Data Driven Ocean Environmental Perception With Its Applications
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Data Driven Ocean Environmental Perception With Its Applications
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Author : Jianchuan Yin
language : en
Publisher: Frontiers Media SA
Release Date : 2025-05-27
Data Driven Ocean Environmental Perception With Its Applications written by Jianchuan Yin and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-05-27 with Science categories.
Data-driven ocean environmental perception refers to the various data-driven methodologies used by researchers to study, understand, and explore the ocean for sustainable marine ecosystem, the blue ocean economy, and other ocean-related activities. Ocean environment perception techniques also pave the way for deep insight and full exploration of ocean resources, such as coastal and marine ecosystem protection, ocean vehicle operation and management, and ocean energy utilization. However, it is hard for traditional data processing techniques to get comprehensive understanding of the ocean environmental information attributed to the complex characteristics of environmental information. The traditional data processing techniques are facing challenges such as: • Unable to fully capture the non-linearity and intrinsic uncertain of complex ocean systems; • Isolated systems are involved and make it difficult to integrate data from various sources; • Overwhelming for handling enormous amounts of data, leading to performance issues and long processing times; • Costly in scalability both in terms of hardware and operational expenses. Advances in data-driven methodologies: • Highly dynamic nonlinearity and uncertainty mapping capability in complex system evolution; • Leveraging vast amounts of data collected from various sources effectively; • Flexibility in handling various types of data, including structured, semi-structured, and unstructured data; • Handling big data efficiently by making use of distributed computing and storage. Data-driven technologies are a set of techniques dealing with complex systems, which can mine valuable potential relationships from measurement data through intelligent computational approaches such as machine learning, data mining, data fusion, reinforcement learning, etc. Data-driven applications on the aspect of Remote Sensing, Autonomous Underwater Vehicles (AUVs), Remotely Operated Vehicles (ROVs), Acoustic Sensing, Buoy Networks, Internet of Things (IoT) for the oceans and Ocean Digital Twin are becoming increasingly crucial for ocean environmental perception, leveraging vast amounts of data collected from various sources to monitor, analyze, and predict oceanic-atmospheric and marine ecological conditions. This helps us to identify and monitor environmental changes and better understand the complex relationships between different components of the ocean ecosystem. It also provides essential ways to explore how people understand, value or engage with marine environment and the Blue Economy, such as renewable wind-wave energy, marine ranching industry for sustainable food energy, etc. The focus of this research topic is dedicated to recent advances in data-driven technologies implemented for the field of ocean environment perception and their applications for the blue ocean economy, sustainable marine ecosystem and other ocean-related activities. This topic also aims to extend the future implications of data-driven techniques in the field of ocean research. It calls for original and novel research related to ocean environmental perception based on data-driven techniques. Potential topics of interest include but are not limited to the following: • Monitor, Analysis, and Prediction of Oceanic Conditions (ML and AI algorithms) • Ocean Monitoring system, Buoy Networks, Satellite Remote Sensing, and Acoustic Sensing Applications • Big Data, Internet of Things (IoT), Digital Twins for ocean and Smart Ocean • Ocean Environmental Data Processing and Information Fusion Methods • Data-Driven Control, Operation and Management of Ocean Vehicles (AUV, ROV, USV, et al.) for Ocean Environment perception and marine ecosystem monitoring • Coastal and Marine Ecosystem Evaluation, Protection, and Management Based on Data-Driven Techniques • Data-Driven Assessment and Effect Analysis of Climate Change and Human Activities on Oceans • Global Marine Governance and Ocean Management in the Principle of Blue Economy, Sustainable Development Goals (SDGs) and UN Ocean Decade • Utilization, Management and Governance of Renewable Ocean Energies (Tidal Currents, Waves, Wind, Thermal and Salinity Gradients, etc.) based on Data-Driven Ocean Environment Perception • Management of Marine Infrastructure and Maritime Shipping Based on Ocean Environment Perception
Dynamic Neural Networks For Robot Systems Data Driven And Model Based Applications
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Author : Long Jin
language : en
Publisher: Frontiers Media SA
Release Date : 2024-07-24
Dynamic Neural Networks For Robot Systems Data Driven And Model Based Applications written by Long Jin and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-07-24 with Science categories.
Neural network control has been a research hotspot in academic fields due to the strong ability of computation. One of its wildly applied fields is robotics. In recent years, plenty of researchers have devised different types of dynamic neural network (DNN) to address complex control issues in robotics fields in reality. Redundant manipulators are no doubt indispensable devices in industrial production. There are various works on the redundancy resolution of redundant manipulators in performing a given task with the manipulator model information known. However, it becomes knotty for researchers to precisely control redundant manipulators with unknown model to complete a cyclic-motion generation CMG task, to some extent. It is worthwhile to investigate the data-driven scheme and the corresponding novel dynamic neural network (DNN), which exploits learning and control simultaneously. Therefore, it is of great significance to further research the special control features and solve challenging issues to improve control performance from several perspectives, such as accuracy, robustness, and solving speed.
Applied Intelligence
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Author : De-Shuang Huang
language : en
Publisher: Springer Nature
Release Date : 2024-02-29
Applied Intelligence written by De-Shuang Huang and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-02-29 with Computers categories.
This 2-volume set CCIS 2014 and CCIS 2015 constitutes the post-conference proceedings of the First International Conference on Applied Intelligence, ICAI 2023, held in Nanning, China, December 8–12, 2023. The 64 full papers presented in this proceedings were carefully selected and reviewed from 228 submissions. The papers cover a wide range on theoretical aspects of biomedical data modeling and mining; computer vision; and deep learning. They were organized in topical sections as follows: Part I: Biomedical data modeling and mining; computer vision; deep learning; Part II: Intelligent control and automation; machine learning; natural language processing and computational linguistics.
Dynamic Data Driven Environmental Systems Science
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Author : Sai Ravela
language : en
Publisher: Springer
Release Date : 2015-11-26
Dynamic Data Driven Environmental Systems Science written by Sai Ravela and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-11-26 with Computers categories.
This book constitutes the refereed proceedings of the First International Conference on Dynamic Data-Driven Environmental Systems Science, DyDESS 2014, held in Cambridge, MA, USA, in November 2014.The 24 revised full papers and 7 short papers were carefully reviewed and selected from 62 submissions and cover topics on sensing, imaging and retrieval for the oceans, atmosphere, space, land, earth and planets that is informed by the environmental context; algorithms for modeling and simulation, downscaling, model reduction, data assimilation, uncertainty quantification and statistical learning; methodologies for planning and control, sampling and adaptive observation, and efficient coupling of these algorithms into information-gathering and observing system designs; and applications of methodology to environmental estimation, analysis and prediction including climate, natural hazards, oceans, cryosphere, atmosphere, land, space, earth and planets.
Machine Learning And Artificial Intelligence
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Author : A.J. Tallón-Ballesteros
language : en
Publisher: IOS Press
Release Date : 2020-12-15
Machine Learning And Artificial Intelligence written by A.J. Tallón-Ballesteros and has been published by IOS Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-12-15 with Computers categories.
Machine learning and artificial intelligence are already widely applied to facilitate our daily lives, as well as scientific research, but with the world currently facing a global COVID-19 pandemic, their capacity to provide an important tool to support those searching for a way to combat the novel corona virus has never been more important. This book presents the proceedings of the International Conference on Machine Learning and Intelligent Systems (MLIS 2020), which was due to be held in Seoul, Korea, from 25-28 October 2020, but which was delivered as an online conference on the same dates due to COVID-19 restrictions. MLIS 2020 was the latest in a series of annual conferences that aim to provide a platform for exchanging knowledge about the most recent scientific and technological advances in the field of machine learning and intelligent systems. The annual conference also strengthens links within the scientific community in related research areas. The book contains 53 papers, selected from more than 160 submissions and presented at MLIS 2020. Selection was based on the results of review and scored on: originality, scientific/practical significance, compelling logical reasoning and language. Topics covered include: data mining, image processing, neural networks, human health, natural language processing, video processing, computational intelligence, expert systems, human-computer interaction, deep learning, and robotics. Offering a current overview of research and developments in machine learning and artificial intelligence, the book will be of interest to all those working in the field.
Multi Level Bayesian Models For Environment Perception
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Author : Csaba Benedek
language : en
Publisher: Springer Nature
Release Date : 2022-04-18
Multi Level Bayesian Models For Environment Perception written by Csaba Benedek and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-04-18 with Mathematics categories.
This book deals with selected problems of machine perception, using various 2D and 3D imaging sensors. It proposes several new original methods, and also provides a detailed state-of-the-art overview of existing techniques for automated, multi-level interpretation of the observed static or dynamic environment. To ensure a sound theoretical basis of the new models, the surveys and algorithmic developments are performed in well-established Bayesian frameworks. Low level scene understanding functions are formulated as various image segmentation problems, where the advantages of probabilistic inference techniques such as Markov Random Fields (MRF) or Mixed Markov Models are considered. For the object level scene analysis, the book mainly relies on the literature of Marked Point Process (MPP) approaches, which consider strong geometric and prior interaction constraints in object population modeling. In particular, key developments are introduced in the spatial hierarchical decomposition of the observed scenarios, and in the temporal extension of complex MRF and MPP models. Apart from utilizing conventional optical sensors, case studies are provided on passive radar (ISAR) and Lidar-based Bayesian environment perception tasks. It is shown, via several experiments, that the proposed contributions embedded into a strict mathematical toolkit can significantly improve the results in real world 2D/3D test images and videos, for applications in video surveillance, smart city monitoring, autonomous driving, remote sensing, and optical industrial inspection.
Advances In Maritime Technology And Engineering
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Author : Carlos Guedes Soares
language : en
Publisher: CRC Press
Release Date : 2024-05-08
Advances In Maritime Technology And Engineering written by Carlos Guedes Soares and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-05-08 with Technology & Engineering categories.
Advances in Maritime Technology and Engineering comprises a collection of the papers presented at the 7th International Conference on Maritime Technology and Engineering (MARTECH 2024) held in Lisbon, Portugal, on 14-16 May 2024. This Conference has evolved from the series of biannual national conferences in Portugal, which have become an international event, reflecting the internationalization of the maritime sector and its activities. MARTECH 2024 is the seventh of this new series of biannual conferences. This book comprises 142 contributions that were reviewed by an International Scientific Committee. Advances in Maritime Technology and Engineering is dedicated to maritime transportation, ports as well as maritime safety and reliability. It further comprises sections dedicated to ship design, cruise ship design, and to the structural aspects of ship design, such as ultimate strength and composites, subsea structures as pipelines, and to ship building and ship repair. The Proceedings in Marine Technology and Ocean Engineering series is dedicated to the publication of proceedings of peer-reviewed international conferences dealing with various aspects of “Marine Technology and Ocean Engineering”. The series includes the proceedings of the following conferences: the International Maritime Association of the Mediterranean (IMAM) conferences, the Marine Structures (MARSTRUCT) conferences, the Renewable Energies Offshore (RENEW) conferences and the Maritime Technology (MARTECH) conferences. The “Marine Technology and Ocean Engineering” series is also open to new conferences that cover topics on the sustainable exploration of marine resources in various fields, such as maritime transport and ports, usage of the ocean including coastal areas, nautical activities, the exploration and exploitation of mineral resources, the protection of the marine environment and is resources, and risk analysis, safety and reliability. The aim of the series is to stimulate advanced education and training through the wide dissemination of the results of scientific research.
2020 International Conference On Applications And Techniques In Cyber Intelligence
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Author : Jemal H. Abawajy
language : en
Publisher: Springer Nature
Release Date : 2020-08-12
2020 International Conference On Applications And Techniques In Cyber Intelligence written by Jemal H. Abawajy and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-08-12 with Computers categories.
This book presents innovative ideas, cutting-edge findings, and novel techniques, methods, and applications in a broad range of cybersecurity and cyberthreat intelligence areas. As our society becomes smarter, there is a corresponding need to secure our cyberfuture. The book describes approaches and findings that are of interest to business professionals and governments seeking to secure our data and underpin infrastructures, as well as to individual users.
Encyclopedia Of Ocean Engineering
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Author : Weicheng Cui
language : en
Publisher: Springer Nature
Release Date : 2022-06-29
Encyclopedia Of Ocean Engineering written by Weicheng Cui and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-06-29 with Technology & Engineering categories.
This encyclopedia adopts a wider definition for the concept of ocean engineering. Specifically, it includes (1) offshore engineering: fixed and floating offshore oil and gas platforms; pipelines and risers; cables and moorings; buoy technology; foundation engineering; ocean mining; marine and offshore renewable energy; aquaculture engineering; and subsea engineering; (2) naval architecture: ship and special marine vehicle design; intact and damaged stability; technology for energy efficiency and green shipping; ship production technology; decommissioning and recycling; (3) polar and Arctic Engineering: ice mechanics; ice-structure interaction; polar operations; polar design; environmental protection; (4) underwater technologies: AUV/ROV design; AUV/ROV hydrodynamics; maneuvering and control; and underwater-specific communicating and sensing systems for AUV/ROVs. It summarizes the A–Z of the background and application knowledge of ocean engineering for use by ocean scientists and ocean engineers as well as nonspecialists such as engineers and scientists from all disciplines, economists, students, and politicians. Ocean engineering theories, ocean devices and equipment, ocean design and operation technologies are described by international experts, many from industry and each entry offers an introduction and references for further study, making current technology and operating practices available for future generations to learn from. The book also furthers our understanding of the current state of the art, leading to new and more efficient technologies with breakthroughs from new theory and materials. As the land resources approach the exploitation limit, ocean resources are becoming the next choice for the sustainable development. As such, ocean engineering is vital in the 21st century.
China Satellite Navigation Conference Csnc 2022 Proceedings
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Author : Changfeng Yang
language : en
Publisher: Springer Nature
Release Date : 2022-05-06
China Satellite Navigation Conference Csnc 2022 Proceedings written by Changfeng Yang and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-05-06 with Technology & Engineering categories.
China Satellite Navigation Conference (CSNC 2022) Proceedings presents selected research papers from CSNC 2022 held during 25th-27th May, 2022 in Beijing, China. These papers discuss the technologies and applications of the Global Navigation Satellite System (GNSS), and the latest progress made in the China BeiDou System (BDS) especially. They are divided into 10 topics to match the corresponding sessions in CSNC2022 which broadly covered key topics in GNSS. Readers can learn about the BDS and keep abreast of the latest advances in GNSS techniques and applications.