The Resource Neural networks in atmospheric remote sensing, William J. Blackwell, Frederick W. Chen

Neural networks in atmospheric remote sensing, William J. Blackwell, Frederick W. Chen

Label
Neural networks in atmospheric remote sensing
Title
Neural networks in atmospheric remote sensing
Statement of responsibility
William J. Blackwell, Frederick W. Chen
Creator
Contributor
Subject
Language
eng
Cataloging source
N$T
Dewey number
006.32
Illustrations
illustrations
Index
index present
LC call number
QA76.87
LC item number
.B576 2009eb
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
Label
Neural networks in atmospheric remote sensing, William J. Blackwell, Frederick W. Chen
Publication
Copyright
Antecedent source
unknown
Bibliography note
Includes bibliographical references and index
http://library.link/vocab/branchCode
  • net
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
  • ""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 Earthâ€?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""
  • ""2.2.1 Maxwellâ€?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""
  • ""2.5 Radiative Transfer in a Nonscattering Planar-Stratified Atmosphere""""2.5.1 Equilibrium Radiation: Planck and Kirchhoffâ€?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""
  • ""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""
  • ""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""
Control code
ocn556217600
Dimensions
unknown
Extent
1 online resource (xv, 215 pages)
File format
unknown
Form of item
online
Isbn
9781596933736
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other physical details
illustrations
Quality assurance targets
not applicable
http://library.link/vocab/recordID
.b3662648x
Reformatting quality
unknown
Sound
unknown sound
Specific material designation
remote
System control number
  • (OCoLC)556217600
  • ebscoaca1596933739

Library Locations

    • Deakin University Library - Geelong Waurn Ponds CampusBorrow it
      75 Pigdons Road, Waurn Ponds, Victoria, 3216, AU
      -38.195656 144.304955
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