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  • - Lectures Presented at the International Conference of Computational Methods in Sciences and Engineering 2006 (ICCMSE 2006). Chania, Crete. Greece
    by George Maroulis
    £132.99

    This volume contains a collection of the lectures of the invited speakers and symposium organizers presented at the International Conference of Computational methods in Science and Engineering (ICCMSE 2006), held in Chania, Greece, October 2006. The content of the papers bears upon new developments of Computational Science pertinent to Physics, Chemistry, Biology, Medicine, Mathematics and Engineering. Molecular Science is a privileged ground for the application and evaluation of new mathematical tools and computational methods. In recent years, novelty and progress with greatest conceivable speed is common experience. This flavor of research findings carrying many consequences for distant fields is easily evidenced in the lectures collected in this volume.

  • by C C Gaither
    £137.49

    In these days of ever-increasing specialization, it is important to gain a broad appreciation of scientific disciplines such as chemistry. With this in mind, Chemically Speaking: A Dictionary of Quotations contains the words and wisdom of several hundred scientists, writers, philosophers, poets, and academics. Some quotations are illustrated by amusing cartoons. The book is completed by a bibliography and indexes. The bibliography is useful for readers who want to search for more details about the quotations listed. The extensive author and subject indexes provide the perfect tool for locating quotations for practical use or pleasure. The largest compilation of published chemistry quotations available, this book is designed to be entertaining and informative. It presents quotations so that you can get a feel for the depth and breadth of chemistry, and the visions and styles of chemists past and present. Chemically Speaking: A Dictionary of Quotation can be read for entertainment or used as a handy reference.

  • by Mitchal Dichter
    £28.49

    This official Student Solutions Manual includes solutions to the odd-numbered exercises featured in the third edition of Steven Strogatz's classic text Nonlinear Dynamics and Chaos: With Applications to Physics, Biology, Chemistry, and Engineering.

  • - Volume 1
    by J R McWhirter
    £51.99

    First published in 1978: The purpose of this two-volume series is to present a consolidated and comprehensive reference on oxygen-activated sludge technology.

  • - A Risk-based Approach
    by Stephen Asbury
    £47.49 - 114.99

    Internal auditing is an essential tool for managing compliance, and for initiating and driving continual improvement in any organization's systematic HSEQ performance. Health and Safety, Environment and Quality Audits includes the latest health and safety, environmental and quality management system standards - ISO 9001, ISO 14001 and ISO 45001. It delivers a powerful and proven approach to risk-based auditing of business-critical risk areas using ISO, or your own management systems. It connects the 'PDCA' approach to implementing management systems with auditing by focusing on the organization's context and the needs and expectations of interested parties. The novel approach leads HSEQ practitioners and senior and line managers alike to concentrate on the most significant risks to their objectives, and provides a step-by-step route through The Audit AdventureTM to provide a high-level, future-focused audit opinion. The whole approach is aligned to the international standard guidance for auditing management systems (ISO 19011). This unique guide to HSEQ and operations integrity auditing has become the standard work in the field over three editions whilst securing bestseller status in Australasia, Europe, North America and South Africa. It is essential reading for senior managers and auditors alike - it remains the 'go to' title for those who aspire to drive a prosperous and thriving business based on world-class HSEQ management and performance.

  • by David J Evans
    £64.49

    While the architecture of present-day parallel supercomputers is largely based on the concept of a shared memory, with its attendant limitations of common access, advances in semicoductor technology have led to the development of highly parellel computer architectures with decentralized storage and limited connections in which each processor possesses high bandwidth local memory connected to a small number of such architectures, enabling cost-effective high-speed parallel processing for large volumes of data, with ultra-high throughput rates. Algorithms suitable for implementation on systolic arrays find applications in areas such as signal and image processing, pattern matching, linear algebra, recurrence algorithms and graph problems. This book provides an insight into the implementation of systolic arrays and gives a comprehensive overview of the techniques and theories contributing to the design of systolic algorithms.

  • by Shrikaant Kulkarni
    £119.49

    Edge computational intelligence is an interface between edge computing and artificial intelligence (AI) technologies. This interfacing represents a paradigm shift in the world of work by enabling a broad application areas and customer-friendly solutions. Edge computational intelligence technologies are just in their infancy. Edge Computational Intelligence for AI-Enabled IoT Systems looks at the trends and advances in edge computing and edge AI, the services rendered by them, related security and privacy issues, training algorithms, architectures, and sustainable AI-enabled IoT systems.Together, these technologies benefit from ultra-low latency, faster response times, lower bandwidth costs and resilience from network failure, and the book explains the advantages of systems and applications using intelligent IoT devices that are at the edge of a network and close to users. It explains how to make most of edge and cloud computing as complementary technologies or used in isolation for extensive and widespread applications. The advancement in IoT devices, networking facilities, parallel computation and 5G, and robust infrastructure for generalized machine learning have made it possible to employ edge computational intelligence in diverse areas and in diverse ways.The book begins with chapters that cover Edge AI services on offer as compared to conventional systems. These are followed by chapters that discuss security and privacy issues encountered during the implementation and execution of edge AI and computing services The book concludes with chapters looking at applications spread across different areas of edge AI and edge computing and also at the role of computational intelligence in AI-driven IoT systems.

  • - Addressing Food Security, Nutrition, and Health
    by Preety Gadhoke
    £54.49

    Transformations of Global Food Systems for Climate Change Resilience: Addressing Food Security, Nutrition, and Health provides poignant case studies of climate change resilience frameworks for nutrition-focused transformations of agriculture and food systems, food security, food sovereignty, and population health of underserved and marginalized communities from across the globe. Each chapter is drawn from diverse cultural contexts and geographic areas, addressing local challenges of ongoing food and health system transformations and illustrating forms of resistance, resilience, and adaptations of food systems to climate change.Fourteen chapters present global case studies, which directly address the United Nations Sustainable Development Goals and the Food and Agriculture Organization's global call to action for transforming agriculture, addressing food security and nutrition, and the health of populations impacted by climate change and public health issues.They also integrate reflections, insights, and experiences resulting from the COVID-19 Pandemic.This edited volume includes research on (1) enhancing food sovereignty and food security for underserved populations with a particular focus on indigenous peoples; (2) improving locally contextualized definitions and measurements of climate change resilience, food security, hunger, nutrition, and health; (3) informing public health programs and policies for population health and nutrition; and (4) facilitating public and policy discourse on sustainable futures for community health and nutrition in the face of climate change and natural disasters, including ongoing and future pandemics or emergencies.Within this book, readers discover an array of approaches by the authors that exemplify the mutually engaged and reciprocal partnerships that are community-driven and support the positive transformation of the people with whom they work. By doing so, this book informs and drives a global sustainable future of scholarship and policy that is tied to the intersectionality and synergisms of climate change resilience, food security, food sovereignty, nutrition, and community health.

  • - An Introduction Using R
    by Clive Beggs
    £49.99

    Aimed at all those interested in analysing soccer data, be they fans, gamblers, coaches, sports scientists, or data scientists and statisticians wishing to pursue a career in professional soccer. It aims to equip the reader with the knowledge and skills required to confidently analyse soccer data using R, all in a few easy lessons.

  • by Banani Ghosh
    £85.99

    This book contains short definitions and descriptions followed by examination material for Digital Electronics.

  • by Faizur Rashid
    £45.49 - 110.49

    Today, in the present age of digital era, the terms digitalization, emerging technologies, and social media have become a buzzword. Among all the innovations in our history, digital technology has advanced the fastest. With the freedom of digitalization, emerging technologies, and the high internet and computing devices may now work remotely. Every industry, including banking and finance, healthcare, agriculture, logistics, academics, the government sector, and businesses has recognized the need for innovative digital technologies for their social development, boosting efficiency and speed, and cutting costs. Digitalization has also converted non-digital applications into digital ones to make things easier for people, also, social media has had a significant impact on everyone's life and every industry. Consequently, the primary goal of this book is to explain to the readers how newly emerging digital technologies and social media have significantly altered and aided in the growth of every organization in existence today and how the freedom of using these technologies proved to be beneficial, particularly during the COVID-19 pandemic that affected the entire world. By providing real-world cases from both established and developing nations, particularly India. The book also investigates how digital transformation may help every industry and organization run more quickly and with agility. The readers will learn about the main goal of the digital initiatives that have been launched to make a digitally empowered society worldwide. In this book, the benefits and challenges of digitization, digital tools, and other technologies in diverse fields are also examined.

  • by Preetham Elumalai
    £164.49

    This reference book provides updated information about different immunomodulators for managing fish health and sustainable aquaculture. Immunomodulators are dietary additives that enhance innate defense mechanisms and increase resistance against specific pathogens and diseases. The book covers the different types of immunostimulants, their modes of action, and their efficacies. It also reviews safety concerns, ethical regulations, limitations, and outreach to farmers. It discusses the application of herbal immunomodulators, antioxidants, pre- and pro-biotics, in disease management.Features: Reviews the pressing topic of reduction of antibiotic use in aquaculture Discusses herbal immunomodulators, nutrients, antioxidants and pre- and pro-biotics Covers the topic of progressive immunomodulation using nanotechnology Discusses fish health management in the ever-growing aquaculture industry Includes natural and synthetic immunomodulators The book is meant for researchers and industry experts in aquaculture, fisheries science, and veterinary medicine.

  • by Divya Bajpai Tripathy
    £114.99

    This book illustrates synthesis, properties, and applications of nanotherapeutics in various health care related issues including treatment of cancer, Alzheimer's disease, targeted drug delivery, Anti-HIV-1 nanotherapeutics, antibacterial/antiviral agents, skin therapy and hyperthermia.

  • - Policy, Community, Futures
    by Tan Yigitcanlar
    £45.49 - 60.99

    The smart city movement, during the last decade and half, advocated the built environment and digital technology convergence with the backing of institutional capital and government support. The commitment of a significant number of local governments across the globe, in terms of official smart city policies and initiatives, along with the constant push of global technology giants has reinforced popularity of the movement. This two-volume book on smart cities thoroughly explores and sheds light on the prominent elements of the smart city phenomenon and generates a smart city blueprint.The first volume, with its 12 chapters, provides sound understanding on the key foundations and growth directions of smart city frameworks, technologies, and platforms, with theoretical expansions, practical implications, and real-world case study lessons The second companion volume offers sophisticated perspectives on the key foundations and directions of smart city policies, communities, and urban futures, with theoretical expansions, practical implications, and real-world case study lessons. These volumes offer an invaluable reference source for urban policymakers, managers, planners, and practitioners, and many others, particularly to benefit from it when tackling key urban and societal issues and planning for and delivering smart city solutions. Moreover, the book is also a rich and important repository for scholars and research and undergraduate students.

  • - Framework, Technology, Platform
    by Tan Yigitcanlar
    £45.49 - 60.99

    The smart city movement, during the last decade and half, advocated the built environment and digital technology convergence with the backing of institutional capital and government support. The commitment of a significant number of local governments across the globe, in terms of official smart city policies and initiatives, along with the constant push of global technology giants has reinforced popularity of the movement. This two-volume book on smart cities thoroughly explores and sheds light on the prominent elements of the smart city phenomenon and generates a smart city blueprint. This first volume, with its 12 chapters, provides sound understanding on the key foundations and growth directions of smart city frameworks, technologies, and platforms, with theoretical expansions, practical implications, and real-world case study lessons. The second companion volume offers sophisticated perspectives on the key foundations and directions of smart city policies, communities, and urban futures, with theoretical expansions, practical implications, and real-world case study lessons. This book is an invaluable reference source for urban policymakers, managers, planners, and practitioners, and many others, particularly to benefit from it when tackling key urban and societal issues and planning for and delivering smart city solutions. Moreover, the book is also a rich and important repository for scholars and research and undergraduate students as it communicates the complex smart city phenomenon in an easy to digest form, by providing both the big picture view and specifics of each component of that view. Soundbite: A rich and important repository for scholars and research and undergraduate students as it communicates the complex smart city phenomenon in an easy to digest form, by providing both the big picture view and specifics of each component of that view. It also appeals to local government agencies and smart city practitioners.

  • by Marcus Hutter
    £56.49 - 141.99

    An Introduction to Universal Artificial Intelligence provides a gentle introduction to Universal Artificial Intelligence (UAI), a theory that provides a formal underpinning of what it means for an agent to act intelligently in a general class of environments. First presented in Universal Artificial Intelligence (Hutter, 2004), UAI presents a model in which most other problems in AI can be presented, and unifies ideas from sequential decision theory, Bayesian inference and information theory to construct AIXI, an optimal reinforcement learning agent that learns to act optimally in unknown environments. AIXI represents a theoretical bound on intelligent behaviour, and so we also discuss tractable approximations of this optimal agent.The book covers important practical approaches including efficient Bayesian updating with context tree weighting, and stochastic planning, approximated by sampling with Monte Carlo tree search. Algorithms are also included for the reader to implement, along with experimental results to compare against. This serves to approximate AIXI, as well as being used in state-of-the-art approaches in AI today. The book ends with a philosophical discussion of AGI covering the following key questions: Should intelligent agents be constructed at all, is it inevitable that they will be constructed, and is it dangerous to do so?This text is suitable for late undergraduates and includes an extensive background chapter to fill in the assumed mathematical background.

  • by Brian McFee
    £43.49 - 110.49

    Where most introductory texts to the field of digital signal processing assume a degree of technical knowledge, this class-tested textbook provides a comprehensive introduction to the fundamentals of digital signal processing in a way that is accessible to all. Beginning from the first principles, readers will learn how signals are acquired, represented, analyzed and transformed by digital computers. Specific attention is given to digital sampling, discrete Fourier analysis and linear filtering in the time and frequency domains. All concepts are introduced practically and theoretically, combining intuitive illustrations, mathematical derivations and software implementations written in the Python programming language. Practical exercises are included at the end of each chapter to test readers' knowledge. Written in a clear and accessible style, this book is particularly aimed at students and general readers interested in audio and digital signal processing but who may not have extensive mathematical or engineering training.

  • by Bikash Chandra Behera
    £123.99

    This book discusses smart technologies and their influence in the field of manufacturing and industrial systems engineering, in the context of performability enhancement, and explores the development of the workforce for the execution of such smart and advanced technologies.Smart Technologies for Improved Performance of Manufacturing Systems and Services discusses the integration of smart technology into the production process and supply chain to enhance the overall performance of manufacturing industries. As well as emphasizing the fundamentals of smart technologies, such as artificial intelligence, big data, and cyber-physical systems, it highlights the role that machine learning plays along with other smart technologies. Real-time case studies highlight the applications of smart digital technologies, and research insights into the area of performability and overall sustainable development round out the great range of discussions this reference book has to offer.Managers and stakeholders seeking coverage on techniques and methods for integration into their organizations, as well as students and researchers in the field will find this book very useful.

  • by Saim Ghafoor
    £110.49

    Machine learning has shown tremendous benefits in solving complex network problems and providing situation and parameter prediction. However, heavy resources are required to process and analyze the data, which can be done either offline or using edge computing but also requires heavy transmission resources to provide a timely response. The need here is to provide lightweight machine learning protocols that can process and analyze the data at run time and provide a timely and efficient response. These algorithms have grown in terms of computation and memory requirements due to the availability of large data sets. These models/algorithms also require high levels of resources such as computing, memory, communication, and storage. The focus so far was on producing highly accurate models for these communication networks without considering the energy consumption of these machine learning algorithms.For future scalable and sustainable network applications, efforts are required toward designing new machine learning protocols and modifying the existing ones, which consume less energy, i.e., green machine learning protocols. In other words, novel and lightweight green machine learning algorithms/protocols are required to reduce energy consumption which can also reduce the carbon footprint. To realize the green machine learning protocols, this book presents different aspects of green machine learning for future communication networks. This book highlights mainly the green machine learning protocols for cellular communication, federated learning-based models, and protocols for Beyond Fifth Generation networks, approaches for cloud-based communications, and Internet-of-Things. This book also highlights the design considerations and challenges for green machine learning protocols for different future applications.

  • by Fidel Toldrá
    £191.49

    This 2nd ed of the Handbook of Seafood and Seafood Products Analysis brings together the work of 109 experts who focus on the most recent research and development trends in analytical techniques and methodologies for the analysis of captured fresh and preserved seafood, either cultivated or wild, as well as for derived products.

  • - Properties and Applications
    by Petrica Vizureanu
    £105.99

    Geopolymers presents a complex and interdisciplinary study in the fields of physics, chemistry, materials science, and civil engineering on oxide materials based on mineral wastes, known as geopolymers.Considering the ideal requirements for developing eco-friendly materials for industrial applications, this book describes how to design and develop different types of geopolymers that use mineral wastes or natural aluminosilicates as raw materials. It contains advanced knowledge and information regarding geopolymer manufacturing, development, characterization, and applications in soil stabilization, civil engineering, or ceramics.This book is relevant for undergraduate and graduate students conducting fundamental and applied research in the fields of materials engineering, ceramics engineering, and water processing.

  • by Cyane Tornatzky
    £45.49 - 110.49

    A special quality about the medium of virtual reality is the immersive nature, allowing users to disengage from the physical world around them in order to fully interact with a digital environment. An Artistic Approach to Virtual Reality traces the lineage of artist/technologists who have worked with virtual reality in its infancy to the interactive virtual work of contemporary artists such as Laurie Anderson.Interlaced within a survey of artists whose works fit in the boundary of the interactive virtual medium, this book teases out what qualifies as interactive virtual artworks. The authors discuss the theories behind basic mechanics required to enter the virtual reality space and investigate theories around visual and embodied conceptual space.Key Features: - Explores theoretical and practical aspects of using virtual reality for artistic practice.- Includes examples and discussion of virtual reality artworks from award winning artists.- Discusses topics relevant to virtual reality that are pertinent and persist throughout hardware and software changes.- Provides historical and contemporary discussion of virtual reality artistic works.

  • by Mayank Swarnkar
    £90.49

    This book is associated with the cybersecurity issues and provides a wide view of the novel cyber attacks and the defense mechanisms, especially AI-based Intrusion Detection Systems (IDS).Features: A systematic overview of the state-of-the-art IDS Proper explanation of novel cyber attacks which are much different from classical cyber attacks Proper and in-depth discussion of AI in the field of cybersecurity Introduction to design and architecture of novel AI-based IDS with a trans- parent view of real-time implementations Covers a wide variety of AI-based cyber defense mechanisms, especially in the field of network-based attacks, IoT-based attacks, multimedia attacks, and blockchain attacks. This book serves as a reference book for scientific investigators who need to analyze IDS, as well as researchers developing methodologies in this field. It may also be used as a textbook for a graduate-level course on information security.

  • by Joanna F Defranco
    £41.99

    Most organizations place a high priority on keeping data secure, but not every organization invests in training its engineers or employees in understanding the security risks involved when using or developing technology. Designed for the non-security professional, What Every Engineer Should Know About Cyber Security and Digital Forensics is an overview of the field of cyber security.The Second Edition updates content to address the most recent cyber security concerns and introduces new topics such as business changes and outsourcing. It includes new cyber security risks such as Internet of Things and Distributed Networks (i.e., blockchain) and adds new sections on strategy based on the OODA (observe-orient-decide-act) loop in the cycle. It also includes an entire chapter on tools used by the professionals in the field. Exploring the cyber security topics that every engineer should understand, the book discusses network and personal data security, cloud and mobile computing, preparing for an incident and incident response, evidence handling, internet usage, law and compliance, and security forensic certifications. Application of the concepts is demonstrated through short case studies of real-world incidents chronologically delineating related events. The book also discusses certifications and reference manuals in the areas of cyber security and digital forensics.By mastering the principles in this volume, engineering professionals will not only better understand how to mitigate the risk of security incidents and keep their data secure, but also understand how to break into this expanding profession.

  • - Beyond Lithium-Ion Batteries
    by Ranjusha Rajagopalan
    £85.99

    This book focusses on the current research on materials for advanced battery technologies and propose future directions for different types of batteries to meet the current challenges associated with the fuel cell aspect.

  • by Gururaj H L
    £84.99

    The health technology has become a hot topic in academic research. It employs the theory of social networks into the different levels of the prediction and analysis and has brought new possibilities for the development of technology. This book is a descriptive summary of challenges and methods using disease identification with various case studies from diverse authors across the globe. One of the new buzzwords in healthcare sector that has become popular over years is health informatics. Healthcare professionals must deal with an increasing number of computers and computer programs in their daily work. With rapid growth of digital data, the role of analytics in healthcare has created a significant impact on healthcare professional's life. Improvements in storage data, computational power and paral- lelization has also contributed to uptake this technology. This book is intended for use by researchers, health informatics professionals, academicians and undergraduate and postgraduate students interested in knowing more about health informatics. It aims to provide a brief overview about informatics, its history and area of practice, laws in health informatics, challenges and technologies in health informatics, applica- tion of informatics in various sectors and so on. Finally, the research avenues in health informatics along with some case studies are discussed.

  • by Saad Motahhir
    £41.99 - 96.99

    Digital transformation, also known as Industry 4.0, Smart Industry, and Smart Manufacturing, is at the top of leaders' agendas. Such a transformation stimulates innovation in new products and services, the digital transformation of processes, and the creation of new business models and ecosystems. In the world of manufacturing, Industry 4.0 is based on various technological advances, among which we can mainly cite CPS (cyber-physical systems), IoT (Internet of Things), and IoS (internet of services).While engaging, this fourth wave also brings significant challenges for manufacturers. Business operations and the supply chain are becoming more vulnerable to cyber threats.Security Engineering for Embedded and Cyber-Physical Systems is an invaluable resource to discover cybersecurity and privacy techniques for embedded and cyber-physical systems. This book presents the latest studies and research results on all aspects of security engineering for embedded and cyber-physical systems. It also provides a premier interdisciplinary reference for researchers, practitioners, and educators to discover the most recent innovations, trends, concerns, and practical challenges encountered and solutions adopted in security engineering for embedded and cyber-physical systems.The book offers comprehensive coverage of the essential topics, including the following:Embedded and cyber-physical systems threats and vulnerabilitiesSecurity engineering techniques for embedded and cyber-physical systemsSecurity engineering for embedded and cyber-physical systems and potential future-use casesArtificial intelligence techniques for cybersecurity and privacySecurity engineering for Internet of ThingsBlockchain for cybersecurity in embedded and cyber-physical systemsThis book comprises a number of state-of-the-art contributions from both scientists and practitioners working in security engineering for embedded and cyber-physical systems. It aspires to provide a relevant reference for students, researchers, engineers, and professionals working in this area or those interested in grasping its diverse facets and exploring the latest advances and future trends related to security engineering for embedded and cyber-physical systems.

  • by Lynn F James
    £38.49

    This is a reference book on the classification, distribution, ecology and control of poisonous and aggressively invasive plant species on rangeland. The plants covered include leafy spurge, snakeweeds, thistles and knapweeds, woody species such as juniper, rabbitbrush, oakbrush, mesquite and saltcedar, and other noxious weeds such as dyers woad, cheatgrass and tansy ragwort.

  • by Alexei A Gaivoronski
    £141.99

    The book comprises original articles on topical issues of risk theory, rational decision making, statistical decisions, and control of stochastic systems. The articles are the outcome of a series international projects involving the leading scholars in the field of modern stochastic optimization and decision making. The structure of stochastic optimization solvers is described. The solvers in general implement stochastic quasi-gradient methods for optimization and identification of complex nonlinear models. These models constitute an important methodology for finding optimal decisions under risk and uncertainty. While a large part of current approaches towards optimization under uncertainty stems from linear programming (LP) and often results in large LPs of special structure, stochastic quasi-gradient methods confront nonlinearities directly without need of linearization. This makes them an appropriate tool for solving complex nonlinear problems, concurrent optimization and simulation models, and equilibrium situations of different types, for instance, Nash or Stackelberg equilibrium situations. The solver finds the equilibrium solution when the optimization model describes the system with several actors. The solver is parallelizable, performing several simulation threads in parallel. It is capable of solving stochastic optimization problems, finding stochastic Nash equilibria, and of composite stochastic bilevel problems where each level may require the solution of stochastic optimization problem or finding Nash equilibrium. Several complex examples with applications to water resources management, energy markets, pricing of services on social networks are provided. In the case of power system, regulator makes decision on the final expansion plan, considering the strategic behavior of regulated companies and coordinating the interests of different economic entities. Such a plan can be an equilibrium - a planned decision where a company cannot increase its expected gain unilaterally.

  • by Frank R Spellman
    £81.49

    The marine environment supports nearly half of the universal primary production, and a great share of which drives global fisheries. The Science of Ocean Pollution is written and presented in the author's characteristic conversational style and provides comprehensive coverage of the current situation regarding pollution in the world's oceans. Even though our welfare is intricately linked, interconnected with the sea and its natural resources, humans have substantially altered the face of the ocean within only a few centuries. The face of today's sea is quite apparent, obvious and visible; it floats. This book examines pollution runoff, plastics, oil spills and other pollutants that float in our seas as well as methods to best remediate these issues.

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