Deep Learning For Marine Science

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Deep Learning for Marine Science

Author : Haiyong Zheng
Publisher : Frontiers Media SA
ISBN 13 : 2832549055
Total Pages : 555 pages
Book Rating : 4.8/5 (325 download)

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Book Synopsis Deep Learning for Marine Science by : Haiyong Zheng

Download or read book Deep Learning for Marine Science written by Haiyong Zheng and published by Frontiers Media SA. This book was released on 2024-05-15 with total page 555 pages. Available in PDF, EPUB and Kindle. Book excerpt: Deep learning (DL), mainly composed of deep and complex neural networks such as recurrent network and convolutional network, is an emerging research branch in the field of artificial intelligence and machine learning. DL revolution has a far-reaching impact on all scientific disciplines and every corner of our lives. With continuing technological advances, marine science is entering into the big data era with the exponential growth of information. DL is an effective means of harnessing the power of big data. Combined with unprecedented data from cameras, acoustic recorders, satellite remote sensing, and large model outputs, DL enables scientists to solve complex problems in biology, ecosystems, climate, energy, as well as physical and chemical interactions. Although DL has made great strides, it is still only beginning to emerge in many fields of marine science, especially towards representative applications and best practices for the automatic analysis of marine organisms and marine environments. DL in nowadays' marine science mainly leverages cutting-edge techniques of deep neural networks and massive data which collected by in-situ optical or acoustic imaging sensors for underwater applications, such as plankton classification and coral reef detection. This research topic aims to expand the applications of marine science to cover all aspects of detection, classification, segmentation, localization, and density estimation of marine objects, organisms, and phenomena.

Artificial Intelligence Oceanography

Author : Xiaofeng Li
Publisher : Springer Nature
ISBN 13 : 9811963754
Total Pages : 351 pages
Book Rating : 4.8/5 (119 download)

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Book Synopsis Artificial Intelligence Oceanography by : Xiaofeng Li

Download or read book Artificial Intelligence Oceanography written by Xiaofeng Li and published by Springer Nature. This book was released on 2023-02-03 with total page 351 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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. Therefore, this book will serve as a benchmark providing insights for scholars and graduate students interested in oceanography, computer science, and remote sensing.

Fish4Knowledge: Collecting and Analyzing Massive Coral Reef Fish Video Data

Author : Robert B. Fisher
Publisher : Springer
ISBN 13 : 9783319302065
Total Pages : 0 pages
Book Rating : 4.3/5 (2 download)

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Book Synopsis Fish4Knowledge: Collecting and Analyzing Massive Coral Reef Fish Video Data by : Robert B. Fisher

Download or read book Fish4Knowledge: Collecting and Analyzing Massive Coral Reef Fish Video Data written by Robert B. Fisher and published by Springer. This book was released on 2016-04-04 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book gives a start-to-finish overview of the whole Fish4Knowledge project, in 18 short chapters, each describing one aspect of the project. The Fish4Knowledge project explored the possibilities of big video data, in this case from undersea video. Recording and analyzing 90 thousand hours of video from ten camera locations, the project gives a 3 year view of fish abundance in several tropical coral reefs off the coast of Taiwan. The research system built a remote recording network, over 100 Tb of storage, supercomputer processing, video target detection and tracking, fish species recognition and analysis, a large SQL database to record the results and an efficient retrieval mechanism. Novel user interface mechanisms were developed to provide easy access for marine ecologists, who wanted to explore the dataset. The book is a useful resource for system builders, as it gives an overview of the many new methods that were created to build the Fish4Knowledge system in a manner that also allows readers to see how all the components fit together.

Machine Learning Methods in the Environmental Sciences

Author : William W. Hsieh
Publisher : Cambridge University Press
ISBN 13 : 0521791928
Total Pages : 364 pages
Book Rating : 4.5/5 (217 download)

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Book Synopsis Machine Learning Methods in the Environmental Sciences by : William W. Hsieh

Download or read book Machine Learning Methods in the Environmental Sciences written by William W. Hsieh and published by Cambridge University Press. This book was released on 2009-07-30 with total page 364 pages. Available in PDF, EPUB and Kindle. Book excerpt: A graduate textbook that provides a unified treatment of machine learning methods and their applications in the environmental sciences.

Machine Learning to Improve Marine Science for the Sustainability of Living Ocean Resources

Author : William L. Michaels
Publisher :
ISBN 13 :
Total Pages : 99 pages
Book Rating : 4.:/5 (113 download)

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Book Synopsis Machine Learning to Improve Marine Science for the Sustainability of Living Ocean Resources by : William L. Michaels

Download or read book Machine Learning to Improve Marine Science for the Sustainability of Living Ocean Resources written by William L. Michaels and published by . This book was released on 2019 with total page 99 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Spatiotemporal Modeling and Analysis in Marine Science

Author : Junyu He
Publisher : Frontiers Media SA
ISBN 13 : 2832537448
Total Pages : 175 pages
Book Rating : 4.8/5 (325 download)

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Book Synopsis Spatiotemporal Modeling and Analysis in Marine Science by : Junyu He

Download or read book Spatiotemporal Modeling and Analysis in Marine Science written by Junyu He and published by Frontiers Media SA. This book was released on 2023-11-29 with total page 175 pages. Available in PDF, EPUB and Kindle. Book excerpt: With the development of earth observation technologies (such as satellite remote sensing, unmanned aerial vehicle, autonomous underwater vehicle, etc.), an era of big data with important and non-negligible spatial/temporal attributes comes. Novel and rigorous spatiotemporal methodologies and models are needed to process and analyze marine big data. Since many marine environmental processes, such as pollutants diffusion, algae distributions etc., vary or evolve across spatiotemporal domains, detecting the distributions and patterns of marine fauna and, particularly in the coastal regions, will improve our understanding of marine systems and can be beneficial in marine environmental management. The goals of this Research Topic, therefore, are two-fold: (a) to develop methodologies and models in theory and applications, including spatiotemporal geostatistics, geographic information system, deep learning, etc.; (b) to quantitatively gain the knowledge of the marine environment. This Research Topic will provide a platform for researchers to share and exchange their new knowledge gained in a spatiotemporal domain of marine or coastal regions. This Research Topic will cover, but is not limited to, the following areas: • Spatiotemporal variations of physical/chemical/biological indicators (such as chlorophyll, temperature, salinity, colorful dissolved organic matter, suspended solids, nutrients, microplastic, etc.) in marine. • Spatiotemporal variations of potential fishing grounds in marine. • Spatiotemporal variations of the ecosystems in coastal regions, such as salt marshes, mangroves, seagrass, macroalgae, etc. • Spatiotemporal distributions of the pollutants (such as heavy metals, polycyclic aromatic hydrocarbon, etc.) in marine and sediments. • Spatiotemporal evolution pattern modeling and prediction of the marine disasters and abnormal phenomena (such as algal bloom, typhoons, SST anomalies, etc).

Deep Learning: Algorithms and Applications

Author : Witold Pedrycz
Publisher : Springer
ISBN 13 : 9783030317591
Total Pages : 360 pages
Book Rating : 4.3/5 (175 download)

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Book Synopsis Deep Learning: Algorithms and Applications by : Witold Pedrycz

Download or read book Deep Learning: Algorithms and Applications written by Witold Pedrycz and published by Springer. This book was released on 2019-11-04 with total page 360 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents a wealth of deep-learning algorithms and demonstrates their design process. It also highlights the need for a prudent alignment with the essential characteristics of the nature of learning encountered in the practical problems being tackled. Intended for readers interested in acquiring practical knowledge of analysis, design, and deployment of deep learning solutions to real-world problems, it covers a wide range of the paradigm’s algorithms and their applications in diverse areas including imaging, seismic tomography, smart grids, surveillance and security, and health care, among others. Featuring systematic and comprehensive discussions on the development processes, their evaluation, and relevance, the book offers insights into fundamental design strategies for algorithms of deep learning.

Exemplary Practices in Marine Science Education

Author : Géraldine Fauville
Publisher : Springer
ISBN 13 : 3319907786
Total Pages : 459 pages
Book Rating : 4.3/5 (199 download)

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Book Synopsis Exemplary Practices in Marine Science Education by : Géraldine Fauville

Download or read book Exemplary Practices in Marine Science Education written by Géraldine Fauville and published by Springer. This book was released on 2018-06-28 with total page 459 pages. Available in PDF, EPUB and Kindle. Book excerpt: This edited volume is the premier book dedicated exclusively to marine science education and improving ocean literacy, aiming to showcase exemplary practices in marine science education and educational research in this field on a global scale. It informs, inspires, and provides an intellectual forum for practitioners and researchers in this particular context. Subject areas include sections on marine science education in formal, informal and community settings. This book will be useful to marine science education practitioners (e.g. formal and informal educators) and researchers (both education and science).

Exploring Creation with Marine Biology

Author : Sherri Seligson
Publisher :
ISBN 13 : 9781946506610
Total Pages : 0 pages
Book Rating : 4.5/5 (66 download)

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Book Synopsis Exploring Creation with Marine Biology by : Sherri Seligson

Download or read book Exploring Creation with Marine Biology written by Sherri Seligson and published by . This book was released on 2021 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Apologia’s Marine Biology course is one of the few homeschool science courses that include an entire education on ecology. It gives students self-directed learning tools to ensure that they thrive and master key science concepts. God designed the earth’s intricate ecosystem for his glory and the needs of those He created, and it is crucial for Christians in our day to accurately understand the ocean’s ecosystems and resources and how we can best steward them.--Publisher

Handbook of Fish Biology and Fisheries

Author : Paul J. B. Hart
Publisher : John Wiley & Sons
ISBN 13 : 1405123222
Total Pages : 432 pages
Book Rating : 4.4/5 (51 download)

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Book Synopsis Handbook of Fish Biology and Fisheries by : Paul J. B. Hart

Download or read book Handbook of Fish Biology and Fisheries written by Paul J. B. Hart and published by John Wiley & Sons. This book was released on 2008-04-15 with total page 432 pages. Available in PDF, EPUB and Kindle. Book excerpt: Recent decades have witnessed strong declines in fish stocks aroundthe globe, amid growing concerns about the impact of fisheries onmarine and freshwater biodiversity. Fisheries biologists andmanagers are therefore increasingly asking about aspects ofecology, behaviour, evolution and biodiversity that weretraditionally studied by people working in very separate fields.This has highlighted the need to work more closely together, inorder to help ensure future success both in management andconservation. The Handbook of Fish Biology and Fisheries has beenwritten by an international team of scientists and practitioners,to provide an overview of the biology of freshwater and marine fishspecies together with the science that supports fisheriesmanagement and conservation. This volume, subtitled Fish Biology, reviews a broadvariety of topics from evolutionary relationships and globalbiogeography to physiology, recruitment, life histories, genetics,foraging behaviour, reproductive behaviour and community ecology.The second volume, subtitled Fisheries, uses much of thisinformation in a wide-ranging review of fisheries biology,including methods of capture, marketing, economics, stockassessment, forecasting, ecosystem impacts and conservation. Together, these books present the state of the art in ourunderstanding of fish biology and fisheries and will serve asvaluable references for undergraduates and graduates looking for acomprehensive source on a wide variety of topics in fisheriesscience. They will also be useful to researchers who needup-to-date reviews of topics that impinge on their fields, anddecision makers who need to appreciate the scientific backgroundfor management and conservation of aquatic ecosystems. To order volume I, go to the box in the top right hand corner.Alternatively to order volume II, go to:http://www.blackwellpublishing.com/book.asp?ref=063206482X or toorder the 2 volume set, go to:http://www.blackwellpublishing.com/book.asp?ref=0632064838. Provides a unique overview of the study of fish biology andecology, and the assessment and management of fish populations andecosystems. The first volume concentrates on aspects of fish biology andecology, both at the individual and population levels, whilst thesecond volume addresses the assessment and management of fishpopulations and ecosystems. Written by an international team of expert scientists andpractitioners. An invaluable reference tool for both students, researchers andpractitioners working in the fields of fish biology andfisheries.

Marine Big Data

Author : Dongmei Huang
Publisher : World Scientific Publishing Company
ISBN 13 : 9789811202483
Total Pages : 364 pages
Book Rating : 4.2/5 (24 download)

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Book Synopsis Marine Big Data by : Dongmei Huang

Download or read book Marine Big Data written by Dongmei Huang and published by World Scientific Publishing Company. This book was released on 2019 with total page 364 pages. Available in PDF, EPUB and Kindle. Book excerpt: As the volume of marine big data has increased dramatically, one of the main concerns is how to fully exploit the value of such data in the development of marine economy and marine science and technology. The book covers data acquisition, feature classification, processing and applications of marine big data in evaluation and decision-making, using case studies such as storm surge and marine oil spill disaster.

Shape, Contour and Grouping in Computer Vision

Author : David A. Forsyth
Publisher : Springer Science & Business Media
ISBN 13 : 3540667229
Total Pages : 340 pages
Book Rating : 4.5/5 (46 download)

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Book Synopsis Shape, Contour and Grouping in Computer Vision by : David A. Forsyth

Download or read book Shape, Contour and Grouping in Computer Vision written by David A. Forsyth and published by Springer Science & Business Media. This book was released on 1999-11-03 with total page 340 pages. Available in PDF, EPUB and Kindle. Book excerpt: Computer vision has been successful in several important applications recently. Vision techniques can now be used to build very good models of buildings from pictures quickly and easily, to overlay operation planning data on a neuros- geon’s view of a patient, and to recognise some of the gestures a user makes to a computer. Object recognition remains a very di cult problem, however. The key questions to understand in recognition seem to be: (1) how objects should be represented and (2) how to manage the line of reasoning that stretches from image data to object identity. An important part of the process of recognition { perhaps, almost all of it { involves assembling bits of image information into helpful groups. There is a wide variety of possible criteria by which these groups could be established { a set of edge points that has a symmetry could be one useful group; others might be a collection of pixels shaded in a particular way, or a set of pixels with coherent colour or texture. Discussing this process of grouping requires a detailed understanding of the relationship between what is seen in the image and what is actually out there in the world.

Deep Learning for Hydrometeorology and Environmental Science

Author : Taesam Lee
Publisher : Springer Nature
ISBN 13 : 3030647773
Total Pages : 215 pages
Book Rating : 4.0/5 (36 download)

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Book Synopsis Deep Learning for Hydrometeorology and Environmental Science by : Taesam Lee

Download or read book Deep Learning for Hydrometeorology and Environmental Science written by Taesam Lee and published by Springer Nature. This book was released on 2021-01-27 with total page 215 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a step-by-step methodology and derivation of deep learning algorithms as Long Short-Term Memory (LSTM) and Convolution Neural Network (CNN), especially for estimating parameters, with back-propagation as well as examples with real datasets of hydrometeorology (e.g. streamflow and temperature) and environmental science (e.g. water quality). Deep learning is known as part of machine learning methodology based on the artificial neural network. Increasing data availability and computing power enhance applications of deep learning to hydrometeorological and environmental fields. However, books that specifically focus on applications to these fields are limited. Most of deep learning books demonstrate theoretical backgrounds and mathematics. However, examples with real data and step-by-step explanations to understand the algorithms in hydrometeorology and environmental science are very rare. This book focuses on the explanation of deep learning techniques and their applications to hydrometeorological and environmental studies with real hydrological and environmental data. This book covers the major deep learning algorithms as Long Short-Term Memory (LSTM) and Convolution Neural Network (CNN) as well as the conventional artificial neural network model.

Optics and Machine Vision for Marine Observation

Author : Hong Song
Publisher : Frontiers Media SA
ISBN 13 : 2832533299
Total Pages : 324 pages
Book Rating : 4.8/5 (325 download)

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Book Synopsis Optics and Machine Vision for Marine Observation by : Hong Song

Download or read book Optics and Machine Vision for Marine Observation written by Hong Song and published by Frontiers Media SA. This book was released on 2023-10-13 with total page 324 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Polarimetric Radar Imaging

Author : Jong-Sen Lee
Publisher : CRC Press
ISBN 13 : 1420054988
Total Pages : 422 pages
Book Rating : 4.4/5 (2 download)

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Book Synopsis Polarimetric Radar Imaging by : Jong-Sen Lee

Download or read book Polarimetric Radar Imaging written by Jong-Sen Lee and published by CRC Press. This book was released on 2017-12-19 with total page 422 pages. Available in PDF, EPUB and Kindle. Book excerpt: The recent launches of three fully polarimetric synthetic aperture radar (PolSAR) satellites have shown that polarimetric radar imaging can provide abundant data on the Earth’s environment, such as biomass and forest height estimation, snow cover mapping, glacier monitoring, and damage assessment. Written by two of the most recognized leaders in this field, Polarimetric Radar Imaging: From Basics to Applications presents polarimetric radar imaging and processing techniques and shows how to develop remote sensing applications using PolSAR imaging radar. The book provides a substantial and balanced introduction to the basic theory and advanced concepts of polarimetric scattering mechanisms, speckle statistics and speckle filtering, polarimetric information analysis and extraction techniques, and applications typical to radar polarimetric remote sensing. It explains the importance of wave polarization theory and the speckle phenomenon in the information retrieval problem of microwave imaging and inverse scattering. The authors demonstrate how to devise intelligent information extraction algorithms for remote sensing applications. They also describe more advanced polarimetric analysis techniques for polarimetric target decompositions, polarization orientation effects, polarimetric scattering modeling, speckle filtering, terrain and forest classification, manmade target analysis, and PolSAR interferometry. With sample PolSAR data sets and software available for download, this self-contained, hands-on book encourages you to analyze space-borne and airborne PolSAR and polarimetric interferometric SAR (Pol-InSAR) data and then develop applications using this data.

Satellite Altimetry and Earth Sciences

Author : Lee-Lueng Fu
Publisher : Elsevier
ISBN 13 : 0080516580
Total Pages : 509 pages
Book Rating : 4.0/5 (85 download)

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Book Synopsis Satellite Altimetry and Earth Sciences by : Lee-Lueng Fu

Download or read book Satellite Altimetry and Earth Sciences written by Lee-Lueng Fu and published by Elsevier. This book was released on 2000-11-09 with total page 509 pages. Available in PDF, EPUB and Kindle. Book excerpt: The new level of precision and global coverage provided by satellite altimetry is rapidly advancing studies of ocean circulation. It allows for new insights into marine geodesy, ice sheet movements, plate tectonics, and for the first time provides high-resolution bathymetry for previously unmapped regions of our watery planet and crucial information on the large-scale ocean features on intra-season to interannual time scales. Satellite Altimetry and Earth Sciences has integrated the expertise of the leading international researchers to demonstrate the techniques, missions, and accuracy of satellite altimetry, including altimeter measurements, orbit determination, and ocean circulation models.Satellite altimetry is helping to advance studies of ocean circulation, tides, sea level, surface waves and allowing new insights into marine geodesy. Satellite Altimetry and Earth Sciences provides high resolution bathymetry for previously unmapped regions of our watery planet.Satellite Altimetry and Earth Sciences is for a very broad spectrum of academics, graduate students, and researchers in geophysics, oceanography, and the space and earth sciences. International agencies that fund satellite-based research will also appreciate the handy reference on the applications of satellite altimetry.

Marine Environmental Biology and Conservation

Author : Daniel W. Beckman
Publisher : Jones & Bartlett Publishers
ISBN 13 : 0763773506
Total Pages : 477 pages
Book Rating : 4.7/5 (637 download)

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Book Synopsis Marine Environmental Biology and Conservation by : Daniel W. Beckman

Download or read book Marine Environmental Biology and Conservation written by Daniel W. Beckman and published by Jones & Bartlett Publishers. This book was released on 2013 with total page 477 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Written for the upper-level undergraduate or graduate-level course, Marine Environmental Biology and Conservation provides an introduction to the environmental and anthropogenic threats facing the world's oceans and outlines the steps that can and should be taken to protect these vital habitats"--