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Book Discrimination of Lithologic Units on the Basis of Botanical Data

Download or read book Discrimination of Lithologic Units on the Basis of Botanical Data written by Curtis Varney Price and published by . This book was released on 1985 with total page 270 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Book Application of Enhanced Landsat Thematic Mapper Data to Lithologic and Lineament Analysis at Long Valley Caldera  California

Download or read book Application of Enhanced Landsat Thematic Mapper Data to Lithologic and Lineament Analysis at Long Valley Caldera California written by Maria Louise Peterson and published by . This book was released on 1989 with total page 158 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Book Investigations of Multispecial Pattern Recognition as Applied to Lithologic Discrimination Using Machine Processed LANDSAT Digital Data Collected Over the Isles of Rhum and Skye  Scottish Inner Hebrides

Download or read book Investigations of Multispecial Pattern Recognition as Applied to Lithologic Discrimination Using Machine Processed LANDSAT Digital Data Collected Over the Isles of Rhum and Skye Scottish Inner Hebrides written by David Maurice L'Heureux and published by . This book was released on 1977 with total page 87 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Book Utilization of Landsat Thematic Mapper for a lithologic and structural analysis of the Slick Hills area  southwestern Oklahoma

Download or read book Utilization of Landsat Thematic Mapper for a lithologic and structural analysis of the Slick Hills area southwestern Oklahoma written by Steven John Wilhelm and published by . This book was released on 1987 with total page 96 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Book Lithologic Mapping in the Southwestern Greenland and Nubian Shields Using Field  Laboratory and Landsat Thematic Mapper Data  microform

Download or read book Lithologic Mapping in the Southwestern Greenland and Nubian Shields Using Field Laboratory and Landsat Thematic Mapper Data microform written by Benoît Rivard and published by Ann Arbor, Mich. : University Microfilms International. This book was released on 1990 with total page 450 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Book Employing Spatial Logic in Classification of Landsat Thematic Mapper Data

Download or read book Employing Spatial Logic in Classification of Landsat Thematic Mapper Data written by James William Merchant and published by . This book was released on 19?? with total page 467 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Book Employing Textural Analysis in Classification of Landsat Thematic Mapper Data

Download or read book Employing Textural Analysis in Classification of Landsat Thematic Mapper Data written by Tshow Chu and published by . This book was released on 1986 with total page 390 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Book DEVELOPING INNOVATIVE SPECTRAL AND MACHINE LEARNING METHODS FOR MINERAL AND LITHOLOGICAL CLASSIFICATION USING MULTI SENSOR DATASETS

Download or read book DEVELOPING INNOVATIVE SPECTRAL AND MACHINE LEARNING METHODS FOR MINERAL AND LITHOLOGICAL CLASSIFICATION USING MULTI SENSOR DATASETS written by and published by . This book was released on 2020 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: Abstract : The sustainable exploration of mineral resources plays a significant role in the economic development of any nation. The lithological maps and surface mineral distribution can be vital baseline data to narrow down the geochemical and geophysical analysis potential areas. This study developed innovative spectral and Machine Learning (ML) methods for mineral and lithological classification. Multi-sensor datasets such as Airborne Visible/Infrared Imaging Spectrometer-Next Generation (AVIRIS-NG), Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER), Advanced Land Observing (ALOS) Phased Array type L-band Synthetic Aperture Radar (PALSAR), Sentinel-1, and Digital Elevation Model (DEM) were utilized. The study mapped the hydrothermal alteration minerals derived from Spectral Mapping Methods (SMMs), including Spectral Angle Mapper (SAM), Spectral Information Divergence (SID), and SIDSAMtan using high-resolution AVIRIS-NG hyperspectral data in the Hutti-Maski area (India). The SIDSAMtan outperforms SID and SAM in mineral mapping. A spectral similarity matrix of target and non-target classes based optimum threshold selection was developed to implement the SMMs successfully. Three new effective SMMs such as Dice Spectral Similarity Coefficient (DSSC), Kumar-Johnson Spectral Similarity Coefficient (KJSSC), and their hybrid, i.e., KJDSSCtan has been proposed, which outperforms the existing SMMs (i.e., SAM, SID, and SIDSAMtan) in spectral discrimination of spectrally similar minerals. The developed optimum threshold selection and proposed SMMs are recommended for accurate mineral mapping using hyperspectral data. An integrated spectral enhancement and ML methods have been developed to perform automated lithological classification using AVIRIS-NG hyperspectral data. The Support Vector Machine (SVM) outperforms the Random Forest (RF) and Linear Discriminant Analysis (LDA) in lithological classification. The performance of SVM also shows the least sensitivity to the number and uncertainty of training datasets. This study proposed a multi-sensor datasets-based optimal integration of spectral, morphological, and textural characteristics of rocks for accurate lithological classification using ML models. Different input features, such as (a) spectral, (b) spectral and transformed spectral, (c) spectral and morphological, (d) spectral and textural, and (e) optimum hybrid, were evaluated for lithological classification. The developed approach has been assessed in the Chattarpur area (India) consists of similar spectral characteristics and poorly exposed rocks, weathered, and partially vegetated terrain. The optimal hybrid input features outperform other input features to accurately classify different rock types using the SVM and RF models, which is ~15% higher than as obtained using spectral input features alone. The developed integrated approach of spectral enhancement and ML algorithms, and a multi-sensor datasets-based optimal integration of spectral, morphological, and textural characteristics of rocks, are recommended for accurate lithological classification. The developed methods can be effectively utilized in other remote sensing applications, such as vegetation/forest mapping and soil classification.

Book Lithologic Mapping of Mafic Intrusions in East Greenland Using Landsat Thematic Mapper Data

Download or read book Lithologic Mapping of Mafic Intrusions in East Greenland Using Landsat Thematic Mapper Data written by Howard Richard Naslund and published by . This book was released on 1989 with total page 63 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Book Journal of Statistical Planning and Inference

Download or read book Journal of Statistical Planning and Inference written by North-Holland Publishing Company and published by . This book was released on 2001 with total page 1078 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Book Remote Sensing Handbook for Tropical Coastal Management

Download or read book Remote Sensing Handbook for Tropical Coastal Management written by Edmund Peter Green and published by Unesco. This book was released on 2000 with total page 356 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Handbook provides a detailed evaluation of what can realistically be achieved by remote sensing in an operational coastal management context. It takes the user through the planning and implementation of remote sensing projects from the setting of realistic objectives, deciding which imagery will be most appropriate to achieve those objectives, the acquisition, geometric and radiometric correction of imagery, the field survey methods needed to ground-truth the imagery and guide image classification, the image processing techniques required to optimise outputs, through the image interpretation and evaluation of the accuracy of outputs. Linked to the Handbook is a computer-based remote sensing distance-learning module: Applications of satellite and airborne image data to coastal management available free of charge via www.unesco.bilko.org

Book Remote Sensing Digital Image Analysis

Download or read book Remote Sensing Digital Image Analysis written by John A. Richards and published by Springer Science & Business Media. This book was released on 2013-04-17 with total page 297 pages. Available in PDF, EPUB and Kindle. Book excerpt: With the widespread availability of satellite and aircraft remote sensing image data in digital form, and the ready access most remote sensing practitioners have to computing systems for image interpretation, there is a need to draw together the range of digital image processing procedures and methodologies commonly used in this field into a single treatment. It is the intention of this book to provide such a function, at a level meaningful to the non-specialist digital image analyst, but in sufficient detail that algorithm limitations, alternative procedures and current trends can be appreciated. Often the applications specialist in remote sensing wishing to make use of digital processing procedures has had to depend upon either the mathematically detailed treatments of image processing found in the electrical engineering and computer science literature, or the sometimes necessarily superficial treatments given in general texts on remote sensing. This book seeks to redress that situation. Both image enhancement and classification techniques are covered making the material relevant in those applications in which photointerpretation is used for information extraction and in those wherein information is obtained by classification.

Book The Joint NASA Geosat Test Case Project

Download or read book The Joint NASA Geosat Test Case Project written by Michael J. Abrams and published by . This book was released on 1985 with total page 700 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Book Infrared  2 1 25 Um  Spectra of Minerals

Download or read book Infrared 2 1 25 Um Spectra of Minerals written by John W. Salisbury and published by . This book was released on 1991 with total page 304 pages. Available in PDF, EPUB and Kindle. Book excerpt: