Neural network Jacobian analysis for high-resolution profiling of the atmosphere

Eurasip Journal on Advances in Signal Processing

Volumn 2012, Issue 1, 2012, Pages

  Blackwell, William J ^a  

^a MASSACHUSETTS INSTITUTE OF TECHNOLOGY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

GEOPHYSICAL PARAMETERS; HIGH QUALITY; HIGH RESOLUTION; HYPERSPECTRAL; JACOBIAN ANALYSIS; JACOBIANS; MICROWAVE ATMOSPHERIC SOUNDERS; NETWORK WEIGHTS; OPERATING POINTS; RETRIEVAL ALGORITHMS; SPACE-BASED SENSORS; SPECTRAL RADIANCE; WATER VAPOR RETRIEVAL;

ALGORITHMS; ERROR ANALYSIS; GEOPHYSICS;

NEURAL NETWORKS;

EID: 84872982085     PISSN: 16876172     EISSN: 16876180     Source Type: Journal    
DOI: 10.1186/1687-6180-2012-71     Document Type: Article

References (45)

1. DH Staelin, AH Barrett, JW Waters, FT Barath, EJ Johnston, PW Rosenkranz, NE Gaut, WB Lenoir, Microwave spectrometer on the Nimbus 5 satellite: meteorological and geophysical data. Science. 182, 1339-1341 (1973). doi:10.1126/science.182.4119.1339
2. WL Smith, Satellite techniques for observing the temperature structure of the atmosphere. Bull Am Meteorol Soc. 53(11), 1074-1082 (1972). doi:10.1175/1520-0477 (1972) 0532.0. CO;2
3. HH Aumann., et al, AIRS/AMSU/HSB on the Aqua mission: design, science objectives, data products, and processing systems. IEEE Trans Geosci Remote Sens. 41(2), 253-264 (2003). doi:10.1109/TGRS.2002.808356 (Pubitemid 350182320)
4. G Chalon, F Cayla, D Diebel, IASI: An advanced sounder for operational meteorology. in Proceedings of the 52nd Congress of IAF, Toulouse, France, 1-5 (2001)
5. H Liu, J Li, An improvement in forecasting rapid intensification of Typhoon Sinlaku (2008) using clear-sky full spatial resolution advanced IR soundings. J Clim Appl Meteorol. 49(4), 821-827 (2010). doi:10.1175/ 2009JAMC2374.1
6. T Pangaud, N Fourrie, V Guidard, M Dahoui, F Rabier, Assimilation of AIRS radiances affected by mid-to low-level clouds. Mon Weather Rev. 137(12), 4276-4292 (2009). doi:10.1175/2009MWR3020.1
7. W Blackwell, L Bickmeier, R Leslie, M Pieper, J Samra, C Surussavadee, C Upham, Hyperspectral microwave atmospheric sounding. IEEE Trans Geosci Remote Sens. 49(1), 128-142 (2011)
8. W Blackwell, FW Chen, Neural Networks in Atmospheric Remote Sensing, (Artech House Inc., Norwood, MA, 2009)
9. J Escobar-Munoz, A Chédin, F Chéruy, N Scott, Réseaux de neurons multicouches pour la restitution de variables thermodynamiques atmosphériques à l'aide de sondeurs verticaux satellitaires. Comptes-Rendus de L'Academie Des Sciences; Série II. 317(7), 911-918 (1993) (Pubitemid 24398783)
10. WJ Blackwell, CH Chen, Signal and Image Processing for Remote Sensing, 2nd edn. CRC Press, Boca Raton, FL, 161-190 (2012). Chapter. 11, Hyperspectral microwave atmospheric sounding using neural networks
11. L Shi, Retrieval of atmospheric temperature profiles from AMSU-A measurement using a neural network approach. J Atmos Oceanic Technol. 18, 340-347 (2001). doi:10.1175/1520-0426 (2001) 0182.0. CO;2 (Pubitemid 32411890)
12. F Del Frate, G Schiavon, A combined natural orthogonal functions/neural network technique for the radiometric estimation of atmospheric profiles. Radio Sci. 33(2), 405-410 (1998). doi:10.1029/97RS02219 (Pubitemid 128601577)
13. F Del Frate, G Schiavon, Nonlinear principal component analysis for the radiometric inversion of atmospheric profiles by using neural networks. IEEE Trans Geosci Remote Sens. 37(5), 2335-2342 (1999). doi:10.1109/36.789630 (Pubitemid 30532662)
14. D Staelin, F Chen, Precipitation observations near 54 and 183 GHz using the NOAA-15 satellite. IEEE Trans Geosci and Remote Sens. 38(5), 2322-2332 (2000). doi:10.1109/36.868889
15. F Chen, D Staelin, AIRS/AMSU/HSB precipitation estimates. IEEE Trans Geosci Remote Sens. 41(2), 410-417 (2003). doi:10.1109/TGRS.2002.808322 (Pubitemid 350178142)
16. C Surussavadee, DH Staelin, Millimeter-wave precipitation retrievals and observed-versus-simulated radiance distributions: Sensitivity to assumptions. J Atmos Sci. 64(11), 3808-3826 (2007). doi:10.1175/2006JAS2045.1 (Pubitemid 350285857)
17. C Surussavadee, DH Staelin, Global millimeter-wave precipitation retrievals trained with a cloud-resolving numerical weather prediction model, Part I: Retrieval design. IEEE Trans Geosci Remote Sens. 46(1), 99-108 (2008) (Pubitemid 350281143)
18. C Surussavadee, DH Staelin, Global millimeter-wave precipitation retrievals trained with a cloud-resolving numerical weather prediction model, Part II: Performance evaluation. IEEE Trans Geosci Remote Sens. 46(1), 109-118 (2008) (Pubitemid 350281144)
19. C Surussavadee, DH Staelin, Satellite retrievals of arctic and equatorial rain and snowfall rates using millimeter wavelengths. IEEE Trans Geosci Remote Sens. 47(11), 3697-3707 (2009)
20. C Surussavadee, DH Staelin, Global precipitation retrievals using the NOAA/AMSU millimeter-wave channels: comparison with rain gauges. J Clim Appl Meteorol. 49(1), 124-135 (2010). doi:10.1175/2009JAMC2262.1
21. C Surussavadee, DH Staelin, NPOESS precipitation retrievals using the ATMS passive microwave spectrometer. IEEE Geosci Remote Sens Lett. 7(3), 440-444 (2010)
22. C Surussavadee, D Staelin, Global precipitation retrieval algorithm trained for SSMIS using a numerical weather prediction model: Design and evaluation. in IEEE International Geoscience and Remote Sensing Symposium Proceedings, Honolulu, HI, 2341-2344 (2010)
23. HE Motteler, LL Strow, L McMillin, JA Gualtieri, Comparison of neural networks and regression based methods for temperature retrievals. Appl Opt. 34(24), 5390-5397 (1995). doi:10.1364/AO.34.005390
24. WJ Blackwell, A neural-network technique for the retrieval of atmospheric temperature and moisture profiles from high spectral resolution sounding data. IEEE Trans Geosci Remote Sens. 43(11), 2535-2546 (2005) (Pubitemid 41640777)
25. WJ Blackwell, CH Chen, Signal and Image Processing for Remote Sensing, 1st edn. CRC Press, Boca Raton, FL, (2006). chap. 11,. Neural network retrievals of atmospheric temperature and moisture profiles from high-resolution infrared and microwave sounding data
26. F Aires, A Chédin, NA Scott, WB Rossow, A regularized neural net approach for retrieval of atmospheric and surface with the IASI instrument. J Appl Meteorol. 41, 144-159 (2002). doi:10.1175/1520-0450 (2002) 0412.0. CO;2 (Pubitemid 34853838)
27. F Aires, WB Rossow, NA Scott, A Chédin, Remote sensing from the infrared atmospheric sounding interferometer instrument: 2. simultaneous retrieval of temperature, water vapor, and ozone atmospheric profiles. J Geophys Res. 107(D22), 4620 (2002). doi:10.1029/2001JD001591 (Pubitemid 44793794)
28. F Del Frate, A Ortenzi, S Casadio, C Zehner, Application of neural algorithms for a real-time estimation of ozone profiles from gome measurements. IEEE Trans Geosci Remote Sens. 40(10), 2263-2270 (2002). doi:10.1109/TGRS.2002. 803622
29. F Chen, Neural network characterization of geophysical processes with circular dependencies. IEEE Trans Geosci Remote Sens. 45(10), 3037-3043 (2007)
30. KM Hornik, M Stinchcombe, H White, Multilayer feedforward networks are universal approximators. Neural Netw. 4(5), 359-366 (1989) (Pubitemid 20609008)
31. S Haykin, Neural Networks: A Comprehensive Foundation, Macmillan College Publishing Company, New York, (1994)
32. DE Rumelhart, G Hinton, R Williams, DE Rumelhart, JL McClelland, Parallel Distributed Processing: Explorations in the Microstructure of Cognition. Vol. 1: Foundations, MIT Press, Cambridge, MA, (1986)
33. MT Hagan, MB Menhaj, Training feedforward networks with the Marquardt algorithm. IEEE Trans Neural Netw. 5, 989-993 (1994). doi:10.1109/72.329697
34. PE Gill, W Murray, MH Wright, The Levenberg-Marquardt method. in Practical Optimization, (Academic Press, London, 1981)
35. CM Bishop, Neural Networks for Pattern Recognition, (Oxford University Press, Oxford, 1995)
36. PW Rosenkranz, Radiative transfer solution using initial values in a scattering and absorbing atmosphere with surface reflection. IEEE Trans Geosci Remote Sens. 40(8), 1889-1892 (2002). doi:10.1109/TGRS.2002.802518 (Pubitemid 35170408)
37. S English, T Hewison, A fast generic millimeter-wave emissivity model. SPIE Proc. 3503, 288-300 (1998)
38. E Borbas, S Seemann, HL Huang, J Li, WP Menzel, Global profile training database for satellite regression retrievals with estimates of skin temperature and emissivity. in Proc Int ATOVS Study Conf, Beijing, China, 763-770 (2005)
39. PW Rosenkranz, A Janssen, Atmospheric Remote Sensing by Microwave Radiometry, Wiley, New York, 37-90 (1993). Chapter 2, Absorption of microwaves by atmospheric gases
40. HJ Liebe, MPM: an atmospheric millimeter-wave propagation model. Int J Infrared Millimeter Waves. 10(6), 631-650 (1989). doi:10.1007/BF01009565
41. HJ Liebe, PW Rosenkranz, GA Hufford, Atmospheric 60-GHz oxygen spectrum: New laboratory measurements and line parameters. J Quant Spectrosc Radiat Transfer. 48(5-6), 629-643 (1992). doi:10.1016/0022-4073 (92) 90127-P
42. GW Petty, KB Katsaros, The response of the SSM/I to the marine environment. Part II: A parameterization of the effect of the sea surface slope distribution on emission and reflection. J Atmos Oceanic Technol. 11, 617-628 (1994). doi:10.1175/1520-0426 (1994) 0112.0. CO;2 (Pubitemid 24405942)
43. F Karbou, C Prigent, L Eymard, JR Pardo, Microwave land emissivity calculations using AMSU measurements. IEEE Trans Geosci Remote Sens. 43, 948-959 (2005)
44. F Aires, C Prigent, WB Rossow, Neural network uncertainty assessment using Bayesian statistics with application to remote sensing: 2. Output errors. J Geophys Res. 109 (2004)
45. AG Voronovich, AJ Gasiewski, BL Weber, A fast multistream scattering-based Jacobian for microwave radiance assimilation. IEEE Trans Geosci Remote Sens. 42(8), 1749-1761 (2004)