NN References

NEURAL NETWORKS, PARAMETERIZATION OF PHYSICS IN NUMERICAL MODELS

V. M. Krasnopolsky and H. Schiller, 2003: "Some Neural Network Applications in Environmental Sciences. Part I: Forward
and Inverse Problems in Geophysical Remote Measurements", Neural Networks, in press

V. M. Krasnopolsky and F.  Chevallier, 2003: "Some Neural Network Applications in Environmental Sciences. Part II:
Advancing Computational Efficiency of Environmental Numerical Models",  Neural Networks, in press

V. M. Krasnopolsky, D. V. Chalikov, and H. L. Tolman, 2002: "A Neural Network Technique to Improve Computational
Efficiency of Numerical Oceanic Models", Ocean Modelling, v. 4, 363-383

V.M. Krasnopolsky and F. Chevallier, 2001: "Some neural network applications in environmental sciences: Advancing
computational efficiency of environmental numerical models", Technical Memorandum No. 359, European Centre for
Medium-Range Weather Forecast

Krasnopolsky, V., D. Chalikov, and H. Tolman, 2000: A neural network approach to parametrizing
nonlinear interactions in wind wave models, The Fourth International Symposium on Ocean Wave
Measurement and Analysis, September 3-5, 2001,  San Francisco, California (submitted)

V.M. Krasnopolsky, D. Chalikov, L. C. Breaker, and D. Rao, 2000, Application of neural networks
for efficient calculation of sea water density or salinity from the UNESCO equation of state.  Proceedings,
Second Conference on Artificial Intelligence, AMS, Long Beach, CA, 9-14 January, 2000, pp. 27-30

NEURAL NETWORKS,  REMOTE SENSING
V.M. Krasnopolsky and W.H. Gemmill,, 2000, Neural network multi-parameter algorithms to retrieve
atmospheric and oceanic parameters from satellite data., Proceedings, Second Conference on Artificial
Intelligence, AMS, Long Beach, CA, 9-14 January, 2000, pp. 73-76

Krasnopolsky, V.M. , W. H. Gemmill, and L. C. Breaker, 1998: A Neural Network Multi-Parameter
Algorithm  SSM/I Ocean Retrievals: Comparisons and Validations ,Technical Note, OMB Contribution
No. 159, NOAA/NCEP/EMC;  Remote Sensing of Environment,2000, Vol. 73, pp. 133-142

Krasnopolsky, V.M., W.H. Gemmill, and L.C. Breaker, "A multi-parameter empirical ocean algorithm
for SSM/I retrievals",Technical Note, OMB Contribution No. 154, NOAA/NCEP/EMC,1998,
Canadian Journal of Remote Sensing,, Vol. 25, No. 5, pp. 486-503, 1999

NEURAL NETWORKS,  REMOTE SENSING, MARINE METEOROLOGY
Gemmill, W.H. and V.M. Krasnopolsky, "The Use of SSM/I Data in Operational Marine Analisis",
1999, Weather and Forecasting, Vol. 14, No.5, pp. 789-800

NEURAL NETWORKS, REMOTE SENSING
Bankert, R.L. and D.W. Aha, 1996: Improvement to a Neural Network Cloud
Classifier. Journal of Applied Meteorology, 35, 2036-2039.

NEURAL NETWORKS, REMOTE SENSING
Bankert, R.L., 1994: Cloud Classification of AVHRR Imagery in Maritime
Regions Using a Probabilistic Neural Network. Journal of Applied
Meteorology, 33, 909-918.

NEURAL NETWORKS, REMOTE SENSING
Bankert, R.L., 1994: Cloud Pattern Identification as Part of an Automated
Image Analysis. Proceedings, 7th Conference on Satellite Meteorology and
Oceanography, American Meteorological Society, Boston, MA, pp. 441-443.

NEURAL NETWORKS, REMOTE SENSING
Bankert, R.L., 1993: A Probabilistic Neural Network Approach to Cloud
Classification. Proceedings, 13th Conference on Weather Analysis and
Forecasting, American Meteorological Society, Boston, MA, pp. 596-599.

NEURAL NETWORKS, REMOTE SENSING
Lewis, H.G., S. Cote, and A.R.L. Tatnall, 1997:
Determination of Spatial and Temporal Characteristics as
an Aid to Neural Network Cloud Classification. Int.
Journal of Remote Sensing, 18, 899-915.

NEURAL NETWORKS, REMOTE SENSING, TROPICAL METEOROLOGY
May, D.A., J. Sandidge, R. Holyer, and J.D. Hawkins,
1997: SSM/I Derived Tropical Cyclone Intensities. Proceedings,
22nd Conference on Hurricanes and Tropical Meteorology,
American Meteorological Society, Boston, MA, pp. 27-28.

NEURAL NETWORKS, REMOTE SENSING
Miller S.W. and W.J. Emery, 1997: An Automated Neural
Network Cloud Classifier for Use over Land and Ocean
Surfaces. Journal of Applied Meteorology, 36,
1346-1362.
 

NEURAL NETWORKS,  REMOTE SENSING
Krasnopolsky, V.M., L.C. Breaker, and W.H. Gemmill, "A Neural Network as a Nonlinear
Transfer Function Model for Retrieving Surface Wind Speeds from the Special Sensor
Microwave Imager.", J.Geophys.Res., v. 100, No. C6, pp. 11,033-11,045, June, 1995

NEURAL NETWORKS, REMOTE SENSING
Peak, J.E. and P.M. Tag, 1994: Segmentation of Satellite
Imagery Using Hierarchical Thresholding and Neural
Networks. Journal of Applied Meteorology, 33,
605-616.

NEURAL NETWORKS, EXPERT SYSTEMS, REMOTE SENSING
Peak, J.E. and P.M. Tag, 1994: Further Progress in an
End-to-End Automated Analysis of Satellite Imagery for
Navy Shipboard Applications. Proceedings, 7th Conference
on Satellite Meteorology and Oceanography, American
Meteorological Society, Boston, MA, 413-416.

NEURAL NETWORKS, EXPERT SYSTEMS, REMOTE SENSING
Peak, J.E. and P.M. Tag, 1992: Toward Automated
Interpretation of Satellite Imagery for Navy
Shipboard Applications. Bull. Amer. Meteor. Soc.,
73, 995-1008.

NEURAL NETWORKS, REMOTE SENSING
Welch, R.M., S.K. Sengupta, A.K. Goroch, P. Rabindra, N.
Rangaraj, and M.S. Navar, 1992: Polar Cloud and Surface
Classification Using AVHRR Imagery: An Intercomparison of
Methods. Journal of Applied Meteorology, 31, 405-420.

NEURAL NETWORKS, REMOTE SENSING
Lee, J.R., C. Weger, S.K. Sengupta, and R.M. Welch, 1990:
A Neural Network Approach to Cloud Classification. IEEE
Trans. Geosci. Remote Sensing, 28, 846-855.

NEURAL NETWORKS
Specht, D.F., 1990: Probabilistic Neural Networks. Neural
Networks, 3, 109-118.

NEURAL NETWORKS, REMOTE SENSING
Key, J., J.A. Maslanik, and A.J. Schweiger, 1989: Classification
of Merged AVHRR and SMMR Arctic Data with Neural Networks.
Photogramm. Eng. Remote Sensing, 55, 1331-1338.

NEURAL NETWORKS - CLOUD CLASSIFICATION
Aha, D. W, and R. L. Bankert, 1997.  ?Cloud Classification Using Error-Correcting Output Codes,? AI Applications, 11, pp.
13-28.
Bankert, R. L., 1994.  ?Cloud Classification of AVHRR Imagery in Maritime Regions Using a Probabilistic Neural
Network,? Journal of Applied Meteorology, 33(8), pp. 909-918.

NEURAL NETWORKS - WIND VELOCITY PROFILES FROM METEOROLOGICAL SATELLITE DATA
Cogan, J., W. Gutman, E. Measure, D. Bustamante, and G. Vaucher, 1998.  ?Neural Network Methods for Wind Velocity
Profiles from Satellite Data,? submitted to FUSION98: First International Conference on Multisource-Multisensor Data
Fusion, July 6-9, Las Vegas, NV.

Cogan, J., W. Gutman, E. Measure, G. Vaucher, and D. Bustamante, 1998.  ?A Preliminary Method for ?Direct? Extraction of
Wind Velocity Profiles from Satellite Sounder Radiance Data,? American Meteorological Society First Conference on
Artificial Intelligence, January 11-16, Phoenix, AZ.

NEURAL NETWORKS - TEMPERATURE PROFILE RETRIEVAL  FROM METEOROLOGICAL SATELLITE DATA
Pearson, Robert A. and Donald D. Bustamante, 2000.  "Generalisation Capabilities of Neural Network Retrieval of Atmospheric
Temperature Profiles," Proc. AISAT'2000:  International Conference on  Artificial Intelligence in Science and Technology, Hobart, Tasmania,
December 16-20, 2000.

Bustamante, D. D. and R. A. Pearson, 1999.  "Effects of Cloud  Contamination on Neural Network Retrieved Temperature Profiles,"
Proc. European Geophysical Society XXIV General Assembly, April 19-23, The Hague, Netherlands.

Pearson, Robert A. and Donald D. Bustamante, 1998.  "Improving  Error Structure in Temperature Profile Retrievals from Satellite
Observations," AIRIES'98: Artificial Intelligence Research in Environmental Sciences, October 21-23, Victoria, B.C.

Bustamante, Donald D. and Robert A. Pearson, 1998.  "Effects of Cloud Contamination on Neural Network Retrieved Temperature Profiles,"
AIRIES'98: Artificial Intelligence Research in Environmental Sciences, October 21-23, Victoria, B.C.

Pearson, Robert A. and Donald D. Bustamante, 1998.  "Analysis of Error Structure in Neural Network Retrieved Temperature Profiles,"
Proceedings FUSION98:  First International Conference on Multisource-Multisensor Data Fusion, July 6-9, Las Vegas, NV.

Cogan, J., W. Gutman, E. Measure, D. Bustamante, and G. Vaucher, 1998.  "Neural Network Methods for Wind Velocity Profiles from Satellite
Data," submitted to FUSION98: First International Conference on Multisource-Multisensor Data Fusion, July 6-9, Las Vegas, NV.

Measure, Edward M., James Cogan, Gail Vaucher, William Gutman,  Richard Okrasinski, and Don Bustamante, 1998.  "Neural Network Data
Fusion for Retrieval of Atmospheric Temperature Profiles from Satellite and Surface Based Radiometry," submitted to FUSION98:  First International
Conference on Multisource-Multisensor Data Fusion, July 6-9, Las  Vegas,  NV.

Bustamante, Donald D. and Arthur Dudenhoeffer, 1992.  "A Survey of Artificial Intelligence Techniques for Processing
Meteorological Satellite Data," Proc. 1991 Battlefield Atmospherics Conference.

Bustamante, Donald D. and Robert A. Pearson, 1998.  "Effects of Cloud Contamination on Neural Network Retrieved
Temperature Profiles," AIRIES'98: Artificial Intelligence Research in Environmental Sciences, October 21-23, Victoria,
B.C.

Bustamante, Donald D., Arthur W. Dudenhoeffer, and James L. Cogan, 1994.  ?Development of a Rawinsonde-Trained
Neural Network for Retrieving Atmospheric Thermal Profiles,?  Accepted by the 1994 Battlefield Atmospherics Conference.

Bustamante, Donald D., Arthur W. Dudenhoeffer, and James L. Cogan, 1994.  ?Comparison of Neural Network-Derived
Thermal Profiles with Rawinsonde Data?,  Preprints American Meteorological Society 7th Conference on Satellite
Meteorology, 1994,  pp, 509-511.

Bustamante, Donald D., Arthur W. Dudenhoeffer, and James L. Cogan, 1994.  ?Retrieval of Atmospheric Thermal Profiles
from Meteorological Satellite Soundings Using Neural Networks,?  Proceedings SPIE International Symposium on Optical
Engineering in Aerospace Sensing:  Applications of Neural Networks V,  Vol. 2243, pp. 562-570.

Bustamante, Donald D., Arthur W. Dudenhoeffer, and James L. Cogan, 1993.  "Neural Network Retrieval of Atmospheric
Parameters from Meteorological Satellites Using TOVS Data," Proc. 1993 Battlefield Atmospherics Conference, Las Cruces, NM, In Press.

Bustamante, Donald D., James L. Cogan, and Arthur W. Dudenhoeffer, 1996.  ?Results and Implications of Neural Network
Retrievals of Satellite Temperature Soundings,? BattleSpace Atmospherics Conference, San Diego, CA.

Bustamante, Donald D., James L. Cogan, and Arthur W. Dudenhoeffer, 1996.  ?Analysis of Neural Network Derived
Atmospheric Profiles,? Proc. IASTED International Conference on Modeling, Simulation and Optimization, May 6-9, Gold
Coast, Australia.

Butler, C., R. Meredith, and A. Stogryn, 1996.  ?Retrieving Atmospheric Temperature Parameters from DMSP SSM/T-1
Data with a Neural Network,? J. Geophysical Research, 101(D3), pp. 7075-7083.

Butler, Charles T., R. v. Z. Meredity, and A. P. Stogryn, 1992.  ?Retrieving Atmospheric Parameters with Neural Networks,?
Artificial Intelligence Research in Environmental Sciences, Monterey, CA, 1992.

Castellanos, J., A. Pazos, J. Rios, and J. L. Zafra, 1994.  ?Sensitivity Analysis on Neural Networks for Meteorological
Variable Forecasting,? Proc. IEEE Workshop on Neural Networks for Signal Processing NNSP?94, Ermioni, Greece, pp.
587-595.

Churnside, James H., Thomas A. stermitz, and Judity A. schroeder, 1994.  ?Temperature Profiling with Neural Network
Inversion of Microwave Radiometer Data,? J. Atmospheric and Oceanic Tech, 11(1), pp. 105-109.

Del Frate, F., and G. Schiavon, 1995.  ?Retrieval of Atmospheric Parameters from Radiometric Measurements Using Neural
Networks,? Proc. IGARSS?95:  International Geoscience and Remote Sensing Symposium, Firenze, Italy, July 10-14,  p.
1134.

Dudenhoeffer, Arthur W., Donald D. Bustamante, and James L. Cogan, 1994.  ?Neural Network Derived Thermal Profiles:
Analysis and Comparison with Rawinsonde Data,?   1994 Battlefield Atmospherics Conference.

Escobar-Munoz, I., A. Chedin, F. Cheruy, and N. Scott, 1993.  ?Multi-layer Neural Networks for the Retrieval of
Atmospheric Variables from Satellite-Borne Vertical Sounding,? Comptus Rendus de l?Academie des Sciences, Serie II,
317(7), pp. 911-918.

Gutman, William M., Donald Bustamante, James L. Cogan, Edward M. Measure, and Gail T. Vaucher, 1998.  ?Neural
Network Temperature Profile Retrieval Sensitivity Analysis,?  American Meteorological Society First Conference on
Artificial Intelligence, January 11-16, Phoenix, AZ.

Measure, Edward M., James Cogan, Gail Vaucher, William Gutman, Richard Okrasinski, and Don Bustamante, 1998.
?Neural Network Data Fusion for Retrieval of Atmospheric Temperature Profiles from Satellite and Surface Based
Radiometry,? submitted to FUSION98:  First International Conference on Multisource-Multisensor Data Fusion, July 6-9, Las Vegas, NV.

Measure, Edward M., James Cogan, Gail Vaucher, William Gutman, Richard Okrasinski, and Don Bustamante, 1998,?
American Meteorological Society First Conference on Artificial Intelligence, January 11-16, Phoenix, AZ.

Pearson, Robert A. and Donald D. Bustamante, 1998.  ?Analysis of Error Structure in Neural Network Retrieved
Temperature Profiles,? Proceedings FUSION98:  First International Conference on Multisource-Multisensor Data Fusion,
July 6-9, Las Vegas, NV.

Pearson, Robert A. and Donald D. Bustamante, 1999. "Improving Error Structure in Temperature Profile Retrievals from
Satellite Observations", 6th International Conference on Neural Information Processing (ICONIP'99), November 16-20, Perth, Australia.

NNs TO METEOROLOGY

Hsieh, W.W. and B. Tang, 1998. Applying neural network models to prediction and data analysis in meteorology and oceanography.
Bull. Amer. Met. Soc. 79: 1855-1870.
 

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Last modified November, 2000 by Vladimir Krasnopolsky