Remote Sensing AI Applications


NEURAL NETWORKS,  REMOTE SENSING

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 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

COMPUTER VISION, REMOTE SENSING
Tag, P.M., R.L. Bankert, and L.R. Brody, 2000: An AVHRR Multiple Cloud-Type Classification Package. Journal of Applied Meteorlogy, 39, 125-134.

KNOWLEDGE DISCOVERY FROM DATABASES, NUMERICAL WEATHER PREDICTION, REMOTE SENSING
Tag, P.M., R.L. Bankert, M. Hadjimichael, A.P. Kuciauskas, W.T. Thompson, and K.L. Richardson, 2000: Applying Knowledge Discovery from Databases to Combined Satellite and High Resolution Numerical Model Data.  Proceedings, 2nd Conference on Artificial Intelligence, American Meteorological Society, Boston, MA, pp. 78-83.

COMPUTER VISION, TROPICAL METEOROLOGY, REMOTE SENSING
Bankert, R.L., and P.M. Tag, 1998: Using SSM/I Data and Computer Vision to Estimate Tropical Cyclone Intensity. Proceedings, 9th Conference on Satellite Meteorology and Oceanography, American Meteorological Society, Boston, MA, pp. 226-229.

COMPUTER VISION, REMOTE SENSING
Tag, P.M. and R.L. Bankert, 1998: Worldwide AVHRR Cloud Classifiers, Valid for Both Water and Land, Day and Night. Proceedings, 1st Conference on Artificial Intelligence, American Meteorological Society, Boston, MA, pp. 96-101.

COMPUTER VISION, REMOTE SENSING
Aha, D.W. and R.L. Bankert, 1997: Cloud Classification Using Error-Correcting Output Codes. Artificial Intelligence Applications:
Natural Resources, Agriculture, and Environmental Science, 11(1), 13-28.

COMPUTER VISION, TROPICAL METEOROLOGY, REMOTE SENSING
Bankert, R.L. and P.M. Tag, 1997: Automating the Subjective Analysis of Satellite-Observed Tropical Cyclone Intensity. Proceedings, 22nd Conference on Hurricanes and Tropical Meteorology, American Meteorological Society, Boston, MA, pp. 37-38.

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.

COMPUTER VISION, REMOTE SENSING
Bankert, R.L. and P.M. Tag, 1996: Automated Extraction and Identification of Cloud Systems in Satellite Imagery. Proceedings, 8th Conference on Satellite Meteorology and Oceanography, American Meteorological Society, Boston, MA, pp. 373-376.

COMPUTER VISION, REMOTE SENSING
Bankert, R.L. and D.W. Aha, 1995: Automated Identification of Cloud Patterns in Satellite Imagery. Proceedings, 14th Conference on Weather Analysis and Forecasting, American Meteorological Society, Boston, MA, pp. 313-316.

0NEURAL 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.

FUZZY LOGIC, REMOTE SENSING
Baum, B.A., V.Tovinkere, J.Titlow, and R.M. Welch, 1997: Automated Cloud Classification of Global AVHRR Data Using a  Fuzzy Logic Approach. Journal of Applied Meteorology, 36, 1519-1540.

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
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, 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.
 
 

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Last modified  November, 2000 by Vladimir Krasnopolsky