Solving problems in environmental engineering and geosciences with artificial neural networks:
Gespeichert in:
| Hauptverfasser: | , |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Cambridge, Mass. [u.a.]
MIT Press
1995
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| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | X, 239 S. graph. Darst. |
| ISBN: | 0262041480 |
Internformat
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Datensatz im Suchindex
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| adam_text | SOLVING PROBLEMS IN ENVIRONMENTAL ENGINEERING AND GEOSCIENCES WITH
ARTIFICIAL NEURAL NETWORKS FARID U. DOWLA AND LEAH L. ROGERS THE MIT
PRESS CAMBRIDGE, MASSACHUSETTS LONDON, ENGLAND CONTENTS ACKNOWLEDGMENTS
IX 1 INTRODUCTION 1 1.1 TOWARD SIMPLICITY 1 1.2 OUR PERSPECTIVE AND AIMS
1 1.3 STRATEGIES FOR APPLYING A TECHNOLOGY 3 1.4 RELEVANCE OF THE
DISCIPLINES 3 1.5 HUMAN OR ARTIFICIAL INTELLIGENCE? 4 1.6 ADVANTAGES OF
ARTIFICIAL NEURAL NETWORKS 5 1.7 ILLUSTRATIVE EXAMPLES 6 1.8 MOTIVATION
AND MORPHOLOGY 11 1.9 BOOK MAP 11 SUMMARY 12 EXERCISES 13 REFERENCES 13
2 NEURAL NETWORKS: METHODS AND ALGORITHMS 15 MOTIVATION 15 2.1 FIVE
STEPS OF NEURAL NETWORK DESIGN 15 2.2 NEURAL NETWORKS AS SYSTEMS 18 2.3
BACKPROPAGATION NETWORKS 19 2.4 KOHONEN NETWORK AND FEATURE MAPPING 26
2.5 HOPFIELD NETWORKS 30 2.6 RADIAL BASIS FUNCTION NETWORK 31 2.7
BUILDING COMPLEX NETWORKS 33 2.8 HISTORY 33 SUMMARY 36 EXERCISES 3 7
REFERENCES 38 3 TRAINING SET AND INPUT REPRESENTATION 41 MOTIVATION 41
3.1 GENERALIZATION PROPERTIES 41 3.2 COMPUTER GENERATION OF TRAINING
SETS 45 3.3 CAUSES OF SLOW TRAINING 45 3.4 FEATURE EXTRACTION AND
PREPROCESSING 46 3.5 PERFORMANCE EVALUATION 53 SUMMARY EXERCISES
REFERENCES OPTIMAL GROUNDWATER REMEDIATION MOTIVATION MORPHOLOGY 4.1
HYDROGEOLOGIC BACKGROUND 4.2 EXAMPLE PROBLEM SUMMARY EXERCISES
REFERENCES DISCRIMINATING NATURAL EARTHQUAKES FROM UNDERGROUND NUCLEAR
EXPLOSIONS MOTIVATION MORPHOLOGY 5.1 BACKGROUND 5.2 NEURAL NETWORK
DISCRIMINATION 5.3 PERFORMANCE OF THE NEURAL NETWORK 5.4 DISCUSSION
SUMMARY EXERCISES REFERENCES 55 56 57 59 59 59 60 72 81 81 89 93 93 93
94 97 103 106 108 108 108 AUTOMATED MONITORING OF SEISMIC, ACOUSTIC, AND
BIOMEDICAL SIGNALS 111 MOTIVATION 111 MORPHOLOGY 111 6.1 CHARACTERISTICS
OF SEISMIC DATA 112 6.2 INTERPRETATION OF CONTINUOUS WAVEFORM DATA 113
6.3 TIME-FREQUENCY DISTRIBUTIONS: SPECTROGRAMS 115 6.4 SELF-ORGANIZING
NEURAL NETWORKS 116 6.5 SEISMIC INTERPRETATION PARAMETERS 119 6.6
RESULTS AND DISCUSSION 120 6.7 CONCLUSIONS 123 SUMMARY 124 EXERCISES 125
REFERENCES 125 STRENGTH ESTIMATION OF SEISMIC SOURCES 127 MOTIVATION 127
MORPHOLOGY 127 7.1 SEISMIC METHODS 128 7.2 F-VALUE SCALE 130 7.3
HYDRODYNAMIC METHOD 131 7.4 FUTURE RESEARCH 154 7.5 CONCLUSIONS 156
SUMMARY 156 EXERCISES 156 REFERENCES 156 CONTENTS 8 SPATIAL ESTIMATION
FOR GEOLOGIC CHARACTERIZATION 159 MOTIVATION 159 MORPHOLOGY 159 8.1
GEOSTATISTICAL BACKGROUND 160 8.2 EXAMPLE PROBLEM 163 SUMMARY 168
EXERCISES 172 REFERENCES 172 9 LITHOLOGY PREDICTION FOR GEOLOGIC
CHARACTERIZATION 173 MOTIVATION 1 73 MORPHOLOGY 173 9.1 BACKGROUND 173
9.2 EXAMPLE PROBLEM 176 SUMMARY / 180 EXERCISES 180 REFERENCES 182 10
FORECASTING OR EARLY WARNING OF EARTHQUAKES 185 MOTIVATION 185
MORPHOLOGY 186 10.1 BACKGROUND 186 10.2 SEISMICITY FORECASTING USING
ANNS 187 10.3 HAYWARD FAULT SEISMICITY 188 10.4 SYNTHETIC SEISMICITY 190
10.5 NETWORK ARCHITECTURE 191 10.6 EARTHQUAKE WARNING SYSTEMS 192
SUMMARY 194 EXERCISES 194 REFERENCES 197 11 CLIMATE CHANGES 199
MOTIVATION 199 MORPHOLOGY 199 11.1 BACKGROUND 199 11.2 EXAMPLE PROBLEM
201 SUMMARY . 205 EXERCISES 205 REFERENCES 208 12 FULL CIRCLE 209 12.1
SUMMARY 209 12.2 ADVANTAGES AND LIMITATIONS 209 12.3 TROUBLESHOOTING 210
12.4 FUTURE DIRECTIONS 210 APPENDIX 213 INDEX 237 CONTENTS
|
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| isbn | 0262041480 |
| language | English |
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| publishDate | 1995 |
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| publisher | MIT Press |
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| spelling | Dowla, Farid U. Verfasser aut Solving problems in environmental engineering and geosciences with artificial neural networks Farid U. Dowla and Leah L. Rogers Cambridge, Mass. [u.a.] MIT Press 1995 X, 239 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Datenverarbeitung Earth sciences Data processing Environmental engineering Data processing Neural networks (Computer science) Neuronales Netz (DE-588)4226127-2 gnd rswk-swf Geowissenschaften (DE-588)4020288-4 gnd rswk-swf Umwelttechnik (DE-588)4061650-2 gnd rswk-swf Umwelttechnik (DE-588)4061650-2 s Neuronales Netz (DE-588)4226127-2 s DE-604 Geowissenschaften (DE-588)4020288-4 s Rogers, Leah L. Verfasser aut GBV Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=008167260&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Dowla, Farid U. Rogers, Leah L. Solving problems in environmental engineering and geosciences with artificial neural networks Datenverarbeitung Earth sciences Data processing Environmental engineering Data processing Neural networks (Computer science) Neuronales Netz (DE-588)4226127-2 gnd Geowissenschaften (DE-588)4020288-4 gnd Umwelttechnik (DE-588)4061650-2 gnd |
| subject_GND | (DE-588)4226127-2 (DE-588)4020288-4 (DE-588)4061650-2 |
| title | Solving problems in environmental engineering and geosciences with artificial neural networks |
| title_auth | Solving problems in environmental engineering and geosciences with artificial neural networks |
| title_exact_search | Solving problems in environmental engineering and geosciences with artificial neural networks |
| title_full | Solving problems in environmental engineering and geosciences with artificial neural networks Farid U. Dowla and Leah L. Rogers |
| title_fullStr | Solving problems in environmental engineering and geosciences with artificial neural networks Farid U. Dowla and Leah L. Rogers |
| title_full_unstemmed | Solving problems in environmental engineering and geosciences with artificial neural networks Farid U. Dowla and Leah L. Rogers |
| title_short | Solving problems in environmental engineering and geosciences with artificial neural networks |
| title_sort | solving problems in environmental engineering and geosciences with artificial neural networks |
| topic | Datenverarbeitung Earth sciences Data processing Environmental engineering Data processing Neural networks (Computer science) Neuronales Netz (DE-588)4226127-2 gnd Geowissenschaften (DE-588)4020288-4 gnd Umwelttechnik (DE-588)4061650-2 gnd |
| topic_facet | Datenverarbeitung Earth sciences Data processing Environmental engineering Data processing Neural networks (Computer science) Neuronales Netz Geowissenschaften Umwelttechnik |
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