]. Science, 2020, 369(6504): 702-706. doi: 10.1126/science.abb7431
|
[4] |
WANG H L, TAN Y, ZHANG L X, et al. Characteristics of air quality in different climatic zones of China during the COVID-19 lockdown[J]. Atmospheric Pollution Research, 2021, 12(12): 101247. doi: 10.1016/j.apr.2021.101247
|
[5] |
HE G J, PAN Y H, TANAKA T. COVID-19, city lockdowns, and air pollution: Evidence from China[R]. Nature Sustainability, 2020.
|
[6] |
CHEN K, WANG M, HUANG C H, et al. Air pollution reduction and mortality benefit during the COVID-19 outbreak in China[J]. The Lancet. Planetary Health, 2020, 4(6): e210-e212. doi: 10.1016/S2542-5196(20)30107-8
|
[7] |
刘厚凤, 徐薇, 魏敏, 等. 2020年初疫情管控对山东省空气质量影响的模拟[J]. 环境科学, 2021, 42(3): 1215-1227.
LIU H F, XU W, WEI M, et al. Impact of pollutant emission reduction on air quality during the COVID-19 pandemic control in early 2020 based on RAMS-CMAQ[J]. Environmental Science, 2021, 42(3): 1215-1227 (in Chinese).
|
[8] |
周静博, 李若玲, 马建勇, 等. 2020年COVID-19疫情期间河北省空气污染特征及来源识别[J]. 环境化学, 2022, 41(6): 2075-2086. doi: 10.7524/j.issn.0254-6108.2021030503
ZHOU J B, LI R L, MA J Y, et al. Study on the characteristics of air pollution and source identification during the epidemic period of COVID-19 in 2020 in Hebei Province[J]. Environmental Chemistry, 2022, 41(6): 2075-2086 (in Chinese). doi: 10.7524/j.issn.0254-6108.2021030503
|
[9] |
LI K, JACOB D J, LIAO H, et al. A two-pollutant strategy for improving ozone and particulate air quality in China[J]. Nature Geoscience, 2019, 12(11): 906-910. doi: 10.1038/s41561-019-0464-x
|
[10] |
肖致美, 蔡子颖, 李鹏, 等. 2020年春节期间天津市重污染天气污染特征分析[J]. 环境科学学报, 2020, 40(12): 4442-4452.
XIAO Z M, CAI Z Y, LI P, et al. Characterization of heavy air pollution events during the 2020 Spring Festival in Tianjin[J]. Acta Scientiae Circumstantiae, 2020, 40(12): 4442-4452 (in Chinese).
|
[11] |
朱蓉, 张存杰, 梅梅. 大气自净能力指数的气候特征与应用研究[J]. 中国环境科学, 2018, 38(10): 3601-3610. doi: 10.3969/j.issn.1000-6923.2018.10.001
ZHU R, ZHANG C J, MEI M. The climate characteristics of atmospheric self-cleaning ability index and its application in China[J]. China Environmental Science, 2018, 38(10): 3601-3610 (in Chinese). doi: 10.3969/j.issn.1000-6923.2018.10.001
|
[12] |
谢文晶, 徐文帅, 冼爱丹. 烟花爆竹燃放对三亚市空气质量的影响分析[J]. 环境化学, 2021, 40(11): 3491-3500. doi: 10.7524/j.issn.0254-6108.2020121702
XIE W J, XU W S, XIAN A D. Influence of burning fireworks on air quality in Sanya City[J]. Environmental Chemistry, 2021, 40(11): 3491-3500 (in Chinese). doi: 10.7524/j.issn.0254-6108.2020121702
|
[13] |
WANG H L, MIAO Q, SHEN L J, et al. Air pollutant variations in Suzhou during the 2019 novel coronavirus (COVID-19) lockdown of 2020: High time-resolution measurements of aerosol chemical compositions and source apportionment[J]. Environmental Pollution, 2021, 271: 116298. doi: 10.1016/j.envpol.2020.116298
|
[14] |
YIN Z C, ZHANG Y J, WANG H J, et al. Evident PM2.5 drops in the east of China due to the COVID-19 quarantine measures in February[J]. Atmospheric Chemistry and Physics, 2021, 21: 1581-1592. doi: 10.5194/acp-21-1581-2021
|
[15] |
逯世泽, 史旭荣, 薛文博, 等. 新冠肺炎疫情期间气象条件和排放变化对PM2.5的影响[J]. 环境科学, 2021, 42(7): 3099-3106.
LU S Z, SHI X R, XUE W B, et al. Impacts of meteorology and emission variations on PM2.5 concentration throughout the country during the 2020 epidemic period[J]. Environmental Science, 2021, 42(7): 3099-3106 (in Chinese).
|
[16] |
LIU H W, YUE F G, XIE Z Q. Quantify the role of anthropogenic emission and meteorology on air pollution using machine learning approach: A case study of PM2.5 during the COVID-19 outbreak in Hubei Province, China[J]. Environmental Pollution, 2022, 300: 118932. doi: 10.1016/j.envpol.2022.118932
|
[17] |
曲悦, 钱旭, 宋洪庆, 等. 基于机器学习的北京市PM2.5浓度预测模型及模拟分析[J]. 工程科学学报, 2019, 41(3): 401-407.
QU Y, QIAN X, SONG H Q, et al. Machine-learning-based model and simulation analysis of PM2.5 concentration prediction in Beijing[J]. Chinese Journal of Engineering, 2019, 41(3): 401-407 (in Chinese).
|
[18] |
HASNAIN A, SHENG Y H, HASHMI M Z, et al. Assessing the ambient air quality patterns associated to the COVID-19 outbreak in the Yangtze River Delta: A random forest approach[J]. Chemosphere, 2023, 314: 137638. doi: 10.1016/j.chemosphere.2022.137638
|
[19] |
FENG R, GAO H, LUO K, et al. Analysis and accurate prediction of ambient PM2.5 in China using Multi-layer Perceptron[J]. Atmospheric Environment, 2020, 232: 117534. doi: 10.1016/j.atmosenv.2020.117534
|
[20] |
康俊锋, 黄烈星, 张春艳, 等. 多机器学习模型下逐小时PM2.5预测及对比分析[J]. 中国环境科学, 2020, 40(5): 1895-1905. doi: 10.3969/j.issn.1000-6923.2020.05.005
KANG J F, HUANG L X, ZHANG C Y, et al. Hourly PM2.5 prediction and its comparative analysis under multi-machine learning model[J]. China Environmental Science, 2020, 40(5): 1895-1905 (in Chinese). doi: 10.3969/j.issn.1000-6923.2020.05.005
|
[21] |
陈金车. 基于机器学习的西北省会城市空气污染物浓度预报方法研究[D]. 兰州: 兰州大学, 2022.
CHEN J C. Research on forecasting method of air pollutant concentration in northwest provincial capital cities based on machine learning[D]. Lanzhou: Lanzhou University, 2022 (in Chinese).
|
[22] |
GRANGE S K, CARSLAW D C, LEWIS A C, et al. Random forest meteorological normalisation models for Swiss PM10 trend analysis[J]. Atmospheric Chemistry and Physics, 2018, 18(9): 6223-6239. doi: 10.5194/acp-18-6223-2018
|
[23] |
HE Y X, PAN Y P, GU M N, et al. Changes of ammonia concentrations in wintertime on the North China Plain from 2018 to 2020[J]. Atmospheric Research, 2021, 253: 105490. doi: 10.1016/j.atmosres.2021.105490
|
[24] |
VU T V, SHI Z B, CHENG J, et al. Assessing the impact of clean air action on air quality trends in Beijing using a machine learning technique[J]. Atmospheric Chemistry and Physics, 2019, 19(17): 11303-11314. doi: 10.5194/acp-19-11303-2019
|
[25] |
张玲玲, 张亚一, 盛夏, 等. 基于多变量随机森林模型的空气污染过程分析及应用[J]. 环境科技, 2022, 35(6): 55-60. doi: 10.3969/j.issn.1674-4829.2022.06.011
ZHANG L L, ZHANG Y Y, SHENG X, et al. Analysis and application of air pollution process based on multivariate random forest model[J]. Environmental Science and Technology, 2022, 35(6): 55-60 (in Chinese). doi: 10.3969/j.issn.1674-4829.2022.06.011
|
[26] |
IMMITZER M, ATZBERGER C, KOUKAL T. Tree species classification with random forest using very high spatial resolution 8-band WorldView-2 satellite data[J]. Remote Sensing, 2012, 4(9): 2661-2693. doi: 10.3390/rs4092661
|
[27] |
ZHOU X H, CAO Z Y, MA Y J, et al. Concentrations, correlations and chemical species of PM2.5/PM10 based on published data in China: Potential implications for the revised particulate standard[J]. Chemosphere, 2016, 144: 518-526. doi: 10.1016/j.chemosphere.2015.09.003
|
[28] |
潘光, 郝赛梅, 谷树茂, 等. 济南市区2020年春节疫情管控前后PM2.5组分变化[J]. 环境化学, 2022, 41(9): 2951-2961. doi: 10.7524/j.issn.0254-6108.2021051904
PAN G, HAO S M, GU S M, et al. Changes in contents of PM2.5 components over Jinan city before and after implementation of epidemic control measures during the 2020 Spring Festival[J]. Environmental Chemistry, 2022, 41(9): 2951-2961 (in Chinese). doi: 10.7524/j.issn.0254-6108.2021051904
|
[29] |
林昕, 翟晓瑶, 蒋冬升, 等. 福州市PM2.5与PM2.5/PM10变化特征及气象响应分析[J]. 海峡科学, 2023(3): 22-29. doi: 10.3969/j.issn.1673-8683.2023.03.004
LIN X, ZHAI X Y, JIANG D S, et al. Variation characteristics and meteorological response analysis of PM2.5 and PM2.5/PM10 in Fuzhou[J]. Straits Science, 2023(3): 22-29 (in Chinese). doi: 10.3969/j.issn.1673-8683.2023.03.004
|
[30] |
刘跃斌, 张远, 张逸冰, 等. 邯郸市新冠疫情前后空气质量指数(AQI)对比与疫情防控期间大气污染特征分析[J]. 环境化学, 2021, 40(12): 3743-3754. doi: 10.7524/j.issn.0254-6108.2021022402
LIU Y B, ZHANG Y, ZHANG Y B, et al. Comparison of air quality index(AQI) before and after COVID-19 in Handan City and analysis of air pollution characteristics during COVID-19 prevention and control[J]. Environmental Chemistry, 2021, 40(12): 3743-3754(in Chinese). doi: 10.7524/j.issn.0254-6108.2021022402
|
[31] |
胡丙鑫, 段菁春, 刘世杰, 等. 2018年春节期间京津冀及周边地区烟花禁放效果评估[J]. 环境科学研究, 2019, 32(2): 203-211.
HU B X, DUAN J C, LIU S J, et al. Evaluation of the effect of fireworks prohibition in the Beijing-Tianjin-Hebei and surrounding areas during the Spring Festival of 2018[J]. Research of Environmental Sciences, 2019, 32(2): 203-211 (in Chinese).
|
[32] |
熊江荷, 孔少飞, 郑煌, 等. 排放和气象对疫情前后武汉不同类型点位大气污染物的影响[J]. 环境科学, 2023, 44(2): 670-679.
XIONG J H, KONG S F, ZHENG H, et al. Impacts of emission and meteorological conditions on air pollutants at various sites around the COVID-19 lockdown in Wuhan[J]. Environmental Science, 2023, 44(2): 670-679 (in Chinese).
|
[33] |
HE J J, GONG S L, YU Y, et al. Air pollution characteristics and their relation to meteorological conditions during 2014–2015 in major Chinese cities[J]. Environmental Pollution, 2017, 223: 484-496. doi: 10.1016/j.envpol.2017.01.050
|
[34] |
CHEN X, SITU S P, ZHANG Q, et al. The synergetic control of NO2 and O3 concentrations in a manufacturing city of Southern China[J]. Atmospheric Environment, 2019, 201: 402-416. doi: 10.1016/j.atmosenv.2018.12.021
|
[35] |
BARZEGHAR V, HASSANVAND M S, FARIDI S, et al. Long-term trends in ambient air pollutants and the effect of meteorological parameters in Tabriz, Iran[J]. Urban Climate, 2022, 42: 101119. doi: 10.1016/j.uclim.2022.101119
|
[36] |
曹娟. 汾河流域晋中市大气臭氧污染特征及成因分析[D]. 北京: 中国环境科学研究院, 2022.
CAO J. Characterization and causes analysis of ground-level ozone in a typical city in Fen River Basin—Jinzhong[D]. Beijing: Chinese Research Academy of Environmental Sciences, 2022 (in Chinese).
|
[37] |
曹媛, 宫明艳, 沈非, 等. 中国区域PM2.5浓度估算以及影响因素解析[J]. 大气与环境光学学报, 2023, 18(3): 245-257. doi: 10.3969/j.issn.1673-6141.2023.03.006
CAO Y, GONG M Y, SHEN F, et al. Estimation of PM2.5 concentration and analysis of influencing factors in China[J]. Journal of Atmospheric and Environmental Optics, 2023, 18(3): 245-257 (in Chinese). doi: 10.3969/j.issn.1673-6141.2023.03.006
|