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|a 9781596933736
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|a UAMI
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| 100 |
1 |
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|a Blackwell, William J.
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| 245 |
1 |
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|a Neural networks in atmospheric remote sensing /
|c William J. Blackwell, Frederick W. Chen.
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| 264 |
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1 |
|a [Boston] ;
|a [London] :
|b Artech House,
|c [2009]
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| 264 |
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4 |
|c ©2009
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| 300 |
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|a 1 online resource (xv, 215 pages) :
|b illustrations
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| 336 |
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|a text
|b txt
|2 rdacontent
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| 337 |
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|a computer
|b c
|2 rdamedia
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| 338 |
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|a online resource
|b cr
|2 rdacarrier
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| 504 |
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|a Includes bibliographical references and index.
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| 588 |
0 |
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|a Print version record.
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| 505 |
0 |
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|a ""Neural Networks in Atmospheric Remote Sensing""; ""Contents""; ""Preface""; ""1 Introduction""; ""1.1 Present Challenges""; ""1.2 Solutions Based on Neural Networks""; ""1.3 Mathematical Notation""; ""References""; ""2 Physical Background of Atmospheric Remote Sensing""; ""2.1 Overview of the Composition and Thermal Structure of the Earth�s Atmosphere""; ""2.1.1 Chemical Composition of the Atmosphere""; ""2.1.2 Vertical Distribution of Pressure and Density""; ""2.1.3 Thermal Structure of the Atmosphere""; ""2.1.4 Cloud Microphysics""; ""2.2 Electromagnetic Wave Propagation""
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| 505 |
8 |
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|a ""2.2.1 Maxwell�s Equations and the Wave Equation""""2.2.2 Polarization""; ""2.2.3 Reflection and Transmission at a Planar Boundary""; ""2.3 Absorption of Electromagnetic Waves by Atmospheric Gases""; ""2.3.1 Mechanisms of Molecular Absorption""; ""2.3.2 Line Shapes""; ""2.3.3 Absorption Coefficients and Transmission Functions""; ""2.3.4 The Atmospheric Absorption Spectra""; ""2.4 Scattering of Electromagnetic Waves by Atmospheric Particles""; ""2.4.1 Mie Scattering""; ""2.4.2 The Rayleigh Approximation""; ""2.4.3 Comparison of Scattering and Absorption byHydrometeors""
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| 505 |
8 |
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|a ""2.5 Radiative Transfer in a Nonscattering Planar-Stratified Atmosphere""""2.5.1 Equilibrium Radiation: Planck and Kirchhoff�s Laws""; ""2.5.2 Radiative Transfer Due to Emission and Absorption""; ""2.5.3 Integral Form of the Radiative Transfer Equation""; ""2.5.4 Weighting Function""; ""2.6 Passive Spectrometer Systems""; ""2.6.1 Optical Spectrometers""; ""2.6.2 Microwave Spectrometers""; ""2.7 Summary""; ""References""; ""3 An Overview of Inversion Problems in Atmospheric Remote Sensing""; ""3.1 Mathematical Notation""; ""3.2 Optimality""
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| 505 |
8 |
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|a ""3.3 Methods That Exploit Statistical Dependence""""3.3.1 The Bayesian Approach""; ""3.3.2 Linear and Nonlinear Regression Methods""; ""3.4 Physical Inversion Methods""; ""3.4.1 The Linear Case""; ""3.4.2 The Nonlinear Case""; ""3.5 Hybrid Inversion Methods""; ""3.5.1 Improved Retrieval Accuracy""; ""3.5.2 Improved Retrieval Efficiency""; ""3.6 Error Analysis""; ""3.6.1 Analytical Analysis""; ""3.6.2 Perturbation Analysis""; ""3.7 Summary""; ""References""; ""4 Signal Processing and Data Representation""; ""4.1 Analysis of the Information Content of Hyperspectral Data""
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| 505 |
8 |
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|a ""4.1.1 Shannon Information Content""""4.1.2 Degrees of Freedom""; ""4.2 Principal Components Analysis (PCA)""; ""4.2.1 Nonlinear PCA""; ""4.2.2 Linear PCA""; ""4.2.3 Principal Components Transforms""; ""4.2.4 The Projected PC Transform""; ""4.2.5 Evaluation of Radiance Compression Performance Using Two Different Metrics""; ""4.3 Representation of Nonlinear Features""; ""4.4 Summary""; ""References""; ""5 Introduction to Multilayer Perceptron Neural Networks""; ""5.1 A Brief Overview of Machine Learning""; ""5.1.1 Supervised and Unsupervised Learning""; ""5.1.2 Classification and Regression""
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| 590 |
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|a eBooks on EBSCOhost
|b EBSCO eBook Subscription Academic Collection - Worldwide
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| 650 |
|
0 |
|a Neural networks (Computer science)
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| 650 |
|
0 |
|a Atmosphere
|x Remote sensing.
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| 650 |
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0 |
|a Microwave remote sensing.
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| 650 |
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0 |
|a Thermography.
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| 650 |
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6 |
|a Réseaux neuronaux (Informatique)
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| 650 |
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6 |
|a Atmosphère
|x Télédétection.
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| 650 |
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6 |
|a Télédétection hyperfréquence.
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| 650 |
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6 |
|a Thermographie.
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| 650 |
|
7 |
|a infrared thermography.
|2 aat
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| 650 |
|
7 |
|a COMPUTERS
|x Neural Networks.
|2 bisacsh
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| 650 |
|
7 |
|a Atmosphere
|x Remote sensing.
|2 fast
|0 (OCoLC)fst00820340
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| 650 |
|
7 |
|a Microwave remote sensing.
|2 fast
|0 (OCoLC)fst01020248
|
| 650 |
|
7 |
|a Neural networks (Computer science)
|2 fast
|0 (OCoLC)fst01036260
|
| 650 |
|
7 |
|a Thermography.
|2 fast
|0 (OCoLC)fst01149868
|
| 700 |
1 |
|
|a Chen, Frederick W.
|
| 776 |
0 |
8 |
|i Print version:
|a Blackwell, William J.
|t Neural networks in atmospheric remote sensing.
|d Boston, Mass. : Artech House, ©2009
|z 9781596933729
|w (DLC) 2009281340
|w (OCoLC)298184765
|
| 856 |
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0 |
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