Multivariate time series analysis in climate and environmental research:
Saved in:
| Main Author: | |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Cham
Springer
[2018]
|
| Subjects: | |
| Online Access: | Inhaltstext http://www.springer.com/ Inhaltsverzeichnis |
| Physical Description: | xii, 287 Seiten Diagramme |
| ISBN: | 9783319673394 3319673394 |
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| 653 | |a Time-frequency analysis | ||
| 653 | |a Stochastic modeling and optimization | ||
| 653 | |a Global and regional climate change | ||
| 653 | |a Strategies for climate change mitigation | ||
| 653 | |a Algorithms in climate science | ||
| 653 | |a Algorithms in environmental science | ||
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Record in the Search Index
| _version_ | 1804179256124637184 |
|---|---|
| adam_text | Contents
1 Artificial Neural Network 1
1 1 Network Architectures 1
111 Multilayer Feedforward Networks 1
112 Recurrent Networks 3
1 2 Perceptions 5
121 Rosenblatt’s Perceptron 5
122 Multilayer Perceptron 7
1 3 Linear Network and Bayes Classifier 10
1 4 Radial Basis Function Network 16
141 Radial Basis Function 16
142 Interpolation 17
143 Receptive Field 19
1 5 Generalized Regression Network 20
1 6 Self-organizing Network 23
161 Kohonen Self-organizing Map Network 23
162 Learning Vector Quantization Network 27
1 7 Hopfield Network 28
171 Continuous Hopfield Network 28
172 Discrete Hopfield Network 31
Further Reading 34
2 Multivariate Harmonic Analysis 37
2 1 Fourier Transform 37
2 2 Discrete Fourier Transform 41
2 3 Discrete Cosine/Sine Transform 47
231 Four Forms of DCTs 47
232 Four Forms of DSTs 51
2 4 Filtering 53
vii
Contents
2 5 Fractional Fourier Transform
251 Continuous FRFT
252 Discrete FRFT
253 Multivariate FRFT
2 6 Space-Frequency Distribution
261 Multivariate Windowed Fourier Transform
262 General Form
263 Popular Distributions
2 7 Multivariate Interpolation
271 Multivariate Polynomial Interpolation
272 Schoenberg Interpolation
273 Micchelli Interpolation
274 Interpolation on Spheres
2 8 Sparse Approximation
281 Approximation Kemels
282 Sparse Schemes
283 Greedy Algorithm
2 9 Spherical Harmonics
291 Spherical Harmonic Functions
292 Invariant Subspace under Fourier Transform
2 10 Harmonic Analysis on General Domains
2 10 1 Symmetric Kemels
2 10 2 Smooth Extensions and Approximation
2 11 Harmonic Analysis on Graphs
2 11 1 The Laplacian of a Graph
2 11 2 Eigenvalues and Eigenfunctions
2 11 3 Fourier Expansions
Further Reading
3 Multivariate Wavelets
3 1 Multiresolution Analysis
311 Structure of MRA
312 Scaling Functions
3 2 Multivariate Orthogonal Wavelets
321 Separable Wavelets
322 Non-separable Wavelets
323 p—Band Wavelets
3 3 Biorthogonal Wavelets
331 Univariate Biorthogonal Wavelets
332 Multivariate Biorthogonal Wavelets
333 p—Band Biorthogonal Wavelets
334 Semi-orthogonal Wavelets
3 4 Wavelets on Domains
341 Continuous Extension
342 Wavelet Expansion
56
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Contents
ix
3 5 Discrete Wavelet Transforms 119
351 Discrete Orthogonal Wavelet Transforms 119
352 Discrete Biorthogonal Wavelet Transforms 121
353 Discrete Biorthogonal Periodic Wavelets
Transforms 123
354 Discrete Harmonic Wavelet Transforms 124
3 6 Wavelet Packets 128
361 Continuous Wavelet Packets 128
362 Discrete Wavelet Packets 129
3 7 Wavelet Variance 131
371 Generalized Wavelet Decomposition 131
372 Maximal Overlap Discrete Wavelet Transform 133
373 Wavelet Variance 133
3 8 Significant Tests 134
381 Haar Wavelet Analysis 136
382 Morlet Wavelet Analysis 139
3 9 Wavelet Threshold and Shrinkage 140
391 Wavelet Threshold 140
392 Wavelet Shrinkage 141
393 Minimax Estimation 143
394 Adaptive Denoising Algorithm 143
3 10 Shearlets, Bandelets, and Curvelets 144
3 10 1 Shearlets 144
3 10 2 Bandelets 145
3 10 3 Curvelets 146
Further Reading 147
4 Stochastic Representation and Modeling 149
4 1 Stochastic Processes 149
411 Vector Stochastic Processes 150
412 Gaussian, Markov, and Wiener Processes 152
4 2 Stationarity and Trend Tests 153
421 Stationarity Tests 153
422 Trend Tests 155
4 3 Patterns and Classification 157
431 Principal Component Analysis 157
432 Factor Analysis 158
433 Cluster Analysis 161
434 Discriminant Analysis 162
435 Canonical Correlation Analysis 163
4 4 Multidimensional Scaling 163
4 5 Vector ARMA Processes 166
451 Vector MA(g) Processes 166
452 Vector AR(p) Processes 169
453 Vector ARMA(p, q) Processes 172
X
Contents
4 6 Monte Carlo Methods 174
4 7 Black-Scholes Models 175
4 8 Stochastic Optimization 176
Further Reading 177
5 Multivariate Spectral Analysis 179
5 1 Power Spectral Density 179
5 2 Periodogram and Correlogram 182
521 Algorithms 182
522 Bias Analysis 184
523 Variance Analysis 185
5 3 Blackman-Tukey Method 186
531 Blackman-Tukey Estimator 186
532 Several Common Windows 187
533 Positive Semidefinite Window 188
5 4 Welch Method 190
5 5 Multitaper Method 191
5 6 Maximum Entropy Method 193
5 7 Rational Spectral Estimation 195
5 8 Discrete Spectral Estimation 196
5 9 Vector ARMA Spectrum 198
5 10 Multichannel Singular Spectrum Analysis 200
Further Reading 202
6 Climate Modeling 205
6 1 Greenhouse Gases 205
6 2 Impacts and Feedback of Climate Change 206
6 3 Framework of Climate Models 207
631 Basic Physical Laws Used in Climate Models 208
632 Discretization and Parameterization 211
633 The Hierarchy of Climate Models 211
6 4 Coupled Model Intercomparison Project 213
Further Reading 215
7 Regional Climate Change 217
7 1 Middle East and Mediterranean Region 217
711 Precipitation 217
712 Air Temperature 218
713 Climate Modeling 220
714 Desert Dust 220
715 Water Resources 221
716 Soil Temperature 222
7 2 Asia-Pacific Region 222
721 Tibetan Plateau 222
722 El Nino-Southern Oscillation 225
Contents
xi
723 Indian Monsoon 226
724 Modeling Sea Surface Temperature 226
7 3 Arctic Region 227
731 Sea Ice 227
732 Permafrost Carbon 228
Further Reading , 229
8 Ecosystem and Carbon Cycle 233
8 1 Terrestrial Ecosystems 233
811 Terrestrial Hydrologic Cycle 234
812 Photosynthesis 235
813 Gross and Net Primary Production 236
814 Net Ecosystem Production 238
815 Terrestrial Nutrient Cycle 240
8 2 Ocean Ecosystems 242
821 Solubility and Air-Sea Gas Exchange 242
822 Oceanic Carbon Sink 244
823 Compounds in Seawater 245
824 Biogeochemical Cycles 247
Further Reading 249
9 Paleoclimate Proxies 251
9 1 Tree-Rings 251
911 FieldWorks 252
912 Statistical Analysis 253
9 2 Ice Cores 254
921 Ice and Isotopes 254
922 Ice Core Samples 255
9 3 Speleothems 256
931 Oxygen Isotope Ratio 257
932 Carbon Isotope Ratio 258
933 Hydrogen Isotope Ratio 258
Further Reading 259
10 Strategies for Climate Change Mitigation 263
10 1 Assessment Methods and Tools 263
10 1 1 Data Envelopment Analysis 263
10 1 2 Risk Assessment 264
10 1 3 Life Cycle Assessment 265
10 2 Carbon Emissions Reduction 265
10 2 1 Industrial Sector 266
10 2 2 Agriculture Sector 268
10 2 3 The Building Sector 269
10 2 4 The Transportation Sector 269
10 2 5 The Household Sector 270
10 2 6 Low-Carbon Energy 270
Contents
xii
10 3 Carbon Capture, Transport, Utilization, and Storage 270
10 3 1 Carbon Capture 271
10 3 2 Transport of CO2 273
10 3 3 Geological Storage of CO2 274
10 3 4 Utilization of CO2 276
10 4 Geoengineering 277
10 4 1 Space-Based Geoengineering 278
10 4 2 Atmosphere-Based Geoenginnering 279
10 4 3 Land-Based Geoengineering 280
10 4 4 Ocean-Based Geoengineering 282
10 4 5 Conclusions 283
|
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| discipline | Geologie / Paläontologie Geographie |
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| spelling | Zhang, Zhihua Verfasser (DE-588)1046539337 aut Multivariate time series analysis in climate and environmental research Zhihua Zhang Cham Springer [2018] xii, 287 Seiten Diagramme txt rdacontent n rdamedia nc rdacarrier Zeitreihenanalyse (DE-588)4067486-1 gnd rswk-swf Umweltforschung (DE-588)4121810-3 gnd rswk-swf RGB PBT Time-frequency analysis Stochastic modeling and optimization Global and regional climate change Strategies for climate change mitigation Algorithms in climate science Algorithms in environmental science Zeitreihenanalyse (DE-588)4067486-1 s Umweltforschung (DE-588)4121810-3 s DE-604 Springer International Publishing (DE-588)1064344704 pbl Elektronische Reproduktion 9783319673400 Erscheint auch als Online-Ausgabe 978-3-319-67340-0 X:MVB text/html http://deposit.dnb.de/cgi-bin/dokserv?id=777c8ec44e09497cb1b5382250d988b3&prov=M&dok_var=1&dok_ext=htm Inhaltstext X:MVB http://www.springer.com/ HEBIS Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=030779900&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Zhang, Zhihua Multivariate time series analysis in climate and environmental research Zeitreihenanalyse (DE-588)4067486-1 gnd Umweltforschung (DE-588)4121810-3 gnd |
| subject_GND | (DE-588)4067486-1 (DE-588)4121810-3 |
| title | Multivariate time series analysis in climate and environmental research |
| title_auth | Multivariate time series analysis in climate and environmental research |
| title_exact_search | Multivariate time series analysis in climate and environmental research |
| title_full | Multivariate time series analysis in climate and environmental research Zhihua Zhang |
| title_fullStr | Multivariate time series analysis in climate and environmental research Zhihua Zhang |
| title_full_unstemmed | Multivariate time series analysis in climate and environmental research Zhihua Zhang |
| title_short | Multivariate time series analysis in climate and environmental research |
| title_sort | multivariate time series analysis in climate and environmental research |
| topic | Zeitreihenanalyse (DE-588)4067486-1 gnd Umweltforschung (DE-588)4121810-3 gnd |
| topic_facet | Zeitreihenanalyse Umweltforschung |
| url | http://deposit.dnb.de/cgi-bin/dokserv?id=777c8ec44e09497cb1b5382250d988b3&prov=M&dok_var=1&dok_ext=htm http://www.springer.com/ http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=030779900&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT zhangzhihua multivariatetimeseriesanalysisinclimateandenvironmentalresearch AT springerinternationalpublishing multivariatetimeseriesanalysisinclimateandenvironmentalresearch |