Statistical methods and artificial neural networks in the direction finding of magnetospheric VLF/ELF radio waves

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著者

    • Hirari, Mehrez ヒラリ, メレズ

書誌事項

タイトル

Statistical methods and artificial neural networks in the direction finding of magnetospheric VLF/ELF radio waves

著者名

Hirari, Mehrez

著者別名

ヒラリ, メレズ

学位授与大学

電気通信大学

取得学位

博士 (工学)

学位授与番号

博甲第79号

学位授与年月日

1996-03-22

注記・抄録

博士論文

目次

  1. Contents / p1 (0007.jp2)
  2. Acknowledgments / p1 (0012.jp2)
  3. 1 INTRODUCTION / p2 (0013.jp2)
  4. 1.1 Maximum Entropy Method / p3 (0014.jp2)
  5. 1.2 Regularization Methods / p5 (0016.jp2)
  6. 2 DIRECTION FINDING OF VLF/ELF RADIO WAVES / p11 (0022.jp2)
  7. 2.1 A Brief Review of Direction Finding Systems / p11 (0022.jp2)
  8. 2.2 Wave Distribution Method / p13 (0024.jp2)
  9. 2.3 Reconstruction of Wave Distribution Functions from the Spectral Matrix / p16 (0027.jp2)
  10. 2.4 Simulated Data for Magnetospheric Waves / p20 (0031.jp2)
  11. 2.5 Observed Data of Magnetospheric VLF/ELF Emissions / p21 (0032.jp2)
  12. 3 BAYESIAN INFORMATION CRITERION / p25 (0036.jp2)
  13. 3.1 Information Theory / p25 (0036.jp2)
  14. 3.2 Probabilistic Analysis of the Regularization / p26 (0037.jp2)
  15. 3.3 Bayesian Information Criterion(BIC) / p29 (0040.jp2)
  16. 3.4 Application of the BIC to the Direction Finding Problem / p34 (0045.jp2)
  17. 3.5 The Modified BIC(MBIC) / p44 (0055.jp2)
  18. 3.6 Reconstruction from Observed Data / p46 (0057.jp2)
  19. 3.7 Discussion and Conclusions / p50 (0061.jp2)
  20. 4 ARTIFICIAL NEURAL NETWORKS IN THE INVERSE PROBLEM / p59 (0070.jp2)
  21. 4.1 Introduction / p59 (0070.jp2)
  22. 4.2 The Hopfield Model of the Artificial Neuron / p61 (0072.jp2)
  23. 4.3 The Discrete Hopfield Artificial Neural Network / p63 (0074.jp2)
  24. 4.4 Neural Networks for Optimization Problems / p64 (0075.jp2)
  25. 4.5 Reconstruction of WDF:Simulation Results / p71 (0082.jp2)
  26. 4.6 Reconstruction from Observed Data / p77 (0088.jp2)
  27. 4.7 Conclusion / p82 (0093.jp2)
  28. 5 CONCLUSIONS / p85 (0096.jp2)
  29. Appendices / p89 (0100.jp2)
  30. A / p89 (0100.jp2)
  31. A.1 Wave Distribution Function / p89 (0100.jp2)
  32. A.2 Integration Kernels / p91 (0102.jp2)
  33. A.3 Statistical Description of the Observed Signals / p92 (0103.jp2)
  34. B / p95 (0106.jp2)
  35. B.1 Akaike Information Criterion / p95 (0106.jp2)
  36. B.2 Generalized Cross-Validation Criterion / p97 (0108.jp2)
  37. B.3 Laplacian of the Distribution Function / p98 (0109.jp2)
  38. References / p100 (0111.jp2)
  39. Author Biography / p105 (0116.jp2)
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各種コード

  • NII論文ID(NAID)
    500000132151
  • NII著者ID(NRID)
    • 8000000132422
  • DOI(NDL)
  • NDL書誌ID
    • 000000296465
  • データ提供元
    • NDL-OPAC
    • NDLデジタルコレクション
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