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  • Coseismic Landslides

    Intelligent Prediction and Recognition

    Series series Earth and Environmental Science (R0)
    Focusing on Habitable Earth for sustainability, this book develops novel and sophisticated deep learning algorithms and explores their successful application in intelligent prediction and recognition of coseismic landslides. These algorithms have originality and unique advantages in relatively high accuracy, low false alarms, strong generalization, and good interpretability. They were successfully ... Leer más

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  • Artificial Intelligence Oceanography

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    Series series Earth and Environmental Science (R0)
    This open access book invites readers to learn how to develop artificial intelligence (AI)-based algorithms to perform their research in oceanography. Various examples are exhibited to guide details of how to feed the big ocean data into the AI models to analyze and achieve optimized results. The number of scholars engaged in AI oceanography research will increase exponentially in the next decade. ... Leer más

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  • Tsunamis

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    de Antony Joseph ...
    The devastating impacts of tsunamis have received increased focus since the Indian Ocean tsunami of 2004, the most destructive tsunami in over 400 years of recorded history. The tsunamis that occurred as a result of the earthquake in Japan in March 2011 further emphasized the need for detection, monitoring, and early-warning technologies. This professional reference is the first of its kind: it ... Leer más

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  • Deep Learning for the Earth Sciences

    A Comprehensive Approach to Remote Sensing, Climate Science and Geosciences

    DEEP LEARNING FOR THE EARTH SCIENCESExplore this insightful treatment of deep learning in the field of earth sciences, from four leading voicesDeep learning is a fundamental technique in modern Artificial Intelligence and is being applied to disciplines across the scientific spectrum; earth science is no exception. Yet, the link between deep learning and Earth sciences has only recently entered ... Leer más

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  • Introduction to Transfer Learning

    Algorithms and Practice

    Series series Computer Science (R0)
    Transfer learning is one of the most important technologies in the era of artificial intelligence and deep learning. It seeks to leverage existing knowledge by transferring it to another, new domain. Over the years, a number of relevant topics have attracted the interest of the research and application community: transfer learning, pre-training and fine-tuning, domain adaptation, domain ... Leer más

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  • Geoinformation for Informed Decisions

    Series series Earth and Environmental Science (R0)
    This book presents the latest research developments in geoinformation science, which includes all the sub-disciplines of the field, such as: geomatic engineering, GIS, remote sensing, digital photogrammetry, digital cartography, etc. ... Leer más

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  • Advances in Machine Learning and Image Analysis for GeoAI

    Advances in Machine Learning and Image Analysis for GeoAI provides state-of-the-art machine learning and signal processing techniques for a comprehensive collection of geospatial sensors and sensing platforms. The book covers supervised, semi-supervised and unsupervised geospatial image analysis, sensor fusion across modalities, image super-resolution, transfer learning across sensors and time ... Leer más

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  • Data Science and Interdisciplinary Research: Recent Trends and Applications

    Data Science and Interdisciplinary Research: Recent Trends and Applications is a compelling edited volume that offers a comprehensive exploration of the latest advancements in data science and interdisciplinary research. Through a collection of 10 insightful chapters, this book showcases diverse models of machine learning, communications, signal processing, and data analysis, illustrating their ... Leer más

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  • InSAR and Deep Learning in Landslides Research: Intelligent Identification, Risk Assessment and Susceptibility Mapping

    de Yi He ...
    Series series Earth and Environmental Science (R0)
    This book combines remote sensing and deep learning technology to develop a variety of models in the study of different type landslides in a wide range of areas including northwest, southwest and southern China. It explores the application of various deep learning methods in landslide identification and sensitivity mapping. It also explores intelligent landslide monitoring and susceptibility ... Leer más

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  • Application of Machine Learning in Slope Stability Assessment

    Series series Engineering (R0)
    This book focuses on the application of machine learning in slope stability assessment. The contents include: overview of machine learning approaches, the mainstream smart in-situ monitoring techniques, the applications of the main machine learning algorithms, including the supervised learning, unsupervised learning, semi- supervised learning, reinforcement learning, deep learning, ensemble ... Leer más

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  • Intelligent Interpretation for Geological Disasters

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    Series series Earth and Environmental Science (R0)
    This book comprehensively utilizes the new generation of artificial intelligence and remote sensing science and technology to systematically carry out researches on high-precision recognition, monitoring, analysis, and assessment of geological disasters by using different technologies of "ground, airspace, and space-based systems" and different scales of "target-semantic-region". The main contents ... Leer más

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  • Spatial Data and Intelligence

    Second International Conference, SpatialDI 2021, Hangzhou, China, April 22–24, 2021, Proceedings

    Series series Springer Nature Proceedings Computer Science
    This book constitutes the proceedings of the Second International Conference on Spatial Data and Intelligence, SpatialDI 2021, which was held during April 22-24, 2021 in Hangzhou, China.The 14 full papers and 7 short papers presented in this volume were carefully reviewed and selected from 72 submissions. They are organized in the topical sections named: traffic management, data science, and city ... Leer más

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