2014-12-03
Profiling Boundary Layer Temperature Using Microwave Radiometer in East Coast of China
By
Progress In Electromagnetics Research M, Vol. 40, 19-26, 2014
Abstract
The boundary layer temperature profile is very essential for modeling atmospheric processes, whose information can be obtained using radiosonde data generally. Beside this, ground-based multi-channel microwave radiometer (GMR) offers a new opportunity to automate atmospheric observations by providing temperature, humidity and liquid water content with high time resolution, such as MP-3000A ground-based multi-channel radiometer. An experiment in east coast of China for profiling boundary layer temperature was performed at Qingdao Meteorological Station from 1 March to 23 April in 2014 using an MP-3000A radiometer. Three techniques have been applied to retrieve the boundary layer temperature profile by using the experimental data, namely the linear regression method, the back propagation (BP) neural network method and the 1-D Variational (1D-VAR) method. Elevation scanning is introduced to help improve the accuracy and resolution of the retrievals for each technique. These results are compared with the radiosonde data at the same time. The preliminary results achieved by each method show that the average day root-mean-square (rms) error for temperature is within 1.0 K up to 2 km in height. The 1D-VAR technique seems to be the most effective one to improve the precision of the boundary layer temperature profile.
Citation
Ning Wang, Zhenwei Zhao, Leke Lin, Qing-Lin Zhu, Hong-Guang Wang, and Tingting Shu, "Profiling Boundary Layer Temperature Using Microwave Radiometer in East Coast of China," Progress In Electromagnetics Research M, Vol. 40, 19-26, 2014.
doi:10.2528/PIERM14101506
References

1. Cimini, D., et al. "Thermodynamic atmospheric profiling during the 2010 Winter Olympics using ground-based microwave radiometry," IEEE Trans. Geosci. Rem. Sens., Vol. 49, No. 12, 4959-4969, 2011, Doi: 10.1109/TGRS.2011.2154337.
doi:10.1109/TGRS.2011.2154337        Google Scholar

2. Lohnert, U. and O. Maier, "Operational profiling of temperature using ground-based microwave radiometry at Payerne: Prospects and challenges," Atmos. Meas. Tech., Vol. 5, 1121-1134, 2012, Doi: 10.5194/amt-5-1121-2012.
doi:10.5194/amt-5-1121-2012        Google Scholar

3. Westwater, E. R., "Ground-based microwave remote sensing of meteorological variables," Atmospheric Remote Sensing by Microwave Radiometry, M. Janssen (ed.), 145-213, Wiley & Sons Inc., 1993.        Google Scholar

4. Cimini, D., et al. "Temperature and humidity profile retrievals from ground-based microwave radiometers during TUC," Meteorlogische Zeitschrift, Vol. 15, No. 1, 45-56, 2006.
doi:10.1127/0941-2948/2006/0099        Google Scholar

5. Westwater, E. R., "Ground-based dctcrmination of low altitude temperature profiles by microwaves," Mon. Weather Rev., Vol. 100, No. 1, 15-28, 1972.
doi:10.1175/1520-0493(1972)100<0015:GDOLAT>2.3.CO;2        Google Scholar

6. Churnside, J. H., T. A. Stermitz, and J. A. Schroeder, "Temperature profiling with neural network inversion of microwave radiometer data," J. Atmos. Ocean. Technol., Vol. 11, No. 1, 105-109, 1994.
doi:10.1175/1520-0426(1994)011<0105:TPWNNI>2.0.CO;2        Google Scholar

7. Cimini, D., J. A. Shaw, Y. Han, E. R. Westwater, V. Irisov, V. Leuski, and J. H. Churnside, "Air temperature profile and air-sea temperature difference measurements by infrared and microwave scanning radiometers," Radio Sci., Vol. 38, No. 3, 8045, 2003.
doi:10.1029/2002RS002632        Google Scholar

8. Hewison, T. J., "Profiling temperature and humidity by ground-based microwave radiometers,", A Thesis Submitted for the Degree of Doctor of Philosophy, 2006.        Google Scholar

9. Ludi, A., L. Martin, and C. Matzler, "The retrieval of temperature profiles with the ground based radiometer system ASMUWARA,", 2003.        Google Scholar

10. Hewison, T. J. and C. Gaffard, "Combining data from ground-based microwave radiometers and other instruments in temperature and humidity profile retrievals," TECO 2006, 1-14, 2006.        Google Scholar

11. Vandenverghe, F. and R. Ware, "4-dimensional variational assimilation of ground-based microwave observations during a winter fog event," International Symposium on Atmospheric Sensing with GPS, 2002.        Google Scholar

12. Crewell, S. and U. Lohnert, "Accuracy of boundary layer temperature profiles retrieved with multifrequency multiangle microwave radiometry," IEEE Transactions on Geoscience and Remote Sensing, Vol. 45, No. 7, 2195-2202, 2007.
doi:10.1109/TGRS.2006.888434        Google Scholar

13. Cimini, D., T. J. Hewison, et al. "Temperature and humidity profile retrievals from ground-based microwave radiometers during TUC," Meteorlogische Zeitschrift, Vol. 15, No. 5, 45-56, 2006.
doi:10.1127/0941-2948/2006/0099        Google Scholar

14. Solheim, F., J. R. Godwin, E. R. Westwater, et al. "Radiometric profiling of temperature, water vapor and cloud liquid water using various inversion methods," Radio Science, Vol. 33, No. 2, 393-404, 1998.
doi:10.1029/97RS03656        Google Scholar

15. ITU-R P676-9 "Attenuation by atmospheric gased,", 2012.        Google Scholar

16. Rodgers, C. D., "Retrieval of atmospheric temperature and composition from remote measurements of thermal radiation," Rev. Geophys. Space Phys., Vol. 14, 609-624, 1976.
doi:10.1029/RG014i004p00609        Google Scholar

17. Solheim, F., J. Godwin, and R. Ware, "Microwave radiometer for passively and remotely measuring atmospheric temperature, water vapour, and cloud liquid water profiles,", Final Contract Report DAAL01-96-2009, White Sands Missile Range, Available from http://radiometrics.com/eigenvalue.pdf, 1996.        Google Scholar

18. Lohnert, U., S. Crewell, and C. Simmer, "An integrated approach toward retrieving physically consistent profiles of temperature, humidity, and cloud liquid water," J. Appl. Meteor., Vol. 43, 1295-1307, 2004.
doi:10.1175/1520-0450(2004)043<1295:AIATRP>2.0.CO;2        Google Scholar

19. Rodgers, C. D., Inverse Methods for Atmospheric Sounding: Theory and Practice, World Scientific Publishing Co. Ltd., 2000.

20. Levenberg, K., "A method for the solution of certain nonlinear problems in least squares," Quart. Appl. Math., Vol. 2, 164, 1944.        Google Scholar

21. Marquardt, D. W., "An algorithm for least-squares estimation of nonlinear parameters," SIAM J. Appl. Math., Vol. 11, 164, 1963.
doi:10.1137/0111030        Google Scholar

22. Chan, P. W. and C. M. Li, "Application of a ground-based microwave radiometer in cloud observations," The 11th Specialist Meeting on Microwave Radiometry and Remote Sensing of the Environment, Washington, DC, USA, Mar. 1-4, 2010.        Google Scholar

23. Chan, P. W., K. C. Wu, and C. M. Shun, "Application of a ground-based microwave radiometer in aviation weather forecasting," 13th International Symposium for the Advancement of Boundary Layer Remote Sensing, Garmisch-Partenkirchen, Germany, Jul. 18-20, 2006.        Google Scholar

24. Li, J., L.-X. Guo, L.-K. Lin, Y. Zhao, Z. Zhao, T. Shu, and H. Han, "A dual-frequency method of eliminating liquid water radiation to remotely sense cloudy atmosphere by ground-based microwave radiometer," Progress In Electromagnetics Research, Vol. 138, 629-645, 2013.
doi:10.2528/PIER13010201        Google Scholar

25. Cimini, D., F. De Angelis, J.-C. Dupont, et al. "Mixing layer height retrievals by multichannel microwave radiometer observations," Atmospheric Measurement Techniques, 4971-4998, 2013.
doi:10.5194/amtd-6-4971-2013        Google Scholar

26. Westwater, E. R. and M. T. Decker, "Application of statistical inversion to ground-based microwave remote sensing of temperature and water vapor profiles," Inversion Methods in Atmospheric Remote Sounding, A. Decker (ed.), 395-428, Academic Press, New York, 1977.        Google Scholar

27. Basili, P., P. Ciotti, and D. Solimini, "Inversion of ground-based radiometric data by Kalman filtering," Radio Science, Vol. 16, No. 1, 83-91, 1980.
doi:10.1029/RS016i001p00083        Google Scholar

28. Westwater, E. R., Y. Han, V. G. Irisov, and V. Y. Leuskiy, "Sea-air and boundary layer temperatures measured by a scanning 5-mm-wavelength radiometer: Recent results," Radio Science, Vol. 33, No. 2, 291-302, Mar.-Apr. 1998.
doi:10.1029/97RS02747        Google Scholar

29. Ware, R. and R. Carpenter, "A multi-channel radiometric profiler of temperature, humidity, and cloud liquid," Radio Science, Vol. 38, No. 4, 2003.
doi:10.1029/2002RS002856        Google Scholar