Kumar P. Hydroinformatics: data integrative approaches in computation, analysis, and modeling
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Kumar P. Hydroinformatics: data integrative approaches in computation, analysis, and modeling / Kumar P., Alameda J.C., Bajcsy P., Folk M., Markus M. - Boca Raton: CRC/Taylor & Francis, 2006. - 534 p. - ISBN 0-8493-2894-2.
 
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    1 Data Integrative Studies in Hydroinformatics ........................... 1
      Praveen Kumar

I   Data Driven Investigations in Hydrology .................................. 7
    2 Unified Modeling Language .............................................. 9
      Benjamin L. Ruddell and Praveen Kumar
    3 Digital Library Technology for Hydrology .............................. 21
      John J. Helly
    4 Hydrologic Metadata ................................................... 39
      Michael Piasecki
    5 Hydrologic Data Models ................................................ 61
      Benjamin L. Ruddell and Praveen Kumar
    6 The Modelshed Geodata Model ........................................... 81
      Benjamin L. Ruddell and Praveen Kumar

II  Managing and Accessing Large Datasets .................................. 101
    7 Data Models for Storage and Retrieval ................................ 103
      Michael J. Folk
    8 Data Formats ......................................................... 117
      Michael J. Folk
    9 HDF5 ................................................................. 135
      Michael J. Folk

III Data Communication ..................................................... 161
    10 Web Services ........................................................ 163
       Jay C. Alameda
    11 Extensible Markup Language .......................................... 177
       Jay C. Alameda
    12 Grid Computing ...................................................... 217
       Jay C. Alameda
    13 Integrated Data Management System ................................... 227
       Seongeun Jeong, Yao Liang, and Xu Liang

IV  Data Processing and Analysis ........................................... 257
    14 Introduction to Data Processing ..................................... 259
       Peter Bajcsy
    15 Understanding Data Sources .......................................... 265
       Peter Bajcsy
    16 Data Representation ................................................. 281
       Peter Bajcsy
    17 Spatial Registration ................................................ 293
       Peter Bajcsy
    18 Georeferencing ...................................................... 303
       Peter Bajcsy
    19 Data Integration .................................................... 319
       Peter Bajcsy
    20 Feature Extraction .................................................. 343
       Peter Bajcsy
    21 Feature Selection and Analysis ...................................... 355
       Peter Bajcsy

V   Soft Computing ......................................................... 379
    22 Statistical Data Mining ............................................. 381
       Amanda B. White and Praveen Kumar
    23 Artificial Neural Networks .......................................... 409
       Momcilo Markus
    24 Genetic Algorithms .................................................. 437
       Barbara Minsker
    25 Fuzzy Logic ......................................................... 455
       Lydia Vamvakeridou-Lyroudia and Dragan Savic

 VI Appendices ............................................................. 477
    Appendix 1: A Tutorial for Geodatabase and Modelshed Tools Operation ... 479
    Appendix 2: XSL Transformation File Example ............................ 495
    Appendix 3: The UTM Northern Hemisphere Projection ..................... 511
    Appendix 4: Molodensky Equations ....................................... 515
    Appendix 5: Section IV Review Questions ................................ 519
    Appendix 6: Section IV Project Assignment .............................. 521
Index ...................................................................... 529


Вверх Kumar P. Hydroinformatics: data integrative approaches in computation, analysis, and modeling / Kumar P., Alameda J.C., Bajcsy P., Folk M., Markus M. - Boca Raton: CRC/Taylor & Francis, 2006. - 534 p. - ISBN 0-8493-2894-2.

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