machine learning for spatial environmental data theory applications and software environmental sciences environmental engineering

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Machine Learning For Spatial Environmental Data

Author : Mikhail Kanevski
ISBN : 9781439808085
Genre : Computers
File Size : 37. 7 MB
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This book discusses machine learning algorithms, such as artificial neural networks of different architectures, statistical learning theory, and Support Vector Machines used for the classification and mapping of spatially distributed data. It presents basic geostatistical algorithms as well. The authors describe new trends in machine learning and their application to spatial data. The text also includes real case studies based on environmental and pollution data. It includes a CD-ROM with software that will allow both students and researchers to put the concepts to practice.

Laser Scanning Applications In Landslide Assessment

Author : Biswajeet Pradhan
ISBN : 9783319553429
Genre : Technology & Engineering
File Size : 77. 1 MB
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This book is related to various applications of laser scanning in landslide assessment. Landslide detection approaches, susceptibility, hazard, vulnerability assessment and various modeling techniques are presented. Optimization of landslide conditioning parameters and use of heuristic, statistical, data mining approaches, their advantages and their relationship with landslide risk assessment are discussed in detail. The book contains scanning data in tropical forests; its indicators, assessment, modeling and implementation. Additionally, debris flow modeling and analysis including source of debris flow identification and rockfall hazard assessment are also presented.

Optical Remote Sensing Of Ocean Hydrodynamics

Author : Victor Raizer
ISBN : 9781351119160
Genre : Technology & Engineering
File Size : 66. 91 MB
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Optical Remote Sensing is one of the main technologies used in sea surface monitoring. Optical Remote Sensing of Ocean Hydrodynamics investigates and demonstrates capabilities of optical remote sensing technology for enhanced observations and detection of ocean environments. It provides extensive knowledge of physical principles and capabilities of optical observations of the oceans at high spatial resolution, 1-4m, and on the observations of surface wave hydrodynamic processes. It also describes the implementation of spectral-statistical and fusion algorithms for analyses of multispectral optical databases and establishes physics-based criteria for detection of complex wave phenomena and hydrodynamic disturbances including assessment and management of optical databases. This book explains the physical principles of high-resolution optical imagery of the ocean surface, discusses for the first time the capabilities of observing hydrodynamic processes and events, and emphasizes the integration of optical measurements and enhanced data analysis. It also covers both the assessment and the interpretation of dynamic multispectral optical databases and includes applications for advanced studies and nonacoustic detection. This book is an invaluable resource for researches, industry professionals, engineers, and students working on cross-disciplinary problems in ocean hydrodynamics, optical remote sensing of the ocean and sea surface remote sensing. Readers in the fields of geosciences and remote sensing, applied physics, oceanography, satellite observation technology, and optical engineering will learn the theory and practice of optical interactions with the ocean.

Gis And Geocomputation For Water Resource Science And Engineering

Author : Barnali Dixon
ISBN : 9781118354131
Genre : Science
File Size : 36. 68 MB
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GIS and Geocomputation for Water Resource Science and Engineering not only provides a comprehensive introduction to the fundamentals of geographic information systems but also demonstrates how GIS and mathematical models can be integrated to develop spatial decision support systems to support water resources planning, management and engineering. The book uses a hands-on active learning approach to introduce fundamental concepts and numerous case-studies are provided to reinforce learning and demonstrate practical aspects. The benefits and challenges of using GIS in environmental and water resources fields are clearly tackled in this book, demonstrating how these technologies can be used to harness increasingly available digital data to develop spatially-oriented sustainable solutions. In addition to providing a strong grounding on fundamentals, the book also demonstrates how GIS can be combined with traditional physics-based and statistical models as well as information-theoretic tools like neural networks and fuzzy set theory.

The Directory Of Graduate Studies

Author : Careers Research and Advisory Centre , ( Cambridge, England )
ISBN : STANFORD:36105022610971
Genre : Universities and colleges
File Size : 66. 22 MB
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Postgrad 1999

Author :
ISBN : 1860174965
Genre : Universities and colleges
File Size : 28. 70 MB
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Goddard Conference On Space Applications Of Artificial Intelligence And Emerging Information Technologies

Author :
ISBN : PSU:000024141987
Genre : Artificial intelligence
File Size : 44. 81 MB
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Di Li Xue Bao

Author :
ISBN : STANFORD:36105121661461
Genre : Geography
File Size : 20. 43 MB
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Asee Profiles Of Engineering Engineering Technology Colleges

Author :
ISBN : UOM:39015047362879
Genre : Engineering
File Size : 64. 24 MB
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Proceedings Of The 8th International Symposium On Spatial Accuracy Assessment In Natural Resources And Environmental Sciences Accuracy In Geomatics

Author : Jingxiong Zhang
ISBN : 1846261716
Genre : Science
File Size : 78. 24 MB
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