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.

This book studies human settlements in China in terms of Human Settlements Trialism in 5 typical human settlement types: river valleys, water networks, hills, plains, and arid areas. Focusing on 3 elements of Trialism-(1) natural and constructed environments, resources, and visual landscapes in human settlements background; (2) survival strategies, customs, culture, and values in human settlements activity; and (3) the layout of time and space as well as the planning and design of the urban, the country, and the wilderness in human settlements construction-the book analyzes the evolution of human settlements and predicts future trends. Presenting academic researchers and graduate students in various fields with insights from landscape architecture, urban planning, architecture, geography, forestry, art, and psychology, the study discusses the principles of interactive physiological thinking and systematically theoretical philosophy related to professional physiology, planning and design principles, and traditional and modern methods and technologies in urban and rural construction. The innovative multi-discipline study promotes the planning and design of 5 types of human settlement, which is helpful to the judgment of value, activity rule, and living style of human settlements, and also discusses the development of human settlements in the new millennium.

Canada and the United States share the world's longest international border. For those living in the immediate vicinity of the Canadian side of the border, the events of 9/11 were a turning point in their relationship with their communities, their American neighbours and government officials. Borderline Canadianness offers a unique ethnographic approach to Canadian border life. The accounts of local residents, taken from interviews and press reports in Ontario's Niagara region, demonstrate how borders and everyday nationalism are articulated in complex ways across region, class, race, and gender. Jane Helleiner's examination begins with a focus on the "de-bordering" initiated by NAFTA and concludes with the "re-bordering" as a result of the 9/11 attacks. Her accounts of border life reveals disconnects between elite border projects and the concerns of ordinary citizens as well as differing views on national belonging. Helleiner has produced a work that illuminates the complexities and inequalities of borders and nationalism in a globalized world.

This book presents the polycentric and multiscale view of landscape which has been developed in Russia within a framework of physical geography since the early twentieth century. The authors develop the ideas of hierarchical organization of a landscape and strong relationships between abiotic and biotic components with equal attention to both vertical fluxes and lateral transfer. Three-dimensional representation of landscape involves strong emphasis on abiotic drivers of pattern development including relief, geological structures and runoff. The objective of this book is to demonstrate the multiplicity of models and multiscale approach to description and explanation of landscape pattern, functioning, dynamics, and evolution. The contributions deal with various hierarchical levels ranging from within-unit interior variability to between-units interaction at landscape level, as well as regional and supra-regional zonal patterns. Divided into 8 clear parts, the 28 chapters treat spatial pattern in one of the following aspects: indicator of actual matter and energy flows control over actual processes including disturbance expansion as well as determinant of future development indicator of genesis and prerequisite for future trends driver for short-term dynamics of processes response to climatic and anthropogenic influences factor of settlement network and land use adaptation at various historical epochs framework for actual land use spatial arrangement. This contributed volume is written for researchers and students in the field of landscape ecology, physical geography, environmental impact assessment, and ecological planning.

This open access book crosses disciplinary boundaries to connect theories of environmental justice with Indigenous people's experiences of freshwater management and governance. It traces the history of one freshwater crisis - the degradation of Aotearoa New Zealand's Waipa River- to the settler-colonial acts of ecological dispossession resulting in intergenerational injustices for Indigenous Maori iwi (tribes). The authors draw on a rich empirical base to document the negative consequences of imposing Western knowledge, worldviews, laws, governance and management approaches onto Maori and their ancestral landscapes and waterscapes. Importantly, this book demonstrates how degraded freshwater systems can and are being addressed by Maori seeking to reassert their knowledge, authority, and practices of kaitiakitanga (environmental guardianship). Co-governance and co-management agreements between iwi and the New Zealand Government, over the Waipa River, highlight how Maori are envisioning and enacting more sustainable freshwater management and governance, thus seeking to achieve Indigenous environmental justice (IEJ). The book provides an accessible way for readers coming from a diversity of different backgrounds, be they academics, students, practitioners or decision-makers, to develop an understanding of IEJ and its applicability to freshwater management and governance in the context of changing socio-economic, political, and environmental conditions that characterise the Anthropocene.

Aimed at those at the forefront of social ecological thinking, this book presents a practice-oriented process to navigate the complex, interdisciplinary challenges of our time. The book brings together insights from the social sciences and beyond to introduce readers to 'adaptive doing' - a continuous and iterative process of experiential learning that provides an accessible structure and process for integrating a range of knowledge and practices. As part of the 'adaptive doing' learning cycle, the authors argue for a common platform, symbolically called 'the agora', where multiple ways of understanding can be discussed. In this space, participants can work from practice and narratives, toward meaning, knowledge formation and practice change. The book demonstrates three reframing tools for social ecological practice that provide readers with multiple ways of holistically entering the social ecological domain and expanding their perspectives with a view to changing practice. 'Adaptive doing' is presented as a catalyst for a new generation of social ecological research, in which participants honour their disciplinary foundations while being ready to collaborate within each new system, and each new engagement: being able to act now, for social ecological recognition and change.

There are few more beautiful places than Scotland's winter mountains. But even when most of the snow has melted, isolated patches can linger well into summer and beyond. In The Vanishing Ice, Iain Cameron chronicles these remarkable and little-seen relics of the Ice Age, describing how they have fascinated travellers and writers for hundreds of years, and reflecting on the impact of climate change. Iain was nine years old when snow patches first captured his imagination, and they have been inextricably bound with his life ever since. He developed his expertise through correspondence (and close friendship) with research ecologist Dr Adam Watson, and is today Britain's foremost authority on this weather phenomenon. Iain takes us on a tour of Britain which includes the Scottish Highlands, the Southern Uplands, the Lake District and Snowdonia, seeking elusive patches of snow in wild and often inaccessible locations. His adventures include a perilous climb in the Cairngorms with comedian Ed Byrne, and glorious days spent out on the hills with Andrew Cotter and his very good dogs, Olive and Mabel. Based on sound scientific evidence and personal observations, accompanied by stunning photography and wrapped in Iain's shining passion for the British landscape, The Vanishing Ice is a eulogy to snow, the mountains and the great outdoors.

The purpose of this book is to demonstrate that the land-based geomorphological evidence of environmental change from late Pleistocene, Holocene, historical and contemporary time periods remain central to a full understanding of global environmental change both at the global and regional scale. Geomorphology, Human Activity and Global Environmental Change begins with a look at how global Pleistocene climate change affected placation and tectonic instability. The middle section then looks at environments unaffected by human activity in an attempt to explore scenarios that may result from climate change alone in the future. The final two sections look at human activity and global environmental change by monitoring floodplain stratigraphy, cartographic evidence, sediment transport, watershed studies and coastal surveys, and offer practical advice on land management issues. Case studies from Europe, North America and Asia are used.

This book is intended for environmental consultants, civil engineers, postgraduates and researchers in geomorphology, geology, civil engineering, environmental science and geography and as supplementary reading for upper level undergraduates of geomorphology in departments of geography, geology and environmental science.

This book describes the challenges for the natural environments and local communities in the future. Among the high mountains of Africa, only Kilimanjaro, Mount Kenya, and the Rwenzori Mountains are still capped with glaciers. The retreating rate of these glaciers has accelerated, and they are expected to disappear in the near future. In the area around Mount Kenya, the precipitation is generally low, such that rainfall cannot stably supply water for farmlands and daily life. It has been revealed that the glacial meltwater has produced springs at the foot of the mountain. It is therefore important to characterize the condition of water sources near Mount Kenya for use by local people. This book discusses the relationships between the actual state of the climate and glacier shrinkage around Mount Kenya, the surrounding vegetation, soil, and water environments, and the lives of the foothill region inhabitants confronting the glacier shrinkage. This book is valuable in the contemporary age, when the assurance of a sustainable relationship between nature and mankind is critical.

Employing methodological perspectives from the fields of political geography, environmental studies, anthropology, and their cognate disciplines, this volume explores alternative logics of sentient landscapes as racist, xenophobic, and right-wing. While the field of sentient landscapes has gained critical attention, the literature rarely seems to question the intentionality of sentient landscapes, which are often romanticized as pure, good, and just, and perceived as protectors of those who are powerless, indigenous, and colonized. The book takes a new stance on sentient landscapes with the intention of dispelling the denial of "coevalness" represented by their scholarly romanticization.

This book focuses on geochemical behavior and ancient records of the specific biomarker levoglucosan in Tibetan glaciers, Based on samples from the Zangsegangri (ZSGR) ice cores obtained from the central Tibetan Plateau, it presents annually resolved levoglucosan records and fire changes over the past 430 years. It also discusses the interaction between fire, climate change, and human activities. This is the first effort to reconstruct annual resolution fire records in Tibetan ice, providing crucial information and substantially improved analytical methods toward a better understanding of past fire changes.

This book deals with recent advances in coastal marine environmental management and governance. Various chapters consider new aspects of conservation, assessment of ecosystem health status, environmental survey and protection, frameworks of ocean service and governance, new applications of geo processing and GIS technology, beach management, aquaculture site selection, assessment of water quality (brine disposal and temperature dispersion from nuclear power plants), exploration and management of coastal karst, changing perceptions of dune management, advances in interpretation of sea-level indicators and real time environmental monitoring. New advances in both environmental management and governance are of the utmost importance for sustaining critical coastal marine areas. Offering such a diverse collection of works from coastal scientists around the world, who discuss many techniques and methods at the forefront of management and governance, this publication will be of interest to coastal researchers, coastal zone managers and regulatory agency personnel.

This book explores the real-world consequences changing ideas and strategies have on effective climate governance. Its main focus is on why accountability matters - both for transformations and transitions in international climate change governance and how international support for environmentally responsible actions, and extending shared accountabilities, might strengthen climate governance globally. A main point of discussion is if and how better understanding of accountabilities and transformations in ecosystems dynamics, the capacities of organisms to adapt, migrate or otherwise respond to environmental or climatic changes, can improve climate governance mechanisms. Bringing together a diverse set of considerations from various fields of study, chapters examine responses to environmental transformations that occur during periods of climatic crisis, such as species depletion, industrialisation, de-industrialisation or urbanisation. Throughout, this book aims to further readers understanding of if or how accountable climate governance can reduce the risks of global political disorder and widespread conflict in the 21st century, arising from environmental transformations of depleted forests, re-routed waterways, coastlines impacted by sea level rises, changed rainfall patterns and industrial practices.

This open access book is a result of the Dalhousie-led research project Safe Navigation and Environment Protection, supported by a grant from the Ocean Frontier Institute's the Canada First Research Excellent Fund (CFREF). The book focuses on Arctic shipping and investigates how ocean change and anthropogenic impacts affect our understanding of risk, policy, management and regulation for safe navigation, environment protection, conflict management between ocean uses, and protection of Indigenous peoples' interests. A rapidly changing Arctic as a result of climate change and ice loss is rendering the North more accessible, providing new opportunities while producing impacts on the Arctic. The book explores ideas for enhanced governance of Arctic shipping through risk-based planning, marine spatial planning and scaling up shipping standards for safety, environment protection and public health.

This book is a collection of extended papers based on presentations given during the ICEC 2018 conference, held in Caen, France, in August 2018. It explores both the limitations and advantages of current models, and highlights the latest developments concerning new numerical schemes, high-performance computing, multi-physics and multi-scale methods, and better interaction with field or scale model data. Accordingly, it addresses the interests of practitioners, stakeholders, researchers, and engineers active in this field.

The Most Important Animal of All is an award-winning picture book about seven super-animals - important keystone species - beautifully illustrated by Hannah Bailey and endorsed by The British Ecological Society. A class is learning all about animals and their teacher challenges them to decide which is the most important animal of all. Seven children champion a different animal for the top spot. Is it... BEES as master pollinators BATS as night-time predators and pollinators ELEPHANTS who shape their landscapes and spread seeds BEAVERS who create watery habitats TIGERS who keep their food web in balance SHARKS who keep our oceans healthy and increase biodiversity KRILL as food for many whales and sea creatures There is lots of information about each animals, as well as other keystone species, plus photographs to see them up close and in their habitats. This is a positive and gentle primer for young children from 5 years old about the issues of habitat loss, endangered species and climate change. "Only if we understand, will we care. Only if we care, will we help. Only if we help, shall all be saved" - Dr Jane Goodall.

'Proof that epic adventures are open to everyone, even if you've got a day job.' Alastair Humphreys Nicknamed 'Mountain Man' by the Sunday Telegraph, James Forrest is the record-breaking adventurer who climbed every mountain in England and Wales in just six months - the fastest ever time. Solo and unsupported, he walked over 1,000 miles and ascended five times the height of Everest during his 446-peak challenge. And he did it all on his days off from work, proving it is possible to integrate an epic adventure into your everyday life. From collapsing tents and horrific storms to near-fatal mountaineering mishaps, James endured his fair share of hardship out in the hills. But the good times far outweighed the bad. He slept wild under the stars, met eccentric locals, and exchanged the 21st century social media bubble for a simpler, more peaceful existence. What did he learn along the way? That life is more fulfilling when you switch off your phone and climb a mountain. Chosen by The Great Outdoors magazine as their book of the year, all readers will be inspired and motivated by James's amazing adventure, and the book concludes with a section on how YOU can achieve your next adventure. Whether it's something to get the kids involved in at half term, a fun challenge to tackle solo or with friends, or a record-breaking attempt of epic proportions, James will guide you through everything you need to do to plan and execute your adventure. This paperback edition also features a Foreword by adventurer and writer Anna McNuff.

This book explores urban futures in the making, as seen through the lens of urban infrastructure. The book describes how socio-technical arrangements of energy and water provision are being recast in continuing efforts towards realising 'sustainable' transformation of cities. It critically investigates how infrastructure comes to matter by analyzing the shifting capacities and entanglements of diverse actors with these systems, the various means they use to envision, enact and contest changes, and the wide-ranging social and political implications of emerging infrastructure transitions. Drawing on original research into urban infrastructure debates and projects in Stockholm and Paris, the author develops a novel conceptual framework for studying and acknowledging the active, vital role of infrastructure in constituting a material politics of urban transformation. Straddling the latest theoretical insights and empirical investigation of urban planning practice and socio-technical engineering of systems and flows, Redeploying Urban Infrastructure forges new, timely reflections and perspectives which will be of interest to the growing multidisciplinary community of scholars investigating infrastructure and to academics and practitioners with a concern for understanding the wider politics of urban futures.

This comprehensive synthesis systematically covers the entire range of natural and managed oak forests in the highlands of tropical America. Originally, these forests were widely distributed, but largely through human impact large parts have disappeared and the remaining patches are under increasing threat.

For the first time, aspects as diverse as the paleo-ecology, biogeography, stand structure and composition, biodiversity, population dynamics, ecosystem dynamics, fragmentation and recovery, conservation and sustainable use of Neotropical montane oak forests are treated in a coherent manner. Providing a thorough understanding of ecological patterns and processes that determine the structure and functioning of these magnificent forests, this volume can serve as a sound basis for sustainable forest management and biodiversity conservation in general.

Focusing specifically on the management of karst environments, this volume draws together the world's leading karst experts to provide a vital source for the study and management of this unique physical setting. Although karst landscapes cover 12% of the Earth's terrain and provide 25% of the world's drinking water, the resource management of karst environments has only previously received indirect attention. Through a comprehensive approach, Karst Management focuses on engineering issues associated with surface karst such as quarries, dams, and agriculture, subsurface topics such as the management of groundwater, show caves, cave biota, and geo-archaeology projects. Chapters that focus on karst as an integrated system look at IUCN World Heritage sites, national parks, policy and regulation, measuring systematic disturbance, information management, and public environmental education. The text incorporates the most up-to-date research from leading karst scientists. This volume provides important perspectives for university students, educators, geoengineers, resource managers, and planners who are interested in or work with this unique physical landscape.

'One of the greatest mountaineering survival stories never told.' - The Sunday Times Some mountains are high; some mountains are hard. Few are both. On the afternoon of 13 July 1977, having become the first climbers to reach the summit of the Ogre, Doug Scott and Chris Bonington began their long descent. In the minutes that followed, any feeling of success from their achievement would be overwhelmed by the start of a desperate fight for survival. And things would only get worse. Rising to over 7,000 metres in the centre of the Karakoram, the Ogre - Baintha Brakk - is notorious in mountaineering circles as one of the most difficult mountains to climb. First summited by Scott and Bonington in 1977 - on expedition with Paul 'Tut' Braithwaite, Nick Estcourt, Clive Rowland and Mo Anthoine - it waited almost twenty-four years for a second ascent, and a further eleven years for a third. The Ogre, by legendary mountaineer Doug Scott, is a two-part biography of this enigmatic peak: in the first part, Scott has painstakingly researched the geography and history of the mountain; part two is the long overdue and very personal account of his and Bonington's first ascent and their dramatic week-long descent on which Scott suffered two broken legs and Bonington smashed ribs. Using newly discovered diaries, letters and audio tapes, it tells of the heroic and selfless roles played by Clive Rowland and Mo Anthoine. When the desperate climbers finally made it back to base camp, they were to find it abandoned - and themselves still a long way from safety. The Ogre is undoubtedly one of the greatest adventure stories of all time.

Globalization is not a new phenomenon, but it is posing new challenges to humans and natural ecosystems in the 21st century. From climate change to increasingly mobile human populations to the global economy, the relationship between humans and their environment is being modified in ways that will have long-term impacts on ecological health, biodiversity, ecosystem goods and services, population vulnerability, and sustainability. These changes and challenges are perhaps nowhere more evident than in island ecosystems. Buffeted by rising ocean temperatures, extreme weather events, sea-level rise, climate change, tourism, population migration, invasive species, and resource limitations, islands represent both the greatest vulnerability to globalization and also the greatest scientific opportunity to study the significance of global changes on ecosystem processes, human-environment interactions, conservation, environmental policy, and island sustainability. In this book, we study islands through the lens of Land Cover/Land Use Change (LCLUC) and the multi-scale and multi-thematic drivers of change. In addition to assessing the key processes that shape and re-shape island ecosystems and their land cover/land use changes, the book highlights measurement and assessment methods to characterize patterns and trajectories of change and models to examine the social-ecological drivers of change on islands. For instance, chapters report on the results of a meta-analysis to examine trends in published literature on islands, a satellite image time-series to track changes in urbanization, social surveys to support household analyses, field sampling to represent the state of resources and their limitations on islands, and dynamic systems models to link socio-economic data to LCLUC patterns. The authors report on a diversity of islands, conditions, and circumstances that affect LCLUC patterns and processes, often informed through perspectives rooted, for instance, in conservation, demography, ecology, economics, geography, policy, and sociology.

This book discusses a variety of different perspectives involved in biodiversity management and bio-sequestration projects in Australia, working towards achieving adaptive governance in carbon farming. It not only examines landholders' motivation but also the challenges of integrating biodiverse forests into the agricultural landscape. Drawing on the contrast between science and policy stakeholders' views on carbon farming and the practical challenges of achieving adaptive governance, the book discusses the significant gap between theory and practice encountered in this field of study. The book suggests ways of improving the decision-making capacity of government officials and policymakers involved in managing carbon and biodiversity markets, as well as introducing measures to promote adaptive governance by engaging landholders in more effective land conservation. Climate change is a pressing issue on the global political agenda, and this book makes an important contribution to the ongoing debate. This book will be an invaluable reference for practitioners, policymakers and researchers interested in alternative forms of governance in natural resource management.

This volume reviews recent hydrological and environmental issues resulting from human-induced water pollution practices while providing case studies on the physical, chemical, and eco-biological techniques used to mitigate the impacts of river ecosystem pollution in South Asian countries. The book demonstrates the key methods of measurement, monitoring, mapping, and modeling of river water quality and how it is impacted by pollution and incorporates contemporary geospatial technological applications for the management and sustainability of future water resources. The major topics that the book addresses are the fundamental concepts of river ecosystem health, riverine ecology and habitats, risk assessment of riverine pollution, and technology-based river pollution control strategies. The book will serve as an interdisciplinary guide for researchers, students, and GIS specialists working in various disciplines, including pollution hazards, river ecosystem restoration, water quality, remote sensing, zoology, natural resources management, and environmental geography.

Were you looking for the book with access to MasteringGeography? This product is the book alone and does NOT come with access to MasteringGeography. Buy the book and access card package to save money on this resource. Continuing Tom L. McKnight's well-known thematic focus on landscape appreciation, Darrel Hess offers a broad survey of all of the physical processes and spatial patterns that create Earth's physical landscape. McKnight's Physical Geography: A Landscape Appreciation provides a clear writing style, superior art program, and abundant pedagogy to appeal to a wide variety of students. This new edition offers a truly meaningful integration of visualization, technology, the latest applied science, and new pedagogy, providing essential tools and opportunities to teach and engage students in these processes and patterns.