Citation: | ZHOU Jianguo, WANG Jianyu, WEI Siti. PREDICTION OF PM2.5 AND OZONE CONCENTRATION BASED ON VMD-CEEMD DECOMPOSITION AND LSTM[J]. ENVIRONMENTAL ENGINEERING , 2023, 41(6): 157-165,221. doi: 10.13205/j.hjgc.202306021 |
[1] |
BERO B G, RAZA A, FORSBERG B, et al. Short-term exposure to ozone and mortality in subjects with and without previous cardiovascular disease[J]. Epidemiology. 2016, 27(5):663-669.
|
[2] |
LU X, ZHANG L, WANG X, et al. Rapid increases in warm-season surface ozone and resulting health impact in China since 2013[J]. Environmental Science & Technology Letters. 2020, 7(4):240-247.
|
[3] |
WU W L, XUE W B, ZHENG Y X, et al. Diurnal regulation of VOCs may not be effective in controlling ozone pollution in China[J].Atmospheric Environment, 2021, 256:118442.
|
[4] |
LOAIZA-CEBALLOS M C, MARIN-PALMA D, ZAPATA W, et al. Viral respiratory infections and air pollutants[J]. Air Quality, Atmosphere & Health, 2021,187:109650.
|
[5] |
赵晓东,徐浩然,郭志萍,等.基于区间二型模糊神经网络的臭氧浓度预测[J].计算机应用与软件,2022,39(6):329-335.
|
[6] |
PENDLEBURY D, GRAVEL S, MORAN M D, et al. Impact of chemical lateral boundary conditions in a regional air quality forecast model on surface ozone predictions during stratospheric intrusions[J]. Atmospheric Environment, 2018, 174:148-170.
|
[7] |
PARK S Y, LEE S H, LEE H W. Assimilation of wind profiler observations and its impact on three-dimensional transport of ozone over the Southeast Korean Peninsula[J]. Atmospheric Environment, 2014, 99:660-672.
|
[8] |
PENDLEBURY D, GRAVEL S, MORAN M D, et al. Impact of chemical lateral boundary conditions in a regional air quality forecast model on surface ozone predictions during stratospheric intrusions[J]. Atmospheric Environment, 2018, 174:148-170.
|
[9] |
LUNA A S, PAREDES M L L, DE OLIVEIRA G C G, et al. Prediction of ozone concentration in tropospheric levels using artificial neural networks and support vector machine at Rio de Janeiro, Brazil[J]. Atmospheric Environment, 2014, 98:98-104.
|
[10] |
刘宇轩,应方,叶旭红,等. 基于后向传播神经网络的PM2.5和臭氧预测研究[J]. 能源工程,2020(5):76-83.
|
[11] |
CHEN S, WANG J, ZHANG H. A hybrid PSO-SVM model based on clustering algorithm for short-term atmospheric pollutant concentration forecasting[J]. Technological Forecasting and Social Change, 2019, 146:41-54.
|
[12] |
董红召,王乐恒,唐伟,等.融合时空特征的PCA-PSO-SVM臭氧(O3)预测方法研究[J].中国环境科学,2021,41(2):596-605.
|
[13] |
邢红涛,郭江龙,刘书安,等.基于CNN-LSTM混合神经网络模型的NO<i>x排放预测[J]. 电子测量技术,2022,45(2):98-103.
|
[14] |
WANG L L, LI X, BAI Y L. Short-term wind speed prediction using an extreme learning machine model with error correction[J]. Energy Conversion and Management, 2018, 162:239-250.
|
[15] |
吴子伯,崔云霞,曹炜琦,等.基于CEEMD-BiGRU模型的徐州市大气污染物浓度预测[J].环境工程,2022,40(9):9-18.
|
[16] |
丁子昂,乐曹伟,吴玲玲,等.基于CEEMD-Pearson和深度LSTM混合模型的PM2.5浓度预测方法[J].计算机科学,2020,47(增刊1):444-449.
|
[17] |
CABANEROS S M, CALAUTIT J K, HUGHES B. Spatial estimation of outdoor NO2 levels in Central London using deep neural networks and a wavelet decomposition technique[J]. Ecological Modelling, 2020, 424:109017.
|
[18] |
AHANI I K, SALARI M, SHADMAN A. An ensemble multi-step-ahead forecasting system for fine particulate matter in urban areas[J]. Journal of Cleaner Production, 2020, 263:120983.
|
[19] |
ZHU S L, QIU X L, YIN Y R, et al. Two-step-hybrid model based on data preprocessing and intelligent optimization algorithms (CS and GWO) for NO2 and SO2 forecasting[J]. Atmospheric Pollution Research, 2019, 10(4):1326-1335.
|
[20] |
HU H L, WANG L, TAO R. Wind speed forecasting based on variational mode decomposition and improved echo state network[J]. Renewable Energy, 2021, 164:729-751.
|
[21] |
SHARMA V, PAREY A. Extraction of weak fault transients using variational mode decomposition for fault diagnosis of gearbox under varying speed[J]. Engineering Failure Analysis, 2020, 107:104204.
|
[22] |
WANG F, YU L, WU A P. Forecasting the electronic waste quantity with a decomposition-ensemble approach[J]. Waste Management, 2021, 120:828-838.
|
[23] |
何哲祥,李雷.一种基于小波变换和LSTM的大气污染物浓度预测模型[J].环境工程,2021,39(3):111-119.
|
[24] |
梁涛,谢高锋,米大斌,等.基于CEEMDAN-SE和LSTM神经网络的PM10浓度预测[J].环境工程,2020,38(2):107-113.
|
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