Remote Sensing Intelligent Interpretation for Mine Geological Environment

Remote Sensing Intelligent Interpretation for Mine Geological Environment PDF

Author: Weitao Chen

Publisher: Springer Nature

Published: 2022-08-18

Total Pages: 254

ISBN-13: 9811937397

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This book examines the theory and methods of remote sensing intelligent interpretation based on deep learning. Based on geological and environmental effects on mines, this book constructs a set of systematic mine remote sensing datasets focusing on the multi-level task with the system of “target detection→scene classification→semantic segmentation." Taking China’s Hubei Province as an example, this book focuses on the following four aspects: 1. Development of a multiscale remote sensing dataset of the mining area, including mine target remote sensing dataset, mine (including non-mine areas) remote sensing scene dataset, and semantic segmentation remote sensing dataset of mining land cover. The three datasets are the basis of intelligent interpretation based on deep learning. 2. Research on mine target remote sensing detection method based on deep learning. 3. Research on remote sensing scene classification method of mine and non-mine areas based on deep learning. 4. Research on the fine-scale classification method of mining land cover based on semantic segmentation. The book is a valuable reference both for scholars, practitioners and as well as graduate students who are interested in mining environment research.

Remote Sensing for Geoscientists

Remote Sensing for Geoscientists PDF

Author: Gary L. Prost

Publisher: CRC Press

Published: 2013-12-13

Total Pages: 702

ISBN-13: 1466561750

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This third edition of the bestselling Remote Sensing for Geologists: A Guide to Image Interpretation is now titled Remote Sensing for Geoscientists: Image Analysis and Integration. The title change reflects that this edition applies to a broad spectrum of geosciences, not just geology; stresses that remote sensing has become more than photointerpre

Remote Sensing Intelligent Interpretation for Geology

Remote Sensing Intelligent Interpretation for Geology PDF

Author: Weitao Chen

Publisher: Springer Nature

Published: 2024-01-03

Total Pages: 240

ISBN-13: 9819989973

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This book presents the theories and methods for geology intelligent interpretation based on deep learning and remote sensing technologies. The main research subjects of this book include lithology and mineral abundance. This book focuses on the following five aspects: 1. Construction of geology remote sensing datasets from multi-level (pixel-level, scene-level, semantic segmentation-level, prior knowledge-assisted, transfer learning dataset), which are the basis of geology interpretation based on deep learning. 2. Research on lithology scene classification based on deep learning, prior knowledge, and remote sensing. 3. Research on lithology semantic segmentation based on deep learning and remote sensing. 4. Research on lithology classification based on transfer learning and remote sensing. 5. Research on inversion of mineral abundance based on the sparse unmixing theory and hyperspectral remote sensing. The book is intended for undergraduate and graduate students who are interested in geology, remote sensing, and artificial intelligence. It is also used as a reference book for scientific and technological personnel of geological exploration.

Remote Sensing of the Mine Environment

Remote Sensing of the Mine Environment PDF

Author: Nuray Demirel

Publisher:

Published: 2017-05-31

Total Pages: 0

ISBN-13: 9781138116054

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"Remote Sensing of the Mine Environment is a guide for mining professionals, students, environmental scientist, and engineers who are interested in monitoring the environmental impacts of mining activities"--Provided by publisher.

Remote Sensing Geology

Remote Sensing Geology PDF

Author: Ravi P. Gupta

Publisher: Springer Science & Business Media

Published: 2013-06-29

Total Pages: 671

ISBN-13: 3662052830

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For nearly three decades there has been a phenomenal growth in the field of Remote Sensing. The second edition of this widely acclaimed book has been fully revised and updated. The reader will find a wide range of information on various aspects of geological remote sensing, ranging from laboratory spectra of minerals and rocks, ground truth, to aerial and space-borne remote sensing. This volume describes the integration of photogeology into remote sensing as well as how remote sensing is used as a tool of geo-exploration. It also covers a wide spectrum of geoscientific applications of remote sensing ranging from meso- to global scale. The subject matter is presented at a basic level, serving students as an introductory text on remote sensing. The main part of the book will also be of great value to active researchers.

Remote Sensing for Geologists

Remote Sensing for Geologists PDF

Author: Gary L. Prost

Publisher: CRC Press

Published: 2002-01-24

Total Pages: 504

ISBN-13: 9057026295

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A guide to image interpretation, this book contains detailed color plates and tables that compare satellite imaging systems, list remote sensing web sites, and detail photointerpretation equipment. It includes case histories of the search for petroleum and mineral deposits and examines engineering uses of remote sensing. The volume comprises four sections: project initiation; exploration techniques; exploitation and engineering remote sensing; and environmental concerns. They combine to provide readers with a solid foundation of what image interpretation is and enables them to recognize features of interest and effectively use imagery in projects for the petroleum, mining, or groundwater industries.

Manual of Remote Sensing, Remote Sensing for the Earth Sciences

Manual of Remote Sensing, Remote Sensing for the Earth Sciences PDF

Author: Andrew N. Rencz

Publisher: John Wiley & Sons

Published: 1999-03-08

Total Pages: 774

ISBN-13: 9780471294054

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Die großen Fortschritte in der Fernerkundung sowie die Verfügbarkeit umfangreicher neuer Satellitendaten machten die Neuauflage des bekannten 8-bändigen "Manual of Remote Sensing" erforderlich. Behandelt werden Theorie und praktische Anwendungsmöglichkeiten von Fernerkundungs-Satellitendaten auf geologische Problemstellungen. Darüber hinaus beschreibt Band 3 die technischen Mittel zur Erzielung der Daten (Radar, Licht-, Infrarot- und geophysikalische Sensoren) und deren Anwendungsbereiche (Exploration von Erz- und Kohlelagerstätten, Stratigraphie, technische Geologie und Umweltstudien). Dieser Band bietet eine ideale Kombination von Theorie, Datenanalyse und Fallstudien zur Veranschaulichung grundlegender Konzepte.

Fundamentals of Geological and Environmental Remote Sensing

Fundamentals of Geological and Environmental Remote Sensing PDF

Author: Robert K. Vincent

Publisher:

Published: 1997

Total Pages: 408

ISBN-13:

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Aims to present remote sensing as it applies to environmental monitoring. It features mineral and petroleum remote-sensing. There is a focus on multispectral applications and digital photogrammetry. Ratio codes and brightness codes are included in an appendix. This has reduced the spectra of minerals to simple, one-digit-per-band codes, helping the user select the best bands or ratios to highlight a mineral. Imaging gases, especially methane, have been included. With the book, students can perform elevation extraction from digitized stereo pairs. Case studies appear throughout the text, allowing students to see how remote-sensing is used in petroleum and mining companies.

Remote Sensing of the Mine Environment

Remote Sensing of the Mine Environment PDF

Author: Sanjay Singh

Publisher: Scitus Academics LLC

Published: 2015-03

Total Pages: 0

ISBN-13: 9781681174938

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This book discussed on the basic principles of remote sensing and its applications in mine environment monitoring. Building from a reader's basic knowledge of mine monitoring, it teaches how to implement remote sensing techniques and how to interpret the acquired data for different purposes. Following a general introduction to remote sensing principles and image analysis, mine subsidence monitoring, slope stability monitoring, reclamation planning and implementation, and post-closure mine and land use analysis are explained and illustrated. With the help of case studies, the techniques and tools presented are demonstrated.