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The application of neural networks in the earth system sciences : neural networks emulations for complex multidimensional mappings / / Vladimir Krasnopolsky
| The application of neural networks in the earth system sciences : neural networks emulations for complex multidimensional mappings / / Vladimir Krasnopolsky |
| Autore | Krasnopolsky Vladimir |
| Edizione | [1st ed. 2013.] |
| Pubbl/distr/stampa | Dordrecht ; ; New York, : Springer, c2013 |
| Descrizione fisica | 1 online resource (204 p.) |
| Disciplina | 550.285632 |
| Collana | Atmospheric and Oceanographic Sciences Library |
| Soggetto topico |
Earth sciences - Computer simulation
Neural networks (Computer science) Environmental mapping |
| ISBN | 94-007-6073-6 |
| Formato | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Introduction.- Introduction to Mapping and Neural Networks -- Mapping Examples -- Some Generic Properties of Mappings -- MLP NN – A Generic Tool for Modeling Nonlinear Mappings -- Advantages and Limitations of the NN TechniqueNN Emulations -- Final remarks -- Atmospheric and Oceanic Remote Sensing Applications -- Deriving Geophysical Parameters from Satellite Measurements: Conventional Retrievals and Variational Retrievals -- NNs for Emulating Forward Models -- NNs for Solving Inverse Problems: NNs Emulating Retrieval Algorithms.-Controlling the NN Generalization and Quality Control of Retrievals -- Neural Network Emulations for SSM/I Data -- Using NNs to Go Beyond the Standard Retrieval Paradigm -- Discussion.-Applications of NNs to Developing Hybrid Earth System Numerical Models for Climate and Weather -- Numerical Modeling Background -- Hybrid Model Component and a Hybrid Model -- Atmospheric NN Applications -- An Ocean Application of the Hybrid Model Approach: Neural Network Emulation of Nonlinear Interactions in Wind Wave Models -- Discussion -- NN Ensembles and their applications -- Using NN Emulations of Dependencies between Model Variables in DAS -- NN nonlinear multi-model ensembles -- Perturbed physics and ensembles with perturbed physics -- Conclusions -- Comments about NN Technique -- Comments about other Statistical Learning Techniques. |
| Record Nr. | UNINA-9910741196603321 |
Krasnopolsky Vladimir
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| Dordrecht ; ; New York, : Springer, c2013 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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ART 2003 : IEEE International Augmented Reality Toolkit Workshop : Japan, 2003
| ART 2003 : IEEE International Augmented Reality Toolkit Workshop : Japan, 2003 |
| Pubbl/distr/stampa | [Place of publication not identified], : IEEE, 2003 |
| Disciplina | 006.8 |
| Soggetto topico |
Computer graphics
Virtual reality Visualization Environmental mapping Technology - General Engineering & Applied Sciences |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Record Nr. | UNISA-996202919103316 |
| [Place of publication not identified], : IEEE, 2003 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. di Salerno | ||
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ART 2003 : IEEE International Augmented Reality Toolkit Workshop : Japan, 2003
| ART 2003 : IEEE International Augmented Reality Toolkit Workshop : Japan, 2003 |
| Pubbl/distr/stampa | [Place of publication not identified], : IEEE, 2003 |
| Disciplina | 006.8 |
| Soggetto topico |
Computer graphics
Virtual reality Visualization Environmental mapping Technology - General Engineering & Applied Sciences |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Record Nr. | UNINA-9910872460203321 |
| [Place of publication not identified], : IEEE, 2003 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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The state of the art of modeling millimeter-wave remote sensing of the environment / / Kevin O'Neill
| The state of the art of modeling millimeter-wave remote sensing of the environment / / Kevin O'Neill |
| Autore | O'Neill Kevin <1946-> |
| Pubbl/distr/stampa | Hanover, NH, : US Army Corps of Engineers, Cold Regions Research and Engineering Laboratory |
| Descrizione fisica | 1 online resource (iii, 27 pages) |
| Collana | Special report |
| Soggetto topico |
Microwave remote sensing - Mathematical models
Remote sensing - Mathematical models Millimeter waves - Mathematical models Environmental mapping |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Record Nr. | UNINA-9910690368503321 |
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O'Neill Kevin <1946->
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| Hanover, NH, : US Army Corps of Engineers, Cold Regions Research and Engineering Laboratory | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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