Übersicht			Auf mobile öffnen

Lieferstatus:	i.d.R. innert 7-14 Tagen versandfertig
Veröffentlichung:	Januar 2025
Genre:	Naturwissensch., Medizin, Technik
	Fracturetectonicidentification / Geographische Informationssysteme (GIS) und Fernerkundung / GeologicalExploration / Geologyintelligentinterpretation / Interpretabledeeplearning / Lithologysceneandsegmentationclassification / Maschinelles Lernen / Mineralabundanceinversion / multimodalremotesensing / transferlearning mehr...
ISBN:	9789819989997
EAN-Code:	9789819989997
Verlag:	Springer
Einband:	Kartoniert
Sprache:	English
Dimensionen:	H 235 mm / B 155 mm / D 13 mm
Gewicht:	427 gr
Seiten:	248
Bewertung:	Titel bewerten / Meinung schreiben

Inhalt:

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.