Combining DMSP/OLS nighttime light with echo state network for prediction of daily PM2.5 average concentrations in Shanghai, China

Atmosphere

Volumn 6, Issue 10, 2015, Pages 1507-1520

  Xu, Zhao ^a   Xia, Xiaopeng ^a   Liu, Xiangnan ^a   Qian, Zhiguang ^b  

^a CHINA UNIVERSITY OF GEOSCIENCES   (China)

^b Qinhuangdao City Environmental Protection Bureau   (China)

Author keywords

DMSP OLS; Echo state network; Gaussian fitting; Nighttime light; NOAA; PM2.5

Indexed keywords

DMSP/OLS; ECHO STATE NETWORKS; GAUSSIAN FITTING; NIGHT-TIME LIGHTS; NOAA; PM2.5;

FORECASTING;

EID: 85011099174     PISSN: None     EISSN: 20734433     Source Type: Journal    
DOI: 10.3390/atmos6101507     Document Type: Article

References (38)

1. Finlayson, B.J.; Pitts, J.N. Photochemistry of the polluted troposphere. Science 1976, 192, 111-119.
2. 2.5 aerosols: Results from Turtleback Dome, Yosemite National Park. Environ. Sci. Technol. 2004, 38, 2424-2427.
3. 2.5 and PM10 aerosols in suburban and rural sites of central Taiwan. Sci. Total Environ. 1999, 234, 203-212.
4. 2.5 particles in the Athens atmosphere, Greece. Chemosphere 2003, 52, 959-966.
5. 2.5 concentrations using a hidden Markov model with different emission distributions in Northern California. Sci. Total Environ. 2013, 443, 93-103.
6. Fusco, A.C.; Logan, J.A. Analysis of 1970-1995 trends in tropospheric ozone at Northern Hemisphere midlatitudes with the GEOS-CHEM model. J. Geophys. Res.-Atmos. 2003, 108, D15.
7. Brasseur, G.P.; Hauglustaine, D.A.; Walters, S.; Rasch, P.J.; Muller, J.F.; Granier, C.; Tie, X.X. A global chemical transport model for ozone and related chemical tracers 1. Model description. J. Geophys. Res.-Atmos. 1998, 103, 28265-28289.
8. McKenna, D.S.; Grooss, J.U.; Gunther, G.; Konopka, P.; Muller, R.; Carver, G.; Sasano, Y. A new Chemical Lagrangian Model of the Stratosphere (CLaMS)-2. Formulation of chemistry scheme and initialization. J. Geophys. Res.-Atmos. 2002, 107, D15.
9. 2.5 pollution episodes in very stable nocturnal conditions and complex terrain using WRF-Chem CO tracer model. Atmos. Environ. 2011, 45, 2769-2780.
10. Han, Z.; Ueda, H.; An, J. Evaluation and intercomparison of meteorological predictions by five MM5-PBL parameterizations in combination with three land-surface models. Atmos. Environ. 2008, 42, 233-249.
11. Manders, A.M.M.; Schaap, M.; Hoogerbrugge, R. Testing the capability of the chemistry transport model LOTOS-EUROS to forecast PM10 levels in the Netherlands. Atmos. Environ. 2009, 43, 4050-4059.
12. 2.5 air quality forecast model based on nonlinear regression and back-trajectory concentrations. Atmos. Environ. 2010, 44, 3015-3023.
13. 2.5 concentrations in the St. Louis area: A comparison between MISR and MODIS. Remote Sens. Environ. 2007, 107, 33-44.
14. Tao, J.; Zhang, M.; Chen, L.; Wang, Z.; Su, L.; Ge, C.; Han, X.; Zou, M. A method to estimate concentrations of surface-level particulate matter using satellite-based aerosol optical thickness. Sci. China-Earth Sci. 2013, 56, 1422-1433.
15. 2.5 concentrations. Environ. Res. 2012, 118, 8-15.
16. Li, X.; Chen, F.; Chen, X. Satellite-observed nighttime light variation as evidence for global armed conflicts. IEEE J. Sel. Top. Appl. Earth Obs. Remote Sens. 2013, 6, 2302-2315.
17. Jaeger, H.; Haas, H. Harnessing nonlinearity: Predicting chaotic systems and saving energy in wireless communication. Science 2004, 304, 78-80.
18. Manjunath, G.; Jaeger, H. Echo state property linked to an input: Exploring a fundamental characteristic of recurrent neural networks. Neural Comput. 2013, 25, 671-696.
19. 2.5 samples in Shanghai, China. Atmos. Res. 2009, 92, 434-442.
20. NGDC. The National Geophysical Data Center. Available online: http://maps.ngdc.noaa.gov/ viewers/index.html (accessed on 14 October 2015).
21. The Shanghai Environment Monitoring Center. Available online: http://www.semc.com.cn/ home/index.aspx (accessed on 14 October 2015).
22. Yang, M.; Wang, S.; Zhou, Y.; Wang, L. Review on Application of DMSP/OLS nighttime Emissions Data. Remote Sens. Technol. Appl. 2011, 26, 45-51.
23. Wang, H.; Zheng, X.; Yuan, T. Overview of Researches Based on DMSP/OLS Nighttime Light Data. Prog. Geogr. 2012, 31, 11-19.
24. Xu, X. Physics for Remote Sensing; Peking University Press: Beijing, China, 2005.
25. Liu, X.G.; Li, J.; Qu, Y.; Han, T.; Hou, L.; Gu, J.; Chen, C.; Yang, Y.; Liu, X.; Yang, T.; et al. Formation and evolution mechanism of regional haze: A case study in the megacity Beijing, China. Atmos. Chem. Phys. 2013, 13, 4501-4514.
26. 2.5 and PM10 over the North China Plain and the Yangtze River Delta, China. Atmos. Environ. 2014, 95, 598-609.
27. 2.5 concentrations across northeastern USA using high resolution aerosol optical depth data. Atmos. Environ. 2014, 95, 581-590.
28. Wang, J.F.; Hu, M.G.; Xu, C.D.; Christakos, G.; Zhao, Y. Estimation of citywide air pollution in Beijing. PLoS ONE 2013, 8, e53400.
29. 2.5 pollution using air mass trajectory based geographic model and wavelet transformation. Atmos. Environ. 2015, 107, 118-128.
30. Chen, J.; Zhuo, L.; Shi, P.J.; Toshiaki, I. The study on urbanization process in China based on DMSP/OLS data: Development of a light index for urbanization level estimation. J. Remote Sens. 2003, 7, 168-175.
31. Axelsson, O. A generalized conjugate gradient, least square method. Numer. Math. 1987, 51, 209-227.
32. Kong, B.; Wang, Z.; Tan, Y. Gaussian fitting technique of laser spot. Laser Technol. 2002, 26, 277-278.
33. Yildiz, I.B.; Jaeger, H.; Kiebel, S.J. Re-visiting the echo state property. Neural Netw. 2012, 35, 1-9.
34. Maass, W.; Natschläger, T.; Markram, H. Real-time computing without stable states: A new framework for neural computation based on perturbations. Neural Comput. 2002, 14, 2531-2560.
35. Jaeger, H. Short Term Memory in Echo State Networks; No. 152; National Research Center for Information Technology: Bremen: Germany, 2002.
36. Pascanu, R.; Jaeger, H. A neurodynamical model for working memory. Neural Netw. 2011, 24, 199-207.
37. 2.5 daily average pollution levels based on ESN model in Beijing. Master's Thesis, China University of Geosciences, Beijing, China, 2015.
38. 2.5) on the US-Mexico border in El Paso (Texas) and Ciudad Judrez (Chihuahua). Environ. Model. Softw. 2005, 20, 547-559.